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Sunday, 5 July 2026

awesome-mcp-servers

A collection of MCP servers.

glama.ai/mcp/servers

Important

Awesome MCP Servers web directory.

A curated list of awesome Model Context Protocol (MCP) servers.

What is MCP?

MCP is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

Clients

Checkout awesome-mcp-clients and glama.ai/mcp/clients.

Tutorials

Community

Legend

🎖️ – official implementation
programming language
- 🐍 – Python codebase
- 📇 – TypeScript (or JavaScript) codebase
- 🏎️ – Go codebase
- 🦀 – Rust codebase
- #️⃣ - C# Codebase
- ☕ - Java codebase
- 🌊 – C/C++ codebase
- 💎 - Ruby codebase
scope
- ☁️ - Cloud Service
- 🏠 - Local Service
- 📟 - Embedded Systems
operating system
- 🍎 – For macOS
- 🪟 – For Windows
- 🐧 - For Linux

Note

Confused about Local 🏠 vs Cloud ☁️?

Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser.
Use cloud when MCP server is talking to remote APIs, e.g. weather API.

Server Implementations

Note

We now have a web-based directory that is synced with the repository.

🔗 Aggregators

Servers for accessing many apps and tools through a single MCP server.

forgemeshlabs/coinopai-mcp 📇 - Local stdio MCP server for x402-powered paid crypto intelligence: preflight checks, trade decisions with decision_id, later audit against real prices, risk state, signal history, and agent automation search over USDC micropayments on Base.
1mcp/agent 📇 ☁️ 🏠 🍎 🪟 🐧 - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.
2s-io/sdk 📇 ☁️ 🍎 🪟 🐧 - Unified API for AI agents — 180+ tools across geocoding, weather (NWS), climate stations (NOAA), earthquakes (USGS), tides (NOAA), points of interest (OpenStreetMap), patents (USPTO ODP), US case law (CourtListener / Free Law Project), Federal Register, Wikipedia, scientific papers (arXiv / PubMed / Semantic Scholar), AI summarize / translate / extract / screenshot / image-describe, image compression, DNS / WHOIS, crypto address-validate + EVM gas oracle, OFAC sanctions screening, US Census ACS demographics, airport / ZIP lookup. Sub-cent to a few cents per call in USDC on Base via x402 — no API keys, no signup. npx -y @2sio/mcp
8randonpickart5/alderpost-mcp 📇 ☁️ - 8 bundled intelligence endpoints (security, company, threat, compliance, sales, sports, property, health) via x402 micropayments on Base.
GTCC777/pulsenetwork-mcp 📇 - One MCP server exposing 66 specialized intelligence APIs (660+ endpoints) — finance, crypto, legal, immigration, healthcare cost, real estate, tax, climate, sports, science, and more — each an x402 pay-per-call tool in USDC on Base and Solana. Includes a discover meta-tool over the whole network and a cross-vertical referral graph. No API keys. npx mcp-pulsenetwork
tadas-github/a2asearch-mcp 📇 ☁️ - MCP server to search 4,800+ MCP servers, AI agents, CLI tools and agent skills. Install: npx -y a2asearch-mcp. Ask Claude: "Find MCP servers for database access". Free, no auth required.
Aganium/agenium 📇 ☁️ 🍎 🪟 🐧 - Bridge any MCP server to the agent:// network — DNS-like identity, discovery, and trust for AI agents. Makes your tools discoverable and callable by other agents via agent:// URIs with mTLS, trust scores, and capability search.
elisymlabs/elisym 📇 ☁️ 🍎 🪟 🐧 - AI agent discovery and marketplace on Nostr with Solana payments (SOL, USDC). NIP-89 discovery, NIP-90 jobs, NIP-44 v2 encryption, on-chain micropayments.
espadaw/Agent47 📇 ☁️ - Unified job aggregator for AI agents across 9+ platforms (x402, RentAHuman, Virtuals, etc).
doggychip/agentforge 📇 ☁️ - Unified API gateway and marketplace for 300+ AI agents. One API key, REST + streaming, 90% creator revenue share, health monitoring. Self-hostable (MIT).
AgentHotspot 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search, integrate and monetize MCP connectors on the AgentHotspot MCP marketplace
garasegae/aiskillstore ☁️ - Agent-first skill marketplace where AI agents discover, purchase, and integrate skills via MCP protocol. Supports 7+ platforms including Claude, hGPT, and Gemini.
alexanderclapp/clirank-mcp-server 📇 ☁️ 🍎 🪟 🐧 - API intelligence for AI coding agents. 387 APIs scored on agent-friendliness with tools to recommend, compare, check scores, and discover APIs. Install: npx clirank-mcp-server. Web: clirank.dev.
Work90210/APIFold 📇 ☁️ - Turn any REST API into a hosted MCP server. 18 free public servers (GitHub, Stripe, Slack, OpenAI, Notion, and more) — no setup required, bring your own API key.
alexar76/aimarket-plugins 📇 ☁️ 🏠 🍎 🪟 🐧 - aimarket-mcp-packager hub plugin: turn AIMarket capabilities into self-hosted MCP servers (Docker image + mcp_manifest + Claude Desktop mcpServers config). Part of 15-plugin AIMarket Hub (modelmarket.dev); protocol discovery at /.well-known/ai-market.json. Install: pip install aimarket-mcp-packager.
rhein1/agoragentic-integrations 📇 ☁️ - Agent-to-agent marketplace where AI agents discover, invoke, and pay for services from other agents using USDC on Base L2.
arikusi/deepseek-mcp-server 📇 ☁️ 🍎 🪟 🐧 - MCP server for DeepSeek AI with chat, reasoning, multi-turn sessions, function calling, thinking mode, and cost tracking.
ariekogan/ateam-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Build, validate, and deploy multi-agent AI solutions on the ADAS platform. Design skills with tools, manage solution lifecycle, and connect from any AI environment via stdio or HTTP.
askbudi/roundtable 📇 ☁️ 🏠 🍎 🪟 🐧 - Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and standardized MCP interface, providing zero-configuration access to the entire AI coding ecosystem.
blockrunai/blockrun-mcp 📇 ☁️ 🍎 🪟 🐧 - Access 30+ AI models (GPT-5, Claude, Gemini, Grok, DeepSeek) without API keys. Pay-per-use via x402 micropayments with USDC on Base.
cinderwright-ai/cinderwright-api 📇 ☁️ - x402 Discovery Hub. Search engine for the agent economy with 1450+ services indexed. Pay with USDC on Base via x402.
Continuum-AI-Corp/orcarouter-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Browse 160+ LLM models (OpenAI, Anthropic, Google, Qwen, DeepSeek, …) with live pricing — no API key required for catalog tools. Routes chat completions through the OrcaRouter gateway with automatic fallback. npx -y @orcarouter/mcp.
Data-Everything/mcp-server-templates 📇 🏠 🍎 🪟 🐧 - One server. All tools. A unified MCP platform that connects many apps, tools, and services behind one powerful interface—ideal for local devs or production agents.
depwire/depwire 📇 🐍 🏎️ 🦀 🌊 🏠 - Dependency graph + 15 MCP tools for AI coding assistants. Parses TypeScript, JavaScript, Python, Go, Rust, and C. Arc diagram visualization, health scoring, dead code detection, and temporal graph.
duaraghav8/MCPJungle 🏎️ 🏠 - Self-hosted MCP Server registry for enterprise AI Agents
edgarriba/prolink 🐍 ☁️ 🏠 🍎 🪟 🐧 - Agent-to-agent marketplace middleware — MCP-native discovery, negotiation, and transaction between AI agents
entire-vc/evc-spark-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and discover AI agents, skills, prompts, bundles and MCP connectors from a curated catalog of 4500+ assets.
glenngillen/mcpmcp-server ☁️ 📇 🍎 🪟 🐧 - A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow.
gpu-bridge/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Unified GPU inference API with 30 AI services (LLM, image gen, video, TTS, whisper, embeddings, reranking, OCR) as MCP tools. Pay-per-use via x402 USDC or API key credits.
carlosahumada89/govrider-mcp-server ☁️ 📇 - Match your tech product or consulting service to thousands of live government tenders, RFPs, grants, and frameworks from 25+ official sources worldwide.
gzoonet/cortex 📇 🏠 - Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, builds a queryable knowledge graph with web dashboard and CLI. Provides 4 MCP tools: get_status, list_projects, find_entity, query_cortex.
hamflx/imagen3-mcp 📇 🏠 🪟 🍎 🐧 - A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls.
hashgraph-online/hashnet-mcp-js 📇 ☁️ 🍎 🪟 🐧 - MCP server for the Registry Broker. Discover, register, and chat with AI agents on the Hashgraph network.
HelpCode-ai/anythingmcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted source-available MCP gateway and API-to-MCP bridge. Converts REST, SOAP/WSDL, GraphQL, and SQL/NoSQL databases (PostgreSQL, MySQL, MariaDB, MSSQL, Oracle, MongoDB, SQLite) into MCP tools — no SDK, no code. Imports OpenAPI / Postman / WSDL / GraphQL specs; bridges multiple MCP servers behind one endpoint. Ships with 29 pre-built adapters (DHL, DATEV, Weclapp, Personio, Handelsregister, Shopware 6, VIES, OpenPLZ, Bundesbank, etc.). OAuth2 (PKCE + Client Credentials), Bearer, API Key, WS-Security, TLS certs. AES-256-GCM credential encryption, full audit log, per-user MCP API keys, tool-level RBAC.
isaac-levine/forage 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery for AI agents. Searches registries, installs MCP servers as subprocesses, and persists tool knowledge across sessions — no restarts needed.
jabbawocky/proposalcraft 📇 🏠 🍎 🪟 🐧 - MCP server that drafts client proposals in your own voice. Save 2-3 of your winning proposals, paste a new brief, and Claude generates a ready-to-send draft. No API key, no cloud — local storage only. npx -y github:jabbawocky/proposalcraft
jaspertvdm/mcp-server-gemini-bridge 🐍 ☁️ - Bridge to Google Gemini API. Access Gemini Pro and Flash models through MCP.
jaspertvdm/mcp-server-ollama-bridge 🐍 🏠 - Bridge to local Ollama LLM server. Run Llama, Mistral, Qwen and other local models through MCP.
jaspertvdm/mcp-server-openai-bridge 🐍 ☁️ - Bridge to OpenAI API. Access GPT-4, GPT-4o and other OpenAI models through MCP.
Jovancoding/Network-AI 📇 🏠 🍎 🪟 🐧 - Multi-agent orchestration MCP server with race-condition-safe shared blackboard. 20+ MCP tools: blackboard read/write, agent spawn/stop, FSM transitions, budget tracking, token management, and audit log query. npx network-ai-server --port 3001.
julien040/anyquery 🏎️ 🏠 ☁️ - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and private by design.
juspay/neurolink 📇 ☁️ 🏠 🍎 🪟 🐧 - Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models with multi-agent orchestration, HITL workflows, guardrails middleware, and context summarization.
codeislaw101/katzilla 📇 ☁️ 🍎 🪟 🐧 - Unified data API for AI agents — 300+ free, public, and government data sources behind a single API key. Access economic (FRED, BLS), environmental (EPA, NOAA), health (CDC, FDA), weather (NWS), financial (SEC, CFPB), science (NASA, arXiv), and 30+ more categories. Install: npx @katzilla/mcp.
K-Dense-AI/claude-skills-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Intelligent search capabilities to let every model and client use Claude Agent Skills like native.
khalidsaidi/ragmap 📇 ☁️ 🏠 🍎 🪟 🐧 - MapRag: RAG-focused subregistry + MCP server to discover and route to retrieval-capable MCP servers using structured constraints and explainable ranking.
malamutemayhem/unclick 📇 🏠 🍎 🪟 🐧 - The universal remote for AI: one MCP install gives any compatible agent 450+ callable endpoints across 60+ integrations, plus persistent cross-session memory. npx @unclick/mcp-server
mambalabsdev/mcp-gtm-suite 📇 ☁️ - Six GTM signal tools in one MCP server, covering hiring signals, tech stack detection, job board scanning, LinkedIn URL resolution, ICP scoring, and signal aggregation via Apify actors.
Markgatcha/universal-mcp-toolkit 📇 ☁️ 🏠 🍎 🪟 🐧 - A universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.
MastadoonPrime/sylex-search 🐍 📇 ☁️ 🍎 🪟 🐧 - Universal search engine for AI agents. Discover products, services, and businesses across every category. 10 MCP tools, zero LLM calls, millisecond responses. npx sylex-search
merterbak/Grok-MCP 🐍 ☁️ 🍎 🪟 🐧 - MCP server for xAI's Grok API with agentic tool calling, image generation, vision, and file support.
metatool-ai/metatool-app 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
MikkoParkkola/mcp-gateway 🏎️ 🏠 🍎 🪟 🐧 - Universal MCP gateway with single-port multiplexing and Meta-MCP. 4 meta-tools replace 100+ registrations, saving 95% context window. Hot-reloadable capabilities, OpenAPI auto-import, 42 starter capabilities (25 zero-config).
mindsdb/mindsdb - Connect and unify data across various platforms and databases with MindsDB as a single MCP server.
mroops0111/openapi-mcp-gateway 🐍 ☁️ 🏠 🍎 🪟 🐧 - Mount many OpenAPI specs (or your existing FastAPI app) as MCP servers in one process. Auto-promotes eligible GETs to MCP resources, exposes huge specs via three list/get/call meta-tools instead of N tool schemas, and ships per-user OAuth2 token relay with audience-bound tokens.
Octodamus/octodamus-core 🐍 - AI consensus market oracle for crypto traders and autonomous agents. 11-signal BUY/SELL/HOLD consensus (RSI, MACD, funding rate, L/S ratio, on-chain flow, Fear & Greed, congressional trading), Polymarket prediction market edges with EV scoring, Grok X crowd sentiment divergence. Ed25519-signed, on-chain verifiable. x402 micropayments at $0.01/call on Base, or 500 req/day free.
opentabs-dev/opentabs 📇 🏠 🍎 🪟 🐧 - Plugin-based MCP server + Chrome extension that gives AI agents access to web applications through the user's authenticated browser session. 100+ plugins with a plugin SDK for building new ones.
oxgeneral/agentnet 🐍 ☁️ 🍎 🪟 🐧 - Agent-to-agent referral network where AI agents discover, recommend, and refer users to each other. Features bilateral trust model, credit economy, and 7 MCP tools for agent registration, discovery, and referral tracking.
particlefuture/MCPDiscovery 🐍 ☁️ 🏠 🍎 🪟 - MCP of MCPs. Automatic discovery and configure MCP servers on your local machine.
PipedreamHQ/pipedream ☁️ 🏠 - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.
portel-dev/ncp 📇 ☁️ 🏠 🍎 🪟 🐧 - NCP orchestrates your entire MCP ecosystem through intelligent discovery, eliminating token overhead while maintaining 98.2% accuracy.
profullstack/mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - A comprehensive MCP server aggregating 20+ tools including SEO optimization, document conversion, domain lookup, email validation, QR generation, weather data, social media posting, security scanning, and more developer utilities.
RipperMercs/tensorfeed 📇 ☁️ - Real-time AI industry intelligence MCP server. 6 free tools (AI news, service status, model pricing, today summary, agent activity, MCP registry snapshot) and 13 paid premium tools (routing recommendations, news search, history series, cost projection, provider deep-dive, model comparison, agents directory, what's new brief, MCP registry series, webhook watches with daily/weekly digest tier). Pay-per-call in USDC on Base mainnet, no accounts. npx -y @tensorfeed/mcp-server
robhunter/agentdeals 📇 ☁️ - 1,500+ developer infrastructure deals, free tiers, and startup programs across 54 categories. Search deals, compare vendors, plan stacks, and track pricing changes. REST API and web browser at agentdeals.dev.
rupinder2/mcp-orchestrator 🐍 🏠 🍎 🪩 🐧 - Central hub that aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.
sF1nX/x402station 📇 ☁️ - Preflight by x402station.io — infrastructure for x402 agentic commerce. Six capability directions (Discover/Evaluate/Pay/Monitor/Recover/Analyze). Agents call it before every PAYMENT-SIGNATURE to detect decoys, zombie endpoints, dead services, and price traps. Tools: preflight ($0.001), forensics ($0.001), catalog_decoys ($0.005), alternatives ($0.005), whats_new ($0.001), buy_credits ($0.50 = 1000 prepaid), watch_subscribe ($0.01) + free credits_status/watch_status/watch_unsubscribe. Plus free anonymous preflight-trial for self-test. Probes ~50k endpoints on agentic.market every 10 min. Open dataset: huggingface.co/datasets/x402station/preflight-dataset-v0_1. npx -y x402station-mcp.
scotia1973-bot/api-hub 🐍 ☁️ 📇 🍎 🪟 🐧 - Memory Vault: 49 MCP tools with persistent agent memory (store/recall/search), plus 45 utility tools (QR codes, crypto prices, weather, DNS, geolocation, passwords, UUIDs, text, finance, code). Free tier + $2.99/mo Pro. Install: pip install gadgethumans-api-hub-mcp or uvx gadgethumans-api-hub-mcp. Hosted at api.gadgethumans.com/mcp.
supertrained/rhumb 📇 ☁️ 🍎 🪟 🐧 - Agent-native tool intelligence across 1,000+ scored services. 21 MCP tools: discover services, check AN Scores, compare alternatives, resolve capabilities to ranked providers, execute through 3 credential modes (managed, BYOK, agent vault), track costs with receipts, and inspect failure modes. Zero-signup option via x402 micropayments.
sitbon/magg 🍎 🪟 🐧 ☁️ 🏠 🐍 - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.
smart-mcp-proxy/mcpproxy-go 🏎️ 🏠 🍎 🪟 🐧 - Local MCP proxy with BM25 tool filtering, quarantine security, activity logging, and web UI. Routes multiple servers through a single endpoint.
sonnyflylock/voxie-ai-directory-mcp 📇 ☁️ - AI Phone Number Directory providing access to AI services via webchat. Query Voxie AI personas and third-party services like ChatGPT, with instant webchat URLs for free interactions.
SureScaleAI/openai-gpt-image-mcp 📇 ☁️ - OpenAI GPT image generation/editing MCP server.
sxhxliang/mcp-access-point 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server in one click without making any code changes.
TheLunarCompany/lunar#mcpx 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX is a production-ready, open-source gateway to manage MCP servers at scale—centralize tool discovery, access controls, call prioritization, and usage tracking to simplify agent workflows.
thinkchainai/mcpbundles - MCP Bundles: Create custom bundles of tools and connect providers with OAuth or API keys. Use one MCP server across thousands of integrations, with programmatic tool calling and MCP UI for managing bundles and credentials.
tigranbs/mcgravity 📇 🏠 - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers.
toadlyBroodle/satring 🐍 ☁️ 🍎 🪟 🐧 - Discover and compare L402 + x402 paid API services from satring.com, the best curated Lightning and USDC API directory.
VeriTeknik/pluggedin-mcp-proxy 📇 🏠 - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers.
ViperJuice/mcp-gateway 🐍 🏠 🍎 🪟 🐧 - A meta-server for minimal Claude Code tool bloat with progressive disclosure and dynamic server provisioning. Exposes 9 stable meta-tools, auto-starts Playwright and Context7, and can dynamically provision 25+ MCP servers on-demand from a curated manifest.
WayStation-ai/mcp ☁️ 🍎 🪟 - Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs.
wegotdocs/open-mcp 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org
whiteknightonhorse/APIbase 📇 ☁️ - Unified API hub for AI agents with 56+ tools across travel (Amadeus, Sabre), prediction markets (Polymarket), crypto, and weather. Pay-per-call via x402 micropayments in USDC.
Wolido/OpenAaaS 🐍 🏠 ☁️ 🍎 🪟 🐧 - Python MCP adapter connecting Claude/Cursor/Cline to the OpenAaaS scientific agent network. Submit tasks to remote research agents (literature analysis, materials databases, etc.) — data stays local, only KB~MB results flow. Install: uvx openaaas-mcp-adapter.
rplryan/x402-discovery-mcp 🐍 ☁️ - Runtime discovery layer for x402-payable APIs. Agents discover and route to pay-per-call x402 endpoints by capability, get quality-ranked results with trust scores (0-100), and pay per query via x402. Includes MCP server, Python SDK, and CLI (npm install -g x402scout).
x402-index/x402search-mcp 📇 ☁️ 🍎 🪟 🐧 - Search 14,000+ x402-enabled HTTP APIs by keyword. Agents pay $0.01 USDC per search via x402 micropayments on Base mainnet — no API keys required. Larger index than any other x402 discovery layer.
ikoskela/wisepanel-mcp 📇 ☁️ 🍎 🪟 🐧 - Multi-agent deliberation with divergent context enhancement. Roles are dynamically generated to surround the question-space and maximize divergent dialog across ChatGPT, Claude, Gemini, and Perplexity.
YangLiangwei/PersonalizationMCP 🐍 ☁️ 🏠 🍎 🪟 🐧 - Comprehensive personal data aggregation MCP server with Steam, YouTube, Bilibili, Spotify, Reddit and other platforms integrations. Features OAuth2 authentication, automatic token management, and 90+ tools for gaming, music, video, and social platform data access.
Swarmwage/swarmwage 🎖️ 📇 ☁️ - Open MCP-native agent hire protocol — discovery + hiring + reputation layer above x402 payment rails. Find specialized agents, hire them with one function call, settle in USDC on Base. Sub-second sync, on-chain receipts via EIP-3009, zero protocol fee. Live mainnet 2026-05-10.
ertad-family/liquid 🐍 ☁️ 🏠 - Connect your agent to any HTTP API on the fly — discovers + maps any REST API once, then fetches typed data deterministically (no per-call LLM). Self-hosted MCP server (uvx --from 'liquid-api[mcp]' liquid-mcp); works with OpenAI/Gemini/Anthropic/local or any provider via LiteLLM. Open source (AGPL).

🚀 Aerospace & Astrodynamics

gregario/astronomy-oracle 📇 🏠 🍎 🪟 🐧 - Accurate astronomical catalog data and observing session planner. 13,000+ deep-sky objects from OpenNGC with deterministic visibility, rise/transit/set, and alt/az calculations. npx astronomy-oracle
IO-Aerospace-software-community/mcp-server #️⃣ ☁️/🏠 🐧 - IO Aerospace MCP Server: a .NET-based MCP server for aerospace & astrodynamics — ephemeris, orbital conversions, DSS tools, time conversions, and unit/math utilities. Supports STDIO and SSE transports; Docker and native .NET deployment documented.

🎨 Art & Culture

Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.

AceDataCloud/MCPFlux 🐍 ☁️ - Flux AI image generation and editing (Black Forest Labs) via Ace Data Cloud API.
AceDataCloud/MCPNanoBanana 🐍 ☁️ - NanoBanana AI image generation and editing with virtual try-on and product placement in realistic scenes.
AceDataCloud/MCPSeedream 🐍 ☁️ - ByteDance Seedream image generation and editing via Ace Data Cloud API.
AIDataNordic/alexandria-mcp 🐍 ☁️ -
8enSmith/mcp-open-library 📇 ☁️ - A MCP server for the Open Library API that enables AI assistants to search for book information.
abhiemj/manim-mcp-server 🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim.
austenstone/myinstants-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories — let your AI agent play vine boom when code compiles. npx myinstants-mcp
ahujasid/blender-mcp 🐍 - MCP server for working with Blender
albertnahas/icogenie-mcp 📇 ☁️ - AI-powered SVG icon generation MCP server. Generate production-ready SVG icons from text descriptions with customizable styles.
alexzavialov/travel-art-mcp 📇 ☁️ - Art-tourism data for AI agents: biennales (Venice, Whitney), art fairs (Art Basel, Frieze), and major museum visitor guides (Louvre, Vatican, Uffizi, Prado, +growing). Three tools: find_art_events, find_museum_guide, recommend_art_trip. Hosted at https://mcp.travel.art/, no install. Catalogue grounded in 10 cornerstone editorial guides at travel.art.
aliafsahnoudeh/shahnameh-mcp-server 🐍 🏠 🍎 🪟 🐧 - MCP server for accessing the Shahnameh (Book of Kings) Persian epic poem by Ferdowsi, including sections, verses and explanations.
arikusi/nakkas 📇 🏠 🍎 🪟 🐧 - MCP server that turns AI into an SVG artist. One rendering engine with JSON config, AI controls all design parameters. CSS @keyframes + SMIL animations, 16+ element types, parametric curves, filters, gradients, PNG preview.
asmith26/jupytercad-mcp 🐍 🏠 🍎 🪟 🐧 - An MCP server for JupyterCAD that allows you to control it using LLMs/natural language.
attalla1/photopea-mcp-server 📇 🏠 🍎 🪟 🐧 - AI-powered image editing through Photopea with 34 tools for documents, layers, text, shapes, filters, effects, and export. npx photopea-mcp-server
BluesPrince/thiri-mcp 📇 ☁️ 🏠 - Deterministic music-theory server: chord & Roman-numeral analysis, voicing, and reharmonization — computed, not hallucinated. Hosted at mcp.thiri.ai, no third-party account required. npx @bluesprincemedia/thiri-mcp
burningion/video-editing-mcp 🐍 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
cantian-ai/bazi-mcp 📇 🏠 ☁️ 🍎 🪟 - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis
cfpramod/open-museum-mcp 📇 ☁️ 🍎 🪟 🐧 - Federated, license-verified search across The Met, Cleveland, AIC, Wikimedia Commons, and Europeana. Strict-default-deny rights gate accepts only CC0 / Public Domain Mark. Tools: search, get, cite (full / caption / short), dynasty/region discovery. npx -y open-museum-mcp
forgemeshlabs/imagegen-mcp 📇 ☁️ - AI image generation MCP server with generate, background removal, 4x HD upscale, and full pro pipeline tools. Pay per image in USDC on Base mainnet via x402; no API key or subscription required.
Cifero74/mcp-apple-music 🐍 🏠 🍎 - Full Apple Music integration: search catalog, browse personal library, manage playlists, and get personalised recommendations.- codex-curator/studiomcphub 🐍 ☁️ - 32 creative AI tools (18 free) for autonomous agents: image generation (SD 3.5), ESRGAN upscaling, background removal, product mockups, CMYK conversion, print-ready PDF, SVG vectorization, invisible watermarking, AI metadata enrichment, provenance, Arweave storage, NFT minting, and 53K+ museum artworks. Pay per call via x402/Stripe/GCX.
ConstantineB6/comfy-pilot 🐍 🏠 - MCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal.
cswkim/discogs-mcp-server 📇 ☁️ - MCP server to interact with the Discogs API
clanker-records/crompton-network 📇 ☁️ 🍎 🪟 🐧 - Machine-native listening platform for C.W.A.'s Straight Outta Crompton - the first album released to machines before humans. Your agent can listen. For real. npx @clanker-records/crompton-network
delmas41/gradusnotation 📇 ☁️ 🍎 🪟 🐧 - Render music notation (SVG + MusicXML + MIDI) from a JSON score, validate input, analyze MusicXML harmonically, and search a curated music-theory knowledge base. Free, no auth. npx -y @gradusmusic/notation-mcp
diivi/aseprite-mcp 🐍 🏠 - MCP server using the Aseprite API to create pixel art
djalal/quran-mcp-server 📇 ☁️ MCP server to interact with Quran.com corpus via the official REST API v4.
drakonkat/wizzy-mcp-tmdb 📇 ☁️ - A MCP server for The Movie Database API that enables AI assistants to search and retrieve movie, TV show, and person information.
gavxm/ani-mcp 📇 🏠 - MCP server for AniList with taste-aware recommendations, watch analytics, social tools, and full list management.
GenWaveLLC/svgmaker-mcp 📇 ☁️ - Provides AI-driven SVG generation and editing via natural language, with real-time updates and secure file handling.
gupta-kush/spotify-mcp 🐍 ☁️ 🍎 🪟 🐧 - 93-tool Spotify server with smart shuffle, natural language song search, vibe analysis, artist network mapping, taste evolution, and playlist power tools. Works after Spotify's Feb 2026 API changes.
jau123/MeiGen-AI-Design-MCP 📇 ☁️ 🏠 - AI image generation & editing MCP server with 1,500+ curated prompt library, smart prompt enhancement, and multi-provider routing (local ComfyUI, MeiGen Cloud, OpenAI-compatible APIs).
j-east/pixel-surgeon-mcp 📇 🏠 🍎 🪟 🐧 - AI image and video generation, editing, and transplant-grade region repair. Multi-provider (Gemini 3.1 Flash Image, GPT Image 2, Grok Imagine, Veo 3), 9 tools, 4 style presets, grid-based and interactive crop repair. npx pixel-surgeon-mcp
khglynn/spotify-bulk-actions-mcp 🐍 ☁️ - Bulk Spotify operations with confidence-scored song matching, batch playlist creation from CSV/podcast lists, and library exports for discovering your most-saved artists and albums.
leonardoca1/aesthetics-wiki-mcp 🐍 🏠 🍎 🪟 🐧 - Search, read, and discover thousands of visual aesthetics (cottagecore, dark academia, y2k, goblincore, and many more) from the Aesthetics Wiki. Great for moodboards, brand direction, and creative inspiration. uvx aesthetics-wiki-mcp
mikechao/metmuseum-mcp 📇 ☁️ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.
mikan-atomoki/text-to-model 🐍 🏠 🪟 🍎 - Turn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets, and JIS standard parts.
molanojustin/smithsonian-mcp 🐍 ☁️ - MCP server that provides AI assistants with access to the Smithsonian Institution's Open Access collections.
OctoEverywhere/mcp #️⃣ ☁️ - A 3D printer MCP server that allows for getting live printer state, webcam snapshots, and printer control.
omni-mcp/isaac-sim-mcp 📇 ☁️ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc.
Pantani/ableton-mind 📇 🏠 🍎 🪟 - Control Ableton Live from Claude, Cursor or Codex through a local Remote Script bridge: inspect sets, create tracks, scenes and clips, load devices, apply music recipes, and verify changes against Live state.
Pantani/tdmcp 📇 🏠 🍎 🪟 - Stop wiring nodes by hand — describe a visual and the AI builds a real, playable TouchDesigner network: audio-reactive, generative, particle, 3D and feedback systems with live knobs and MIDI/OSC/DMX, checking and previewing its own work.
PatrickPalmer/MayaMCP 🐍 🏠 - MCP server for Autodesk Maya
peek-travel/mcp-intro ☁️ 🍎 🪟 🐧 - Remote MCP Server for discovering and planning experiences, at home and on vacation
pzfreo/build123d-mcp 🐍 🏠 🍎 🪟 🐧 - MCP server that exposes build123d parametric CAD operations as tools, enabling AI assistants to create, inspect, and iterate on 3D geometry interactively. Renders PNG/SVG views, measures geometry, and exports STEP/STL.
doctorm333/promptpilot-mcp-server 📇 ☁️ - Generate images, video, and audio via 20+ AI models (Flux, GPT-Image-1, Imagen 4, Grok, Seedance, ElevenLabs). Prompt builder with styles, lighting, camera, mood presets. Batch generation support.
r-huijts/oorlogsbronnen-mcp 📇 ☁️ - Oorlogsbronnen (War Sources) API integration for accessing historical WWII records, photographs, and documents from the Netherlands (1940-1945)
r-huijts/rijksmuseum-mcp 📇 ☁️ - Rijksmuseum API integration for artwork search, details, and collections
raveenb/fal-mcp-server 🐍 ☁️ - Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude Desktop
rosasynthesiz/flstudio-mcp 🐍 🏠 🪟 - Control FL Studio with AI: in-DAW mixing (Mix Doctor, gain staging, EQ/comp/reverb, reference matching), routing, and composition. 67 tools.
samuelgursky/davinci-resolve-mcp 🐍 - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control
shunshi-ai/bazi-reader-mcp 📇 🏠 🍎 🪟 🐧 - Bazi (Four Pillars / 四柱推命 / 사주팔자) charting MCP server with true solar time correction and multilingual output (中文/EN/日本語/한국어). npx shunshi-bazi-mcp
tasopen/mcp-alphabanana 📇 🏠 🍎 🪟 🐧 - Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding.
TwelveTake-Studios/reaper-mcp 🐍 🏠 🍎 🪟 🐧 - MCP server enabling AI assistants to control REAPER DAW for mixing, mastering, MIDI composition, and full music production with 129 tools
yuna0x0/anilist-mcp 📇 ☁️ - A MCP server integrating AniList API for anime and manga information
yuvalsuede/agent-media 📇 ☁️ 🍎 🪟 🐧 - CLI and MCP server for AI video and image generation with unified access to 7 models (Kling, Veo, Sora, Seedance, Flux, Grok Imagine). Provides 9 tools for generating, managing, and browsing media.

📐 Architecture & Design

Design and visualize software architecture, system diagrams, and technical documentation. Enables AI models to generate professional diagrams and architectural documentation.

awdr74100/figwright 📇 🏠 🍎 🪟 🐧 - Bidirectional Figma server over a local WebSocket relay: turn a selection into framework-aware code (reusing your components and tokens), or author frames, text, styles, variables, and whole screens back onto the canvas. 92 tools, any MCP client, no Dev Mode seat or paid tier.
betterhyq/mermaid-grammer-inspector-mcp 📇 🏠 🍎 🪟 🐧 - A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and providing comprehensive grammar checking capabilities
BV-Venky/excalidraw-architect-mcp 🐍 🏠 🍎 🪟 🐧 - Generate beautiful Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, and stateful editing. 50+ technology mappings including databases, message queues, caches, and more. No API keys required.
ejwhite7/brandkit-mcp 📇 🏠 🍎 🪟 🐧 - Expose a company's complete design system (colors, typography, logos, components, guidelines, CSS tokens) to AI tools via MCP. Auto-parses CSS / Markdown / PDF / SVG / fonts; supports marketing vs product contexts with shared overrides; ships 12 tools, 16+ resources under brandkit://, and 4 prompts; stdio + SSE + Streamable HTTP transports. Install via NPM: npx -y brandkit-mcp serve.
erajasekar/ai-diagram-maker-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI Diagram Maker — generate flowcharts, sequence diagrams, ERDs, system/network architecture, UML, mindmap, and workflow from natural language, code, ASCII, images, or Mermaid. Inline rendering using MCP Apps UI and editable diagram URLs. Requires API key.
flowzap-xyz/flowzap-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Create workflow, sequence, and architecture diagrams using FlowZap Code DSL. 7 tools for validation, playground URL generation, syntax docs, graph export, artifact parsing, diffing, and patching. No API key required. Install via NPM: npx -y flowzap-mcp
GittyBurstein/mermaid-mcp-server 🐍 ☁️ - MCP server that turns local projects or GitHub repositories into Mermaid diagrams and renders them via Kroki.
karyaboyraz/mockit-mcp 📇 🏠 🍎 🪟 🐧 - Generate premium iOS mobile UI mockups (PNG + HTML) from a single text prompt. Pairs Claude (Opus 4.7 by default) with a Playwright headless renderer. Two backends — claude CLI (uses your Claude Code subscription) or Anthropic API. Stdio + HTTP transports, MIT.
Narasimhaponnada/mermaid-mcp 📇 ☁️ 🍎 🪟 🐧 - AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state machines, and more. Features 50+ pre-built templates, advanced layout engines, SVG/PNG/PDF exports, and seamless integration with GitHub Copilot, Claude, and any MCP-compatible client. Install via NPM: npm install -g @narasimhaponnada/mermaid-mcp-server
rdanieli/tentra-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - AI-native architecture platform for engineering teams. Describe a system in natural language (e.g. "payment service with Stripe, Kafka, PostgreSQL") → get an interactive typed diagram with 167 cloud components → export to 14 production frameworks (Java Spring Boot, Python FastAPI, Go chi, Rust Axum, .NET, Kotlin Ktor, Ruby Rails, Elixir Phoenix, Docker Compose, Terraform, Mermaid, ADR, and more). Drift detection (sync_architecture) scores saved diagrams against live code 0–100 with a structured diff. 9 quality-lint rules catch orphans, SPOFs, god services. Also includes a secondary persistent code-graph layer for AI coding agents (free offline via npx tentra-mcp --local init). Agent-as-LLM pattern — zero LLM cost on our side, zero API key on yours. 35 MCP tools. Works in Cursor, Claude Code, Codex, Windsurf.
yenchieh/diagramzu-mcp 📇 ☁️ - Let your AI author Mermaid diagrams (flowchart, sequence, ER, mindmap) in a shared workspace, then read, comment on, embed, and present them at a clean URL — instead of pasting back hundreds of lines of prose. Hosted endpoint https://mcp.diagramzu.ai/mcp or local npx -y @diagramzu/mcp. 14 tools incl. diagram CRUD, version history, comments, presentation decks, and analyze_diagram lints.

Biology, Medicine and Bioinformatics

ammawla/encode-toolkit 🐧 - MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit — search, download, track, and analyze functional genomics experiments.
cafferychen777/ChatSpatial 🐍 🏠 - MCP server for spatial transcriptomics analysis with 60+ integrated methods covering cell annotation, deconvolution, spatial statistics, and visualization.
dnaerys/onekgpd-mcp ☕ ☁️ 🍎 🪟 🐧- real-time access to 1000 Genomes Project dataset
fulcradynamics/fulcra-context-mcp 🐍 ☁️ - MCP server for accessing personal health and biometric data including sleep stages, heart rate, HRV, glucose, workouts, calendar, and location via the Fulcra Life API with OAuth2 consent.
genomoncology/biomcp 🐍 ☁️ - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
HelixGenomics/Genomic-Agent-Discovery 📇 🏠 - Multi-agent MCP server for genomic analysis — specialized AI agents analyze raw DNA files across 16 databases (ClinVar, GWAS, gnomAD, CPIC, AlphaMissense, and more) and coordinate findings through shared MCP tools. Privacy-first, runs locally.
hlydecker/ucsc-genome-mcp 🐍 ☁️ - MCP server to interact with the UCSC Genome Browser API, letting you find genomes, chromosomes, and more.
JamesANZ/medical-mcp 📇 🏠 - An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug interactions, and clinical guidelines.
mgnirck/lecka-mcp 📇 ☁️ - Race nutrition planning for endurance athletes. Calculates carb, sodium and fluid targets for marathons, ultras, cycling and triathlons. Returns personalised Lecka product recommendations by race type, conditions and athlete weight.
MyMedi-AI/mymedi-ai-mcp-server 📇 ☁️ - Healthcare billing AI for agents: ICD-10/CPT/HCPCS code lookup (81,769 codes with RVU + OPPS pricing), prior auth prediction, medical NER, claims validation, denial-risk scoring, HIPAA compliance auditing, and NPI/drug enrichment. 20 tools, 10 free credits then pay-per-call via credits or anonymous USDC (x402). npx @mymedi-ai/mcp-server
salwks/mcp-techTrend 🐍 🏠 - Multi-source academic + code + medical-regulatory trend monitoring (arXiv, PubMed, GitHub, Hugging Face, openFDA 510(k)/Recalls). Newspaper-style briefings, per-domain tuning, sandbox-safe Python launcher.
NyxToolsDev/dicom-hl7-mcp-server 🐍 🏠 - The only MCP server bridging DICOM, HL7v2, and FHIR in one package. Cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding (GE, Siemens, Philips), and integration pattern knowledge. Built by a 19-year healthcare IT veteran. pip install dicom-hl7-mcp
longevity-genie/biothings-mcp 🐍 🏠 ☁️ - MCP server to interact with the BioThings API, including genes, genetic variants, drugs, and taxonomic information.
longevity-genie/gget-mcp 🐍 🏠 ☁️ - MCP server providing a powerful bioinformatics toolkit for genomics queries and analysis, wrapping the popular gget library.
longevity-genie/opengenes-mcp 🎖️ 🐍 🏠 ☁️ - MCP server for a queryable database for aging and longevity research from the OpenGenes project.
longevity-genie/synergy-age-mcp 🎖️ 🐍 🏠 ☁️ - MCP server for the SynergyAge database of synergistic and antagonistic genetic interactions in longevity.
musharna/plant-genomics-mcp 🐍 🏠 🍎 🪟 🐧 - 32 tools for plant-genomics locus lookup across 11 public backends (Ensembl Plants, Phytozome, UniProtKB, KEGG, STRING-DB, Gramene, Europe PMC, QuickGO, NCBI BLAST, ATTED-II, BAR). Single-locus, parallel-batch, and cross-source synthesis variants; JSON output schemas and EDAM ontology tags on every tool. pipx install plant-genomics-mcp.
neptun2000/heor-agent-mcp 📇 ☁️ - HEOR (Health Economics and Outcomes Research) MCP server with 7 tools for literature search across 41 medical data sources (PubMed, NICE, CADTH, ICER, etc.), cost-effectiveness modeling (Markov/PartSA/PSA), and HTA dossier preparation for pharmaceutical and biotech teams.
OHNLP/omop_mcp 🐍 🏠 ☁️ - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.
PantelisGeorgiadis/dicomweb-mcp-server 📇 ☁️ 🏠 - A DICOMweb MCP server that exposes a DICOMweb-compliant DICOM archive to AI assistants, enabling search of studies, series and instances, metadata inspection, structured report reading, encapsulated PDF text extraction, and frame rendering.
tatsuju/opdstar-nhi-mcp 📇 ☁️ - Taiwan's first public MCP server for National Health Insurance (NHI) data — 234 rejection codes, 1,497 ICD-10→procedure mappings across 20 specialties, audit indicators (008/014/027/P043), and semantic wiki search over 8,232 chunks of official NHI documentation. Powered by OPDSTAR. Install: npx @opdstar/nhi-mcp.
pkotecha-eng/aria-mcp-server 🐍 - Clinical research MCP server for trial coordinators and life sciences teams. Real-time access to PubMed (35M+ papers) and ClinicalTrials.gov (400K+ trials). No API key required.
pubspro/pubmed-search 📇 ☁️ - Search PubMed and summarize biomedical literature, designed for AI health agents.
SidneyBissoli/medical-terminologies-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Unified MCP server for ICD-11 (WHO), LOINC, RxNorm, MeSH (NLM), ATC, CID-10 (Brazilian DataSUS), and optional SNOMED CT. 28 tools (34 with SNOMED) with structuredContent + outputSchema on every default tool. Hosted on Cloudflare Workers, listed on Smithery, and on npm.
the-momentum/apple-health-mcp-server 🐍 🏠 🍎 🪟 🐧 - An MCP server that provides access to exported data from Apple Health. Data analytics included.
the-momentum/fhir-mcp-server 🐍 🏠 ☁️ - MCP Server that connects AI agents to FHIR servers. One example use case is querying patient history in natural language.
thelongevityvault/decoder-3am-mcp 📇 ☁️ - Sleep disruption cause classifier using The Longevity Vault's 5-cause framework. Identifies the biological mechanism behind 3am wakeups from symptom descriptions, with tracked links to the full interactive 3AM Decoder.
wso2/fhir-mcp-server 🐍 🏠 ☁️ - Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs. Provides seamless integration with FHIR servers, enabling AI assistants to search, retrieve, create, update, and analyze clinical healthcare data with SMART-on-FHIR authentication support.

📂 Browser Automation

Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.

34892002/bilibili-mcp-js 📇 🏠 - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts.
achiya-automation/safari-mcp 📇 🏠 🍎 - Native Safari browser automation for AI agents with 80+ tools. No Chrome dependency, optimized for Apple Silicon with 60% less CPU overhead.
agent-infra/mcp-server-browser 📇 🏠 - Browser automation capabilities using Puppeteer, both support local and remote browser connection.
aparajithn/agent-scraper-mcp 🐍 ☁️ - Web scraping MCP server for AI agents. 6 tools: clean content extraction, structured scraping with CSS selectors, full-page screenshots via Playwright, link extraction, metadata extraction (OG/Twitter cards), and Google search. Free tier with x402 micropayments.
apireno/DOMShell 📇 🏠 - Browse the web using filesystem commands (ls, cd, grep, click). 38 MCP tools map Chrome's Accessibility Tree to a virtual filesystem via a Chrome Extension.
automatalabs/mcp-server-playwright 🐍 - An MCP server for browser automation using Playwright
BB-fat/browser-use-rs 🦀 Lightweight browser automation MCP server in Rust with zero dependencies.
bch1212/agentfetch-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Token-budgeted web fetch for AI agents. Auto-routes between Trafilatura, Jina Reader, FireCrawl, and pypdf based on URL pattern. estimate_tokens before fetch_url, 6h Redis cache, server-side max_tokens truncation. Open source MCP server (MIT) plus hosted REST API at agentfetch.dev — 500 free fetches/mo, no card.
bgaze/snapstack-server 📇 🏠 🍎 🪟 🐧 - Pipe one-click browser-tab screenshots into any MCP client, 100% local — a companion extension captures, the local server stacks them and serves them to your LLM on demand.
bighippoman/intercept-mcp 📇 🏠 - Multi-tier fallback chain for fetching web content as clean markdown. Handles tweets, YouTube, arXiv, PDFs, and regular pages with 9 fallback strategies.
blackwhite084/playwright-plus-python-mcp 🐍 - An MCP python server using Playwright for browser automation,more suitable for llm
browserbase/mcp-server-browserbase 🎖️ 📇 - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
browsermcp/mcp 📇 🏠 - Automate your local Chrome browser
brutalzinn/simple-mcp-selenium 📇 🏠 - An MCP Selenium Server for controlling browsers using natural language in Cursor IDE. Perfect for testing, automation, and multi-user scenarios.
co-browser/browser-use-mcp-server 🐍 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.
corralimited/snapdiff-mcp 📇 ☁️ 🏠 - Intent-aware visual verification for coding agents: the agent declares what a UI change should affect, and SnapDiff diffs the page against a baseline and flags anything that changed outside that intent for review or rollback — local screenshot capture via Playwright.
Cubenest/rrweb-stack 📇 🏠 - Local-first MCP server (@peekdev/mcp) + Chrome extension that records your real authenticated browser session (rrweb DOM + console + network, PII-masked, to local SQLite) and lets AI coding agents query it or drive the browser. No cloud, no telemetry.
Custodia-Admin/pagebolt-mcp 📇 ☁️ - MCP server for screenshots, PDFs, OG images, and narrated video recording from Claude Desktop, Cursor, and Windsurf.
eat-pray-ai/yutu 🏎️ 🏠 🍎 🐧 🪟 - A fully functional MCP server and CLI for YouTube to automate YouTube operation
executeautomation/playwright-mcp-server 📇 - An MCP server using Playwright for browser automation and webscrapping
eyalzh/browser-control-mcp 📇 🏠 - An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox).
feedthrough/feedthrough 📇 🏠 🍎 🪟 🐧 - In-browser debug bridge that injects into your running web app, so an agent can read the DOM, console logs and network requests, and click/fill/inspect the page. Runs inside the page (not an external CDP driver), so it works in any browser and inside Cypress/Playwright runs.
fradser/mcp-server-apple-reminders 📇 🏠 🍎 - An MCP server for interacting with Apple Reminders on macOS
freema/firefox-devtools-mcp 📇 🏠 - Firefox browser automation via WebDriver BiDi for testing, scraping, and browser control. Supports snapshot/UID-based interactions, network monitoring, console capture, and screenshots.
segentic-lab/periscope-mcp 🐍 🏠 - Website & web-app testing built for AI agents rather than raw browser bindings: 66 Playwright tools with hard assertions, auto form-fill, persistent authenticated sessions (incl. interactive login for 2FA/SSO), network mocking, real INP, and accessibility/SEO/GEO (llms.txt, AI-crawler access, WebMCP) + Lighthouse audits.
sh6drack/zen-mcp 📇 🏠 - Zen Browser automation via WebDriver BiDi. 20 tools for navigation, form filling, screenshots, and JavaScript evaluation. No Selenium or Playwright required.
getrupt/ashra-mcp 📇 🏠 - Extract structured data from any website. Just prompt and get JSON.
hanzili/comet-mcp 📇 🏠 🍎 - Connect to Perplexity Comet browser for agentic web browsing, deep research, and real-time task monitoring.
hshintelligence/agent-scrape 📇 ☁️ - Pay-per-call web scraping for AI agents via x402 micropayments on Base. Six tools: scrape, extract structured data, screenshot, metadata, browser session, workflow. No signup, no API keys — just USDC. HTTP + MCP transports.
LarryWalkerDEV/mcp-immostage 📇 ☁️ - AI virtual staging for real estate. Stage empty rooms, beautify floor plans into 3D renders, classify room images, generate property descriptions, and get style recommendations.
LeonTing1010/tap 📇 🏠 🍎 🪟 🐧 - MCP server that compiles AI browser automation into deterministic .tap.json plans (25-op closed union, zero runtime LLM), runs on your logged-in Chrome, and detects drift via semantic fingerprint diff when sites change. 65+ open community taps on 40+ sites.
markmircea/Selenix-MCP-Server 📇 🏠 🍎 🪟 🐧 - MCP server bridging Claude Desktop with Selenix for browser automation and testing. Create, run, debug, and manage browser tests through natural language.
imprvhub/mcp-browser-agent 📇 🏠 - A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities.
kimtaeyoon83/mcp-server-youtube-transcript 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis
samson-art/transcriptor-mcp 📇 ☁️ - Transcriptor MCP is your choice when you need transcripts and metadata for AI, summarization, or content analysis
kimtth/mcp-aoai-web-browsing 🐍 🏠 - A minimal server/client MCP implementation using Azure OpenAI and Playwright.
junipr-labs/mcp-server 📇 ☁️ - Web intelligence API for AI agents — screenshot capture, PDF generation, page metadata extraction, and 75+ specialized data extractors for news, social media, SERP, pricing, and more. Free tier included.
lightpanda-io/gomcp 🏎 🏠/☁️ 🐧/🍎 - An MCP server in Go for Lightpanda, the ultra fast headless browser designed for web automation
LvcidPsyche/auto-browser 🐍 🏠 🐧 🍎 🪟 - Open-source MCP-native browser agent with human takeover via noVNC, reusable auth profiles, and approval/audit rails. Playwright + FastAPI, Docker-based isolated sessions, stdio bridge for Claude Desktop and Cursor.
Lyosis/claudeForSafari 📇 🏠 🍎 - Safari Web Extension + Node.js MCP bridge giving Claude Desktop full control over Safari — navigate, read pages, click elements, fill forms, and manage tabs. No Playwright or WebDriver dependency.
lyrenth/lyrenth-mcp 📇 🏠 - Read any URL as a clean AIDocument (Markdown + structure) through Lyrenth's cached index.
microsoft/playwright-mcp - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots
Mingye-Lu/AgenticCrawler 🦀 🏠 🍎 🪟 🐧 - Autonomous LLM-powered web crawler with 17 browser tools and goal-driven agent. Single binary, stealth browsing, 25 LLM providers.
modelcontextprotocol/server-puppeteer 📇 🏠 - Browser automation for web scraping and interaction
ndthanhdev/mcp-browser-kit 📇 🏠 - An MCP Server that enables AI assistants to interact with your local browsers.
nnemirovsky/iwdp-mcp 🏎️ 🏠 🍎 🐧 - iOS Safari debugging via ios-webkit-debug-proxy — MCP server with full WebKit Inspector Protocol support (DOM, CSS, Network, Storage, Debugger, and more)
Metadrama/obscura-mcp 📇 ☁️ 🐧 🪟 🍎 - MCP server adapter for the lightweight Rust headless browser Obscura — high-performance web scraping with anti-detection. Perfect for AI agent automation. Server can run locally or as hosted endpoint.
olostep/olostep-mcp-server 📇 ☁️ - Web scraping, crawling, and search API. Extract content in Markdown/JSON, batch process 10k URLs, and get AI-powered answers with citations.
operative_sh/web-eval-agent 🐍 🏠 🍎 - An MCP Server that autonomously debugs web applications with browser-use browser agents
ofershap/real-browser-mcp 📇 🏠 - MCP server + Chrome extension that gives AI agents control of the user's real browser with existing sessions, logins, and cookies. No headless browser, no re-authentication.
Pantheon-Security/chrome-mcp-secure 📇 🏠 🍎 🪟 🐧 - Security-hardened Chrome automation with post-quantum encryption (ML-KEM-768 + ChaCha20-Poly1305), secure credential vault, memory scrubbing, and audit logging. 22 tools for browser automation and secure logins.
PhungXuanAnh/selenium-mcp-server 🐍 🏠 🍎 🪟 🐧 - A Model Context Protocol server providing web automation capabilities through Selenium WebDriver
pskill9/web-search 📇 🏠 - An MCP server that enables free web searching using Google search results, with no API keys required.
protostatis/unbrowser 🦀 🏠 🍎 🪟 🐧 - Lightweight browser MCP server for LLM agents. Runs JavaScript, follows links, fills forms, manages cookies, and returns low-token BlockMaps from a single native binary without Chrome.
prufa-dev/prufa-mcp 🐍 ☁️ - Point your coding agent at a URL and get a real-browser QA audit: broken signup/login/checkout flows, JS console errors, missing analytics, consent + security headers, mobile tap targets, and accessibility — returned as machine-verified findings graded A–F. Free 60-second audit, no signup.
KuvopLLC/purroxy2 📇 🏠 🍎 🪟 🐧 - Record what you do on any website and securely automate it forever. Replays browser actions in headless Playwright with encrypted credentials and AI-powered selector healing.
realwigu/mcp-doctor 📇 🏠 🍎 🪟 🐧 - Zero-config diagnostics for MCP servers. Auto-discovers configs across Claude Code, Cursor, VS Code, Windsurf, and Claude Desktop, then tests connections via JSON-RPC handshake, audits security issues, and benchmarks latency. Also runs as an MCP server itself.
recursechat/mcp-server-apple-shortcuts 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts
Retio-ai/pagemap 🐍 🏠 - Compresses ~100K-token HTML into 2-5K-token structured maps while preserving every actionable element. AI agents can read and interact with any web page at 97% fewer tokens.
seleniumboot/selenium-mcp 🐍 🏠 🍎 🪟 🐧 - Python MCP server for Selenium WebDriver — 84 tools for browser automation, element interactions, assertions, and self-healing locators, plus codegen for Java TestNG / JUnit 5 / Cucumber / pytest / C# NUnit / Playwright and CI pipelines (GitHub Actions / Jenkins / GitLab CI). No ChromeDriver setup needed.
serkan-ozal/browser-devtools-mcp 📇 - An MCP Server enables AI assistants to autonomously test, debug, and validate web applications.
site-shot/site-shot-mcp 📇 ☁️ - Website screenshot API for AI agents. Real Chromium rendering, full-page capture up to 20,000px, country/geo proxies, and automatic ad & cookie-banner removal (cleaner images, fewer vision tokens). Two tools: capture_screenshot, capture_full_page. Install: npx -y site-shot-mcp.
softvoyagers/pageshot-api 📇 ☁️ - Free webpage screenshot capture API with format, viewport, and dark mode options. No API key required.
swimmwatch/cloakbrowser-mcp 📇 🏠 🍎 🪟 🐧 - Playwright MCP-compatible browser automation using CloakBrowser Chromium, available as an npm package and Docker image.
User0856/snaprender-mcp 📇 ☁️ - Screenshot API for AI agents — capture any website as PNG, JPEG, WebP, or PDF with device emulation, dark mode, ad blocking, and cookie banner removal. Free tier included.
copperline-labs/rendex-mcp 📇 ☁️ - Screenshot, PDF, and HTML rendering API for AI agents. Capture any URL or raw HTML as PNG/JPEG/WebP/PDF with batch processing, geo-targeting, async webhooks, and MCP-native integration. Free tier included.
webdriverio/mcp 📇 🏠 - Browser and mobile app automation using WebdriverIO, enabling AI agents to control browsers, interact with web elements, and automate native Android and iOS apps via the WebDriver and Appium protocols.
xspadex/bilibili-mcp 📇 🏠 - A FastMCP-based tool that fetches Bilibili's trending videos and exposes them via a standard MCP interface.
ymw0407/auth-fetch-mcp 📇 🏠 🍎 🪟 🐧 - Fetch content from login-protected web pages (Notion, Google Docs, Jira, Confluence, etc.) by opening a real browser for authentication with persistent session caching.
PrinceGabriel-lgtm/freshcontext-mcp ☁️ 🏠 - Real-time web intelligence with freshness timestamps. GitHub, HN, Scholar, arXiv, YC, jobs, finance, package trends — every result stamped with how old it is.

☁️ Cloud Platforms

Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.

4everland/4everland-hosting-mcp 🎖️ 📇 🏠 🍎 🐧 - An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave.
Focus-GTS/eds-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Adobe Edge Delivery Services (AEM EDS) management with 20 tools for preview, publish, bulk operations, content reading, Core Web Vitals, 404 tracking, A/B experiments, site configuration, and redirects. Install: npx @focusgts/eds-mcp-server.
aashari/mcp-server-aws-sso 📇 ☁️ 🏠 - AWS Single Sign-On (SSO) integration enabling AI systems to securely interact with AWS resources by initiating SSO login, listing accounts/roles, and executing AWS CLI commands using temporary credentials.
agentmetal/mcp 🎖️ 📇 ☁️ - Provision, SSH into, run commands on, and manage Linux VPSes from an agent — pay USDC over x402 or by card over HTTP 402, a running box in under 60s. No signup, no API key to buy.
anythink-cloud/anythink-cli #️ ☁️ 🍎 🪟 🐧 - Build and run a complete backend from your agent on the Anythink platform: relational data with row-/field-level security, full-text + semantic + geo search, RBAC + BYOK, a workflow/automation engine, a growth & retention engine (email, actionable push, promotions, per-user referral codes + rewards, points/credits), payments + marketplace billing, and a growing catalog of integrations (Claude, OpenAI, Slack, Google, GitHub…) — driven through one CLI-backed MCP tool. Install with npx -y @anythink-cloud/mcp.
alexbakers/mcp-ipfs 📇 ☁️ - upload and manipulation of IPFS storage
aparajithn/agent-deploy-dashboard-mcp 🐍 ☁️ - Unified deployment dashboard MCP server across Vercel, Render, Railway, and Fly.io. 9 tools for deploy status, logs, environment variables, rollback, and health checks across all platforms. Free tier with x402 micropayments.
arnstarn/mcp-server-spotinst 🐍 ☁️ - MCP server for Spot.io (Spotinst) API with 23 tools for managing Ocean clusters, VNGs, Elastigroups, costs, right-sizing, and logs across AWS and Azure with multi-account support.
antonio-mello-ai/mcp-pfsense 🐍 🏠 - Manage pfSense firewalls through AI assistants — firewall rules, DHCP leases/reservations, DNS overrides, gateway monitoring, ARP table, and service management. 17 tools with two-step confirmation for destructive operations.
antonio-mello-ai/mcp-proxmox 🐍 🏠 - Manage Proxmox VE clusters through AI assistants — VMs, containers, snapshots, templates, cloud-init, firewall, and migrations. 29 tools with two-step confirmation for destructive operations.
alexei-led/aws-mcp-server 🐍 ☁️ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support
alexei-led/k8s-mcp-server 🐍 - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (kubectl, helm, istioctl, and argocd) using Unix pipes in a safe Docker environment with multi-architecture support.
alexpota/cloudscope-mcp 📇 ☁️ - Azure cloud cost management — spending analysis, forecasts, anomaly detection, budgets, optimization recommendations, idle resource detection, tag-based cost allocation, and cross-subscription queries through natural language.
AliKarami/MikroMCP 📇 🏠 🍎 🪟 🐧 - Manage MikroTik RouterOS devices through AI assistants — interfaces, firewall rules, DHCP, DNS, routes, WireGuard, WiFi, BGP/OSPF, VLANs, and more. 77 tools with dry-run previews, idempotency checks, circuit breakers, RBAC, and rollback-aware change workflows.
aliyun/alibaba-cloud-ops-mcp-server 🎖️ 🐍 ☁️ - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products.
awslabs/mcp 🎖️ ☁️ - AWS MCP servers for seamless integration with AWS services and resources.
bright8192/esxi-mcp-server 🐍 ☁️ - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.
cloudflare/mcp-server-cloudflare 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1
davidlandais/ovh-api-mcp 🦀 ☁️ - Code Mode MCP server for the entire OVH API. Two tools (search + execute) give LLMs access to all OVH endpoints via sandboxed JavaScript, using ~1,000 tokens instead of thousands of tool definitions.
cyclops-ui/mcp-cyclops 🎖️ 🏎️ ☁️ - An MCP server that allows AI agents to manage Kubernetes resources through Cyclops abstraction
elementfm/mcp 🎖️ 🐍 📇 🏠 ☁️ - Open source podcast hosting platform
elevy99927/devops-mcp-webui 🐍 ☁️/🏠 - MCP Server for Kubernetes integrated with Open-WebUI, bridging the gap between DevOps and non-technical teams. Supports kubectl and helm operations through natural-language commands.
erikhoward/adls-mcp-server 🐍 ☁️/🏠 - MCP Server for Azure Data Lake Storage. It can perform manage containers, read/write/upload/download operations on container files and manage file metadata.
espressif/esp-rainmaker-mcp 🎖️ 🐍 🏠 ☁️ 📟 - Official Espressif MCP Server to manage and control ESP RainMaker Devices.
flux159/mcp-server-kubernetes 📇 ☁️/🏠 - Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
friendlygeorge/docker-mcp-server 📇 🏠 - Docker container management for AI agents — health checks, auto-restart, Compose lifecycle, and log streaming. 50+ tools for the agent operations loop.
GavinLucas/docker-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Manages one or more Docker daemons (local socket or remote over TCP/TLS/SSH) with 162 tools spanning containers, images, Compose, Swarm, Buildx, Scout, and OCI registries. Mark hosts as read-only for safe monitoring; logs and stats exposed as MCP resources.
GeiserX/spinnaker-mcp 🏎️ ☁️ - A bridge that exposes any Spinnaker instance as an MCP server via the Gate API, enabling management of applications, pipelines, executions, and cloud infrastructure.
hardik-id/azure-resource-graph-mcp-server 📇 ☁️/🏠 - A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.
hashicorp/terraform-mcp-server - 🎖️🏎️☁️ - The official Terraform MCP Server seamlessly integrates with the Terraform ecosystem, enabling provider discovery, module analysis, and direct Registry API integration for advanced Infrastructure as Code workflows.
helbertparanhos/cloudflare-mcp-pro 📇 🏠 🍎 🪟 🐧 - The most complete Cloudflare MCP — 69 tools over the REST API v4 (DNS, Zones, Workers, KV, R2, D1, Pages, WAF, SSL, Email Routing, Logpush, Workers AI) in a single local stdio server, with a server-side human-approval gate on every mutation. npx -y cloudflare-mcp-pro.
helbertparanhos/easypanel-mcp-server 📇 🏠 🍎 🪟 🐧 - Full Easypanel control from Claude Code and Cursor — 37 tools for deployments, services, env vars, logs, domains, databases and monitoring. Safety guards require explicit confirmation for all destructive actions.
Infrawise/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Azure FinOps infrastructure cost optimization: idle resources, rightsizing, and Reserved Instance recommendations for Claude Code.
ionos-cloud/ionoscloud-mcp 🏎️ ☁️ - Inspect and manage IONOS CLOUD infrastructure via MCP.
jasonwilbur/cloud-cost-mcp 📇 ☁️ 🍎 🪟 🐧 - Multi-cloud pricing comparison across AWS, Azure, GCP, and OCI with 2,700+ instance types. Real-time pricing from public APIs, workload calculators, and migration savings estimator.
jasonwilbur/oci-pricing-mcp 📇 ☁️ - Oracle Cloud Infrastructure pricing data with 602 products, cost calculators, and cross-provider comparisons. One-command install for Claude.
jdubois/azure-cli-mcp - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
johnneerdael/netskope-mcp 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
kestra-io/mcp-server-python 🐍 ☁️ - Implementation of MCP server for Kestra workflow orchestration platform.
Labs64/NetLicensing-MCP 🎖️ 🐍 ☁️ - The official NetLicensing MCP Server is a natural language interface that enables agentic applications to manage the full software licensing lifecycle in Labs64 NetLicensing without writing a single API call.
liquidmetal-ai/raindrop-mcp 📇 ☁️ - The best way to deploy cloud infrastructure using Claude Code and MCP.
liveblocks/liveblocks-mcp-server 🎖️ 📇 ☁️ - Create, modify, and delete different aspects of Liveblocks such as rooms, threads, comments, notifications, and more. Additionally, it has read access to Storage and Yjs.
localstack/localstack-mcp-server 🎖️ 📇 🏠 - A MCP server for LocalStack to manage local AWS environments, including lifecycle operations, infra deployments, log analysis, fault injection, and state management.
manusa/Kubernetes MCP Server 🏎️ 🏠 A - powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for any Kubernetes resource, this server provides specialized tools to interact with your cluster.
mikusnuz/dynadot-mcp 📇 ☁️ - MCP server for the Dynadot domain registrar API — 60 tools for domain search, registration, DNS, contacts, transfers, and marketplace.
mctlhq/mctl-mcp ☁️ - AI-native platform for Kubernetes management and automated GitOps (30+ tools).
Mogacode-ma/infomaniak-mcp-agent 📇 ☁️ - Unofficial agentic MCP server for Infomaniak (Swiss cloud provider). 54 tools covering web hosting, mail, kDrive, domains, DNS, DNSSEC, FTP/SSH users, AI catalogue and more. Two-phase commit on every destructive operation, history & undo, transparent reverse-engineering of undocumented manager-private endpoints.
mrostamii/rancher-mcp-server 🏎️ ☁️/🏠 - MCP server for the Rancher ecosystem with multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks), and Fleet GitOps tooling.
Nebula-Block-Data/nebulablock-mcp-server 📇 🏠 - integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools
nwiizo/tfmcp - 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.
newageflyfish-max/volthq 📇 ☁️ 🏠 🍎 🪟 🐧 - Compute price oracle for AI agents. Compare inference pricing across 8 providers in real time with routing recommendations and spend tracking. One-command install: npx volthq-mcp-server --setup.
openstack-kr/python-openstackmcp-server 🐍 ☁️ - OpenStack MCP server for cloud infrastructure management based on openstacksdk.
ofershap/mcp-server-cloudflare 📇 ☁️ - Manage Cloudflare Workers, KV, R2, Pages, DNS, and cache from your IDE.
ofershap/mcp-server-s3 📇 ☁️ - AWS S3 operations — list buckets, browse objects, upload/download files, and generate presigned URLs.
pibblokto/cert-manager-mcp-server 🐍 🍎/🐧 ☁️ - mcp server for cert-manager management and troubleshooting
portainer/portainer-mcp 🏎️ ☁️/🏠 - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.
nikhilnt1234/TokenBurnRate 📇 🏠 - Track LLM token costs across Claude, GPT and Gemini. MCP server + CLI with optimization hints and $ savings estimates. 📇🏠
s-b-e-n-s-o-n/portkey-admin-mcp 📇 ☁️ - MCP server for the Portkey AI Gateway Admin API — 150 tools for prompts, configs, analytics, keys, guardrails, integrations, and more.
pulumi/mcp-server 🎖️ 📇 🏠 - MCP server for interacting with Pulumi using the Pulumi Automation API and Pulumi Cloud API. Enables MCP clients to perform Pulumi operations like retrieving package information, previewing changes, deploying updates, and retrieving stack outputs programmatically.
pythonanywhere/pythonanywhere-mcp-server 🐍 🏠 - MCP server implementation for PythonAnywhere cloud platform.
qiniu/qiniu-mcp-server 🐍 ☁️ - A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, media processing services, etc.
redis/mcp-redis-cloud 📇 ☁️ - Manage your Redis Cloud resources effortlessly using natural language. Create databases, monitor subscriptions, and configure cloud deployments with simple commands.
reza-gholizade/k8s-mcp-server 🏎️ ☁️/🏠 - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface, including API resource discovery, resource management, pod logs, metrics, and events.
rohitg00/kubectl-mcp-server 🐍 ☁️/🏠 - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language.
rosenvladimirov/odoo-claude-mcp 🐍 🏠 🐧 🍎 🪟 - Self-hosted MCP server suite for Odoo ERP (versions 15-19). 197+ tools across 8 federated MCP servers (odoo-rpc, GitHub, Portainer, OCA, Teams, filesystem). Multi-tenant Claude/Claude Code integration, browser-based xterm.js + tmux terminal, Qdrant + Ollama memory layer, Bulgaria localization (НАП, ДДС, ЕИК). Docker Compose + K3s/Kustomize deployment.
rrmistry/tilt-mcp 🐍 🏠 🍎 🪟 🐧 - A Model Context Protocol server that integrates with Tilt to provide programmatic access to Tilt resources, logs, and management operations for Kubernetes development environments.
sevalla-hosting/mcp 📇 ☁️ - Manage your entire Sevalla cloud infrastructure from AI agents. Hosted remote server with OAuth — connect in one click, no API keys to configure.
shdomi8599/vibie-mcp 📇 ☁️ 🍎 🪟 🐧 - Deploy static HTML folders to permanent vibie.page URLs in seconds. One-line auto-install (npx vibie-mcp setup) wires up Claude Desktop and Cursor, OAuth device-flow auth, automatic folder marker for repeat deploys without re-typing slugs.
shipstatic/mcp 📇 ☁️ - Deploy and manage static sites from AI agents. A simpler alternative to Vercel and Netlify for static website hosting — upload files, get a URL, and connect custom domains.
Sidd27/infrawise 📇 ☁️ 🏠 - Cloud infrastructure analysis for AI coding assistants — detects IaC drift, missing indexes, security gaps, and performance anti-patterns across AWS services and databases. 13 tools, works with Claude Code and Cursor.
silenceper/mcp-k8s 🏎️ ☁️/🏠 - MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes clusters through natural language interaction, including native resources (like Deployment, Service) and custom resources (CRD). No need to memorize complex commands - just describe your needs, and AI will accurately execute the corresponding cluster operations, greatly enhancing the usability of Kubernetes.
trackerfitness729-jpg/sitelauncher-mcp-server 📇 ☁️ - Deploy live HTTPS websites in seconds. Instant subdomains ($1 USDC) or custom .xyz domains ($10 USDC) on Base chain. Templates for crypto tokens and AI agent profiles.
Spaceship MCP 📇 ☁️ - Manage domains, DNS records, contacts, marketplace listings, and more via the Spaceship API
spre-sre/lumino-mcp-server 🐍 ☁️ - AI-powered SRE observability for Kubernetes and OpenShift with 40+ tools for Tekton pipeline debugging, log analysis, root cause analysis, and predictive monitoring.
StacklokLabs/mkp 🏎️ ☁️ - MKP is a Model Context Protocol (MCP) server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters. It provides tools for listing and applying Kubernetes resources through the MCP protocol.
StacklokLabs/ocireg-mcp 🏎️ ☁️ - An SSE-based MCP server that allows LLM-powered applications to interact with OCI registries. It provides tools for retrieving information about container images, listing tags, and more.
strowk/mcp-k8s-go 🏎️ ☁️/🏠 - Kubernetes cluster operations through MCP
TencentCloudBase/CloudBase-AI-ToolKit 📇 ☁️ 🏠 🍎 🪟 🐧 - One-stop backend services for WeChat Mini-Programs and full-stack apps. Provides specialized MCP tools for serverless cloud functions, databases, and one-click deployment to production with China market access through WeChat ecosystem.
thunderboltsid/mcp-nutanix 🏎️ 🏠/☁️ - Go-based MCP Server for interfacing with Nutanix Prism Central resources.
trilogy-group/aws-pricing-mcp 🏎️ ☁️/🏠 - Get up-to-date EC2 pricing information with one call. Fast. Powered by a pre-parsed AWS pricing catalogue.
txn2/kubefwd 🏎️ 🏠 - Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring, and pod log streaming
VmLia/books-mcp-server 📇 ☁️ - This is an MCP server used for querying books, and it can be applied in common MCP clients, such as Cherry Studio.
weibaohui/k8m 🏎️ ☁️/🏠 - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
weibaohui/kom 🏎️ ☁️/🏠 - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
wenhuwang/mcp-k8s-eye 🏎️ ☁️/🏠 - MCP Server for kubernetes management, and analyze your cluster, application health
Woobox/hatchable-mcp 🎖️ ☁️ - Build and host full-stack web apps and sites on Hatchable from any MCP client. DB, auth, storage, domains, and cron per project. Free tier.
x7even/cloudcostsmcp 🏎️ ☁️ 🍎 🪟 🐧 - Anchor AI FinOps to real, live cloud pricing. 15 tools for AWS, GCP & Azure — public list prices and enterprise negotiated rates (Reserved Instances, Savings Plans, CUDs, EDPs). No credentials needed for AWS and Azure public pricing. pip install opencloudcosts
xmpuspus/cloudwright 🐍 ☁️ - Natural-language cloud architecture intelligence for AWS, GCP, Azure, and Databricks. 19 tools for architecture design, cost estimation, compliance validation (HIPAA, SOC 2, FedRAMP, GDPR, PCI-DSS, Well-Architected), security scanning, Terraform/CloudFormation export, and blast-radius analysis.
zw008/VMware-AIops 🐍 ☁️ - VMware vSphere/vCenter management — VM lifecycle (create/clone/delete/migrate), deployment, Guest Operations, snapshots, and cluster operations. 41 tools with double-confirmation gates, dry-run mode, and SQLite-WAL audit logging for destructive operations.
zw008/VMware-AVI 🐍 ☁️ - VMware AVI Load Balancer (NSX ALB) management plus AKO Kubernetes integration. 29 tools across virtual services, pools, analytics metrics, and AKO lifecycle (restart/upgrade/force-resync) with double-confirmation for destructive ops.
zw008/VMware-Monitor 🐍 ☁️ - Read-only VMware vSphere/vCenter monitoring — inventory, alarms, events, host health, VM info, and snapshot listing. 8 strictly read-only tools with code-level zero-destructive guarantee (validated by test fixtures).
zw008/VMware-NSX 🐍 ☁️ - VMware NSX network management — Segments, Tier-0/Tier-1 Gateways, NAT rules, static/BGP routing, and IPAM pools. 33 tools with dry-run preview, port-count safety checks, and double-confirmation for delete operations.
zw008/VMware-NSX-Security 🐍 ☁️ - VMware NSX security — Distributed Firewall policies/rules, Security Groups, Traceflow troubleshooting, and IDS/IPS profiles. 20 tools with active-rule checks before policy deletion and reference-count validation for security groups.
zw008/VMware-Storage 🐍 ☁️ - VMware vSphere storage management — datastores (NFS/VMFS), iSCSI software adapter and dynamic targets, and vSAN cluster operations. 11 tools with dry-run preview and double-confirmation for iSCSI configuration changes.
zw008/VMware-VKS 🐍 ☁️ - VMware Tanzu / vSphere Kubernetes Service — Supervisor cluster, Namespace, and TKC (Tanzu Kubernetes Cluster) lifecycle management. 20 tools with dry-run mode, kubeconfig export, and double-confirmation for namespace/TKC deletion.

👨‍💻 Code Execution

Code execution servers. Allow LLMs to execute code in a secure environment, e.g. for coding agents.

alfonsograziano/node-code-sandbox-mcp 📇 🏠 – A Node.js MCP server that spins up isolated Docker-based sandboxes for executing JavaScript snippets with on-the-fly npm dependency installation and clean teardown
alvii147/piston-mcp 🐍 ☁️ 🐧 🍎 🪟 - MCP server that lets LLMs execute code through the Piston remote code execution engine, with a zero-config uv setup and a ready-to-use Claude Desktop config example.
asif-nvc/e2b-sandbox-mcp 📇 ☁️ 🍎 🪟 🐧 - Connect Claude Code with E2B cloud sandboxes — 29 tools for creating isolated Linux VMs, cloning repos, running commands, managing files, and performing git operations without touching the local machine.
ckanthony/openapi-mcp 🏎️ ☁️ - OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs.
dagger/container-use 🏎️ 🏠 🐧 🍎 🪟 - Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and git branches. No conflicts, many experiments. Full execution history, terminal access to agent environments, git workflow. Any agent/model/infra stack.
gwbischof/outsource-mcp 🐍 ☁️ - Give your AI assistant its own AI assistants. For example: "Could you ask openai to generate an image of a dog?"
hileamlakB/PRIMS 🐍 🏠 – A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment.
ksterx/srunx 🐍 🏠 🐧 🍎 - MCP server for the SLURM workload manager. Submit jobs, run YAML workflows, monitor GPU resources, manage SSH profiles, and sync files to remote HPC clusters from natural language. 14 tools spanning local SLURM and SSH-remote clusters; companion CLI and FastAPI Web UI ship in the same package.
mavdol/capsule/mcp-server 🦀 🏠 🍎 🪟 🐧 - Run untrusted Python/JavaScript code in WebAssembly sandboxes.
musharna/jobd 🐍 🏠 🍎 🪟 🐧 - Self-hostable GPU-aware job broker for your own machines. The MCP server exposes the queue as nine tools (submit, status, logs, list, cancel, preempt, workers, job-get, worker-delete) so an agent can dispatch long-running or GPU jobs that outlive the session, route them by VRAM tier, and babysit them across sessions. pip install "jobd[mcp]".
HanSur94/matlab-mcp-server-python 🐍 🏠 🍎 🪟 🐧 - Connect AI agents to MATLAB — execute code, run async jobs with progress reporting, get interactive Plotly plots, expose custom .m functions as tools, and monitor via live dashboard.
ouvreboite/openapi-to-mcp #️⃣ ☁️ - Lightweight MCP server to access any API using their OpenAPI specification. Supports OAuth2 and full JSON schema parameters and request body.
pydantic/pydantic-ai/mcp-run-python 🐍 🏠 - Run Python code in a secure sandbox via MCP tool calls
r33drichards/mcp-js 🦀 🏠 🐧 🍎 - A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for persistent sessions.
rikarazome/prolog-reasoner 🐍 🏠 🍎 🪟 🐧 - SWI-Prolog execution for LLMs with CLP(FD), negation-as-failure, and recursion. Benchmarked 90% vs 73% LLM-only accuracy on 30 logic problems.
SebastianGilPinzon/colab-mcp 🐍 🏠 🍎 🪟 🐧 - Control Google Colab notebooks and assign GPUs (T4/L4/A100) from any AI agent. Enhanced fork of Google's colab-mcp with all tools visible at startup, OAuth GPU control, and Windows support.
Sowiedu/Edict 📇 🏠 – Agent-first programming language: agents produce JSON AST, the compiler validates, type-checks, effect-checks, verifies contracts via Z3/SMT, and compiles to WASM. 19 MCP tools for the full compile-and-execute loop.
telleroutlook/agentkit-js/mcp-server 📇 ☁️ 🏠 🐧 🍎 🪟 – Code-mode MCP server: collapses N user-defined tools into a two-tool surface (execute_code + docs_search). Backed by a unified capability manifest (allowedHosts / cpuMs / memoryLimitBytes) honoured across three sandbox kernels — in-process node:vm, WASM (QuickJS / Pyodide / Wasmtime), and remote microVM (E2B / Cloudflare Sandbox). Token-saving benchmark in repo CI.
yepcode/mcp-server-js 🎖️ 📇 ☁️ - Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages

🤖 Coding Agents

Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.

agent-blueprint/mcp-server 📇 ☁️ - 8 MCP tools for exploring and downloading AI agent blueprints. List blueprints, get summaries, download full Agent Skills directories for implementation by coding agents. Vendor-agnostic output works with any enterprise platform. Install: npx agentblueprint.
dugubuyan/agent-nexus 🐍 🏠 ☁️ — Service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents. Versioned Markdown store, pub-sub notifications, diff-aware updates, and lifecycle stage tracking. Each service registers as a sub-project; agents subscribe to cross-service document changes and receive structured diffs via MCP.
agentic-mcp-tools/owlex 🐍 🏠 🍎 🪟 🐧 - AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds
sshahzaiib/agy-bridge 📇 🏠 🍎 🪟 🐧 - Delegate heavy tasks from Claude Code (or any MCP client) to the Antigravity CLI (Gemini): file analysis, repo archaeology, web lookups, and adversarial second-opinion code reviews. Quota-aware model failover with cooldowns, per-tool timeouts, and multi-turn session continuity.
alpadalar/netops-mcp 🐍 🏠 - Comprehensive DevOps and networking MCP server providing standardized access to essential infrastructure tools. Features network monitoring, system diagnostics, automation workflows, and infrastructure management with AI-powered operational insights.
aresyn/codex-control-plane-mcp 🐍 🏠 🪟 - Durable control plane for long-running Codex Desktop tasks. Submit tasks asynchronously, poll operation/workflow state, approve Plan Mode, recover retries, and use hook-backed SQLite history for search and diagnostics.
askbudi/roundtable 🐍 🏠 - Zero-configuration MCP server that unifies multiple AI coding assistants (Claude Code, Cursor, Codex) through intelligent auto-discovery and standardized interface. Essential infrastructure for autonomous agent development and multi-AI collaboration workflows.
automateyournetwork/pyATS_MCP - Cisco pyATS server enabling structured, model-driven interaction with network devices.
avansaber/tailtest-cline 🐍 🏠 🍎 🪟 🐧 - Adversarial test generation for AI coding sessions. Detects language and framework; writes tests; runs them; classifies failures via R12 (real_bug / environment / test_bug). Ships 8 adversarial scenario categories. Works in Cline directly and in 8+ editors via Cline host coverage. 162 plugin tests. MIT.
aybelatchane/mcp-server-terminal 🦀 🏠 🍎 🪟 🐧 - Playwright for terminals - interact with TUI/CLI applications through structured Terminal State Tree representation with element detection.
aymericzip/intlayer 📇 ☁️ 🏠 - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs.
spyrae/claude-concilium 📇 🏠 🍎 🪟 🐧 - Multi-agent AI consultation framework for Claude Code. Three MCP servers wrapping CLI tools (Codex, Gemini, Qwen) for parallel code review and problem-solving with fallback chains and error detection. Includes ready-to-use Claude Code skill.
blakerouse/ssh-mcp 🏎️ 🏠 🍎 🪟 🐧 - MCP server exposing SSH control for Linux and Windows servers. Allows long running commands and the ability to perform commands on multiple hosts at the same time.
sipyourdrink-ltd/bernstein 🐍 🏠 ☁️ 🍎 🪟 🐧 - Deterministic multi-agent orchestrator for 37 CLI coding agents (Claude Code, Codex, Cursor, Aider, Gemini CLI, GitHub Copilot CLI, OpenHands, OpenCode, Goose, Qwen, Ollama, and more). MCP server mode (stdio + HTTP/SSE) exposes the orchestrator to any MCP client. Git worktree isolation per agent, HMAC-chained audit trail, cost-aware model routing via contextual bandit. Apache 2.0.
danieldoderlein/llm-bus 📇 ☁️ 🏠 - Multi-agent coordination bus over MCP: atomic gap-free claims, advisory file leases, a shared event ledger, presence, prose handoffs, and a task graph, so multiple coding agents (Claude Code, Cursor, Codex) stop colliding and re-deriving each other's work. Remote Streamable HTTP; self-hostable (AGPL-3.0) or hosted at llm-bus.com.
doggybee/mcp-server-leetcode 📇 ☁️ - An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access.
eirikb/any-cli-mcp-server 📇 🏠 - Universal MCP server that transforms any CLI tool into an MCP server. Works with any CLI that has --help output, supports caching for performance.
ejentum/ejentum-mcp 📇 🏠 - MCP server with reasoning, code, anti-deception, and memory tools for AI agents.
ezyang/codemcp 🐍 🏠 - Coding agent with basic read, write and command line tools.
elhamid/llm-council 🐍 🏠 - Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: parallel responses → anonymous ranking → synthesis. Based on Andrej Karpathy's LLM Council concept.
freema/openclaw-mcp 📇 ☁️ 🏠 - MCP server for OpenClaw AI assistant integration. Enables Claude to delegate tasks to OpenClaw agents with sync/async tools, OAuth 2.1 auth, and SSE transport for Claude.ai.
ferrislucas/iterm-mcp 🖥️ 🛠️ 💬 - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal.
TT-Wang/forge 📇 🏠 🍎 🪟 🐧 - Structured planning, parallel execution in git worktrees, and deep validation for Claude Code. Turns a one-line objective into a validated DAG of modules executed by worker agents, each self-checked and cross-module-reviewed before merge-back. 7 MCP tools: validate, validate_plan, memory_recall, memory_save, iteration_state (per-run scoped, with stagnation/velocity/oscillation detection), forge_logs, session_state. Stdio-only. Zero telemetry.
g0t4/mcp-server-commands 📇 🏠 - Run any command with run_command and run_script tools.
gabrielmaialva33/winx-code-agent 🦀 🏠 - A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via MCP.
hampsterx/claude-mcp-bridge 📇 🏠 🍎 🪟 🐧 - Wraps Claude Code CLI as MCP tools (query, search, structured, sessions) with subscription-first auth, cost metadata, budget caps, and granular tool sandboxing.
irskep/persistproc 🐍 🏠 - MCP server + command line tool that allows agents to see & control long-running processes like web servers. Start, stop, restart, read logs.
jigyasudham/veto 📇 🏠 🍎 🪟 🐧 - A council of 49 specialist agents + 93 tools for every major AI CLI (Claude Code, Codex, Gemini, Cursor, Windsurf). Deterministic agents that optionally upgrade to LLM, a self-learning router, cross-CLI memory, and guards for dependency hallucinations and decision drift. No API keys; zero extra cost on subscriptions.
jinzcdev/leetcode-mcp-server 📇 ☁️ - MCP server enabling automated access to LeetCode's programming problems, solutions, submissions and public data with optional authentication for user-specific features (e.g., notes), supporting both leetcode.com (global) and leetcode.cn (China) sites.
juehang/vscode-mcp-server 📇 🏠 - A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems picked up by linter(s) and the language server, read code files, and make edits.
kagan-sh/kagan 🐍 🏠 🍎 🪟 🐧 - AI-powered Kanban TUI and MCP server for autonomous development workflows. Orchestrates 14 coding agents across task tracking, isolated git worktrees, review, and merge.
louis030195/terminator-mcp-agent 🦀 📇 🏠 🍎 🪟 🐧 - Desktop GUI automation using accessibility APIs. Control Windows, macOS, and Linux applications without vision models or screenshots. Supports workflow recording, structured data extraction, and browser DOM inspection.
maxim-saplin/mcp_safe_local_python_executor - Safe Python interpreter based on HF Smolagents LocalPythonExecutor
micl2e2/code-to-tree 🌊 🏠 📟 🐧 🪟 🍎 - A single-binary MCP server that converts source code into AST, regardless of language.
misiektoja/kill-process-mcp 🐍 🏠 🍎 🪟 🐧 - List and terminate OS processes via natural language queries
MladenSU/cli-mcp-server 🐍 🏠 - Command line interface with secure execution and customizable security policies
nesquikm/mcp-rubber-duck 📇 🏠 ☁️ - An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel for explaining problems to various AI "ducks" and getting different perspectives
nihalxkumar/arch-mcp 🐍 🏠 🐧 - Arch Linux MCP Server to the Arch Linux ecosystem of the Arch Wiki, AUR, and official repositories for AI-assisted Arch Linux usage on Arch and non-Arch systems. Features include searching Arch Wiki and AUR, getting package info, checking for updates, installing packages securely, and analyzing PKGBUILDs.
ooples/mcp-console-automation 📇 🏠 🍎 🪟 🐧 - Production-ready MCP server for AI-driven console automation and monitoring. 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications.
oraios/serena 🐍 🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers.
OthmaneBlial/term_mcp_deepseek 🐍 🏠 - A DeepSeek MCP-like Server for Terminal
pdavis68/RepoMapper 🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat
preflight-dev/preflight 📇 🏠 🍎 🪟 🐧 - 24-tool MCP server for Claude Code that catches vague prompts before they waste tokens. Includes 12-category prompt scorecards, session history search with LanceDB vectors, cross-service contract awareness, correction pattern learning, and cost estimation.
PsChina/deepseek-as-subagent 🐍 🏠 🍎 🪟 🐧 - Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI. DeepSeek gets its own 7-tool agent loop (Read/Write/Edit/Bash/Glob/Grep/NotebookEdit) in a sandboxed workspace, not just a single LLM call. Includes token-based command sandbox, pre-flight web-search pattern, and cross-platform installer.
religa/multi-mcp 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis, and AI debate with ChatGPT, Claude, and Gemini. Orchestrates multiple LLMs for compare, consensus, and OWASP Top 10 security checks.
rinadelph/Agent-MCP 🐍 🏠 - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities.
shashankss1205/codegraphcontext 🐍 🏠 🍎 🪟 🐧 An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans.
sim-xia/blind-auditor 🐍 🏠 🍎 🪟 🐧 - A zero-cost MCP server that forces AI to self-correct generation messages using prompt injection, independent self-audition and context isolation.
sim-xia/skill-cortex-server 🐍 🏠 🍎 🪟 🐧 - An MCP server that enable all IDEs/CLIs to access Claude Code Skills capabilities.
sonirico/mcp-shell - 🏎️ 🏠 🍎 🪟 🐧 Give hands to AI. MCP server to run shell commands securely, auditably, and on demand on isolated environments like docker.
stippi/code-assistant 🦀 🏠 - Coding agent with basic list, read, replace_in_file, write, execute_command and web search tools. Supports multiple projects concurrently.
PThrower/Strata - AI ecosystem intelligence MCP server. Verified best practices, news, integrations, and MCP server directory across 22 AI ecosystems including Claude, ChatGPT, Gemini, LangChain, Groq, Cursor, and more. Claude-validated, injection-safe, refreshed twice daily. 📇 ☁️
SunflowersLwtech/mcp_creator_growth 🐍 🏠 🍎 🪟 🐧 - Intelligent learning sidecar for AI coding assistants. Helps developers learn from AI-generated code changes through interactive blocking quizzes and provides agents with persistent project-specific debugging memory using silent RAG tools. Features 56% token optimization and multi-language support.
tiianhk/MaxMSP-MCP-Server 🐍 🏠 🎵 🎥 - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia.
tufantunc/ssh-mcp 📇 🏠 🐧 🪟 - MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH key authentication.
Touchpoint-Labs/touchpoint 🐍 🏠 🍎 🪟 🐧 - Playwright for the entire OS. Gives AI agents the ability to see, find, and interact with UI elements in any desktop application.
tumf/mcp-shell-server - A secure shell command execution server implementing the Model Context Protocol (MCP)
VertexStudio/developer 🦀 🏠 🍎 🪟 🐧 - Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities
wende/cicada 🐍 🏠 🍎 🪟 🐧 - Code Intelligence for Elixir: module search, function tracking, and PR attribution through tree-sitter AST parsing
wonderwhy-er/DesktopCommanderMCP 📇 🏠 🍎 🪟 🐧 - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files.
x51xxx/codex-mcp-tool 📇 ☁️ - MCP server that connects your IDE or AI assistant to Codex CLI for code analysis and editing with support for multiple models (gpt-5-codex, o3, codex-1)
x51xxx/copilot-mcp-server 📇 ☁️ - MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for code analysis, review, and batch processing
eliottreich/taskbounty-mcp-server 📇 ☁️ - MCP server for TaskBounty. AI agents fix GitHub bugs (every fix ships with a regression test) and raise test coverage on your codebase. Posters draft and fund bounties from chat (Stripe Checkout); solvers submit PRs verified end-to-end in a sandbox. Paid in USDC, ETH, or BTC. 11 tools.

🖥️ Command Line

Run commands, capture output and otherwise interact with shells and command line tools.

bvisible/mcp-ssh-manager 📇 🏠 🍎 🪟 🐧 - Manage multiple SSH servers from one MCP: command execution, file transfer/rsync, database dump/import/query (MySQL/PostgreSQL/MongoDB), backups & restore, health monitoring, persistent sessions, tunnels, ProxyJump/bastion, and opt-in per-server security modes (readonly/restricted) with audit log. Linux, macOS & Windows OpenSSH.
capsulerun/bash 📇 🏠 🍎 🪟 🐧 - Sandboxed bash for agents. Run untrusted commands in WebAssembly sandboxes with no setup required.
danmartuszewski/hop 🏎️ 🖥️ - Fast SSH connection manager with TUI dashboard and MCP server for discovering, searching, and executing commands on remote hosts.
faizbawa/mcp-remote-ssh 🐍 🏠 🍎 🪟 🐧 - Full SSH access for AI agents with secret-safe environment injection and automatic output redaction. Persistent sessions, structured execution, SFTP, port forwarding — secrets are fed via stdin (invisible to ps) and scrubbed from all tool responses before reaching the LLM. uvx mcp-remote-ssh
nvms/tui-mcp 📇 🏠 🍎 🪟 🐧 - What Chrome DevTools MCP is for the browser, tui-mcp is for the terminal. Launch, screenshot, and interact with any TUI app.
raychao-oao/pty-mcp 🏎️ 🏠 🍎 🐧 - Interactive PTY sessions for AI agents — local shells, SSH with persistent sessions (ai-tmux daemon for attach/detach), and serial ports. Single Go binary, no tmux dependency.
ferodrigop/forge 📇 🏠 - Terminal MCP server for AI coding agents with persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent orchestration, and a real-time web dashboard.
WhenLabs-org/when 📇 🏠 🍎 🪟 🐧 - Developer toolkit: auto-detect stack for AI context files, catch port conflicts, validate .env schemas, spot docs drift, audit dependency licenses, and time coding tasks — 7 MCP tools, one install.
LukeLamb/claude-terminal-mcp 📇 🏠 🐧 🍎 - Terminal, filesystem, and background-job tools for Claude Desktop on Linux/macOS. Zero npm deps, pure Node.
HasanJahidul/terminal-history-mcp 📇 🏠 🍎 🐧 - Full-text search over your shell history (zsh / bash / fish) via SQLite FTS5. Local-only. 11-pattern secret redaction runs BEFORE insert. Captures cwd / exit code / duration via opt-in shell hook. Tools: search_history, recent_in_dir, failed_commands, command_chains, reindex.
HasanJahidul/localhost-mcp 📇 🏠 🍎 🪟 🐧 - Inspect, manage, and kill local dev servers. Lists what's listening on each port (pid, framework, project, uptime, memory, cpu), diagnoses port conflicts with free alternatives nearby, finds zombie processes, and kills by pid or port with a dry-run default.
laszlopere/mcp-tmux 🐍 🏠 🐧 🍎 - Universal tmux driver: sessions, windows, panes, keystrokes, and pane capture — local or remote over SSH. Curated tools plus a raw tmux_command passthrough; works against tmux 1.8+. Shared, visible sessions for pair-programming with the agent. uvx mcp-tmux.
zb-ss/servonaut 🐍 🏠 🍎 🐧 - Manage AWS EC2, Hetzner, OVH and custom SSH servers: run commands, fetch logs, CloudWatch/CloudTrail queries, fleet health snapshots, IP banning, S3 — with readonly/standard/dangerous guard tiers and a JSONL audit trail.
blinkingbit-oss/execkit 🦀 🏠 🍎 🐧 - Stateful, structured, auditable shell sessions for AI agents over local, SSH, and Docker. Secret redaction, output budgeting, SSH host-key verification, and a loopback read-only browser viewer that streams the live transcript.

💬 Communication

Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.

AbdelStark/nostr-mcp ☁️ - A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.
adhikasp/mcp-twikit 🐍 ☁️ - Interact with Twitter search and timeline
agenticmail/agenticmail 📇 🏠 🍎 🪟 🐧 - Real email and SMS for AI agents. Run a local mail server with disposable inboxes, send/receive real email, fetch verification codes, and drive a real inbox — all from your machine, no third-party email API. Install with npx @agenticmail/mcp.
agentmail-toolkit/mcp 🐍 💬 - An MCP server to create inboxes on the fly to send, receive, and take actions on email. We aren't AI agents for email, but email for AI Agents.
arbengine/mailbox-mcp 📇 ☁️ - Physical mail API for AI agents. Send letters, certified mail, postcards, and batch mailings with cost previews, approval controls, tracking, and webhooks.
AutomateLab-tech/content-distribution-mcp 📇 ☁️ 🏠 - Publish one piece of content to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky, LinkedIn, Medium and Twitter with idempotent state and per-platform adaptation.
bababoi-bibilabu/agent-mq 📇 ☁️ 🏠 - Message queue for AI coding assistants. Let AI agents (Claude Code, Cursor, Codex) send messages to each other across sessions and machines. UUID-based auth, self-hostable.
Beltran12138/wecom-docs-mcp-server 🐍 🏠 🪟 🐧 - WeCom (Enterprise WeChat) document operations via MCP: create, read, and edit Docs and Smartsheets (9 tools). Fills the doc-CRUD gap — existing WeCom MCP servers only support webhook messaging.
areweai/tsgram-mcp - TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the go!
arpitbatra123/mcp-googletasks 📇 ☁️ - An MCP server to interface with the Google Tasks API
Cactusinhand/mcp_server_notify 🐍 🏠 - A MCP server that send desktop notifications with sound effect when agent tasks are completed.
carterlasalle/mac_messages_mcp 🏠 🍎 🚀 - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.
chaindead/telegram-mcp 🏎️ 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status
chigwell/telegram-mcp 🐍 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status.
clawaimail/mcp 📇 ☁️ 🍎 🪟 🐧 - Email infrastructure for AI agents. Create inboxes on the fly, send and receive real emails, search messages, and manage threads via API. Install with npx clawaimail-mcp.
codefuturist/email-mcp 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email MCP server with 42 tools for reading, searching, sending, scheduling, and managing emails across multiple accounts. Supports IMAP IDLE push, AI triage, desktop notifications, and auto-detects providers like Gmail, Outlook, and iCloud.
conarti/mattermost-mcp 📇 ☁️ - MCP server for Mattermost API. List channels, read/post messages, manage threads and reactions, monitor topics. Supports flexible configuration via CLI args, environment variables, or config files.
Danielpeter-99/calcom-mcp 🐍 🏠 - MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs.
discourse/discourse-mcp 🎖️ 💎 ☁️ 🏠 💬 🍎 🪟 🐧 - Official Discourse MCP server for forum integration. Search topics, read posts, manage categories and tags, discover users, and interact with Discourse communities.
cseguinlz/doubletick-cli 📇 ☁️ - Email read tracking via Gmail. Send tracked emails, check if they were opened with open count, device, and timing.
elie222/inbox-zero 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
EthanQC/feishu-user-plugin 📇 ☁️ 🏠 🍎 🪟 🐧 - All-in-one Feishu/Lark MCP server (84 tools). Send messages as the actual user (not bot), plus full official-API coverage of docs, bitable, wiki, drive, calendar, tasks, OKR. Cookie + OAuth UAT + app-credential auth.
ExpertVagabond/solmail-mcp 📇 ☁️ - Send physical mail with Solana payments — AI agents can compose, price, and send letters and postcards via cryptocurrency.
FastAlertNow/mcp-server 🎖️ 📇 ☁️ - Official Model Context Protocol (MCP) server for FastAlert. This server allows AI agents (like Claude, ChatGPT, and Cursor) to list of your channels and send notifications directly through the FastAlert API.
FantomaSkaRus1/telegram-bot-mcp 📇 ☁️ 🏠 - Full-featured Telegram Bot API MCP server with 174 tools covering the entire Bot API.
farukkolip/xtapdown-mcp 📇 ☁️ - X (Twitter) creator toolkit MCP with 14 tools: tweet download (video/GIF/image/full archive), curated hashtags by niche, best posting times by country, viral hook formulas, engagement & ads-revenue calculators, thread splitter, character counter, advanced-search URL builder, fancy Unicode bio generator, viral patterns lookup, and the full 2026 search-operator cheatsheet. Uses X's public syndication endpoint — no auth, no rate limits on curated data.
gerkensm/callcenter.js-mcp 📇 ☁️ - An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and observe the transcript.
GeiserX/telegram-archive-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for Telegram Archive. Search and browse Telegram chat history, list chats, and retrieve messages with full-text search. Docker image available.
getpoststack/mcp 📇 ☁️ 🍎 🪟 🐧 - EU-hosted email API exposed as MCP tools — send transactional and marketing email, manage contacts and segments, run broadcasts, render templates, and read analytics from Claude/Cursor. GDPR compliant, EU-only data residency (Germany + Finland). npx -y @poststack.dev/mcp.
gitmotion/ntfy-me-mcp 📇 ☁️ 🏠 - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
googlarz/signal-mcp 🏠 - Full Signal messenger MCP server and CLI. Send/receive messages, manage groups and contacts, search history, handle attachments and reactions. Runs locally via signal-cli — no third-party servers.
gotoolkits/wecombot 🚀 ☁️ - An MCP server application that sends various types of messages to the WeCom group robot.
hannesrudolph/imessage-query-fastmcp-mcp-server 🐍 🏠 🍎 - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
helbertparanhos/resend-email-mcp 📇 ☁️ 🍎 🪟 🐧 - The most complete Resend email MCP — full API coverage (75 tools) plus a unique debug/diagnostics layer: deliverability analysis, DNS troubleshooting, email inspection, bounce explanation, and account audit. npx -y resend-email-mcp.
i-am-bee/acp-mcp 🐍 💬 - An MCP server acting as an adapter into the ACP ecosystem. Seamlessly exposes ACP agents to MCP clients, bridging the communication gap between the two protocols.
iletimerkezi/iletimerkezi-mcp-server 🎖️ ☁️ - Send SMS, query delivery reports, manage senders / blacklists, register and check İYS (Turkish messaging consent registry) records through the iletiMerkezi BTK-licensed SMS API. 11 tools, runtime-fetched manifest stays in lock-step with the live API. Install: npx -y @iletimerkezi/mcp-server.
imdinu/apple-mail-mcp 🐍 🏠 🍎 - Fast MCP server for Apple Mail — 87x faster email fetching via batch JXA and FTS5 search index for ~2ms body search. 6 tools: list accounts/mailboxes, get emails with filters, full-text search across all scopes, and attachment extraction.
InditexTech/mcp-teams-server 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
Infobip/mcp 🎖️ ☁️ - Official Infobip MCP server for integrating Infobip global cloud communication platform. It equips AI agents with communication superpowers, allowing them to send and receive SMS and RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage customer data, all in a production-ready environment.
iprashantraj/mcp-discord-bridge 📇 🏠 🍎 🪟 🐧 - Discord MCP server with 46 tools for channels, messages, forums, webhooks, members, roles, threads, and moderation. Zero-install via npx -y mcp-discord-bridge. Also runs as a standalone bot with slash commands.
jcoulaud/shipmail-mcp 📇 ☁️ - Business email MCP server for AI agents. Manage custom-domain mailboxes, read and send messages, draft replies, inspect threads, and automate Shipmail REST API/webhook workflows.
sethbang/proton-mail-mcp 📇 🏠 - Unofficial Proton Mail MCP server — send, read, search, and organize email over SMTP and IMAP (via Proton Mail Bridge). Bulk ops with dry-run previews, read-only mode, and Trash-by-default deletes. Not affiliated with Proton AG.
shahabazdev/inxmail-mcp 📇 ☁️ - Manage Inxmail Commerce transactional emails — events, sendings, bounces, blocklist, blacklist, reactions, and delivery tracking.
TheSameAbramovych/qmailing-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - AI agents read & send email, manage mailboxes, custom domains and webhooks via the QMailing API (npm stdio + hosted OAuth connector).
rchanllc/joltsms-mcp-server 📇 ☁️ - Provision dedicated real-SIM US phone numbers, receive inbound SMS, poll for messages, and extract OTP codes. Built for AI agents automating phone verification across platforms.
virtualsms-io/mcp-server 📇 ☁️ - Receive SMS verification codes with AI agents. Get virtual phone numbers for WhatsApp, Telegram, Google, and 500+ services. Own modem infrastructure across 200+ countries with real-time WebSocket delivery. 12 tools for number discovery, purchase, and code extraction.
jagan-shanmugam/mattermost-mcp-host 🐍 🏠 - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured.
jaipandya/producthunt-mcp-server 🐍 🏠 - MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more.
jaspertvdm/mcp-server-rabel 🐍 ☁️ 🏠 - AI-to-AI messaging via I-Poll protocol and AInternet. Enables agents to communicate using .aint domains, semantic messaging, and trust-based routing.
joinly-ai/joinly 🐍☁️ - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages in the meeting chat.
kushneryk/join.cloud 📇 ☁️ 🏠 - Collaboration rooms for AI agents. Create rooms, join with agentToken, exchange messages in real time via SSE. Supports MCP and A2A protocols. Self-hostable or use the hosted version at join.cloud.
jtalk22/slack-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Your complete Slack context for Claude—DMs, channels, threads, search. No OAuth apps, no admin approval. --setup and done, 11 tools, auto-refresh.
keturiosakys/bluesky-context-server 📇 ☁️ - Bluesky instance integration for querying and interaction
khan2a/telephony-mcp-server 🐍 💬 - MCP Telephony server for automating voice calls with Speech-to-Text and Speech Recognition to summarize call conversations. Send and receive SMS, detect voicemail, and integrate with Vonage APIs for advanced telephony workflows.
korotovsky/slack-mcp-server 📇 ☁️ - The most powerful MCP server for Slack Workspaces.
lanchuske/local-mcp 📇 🏠 🍎 - Connect Claude, Cursor, Windsurf and other AI agents to macOS native apps: Mail, Calendar, Contacts, Reminders, Notes, iMessage, Finder, Safari, OmniFocus, Microsoft Teams, Outlook, OneDrive, and Office documents. 82 tools. Runs entirely on your Mac — no cloud, no tokens, no API keys.
leshchenko1979/fast-mcp-telegram 🐍 ☁️ 🏠 🍎 🪟 🐧 - Telegram MCP server with direct API/curl access, multi-user Bearer auth, HTTP-MTProto Bridge, file attachments, voice transcription, and context-optimized design
lharries/whatsapp-mcp 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
liuboacean/agent-comm-hub 📇 🏠 🍎 🪟 🐧 - Production-grade multi-agent communication infrastructure with real-time messaging, task scheduling, shared memory, and trust-based evolution via MCP + SSE. 53 MCP tools, SQLite WAL persistence (zero message loss), 4-level RBAC, Python & TypeScript SDKs (zero external deps), and evolution engine. Deploy via Docker, npm, or from source.
nakulben/whatsapp-mcp 🐍 ☁️ - WhatsApp Business API template management via Meta Cloud API. Create, validate, and send all 12 template types (text, image, video, document, location, authentication, carousel, coupon, catalog, MPM, limited-time offer, and flows) from any MCP client.
line/line-bot-mcp-server 🎖 📇 ☁️ - MCP Server for Integrating LINE Official Account
littlebearapps/outlook-assistant 📇 ☁️ - Ask your AI assistant to search your inbox, send emails, schedule meetings, manage contacts, and configure mailbox settings — without leaving the conversation. Works with Claude, Cursor, Windsurf, and any MCP-compatible client.
loicfontaine-max/qorami-sdk 📇 ☁️ - Check an email before an AI agent sends it: returns send / ask-a-human / block, with machine reason codes and prompt-injection detection.
Leximo-AI/leximo-ai-call-assistant-mcp-server 📇 ☁️ - Make AI-powered phone calls on your behalf — book reservations, schedule appointments, and view call transcripts
madbonez/caldav-mcp 🐍 ☁️ - Universal MCP server for CalDAV protocol integration. Works with any CalDAV-compatible calendar server including Yandex Calendar, Google Calendar (via CalDAV), Nextcloud, ownCloud, Apple iCloud, and others. Supports creating events with recurrence, categories, priority, attendees, reminders, searching events, and retrieving events by UID.
marlinjai/email-mcp 📇 ☁️ 🏠 - Unified MCP server for email across Gmail (REST API), Outlook (Microsoft Graph), iCloud, and generic IMAP/SMTP. 24 tools for search, send, organize, and batch-manage emails with built-in OAuth2 and encrypted credential storage.
marras0914/agent-toolbelt 📇 ☁️ - 20 focused API tools for AI agents: schema generation, text extraction, token counting, regex/cron building, prompt optimization, web summarization, document comparison, and more. TypeScript SDK + LangChain wrappers included.
mohitbadwal/ringback 🐍 🏠 🍎 - Lets the LLM reach you on your phone: live, interruptible voice calls and tiered alerts, using free self-hosted pieces (SIP via pjsua2/Linphone + whisper.cpp STT + macOS say TTS). No paid telephony, no extra API key for the conversation.
multimail-dev/mcp-server 📇 ☁️ - Email for AI agents. Send and receive as markdown with configurable human oversight (monitor, gate, or fully autonomous).
Sequenzy/mcp 📇 ☁️ 🍎 🪟 🐧 - Email marketing automation MCP server for Sequenzy. Manage subscribers, lists, segments, templates, campaigns, sequences, transactional emails, analytics, and AI-generated email content. Install: npx -y @sequenzy/mcp.
aeoess/mingle-mcp 📇 ☁️ - Agent-to-agent networking. Your AI publishes what you need, matches with other people's agents, both humans approve before connecting. 6 tools, Ed25519 signed, shared network at api.aeoess.com.
mouse114514/Xadeus-QQ-MCP 🐍 🏠 🪟 🐧 - QQ MCP Server — connects to QQ via NapCatQQ (OneBot v11), giving AI agents direct control over QQ (send/receive messages, group management, auto-wake on incoming messages, and more).
n24q02m/better-email-mcp 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email MCP server with App Passwords (no OAuth2). Auto-discovers Gmail, Outlook, Yahoo, iCloud. 5 composite tools: search, read, send, reply, forward. Multi-account support.
OrygnsCode/Omnicord 📇 🏠 🍎 🪟 🐧 - Hands your AI an entire Discord server: 148 tools covering chat, moderation, automod, events, and full administration, up to building a complete community server from one paragraph. One-command guided setup, and every destructive action previews and waits for your confirmation.
overpod/mcp-telegram 📇 🏠 🍎 🪟 🐧 - Telegram MCP server via MTProto/GramJS — 20 tools for reading chats, searching messages, downloading media, managing contacts. QR code login, npx zero-install. Hosted version at mcp-telegram.com.
OverQuotaAI/chatterboxio-mcp-server 📇 ☁️ - MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings.
PhononX/cv-mcp-server 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Server that connects AI Agents to Carbon Voice. Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in Carbon Voice.
Pingfyr/mcp 🎖️ 📇 ☁️ - The scheduled delivery API for developers. Schedule reminders, notifications, and webhooks with one API call.
platfone-com/mcp 📇 ☁️ 🏠 - Virtual phone number platform for AI agents — rent numbers across 200+ countries, receive SMS, and manage the full activation lifecycle. Supports stdio and HTTP transport.
PostcardBot/mcp-server 📇 ☁️ - Send real physical postcards worldwide via AI agents. Bulk send up to 500 recipients. Volume pricing from $0.72/card.
PaSympa/discord-mcp 📇 🏠 🍎 🪟 🐧 - Lightweight multi-guild Discord MCP server with 60+ tools for messages, channels, roles, forums, webhooks, and moderation.
Py2755/aiogram-mcp 🐍 ☁️ - MCP server middleware for aiogram Telegram bots — 30 tools, 7 resources, 3 prompts covering messaging, rich media, moderation, interactive keyboards, real-time event streaming, rate limiting, permissions, and audit logging.
qq418716640/botbell-mcp 📇 ☁️ - Send push notifications to iPhone, iPad, and Mac from AI assistants. Two-way messaging — users reply in the BotBell app, AI reads and continues. Supports action buttons, Markdown, and multi-bot management via PAT.
saseq/discord-mcp ☕ 📇 🏠 🍎 🪟 🐧 - A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities.
sawa-zen/vrchat-mcp - 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat.
Sealjay/mcp-hey 📇 🏠 🍎 - Local MCP server for Hey.com email. Read, search, send, reply, and manage the screener via locally cached session from Hey's webview auth.
SirGreed808/zoho-mail-mcp 📇 🏠 - MCP server for Zoho Mail. Read, search, and send email from Claude.
softeria/ms-365-mcp-server 📇 ☁️ - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar)
Spix-HQ/spix-mcp 🐍 ☁️ - Give AI agents a real phone number and voice. Make outbound calls, handle inbound calls, send email, and manage contacts via 26 MCP tools. ~500ms voice latency (Deepgram Nova-3 + Claude + Cartesia Sonic-3). Install: pip install spix-mcp. Free tier available.
teddyzxcv/ntfy-mcp - The MCP server that keeps you informed by sending the notification on phone using ntfy
timkulbaev/mcp-gmail 📇 ☁️ - Full Gmail operations via Unipile API: send, reply, list, read, delete, search, manage labels, attachments, and drafts. Dry-run by default on destructive actions.
tlennon-ie/neurodock 🐍 🏠 ☁️ - Local-first cognitive substrate for neurodivergent professionals: a translator for corporate ambiguity, a planner, and a guardrail that declines to amplify rumination, hyperfocus, or sycophancy. Hosted stateless tools over OAuth.
trycourier/courier-mcp 🎖️ 💬 ☁️ 🛠️ 📇 🤖 - Build multi-channel notifications into your product, send messages, update lists, invoke automations, all without leaving your AI coding space.
userad/didlogic_mcp 🐍 ☁️ - An MCP server for DIDLogic. Adds functionality to manage SIP endpoints, numbers and destinations.
wyattjoh/imessage-mcp 📇 🏠 🍎 - A Model Context Protocol server for reading iMessage data from macOS.
wyattjoh/jmap-mcp 📇 ☁️ - A Model Context Protocol (MCP) server that provides tools for interacting with JMAP (JSON Meta Application Protocol) email servers. Built with Deno and using the jmap-jam client library.
wazionapps/mcp-server 📇 ☁️ - 244 WhatsApp Business tools: send messages, automate workflows, run campaigns, and manage CRM. Streamable HTTP + stdio.
windborne/zulipmcp 🐍 ☁️ - Run AI agents in Zulip as @mentionable bots — or wire into any MCP client. Real-time listening, session management, file handling.
YCloud-Developers/ycloud-whatsapp-mcp-server 📇 🏠 - MCP server for WhatsApp Business Platform by YCloud.
yjcho9317/nworks 📇 🏠 🍎 🪟 🐧 - NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly.
zcaceres/gtasks-mcp 📇 ☁️ - An MCP server to Manage Google Tasks
ztxtxwd/open-feishu-mcp-server 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu document management tools including block creation, content updates, and advanced features.
loglux/whatsapp-mcp-stream 📇 🏠 🍎 🪟 🐧 - WhatsApp MCP server over Streamable HTTP with web admin UI (QR/status/settings), bidirectional media upload/download, and SQLite persistence.
Zacccck/Claude-MCP-Read-Email-Attachments 📇 ☁️ 🏠 🪟 - Remote HTTP MCP server that reads Outlook email attachments via Microsoft Graph. Parses PDF, Word (with embedded image extraction for multimodal analysis), Excel, and text files in-memory and returns structured content directly to Claude.

🗣️ Conversational AI

Tools for building and operating AI conversation agents that hold structured dialogues with end users.

kiro0x/five-mcp 🐍 🏠 - LLM character consistency engine — generates structured JSON constraints from 4 multiple-choice questions about an AI's psychology. Drop the JSON into any LLM's system prompt to prevent persona drift; reduces inference cost from retries. 160,000 personality patterns; works with any LLM.
Perspective-AI/mcp 🎖️ 📇 ☁️ - Official MCP server for Perspective AI. An AI Concierge replaces static forms with adaptive AI conversations for lead qualification, customer research, onboarding feedback, and advocacy. Design conversation agents (Concierge, Interviewer, Evaluator, Advocate), analyze conversations, deploy embeds, and automate follow-ups (webhook, email, Slack, HubSpot).

🔑 Cryptography

Tools for encrypting and decrypting data.

denismaggior8/enigma-python-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - A Model Context Protocol server that brings the capabilities of enigmapython library to LLMs, allowing them to encrypt and decrypt messages using historically accurate Enigma machine emulators.
laszlopere/mcp-bytesmith 🐍 🏠 - Local byte-wrangling toolbox: encoding (hex/Base64/Base32/Base58/Base45…), cryptographic + CRC hashing, base conversion, and CSPRNG tokens/passphrases, plus an opt-in Ethereum/EVM toolset (keccak, ABI/RLP codecs, EIP-191/712 hashing, function/event selectors, EIP-55). No network calls. uvx mcp-bytesmith.

👤 Customer Data Platforms

Provides access to customer profiles inside of customer data platforms

azmartone67/dchub-mcp-server 📇 ☁️ - Data-center, power & gas intelligence MCP server. 33 tools covering 21,000+ data-center facilities (170+ countries), 232 US power markets scored by the DC Hub Power Index (DCPI), 2,000+ tracked M&A deals, ISO grid telemetry (PJM, ERCOT, CAISO, MISO, SPP, NYISO), fiber routes, and energy pricing. Free to cite (CC-BY-4.0).
antv/mcp-server-chart 🎖️ 📇 ☁️ - A Model Context Protocol server for generating visual charts using AntV.
ckalima/pipedrive-mcp-server 📇 ☁️ - MCP server for Pipedrive CRM. 155 tools covering deals, persons, organizations, activities, products, projects, tasks, leads, notes, mail, and fields. stdio transport, API-key auth, delete tools gated behind an env flag. Published on npm as @ckalima/pipedrive-mcp-server. MIT.
hustcc/mcp-echarts 📇 🏠 - Generate visual charts using Apache ECharts with AI MCP dynamically.
hustcc/mcp-mermaid 📇 🏠 - Generate mermaid diagram and chart with AI MCP dynamically.
iaptic/mcp-server-iaptic 🎖️ 📇 ☁️ - Connect with iaptic to ask about your Customer Purchases, Transaction data and App Revenue statistics.
embeddedlayers/mcp-analytics 🐍 ☁️ - Statistical analysis, forecasting, and ML for business data (Shopify, Stripe, WooCommerce, eBay, GA4, Search Console). Upload a CSV or connect live data sources — ask a question in Claude or Cursor, get an interactive HTML report.
mambalabsdev/mcp-icp-fit-scorer 📇 ☁️ - Scores a company against a weighted ideal customer profile, returning a 0-100 score, A/B/C tier, and per-signal breakdown.
OpenDataMCP/OpenDataMCP 🐍 ☁️ - Connect any Open Data to any LLM with Model Context Protocol.
QuackbackIO/quackback 📇 ☁️ - Open-source customer feedback platform with built-in MCP server. Agents can search feedback, triage posts, update statuses, create and comment on posts, vote, manage roadmaps, merge duplicates, and publish changelogs.
sergehuber/inoyu-mcp-unomi-server 📇 ☁️ - An MCP server to access and updates profiles on an Apache Unomi CDP server.
skippedaga/yanifend-mcp ☕ ☁️ - Hosted MCP server for YaniFend, a WordPress feedback widget — manage your questionary (list / create / update / delete questions and options) and read collected answers via natural language.
tinybirdco/mcp-tinybird 🐍 ☁️ - An MCP server to interact with a Tinybird Workspace from any MCP client.
lionkiii/google-searchconsole-mcp 📇 🏠 - Google Search Console MCP server with 13 SEO tools — search analytics, URL inspection, sitemap management, keyword opportunities, brand analysis, and performance comparison.
saurabhsharma2u/search-console-mcp - An MCP server to interact with Google Search Console and Bing Webmasters.

🗄️ Databases

Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access.

Aiven-Open/mcp-aiven - 🐍 ☁️ 🎖️ - Navigate your Aiven projects and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
alexanderzuev/supabase-mcp-server - Supabase MCP Server with support for SQL query execution and database exploration tools
aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.
amineelkouhen/mcp-cockroachdb 🐍 ☁️ - A Model Context Protocol server for managing, monitoring, and querying data in CockroachDB.
andyWang1688/sql-query-mcp 🐍 🏠 - A general-purpose MCP server that lets AI work with multiple databases within clear boundaries. Supports PostgreSQL and MySQL today with schema discovery, sampling, read-only queries, and query-plan inspection.
ArcadeData/arcadedb 🎖️ ☕ 🏠 - Built-in MCP server for ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin, and MongoDB QL support.
Arun-kc/schemabrain 🐍 🏠 🍎 🪟 🐧 - Read-only trust layer for Postgres: the agent never writes SQL — twelve tools compile it from definitions you control, PII and secret categories are refused before the query runs, and every call lands in a tamper-evident SHA-256 audit chain.
astandrik/local-ydb-toolkit 📇 🏠 - Local YDB MCP is a TypeScript stdio MCP server for operating Docker-based local-ydb deployments via local or SSH-backed profiles. Supports bootstrap, diagnostics, auth hardening, storage workflows, dump/restore, upgrades, and plan-first mutating operations.
benborla29/mcp-server-mysql ☁️ 🏠 - MySQL database integration in NodeJS with configurable access controls and schema inspection
bram2w/baserow - Baserow database integration with table search, list, and row create, read, update, and delete capabilities.
c4pt0r/mcp-server-tidb 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities
Canner/wren-engine 🐍 🦀 🏠 - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents
centralmind/gateway 🏎️ 🏠 🍎 🪟 - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase
ChristianHinge/dicom-mcp 🐍 ☁️ 🏠 - DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems.
chroma-core/chroma-mcp 🎖️ 🐍 ☁️ 🏠 - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities
ClickHouse/mcp-clickhouse 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities
codeurali/mcp-dataverse 📇 🏠 ☁️ - Microsoft Dataverse MCP server with 63 tools for entity CRUD, FetchXML/OData queries, metadata inspection, workflow execution, audit logs, and Power Platform integration. Zero-config device code authentication.
confluentinc/mcp-confluent 🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.
corebasehq/coremcp 🏎️ ☁️ 🏠 - A secure, tunnel-native database bridge for AI agents. Connects localhost & on-premise databases (MSSQL, etc.) to LLMs with AST-based query safety and PII masking.
Couchbase-Ecosystem/mcp-server-couchbase 🎖️ 🐍 ☁️ 🏠 - Couchbase MCP server provides unfied access to both Capella cloud and self-managed clusters for document operations, SQL++ queries and natural language data analysis.
cr7258/elasticsearch-mcp-server 🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction
crystaldba/postgres-mcp 🐍 🏠 - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks
Dataring-engineering/mcp-server-trino 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters.
davewind/mysql-mcp-server 🏎️ 🏠 A – user-friendly read-only mysql mcp server for cursor and n8n...
designcomputer/mysql_mcp_server 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines
domdomegg/airtable-mcp-server 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities
edwinbernadus/nocodb-mcp-server 📇 ☁️ - Nocodb database integration, read and write capabilities
ergut/mcp-bigquery-server 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
f4ww4z/mcp-mysql-server 📇 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations
ferrants/memvid-mcp-server 🐍 🏠 - Python Streamable HTTP Server you can run locally to interact with memvid storage and semantic search.
fireproof-storage/mcp-database-server 📇 ☁️ - Fireproof ledger database with multi-user sync
Michael2150/flamerobin-mcp-server #️⃣ 🏠 🪟 - Firebird database MCP server that reads connection details from FlameRobin's config — no credential setup required. Access all locally registered databases in one session with full schema introspection, DDL/DML execution, execution plans, and missing index analysis.
freema/mcp-gsheets 📇 ☁️ - MCP server for Google Sheets API integration with comprehensive reading, writing, formatting, and sheet management capabilities.
FreePeak/db-mcp-server 🏎️ 🏠 – A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows.
furey/mongodb-lens 📇 🏠 - MongoDB Lens: Full Featured MCP Server for MongoDB Databases
gannonh/firebase-mcp 🔥 ⛅️ - Firebase services including Auth, Firestore and Storage.
get-convex/convex-backend 📇 ☁️ - Convex database integration to introspect tables, functions, and run oneoff queries (Source)
gigamori/mcp-run-sql-connectorx 🐍 ☁️ 🏠 🍎 🪟 🐧 - An MCP server that executes SQL via ConnectorX and streams the result to a CSV or Parquet file. Supports PostgreSQL, MariaDB, BigQuery, RedShift, MS SQL Server, etc.
googleapis/genai-toolbox 🏎️ ☁️ - Open source MCP server specializing in easy, fast, and secure tools for Databases.
GreptimeTeam/greptimedb-mcp-server 🐍 🏠 - MCP Server for querying GreptimeDB.
hannesrudolph/sqlite-explorer-fastmcp-mcp-server 🐍 🏠 - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.
henilcalagiya/google-sheets-mcp 🐍 🏠 - Your AI Assistant's Gateway to Google Sheets! 25 powerful tools for seamless Google Sheets automation via MCP.
hydrolix/mcp-hydrolix 🎖️ 🐍 ☁️ - Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.
idoru/influxdb-mcp-server 📇 ☁️ 🏠 - Run queries against InfluxDB OSS API v2.
InfluxData/influxdb3_mcp_server 🎖️ 📇 🏠 ☁️ - Official MCP server for InfluxDB 3 Core/Enterprise/Cloud Dedicated
izzzzzi/izTolkMcp 📇 🏠 - MCP server for the Tolk smart contract compiler on TON blockchain. Compile, syntax-check, and generate deployment deeplinks for TON contracts directly from AI assistants.
isaacwasserman/mcp-snowflake-server 🐍 ☁️ - Snowflake integration implementing read and (optional) write operations as well as insight tracking
iunera/druid-mcp-server ☕ ☁️ 🏠 - Comprehensive MCP server for Apache Druid that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters.
Janadasroor/pg-mnemosyne-mcp 🐍 🏠 - A PostgreSQL Model Context Protocol (MCP) server acting as a robust persistent super memory, task tracker, and multi-agent coordination hub for AI assistants.
JaviMaligno/postgres_mcp 🐍 🏠 - PostgreSQL MCP server with 14 tools for querying, schema exploration, and table analysis. Features security-first design with SQL injection prevention and read-only by default.
joshuarileydev/supabase-mcp-server - Supabase MCP Server for managing and creating projects and organisations in Supabase
jovezhong/mcp-timeplus 🐍 ☁️ - MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus
jparkerweb/mcp-sqlite 📇 🏠 - Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities.
KashiwaByte/vikingdb-mcp-server 🐍 ☁️ - VikingDB integration with collection and index introduction, vector store and search capabilities.
kiliczsh/mcp-mongo-server 📇 🏠 - A Model Context Protocol Server for MongoDB
kosminus/querywise-mcp 🐍 🏠 - Query SQL databases (SQLite, PostgreSQL, BigQuery, Databricks) in natural language through a business semantic layer — glossary, metrics, and a data dictionary grounded against your real schema.
ktanaka101/mcp-server-duckdb 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities
LucasHild/mcp-server-bigquery 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities
memgraph/mcp-memgraph 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.
mbentham/SqlAugur #️⃣ 🏠 🪟 🐧 - SQL Server MCP server with AST-based query validation, read-only safety, schema exploration, ER diagram generation, and DBA toolkit integration (First Responder Kit, DarlingData, sp_WhoIsActive).
modelcontextprotocol/server-postgres 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities
modelcontextprotocol/server-sqlite 🐍 🏠 - SQLite database operations with built-in analysis features
mahAnuj/mcp-multi-db 📇 🏠 - One MCP server for PostgreSQL, MySQL, and SQLite. Unified read-only tools (list_databases, list_tables, describe_table, run_query) across all three engines with two-layer read-only enforcement (SQL-text guard + DB-level read-only transactions). Install: npx -y mcp-multi-db.
montumodi/mongodb-atlas-mcp-server 📇 ☁️ 🪟 🍎 🐧 - A Model Context Protocol (MCP) that provides access to the MongoDB Atlas API. This server wraps the mongodb-atlas-api-client package to expose MongoDB Atlas functionality through MCP tools.
neo4j-contrib/mcp-neo4j 🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)
neondatabase/mcp-server-neon 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres
niledatabase/nile-mcp-server MCP server for Nile's Postgres platform - Manage and query Postgres databases, tenants, users, auth using LLMs
openlink/mcp-server-jdbc 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Java Database Connectivity (JDBC) protocol
openlink/mcp-server-odbc 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Open Database Connectivity (ODBC) protocol
openlink/mcp-server-sqlalchemy 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via SQLAlchemy using Python ODBC (pyodbc)
ofershap/mcp-server-sqlite 📇 🏠 - SQLite operations — query databases, inspect schemas, explain queries, and export data.
pab1it0/adx-mcp-server 🐍 ☁️ - Query and analyze Azure Data Explorer databases
pab1it0/prometheus-mcp-server 🐍 ☁️ - Query and analyze Prometheus, open-source monitoring system.
pgtuner_mcp 🐍🗄️ - provides AI-powered PostgreSQL performance tuning capabilities.
pilat/mcp-datalink 📇 🏠 - MCP server for secure database access (PostgreSQL, MySQL, SQLite) with parameterized queries and schema inspection
planetscale/mcp - The PlanetScale CLI includes an MCP server that provides AI tools direct access to your PlanetScale databases.
prisma/mcp 📇 ☁️ 🏠 - Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries).
qdrant/mcp-server-qdrant 🐍 🏠 - A Qdrant MCP server
QuantGeekDev/mongo-mcp 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases.
quarkiverse/mcp-server-jdbc ☕ 🏠 - Connect to any JDBC-compatible database and query, insert, update, delete, and more.
rashidazarang/airtable-mcp 🐍 ☁️ - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface.
redis/mcp-redis 🐍 🏠 - The Redis official MCP Server offers an interface to manage and search data in Redis.
runekaagaard/mcp-alchemy 🐍 🏠 - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.
narekmalk/safedb-mcp ☁️ 🏠 - Secure MCP server for safe, read-only DB access by AI agents, with SQL guardrails, table allowlists, PII masking, and audit logs.
s2-streamstore/s2-sdk-typescript 🎖️ 📇 ☁️ - Official MCP server for the S2.dev serverless stream platform.
schemacrawler/SchemaCrawler-MCP-Server-Usage 🎖️ ☕ – Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.
seob717/redash-mcp 📇 🏠 - Connect Redash to Claude — natural-language SQL with safety guards (blocks DROP/TRUNCATE, PII detection), BIRD-based smart table selection, plus saved queries, dashboards, widgets, and alerts.
SidneyBissoli/ibge-br-mcp 📇 ☁️ - Brazilian Census Bureau (IBGE) data server with 23 tools for demographics, geography, economics, and statistics. Covers localities, SIDRA tables, Census data, population projections, and geographic meshes.
sirmews/mcp-pinecone 🐍 ☁️ - Pinecone integration with vector search capabilities
skysqlinc/skysql-mcp 🎖️ ☁️ - Serverless MariaDB Cloud DB MCP server. Tools to launch, delete, execute SQL and work with DB level AI agents for accurate text-2-sql and conversations.
Snowflake-Labs/mcp 🐍 ☁️ - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported.
subnetmarco/pgmcp 🏎️ 🏠 - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility.
supabase-community/supabase-mcp 🎖️ 📇 ☁️ - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.
SurajKGoyal/amnesic 🐍 🏠 🍎 🪟 🐧 - The MCP server that remembers your database — persists table/column annotations, an FK relationship graph, and searchable notes across sessions, so the model stops re-discovering your schema every time. PostgreSQL, MySQL, MSSQL, SQLite; read-only-enforced.
TheRaLabs/legion-mcp 🐍 🏠 Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.
ThinAirTelematics/thinair-data 📇 ☁️ - Connect any AI to PostgreSQL, MySQL, or SQL Server — 24 dialect-aware tools for query, schema introspection, optimization, migrations, PII scan, and more. Hosted MCP server with OAuth 2.0 + Bearer auth, free trial available.
tradercjz/dolphindb-mcp-server 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities
tuannvm/mcp-trino 🏎️ ☁️ - A Go implementation of a Model Context Protocol (MCP) server for Trino
GetMystAdmin/urdb-mcp 📇 🏠 - Search URDB's product integrity database for integrity scores, enshittification events, and change tracking across consumer products
VictoriaMetrics-Community/mcp-victorialogs 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your VictoriaLogs instance APIs and documentation for working with logs, investigating and debugging tasks related to your VictoriaLogs instances.
weaviate/mcp-server-weaviate 🐍 📇 ☁️ - An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory store.
wenb1n-dev/mysql_mcp_server_pro 🐍 🏠 - Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization
wenb1n-dev/SmartDB_MCP 🐍 🏠 - A universal database MCP server supporting simultaneous connections to multiple databases. It provides tools for database operations, health analysis, SQL optimization, and more. Compatible with mainstream databases including MySQL, PostgreSQL, SQL Server, MariaDB, Dameng, and Oracle. Supports Streamable HTTP, SSE, and STDIO; integrates OAuth 2.0; and is designed for easy customization and extension by developers.
wenerme/wener-mssql-mcp 📇 🏠 - MSSQL database integration with schema inspection and query capabilities
xexr/mcp-libsql 📇 🏠 ☁️ - Production-ready MCP server for libSQL databases with comprehensive security and management tools.
XGenerationLab/xiyan_mcp_server 📇 ☁️ — An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.
xing5/mcp-google-sheets 🐍 ☁️ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API.
yannbrrd/simple_snowflake_mcp 🐍 ☁️ - Simple Snowflake MCP server that works behind a corporate proxy. Read and write (optional) operations
ydb/ydb-mcp 🎖️ 🐍 ☁️ - MCP server for interacting with YDB databases
yincongcyincong/VictoriaMetrics-mcp-server 🐍 🏠 - An MCP server for interacting with VictoriaMetrics database.
Zhwt/go-mcp-mysql 🏎️ 🏠 – Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection.
zilliztech/mcp-server-milvus 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database.
wklee610/kafka-mcp 🐍 🏠 ☁️ - MCP server for Apache Kafka that allows LLM agents to inspect topics, consumer groups, and safely manage offsets (reset, rewind).

📊 Data Platforms

Data Platforms for data integration, transformation and pipeline orchestration.

1luvc0d3/metabase-mcp 📇 🏠 - MCP server connecting Claude to Metabase with 28 tools for natural language data analysis, dashboard management, SQL queries, and automated insights. Features SQL guardrails, rate limiting, and audit logging.
alanpcf/brasil-data-mcp 📇 🏠 🍎 🪟 🐧 - Brazilian public data for AI agents — companies (CNPJ), addresses (CEP), banks (BACEN), national holidays — via BrasilAPI. No auth, no API key. Install: npx -y brasil-data-mcp.
Alessandro114/scala-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Search and enrich data from 250M+ companies across 50+ countries. Company lookup by name, VAT, or ID, NACE sector search, and financial data from official EU business registries. Free tier: 50 lookups/month. Install: npx scala-mcp-server.
antonio-mello-ai/mcp-airflow 🐍 🏠 - Manage Apache Airflow through its REST API — list DAGs, inspect DAG runs and task instances, trigger runs, and check failed-DAG and scheduler/metadatabase health. 7 tools, built with FastMCP. Install: uvx mcp-airflow.
carrierone/verilexdata-mcp 📇 ☁️ - 20 structured datasets (NPI healthcare, SEC filings, OFAC sanctions, crypto whales, Polymarket signals, patents, economic indicators) via x402 pay-per-query with USDC. Free stats/sample endpoints, MCP + HTTP transport.
aegis-dq/aegis-dq 🐍 🏠 🍎 🪟 🐧 - Agentic data quality framework that runs structured rules against warehouses (DuckDB, BigQuery, Athena, Databricks, Postgres), diagnoses failures with LLM root cause analysis, and proposes SQL remediations. Every LLM decision is audit-logged with cost and latency.
alkemiai/alkemi-mcp 📇 ☁️ - MCP Server for natural language querying of Snowflake, Google BigQuery, and DataBricks Data Products through Alkemi.ai.
Autario/autario-mcp ☁️ - Search, query, and publish charts across 2,300+ verified public datasets (World Bank, IMF, Eurostat, OECD, WHO). 28 MCP tools for data discovery, analysis, and visualization. Remote MCP + npm package.
vinvuk/apiverket-mcp 📇 ☁️ 🍎 🪟 🐧 - Query Swedish public data through Apiverket, including company data, SCB statistics, weather, transport, and more. Install: npx -y apiverket-mcp-server.
avisangle/method-crm-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Production-ready MCP server for Method CRM API integration with 20 comprehensive tools for tables, files, users, events, and API key management. Features rate limiting, retry logic, and dual transport support (stdio/HTTP).
aywengo/kafka-schema-reg-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Comprehensive Kafka Schema Registry MCP server with 48 tools for multi-registry management, schema migration, and enterprise features.
bintocher/mcp-superset 🐍 ☁️ 🏠 🍎 🪟 🐧 - Full-featured Apache Superset MCP server with 135+ tools for dashboards, charts, datasets, SQL Lab, security (users, roles, RLS, groups), permissions audit, and 30+ built-in safety validations. Supports HTTP, SSE, and stdio transports.
bruno-portfolio/agrobr-mcp 🐍 ☁️ - Brazilian agricultural data for LLMs — prices, crop estimates, climate, deforestation from 19 public sources via CEPEA, CONAB, IBGE, INPE and B3.
Castaldo-Solutions/mcp-vtenext 📇 🏠 🍎 🪟 🐧 - MCP server for VTENext CRM (open-source vtiger-based). Query, create and update opportunities and contacts via the WebService API. Available on npm as @castaldosolutions/mcp-vtenext.
dan1d/mercadolibre-mcp 📇 ☁️ - MercadoLibre marketplace integration for AI agents. Search products, get item details, browse categories, track trends, and convert currencies across Latin America (Argentina, Brazil, Mexico, Chile, Colombia).
dbt-labs/dbt-mcp 🎖️ 🐍 🏠 ☁️ - Official MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.
Evan-Crx/permisapi-mcp 🐍 🏠 🍎 🪟 🐧 - 7 tools for French open-data building permits (Sitadel, 311k rows, ~2M permits/year, Etalab license). Search, details, DVF transactions cross-ref, real estate dealer opportunity score, PLU urban zoning, BRGM natural and technological risks, and a Vue 360 composite that fans out 6 sub-fetches in one tool call. Powered by permisapi.fr. Plan Free covers basic search and details, Pro+ unlocks the enrichments. Install: pip install permisapi-mcp.
flowcore/mcp-flowcore-platform 🎖️ 📇 ☁️ 🏠 - Interact with Flowcore to perform actions, ingest data, and analyse, cross reference and utilise any data in your data cores, or in public data cores; all with human language.
FreelexHo/power-bi-mcp 🐍 ☁️ 🪟 🍎 🐧 - Power BI MCP server with device code auth, enhanced refresh (table-level polling with retry), refresh diagnostics with root-cause error catalog, DAX queries with RLS simulation, PBIP source locating, and scheduled refresh reports.
Hug0x0/mcp-reunion 📇 ☁️ 🍎 🪟 🐧 - 96 tools across 21 modules for La Réunion (French overseas region) open data: economy, demographics, geography, transport, health, education, elections, tourism, housing, environment, and more. Powered by data.regionreunion.com and data.gouv.fr. Install: npx -y mcp-reunion.
JordiNei/mcp-databricks-server 🐍 ☁️ - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.
jwaxman19/qlik-mcp 📇 ☁️ - MCP Server for Qlik Cloud API that enables querying applications, sheets, and extracting data from visualizations with comprehensive authentication and rate limiting support.
keboola/keboola-mcp-server 🐍 - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.
mattijsdp/dbt-docs-mcp 🐍 🏠 - MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation.
meacheal-ai/mrc-data 📇 ☁️ - China's apparel supply chain data for AI agents. 1,000+ verified suppliers, 350+ lab-tested fabrics, 170+ industrial clusters with AATCC / ISO / GB lab-test verification.
meal-inc/bonnard-cli 📇 ☁️ - Ultra-fast to deploy agentic-first MCP-ready semantic layer. Let your data be like water.
mbrummerstedt/powerbi-analyst-mcp 🐍 ☁️ - Connect LLMs to Power BI semantic models. Browse workspaces, tables, and measures, run DAX queries, and automatically page large results via local CSV.
Osseni94/keyneg-mcp 🐍 🏠 - Enterprise-grade sentiment analysis with 95+ labels, keyword extraction, and batch processing for AI agents
Osseni94/oyemi-mcp 🐍 🏠 - Deterministic semantic word encoding and valence/sentiment analysis using 145K+ word lexicon. Provides word-to-code mapping, semantic similarity, synonym/antonym lookup with zero runtime NLP dependencies.
paracetamol951/caisse-enregistreuse-mcp-server 🏠 🐧 🍎 ☁️ - Allows you to automate or monitor business operations, sales recorder, POS software, CRM.
saikiyusuke/registep-mcp 📇 ☁️ - AI-powered POS & sales analytics MCP server with 67 tools for Airレジ, スマレジ, and BASE EC integration. Provides store management, sales data querying, AI chat analysis, and weather correlation features.
us-all/airflow-mcp-server 📇 🏠 🍎 🪟 🐧 - Airflow REST API — 7 tools (DAG list, runs, task instances, log tails, trigger, clear). dag-health-rollup aggregation. Airflow 3.x /api/v2 + JWT (SimpleAuthManager); pin 0.1.x for Airflow 2.x. Read-only by default; trigger/clear write-gated.
soil-dev/capsulemcp 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for Capsule CRM. 81 tools (49 in read-only mode) covering contacts, opportunities, projects, tasks, timeline activity, structured + saved filters, workflow tracks, and file attachments. Two transports — stdio (npx capsulemcp) and HTTP+OAuth for hosted Custom Connectors. Read-only-mode env flag for safer defaults. Apache 2.0.
vikramgorla/mcp-swiss 📇 ☁️ - 68 tools for Swiss open data: transport, weather, geodata, companies, parliament, and more. Zero API keys required.
yashshingvi/databricks-genie-MCP 🐍 ☁️ - A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.
Younghef/nutriref-api 🐍 ☁️ 🍎 🪟 🐧 - USDA FoodData Central nutrition for AI agents — pay-per-call in USDC on Base via x402. Four tools (search, detail, compare, recipe) at $0.001–$0.005 per call. No signup, no API keys; MCPB-packaged for one-click install.
Leekangbum/networklytics-mcp 🐍 - YouTube comment social network analysis (SNA): influencer centrality ranking, community detection (Louvain), sentiment analysis, and public JSON API for AI agents

💻 Developer Tools

appcreationsca/bumpguard-mcp 🐍 🏠 🍎 🪟 🐧 - Pre-flight dependency-upgrade impact analysis: reports exactly which of your code's API usages break before you bump a dependency, with line numbers, severity, and fix hints. Also verifies AI-written code against the actually-installed API to catch hallucinated calls. Static analysis only — never runs third-party code. Python + .NET. pip install bumpguard-mcp
DeusData/codebase-memory-mcp 🌊 🏠 🍎 🪟 🐧 - Code-intelligence engine that indexes a repo into a persistent knowledge graph — functions, classes, call chains, HTTP routes, cross-service links. 159 languages via tree-sitter + Hybrid LSP, sub-ms structural queries, ~99% fewer tokens than grep. Single static binary, zero dependencies, 100% local. npx codebase-memory-mcp
forgemeshlabs/aso-audit-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Free Agent Signal Optimization scanner for website/API agent readiness. Scores discovery, identity, trust, commerce, reputation, and memory signals; validates robots.txt AI bot rules, llms.txt, agent.json, Google A2A agent cards, MCP server cards, API catalogs, OAuth metadata, x402, pricing, security.txt, status endpoints, and cross-file identity consistency. Returns ASO maturity levels, evidence, and prioritized fix plans. Local stdio or Glama-hosted, no API key required. npx -y @forgemeshlabs/aso-audit-mcp.
KyaniteLabs/checkyourself 🐍 🏠 - Local-first production-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score, and guided fixes before launch.
modus-agendi/managed-agent-control-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Start, observe, and interact with Claude Managed Agents from any MCP client — launch an agent, poll its events to watch it work, reply, approve the tools it wants to run, and stop it. Runs over stdio, an HTTP container, or AWS Lambda, with pluggable inbound auth (bearer/OIDC/Cognito).
getnahook/nahook-mcp 🎖️ 🏎️ ☁️ - "The official MCP server for the Nahook webhook platform — trigger webhooks, inspect deliveries, retry failures, and manage endpoints from your AI assistant."
naveenayalla1-CS50/mcp-server-toolkit 📇 🏠 ☁️ 🍎 🪟 🐧 - Plug-and-play MCP server toolkit with semantic code search, natural language database queries, docs indexing, and OpenAPI introspection. One-command setup for Claude Code, Cursor, and Windsurf.
Nishant-Chaudhary5338/mcp-code-indexer 📇 🏠 - Index any TypeScript/React repo (including monorepos) into a queryable code graph. Reverse queries (who-renders, who-calls, find-references), blast-radius analysis, dependency cycles, dead-code orphans, and symbol signatures — exposed over stdio. Install: npx code-graph-indexer.
tatavarthitarun/nowsecure-mcp-server 📇 ☁️ 🍎 🪟 🐧 - MCP server for NowSecure Platform mobile security testing. List applications, pull remediation findings via GraphQL, and generate PDF reports locally (bypasses broken UI export). Published as nowsecure-mcp-server. npx -y nowsecure-mcp-server
adrianczuczka/mason 📇 🏠 🍎 🪟 🐧 - Context engineering MCP server. Generates CLAUDE.md from git history and architectural file sampling, and maintains a concept-map snapshot of features/flows → files so agents can skip grep/glob on repeat queries. The fast, idiomatic Go framework for building MCP servers. Struct-tag auto schema, middleware chain, and adapters to import existing Gin/OpenAPI/gRPC services as MCP tools.
masondelan/selvedge 🐍 🏠 - Change tracking for AI-era codebases. AI agents call it to log structured change events (entity + diff + reasoning) before the session ends, then query history with diff, blame, history, changeset, and search. Captures the intent that would otherwise evaporate.
sapph1re/mcp-billing-gateway-sdk 📇 ☁️ - Billing infrastructure for MCP server operators. Add Stripe subscriptions, per-call credits, tiered pricing, and x402 crypto micropayments to any MCP server without writing billing code. Operator dashboard included.
agenticempire/axint 📇 🏠 - Apple-native execution layer for AI agents. Compiles TypeScript to validated Swift — App Intents, SwiftUI views, WidgetKit widgets, and full apps. 13 MCP tools, 150 diagnostics, 500 tests.
callstackincubator/agent-device 📇 🏠 🍎 🐧 - Discovery router for the agent-device CLI. Exposes status, install guidance, version-matched help, prompts, and resources for iOS, Android, tvOS, macOS, and Linux automation workflows.
drhalto/agentmako 📇 🏠 🍎 🪟 🐧 - Local-first codebase intelligence engine. Gives coding agents structured context packets, indexed code/schema facts, and diagnostics over MCP, backed by a local SQLite store — so agents stop rediscovering your repo with raw grep. Optional Postgres/Supabase awareness and a bundled Claude Code plugin.

Tools and integrations that enhance the development workflow and environment management.

mithun4elp/briefkit-mcp-server 📇 🏠 - Generate engineer-grade SaaS specifications — design systems, database schemas, and RLS policies for AI build tools like Lovable, Cursor, and Claude Code.
magna-nz/aspnetcore-debugger-mcp #️⃣ 🏠 🍎🪟🐧 - MCP server for interactive .NET / ASP.NET Core debugging via netcoredbg. 27 tools: breakpoints (line, function, exception, data), stepping, thread inspection, exception autopsy, hang/deadlock analysis, and request tracing.
marin1321/mcp-devtools 📇 🏠 🍎 🪟 🐧 - Production-grade MCP server for secure access to local dev environments (filesystem, databases, processes, OpenAPI). Includes scope enforcement, command allowlist, and read-only DB mode.
EtienneChollet/ontomics 🦀 🏠 🍎 🐧 - Semantic code index that extracts domain concepts, naming conventions, and behavioral similarity from codebases. One tool call instead of 19, ~20x fewer tokens for codebase understanding queries.
ozgurcd/gograph 🏎️ 🏠 🍎 🪟 🐧 - An AST-aware structural repository graph engine and MCP server designed for AI agents. Understands Go struct embeds, public API surfaces, SQL queries, and error mapping to give agents instant codebase context without blindly grepping.
LWTlong/ai-dev-analytics 📇 🏠 - An open-source observability layer for AI coding. Silently tracks dev tokens/time and auto-codifies AI deviations into persistent project rules.
3KniGHtcZ/codebeamer-mcp 📇 ☁️ 🍎 🪟 🐧 - Codebeamer ALM integration for managing work items, trackers, and projects. Provides 17 tools for reading and writing items, associations, references, comments, and risk management data via Codebeamer REST API v3.
21st-dev/Magic-MCP - Create crafted UI components inspired by the best 21st.dev design engineers.
runyourempire/4DA 📇 🏠 🍎 🪟 🐧 - Dependency intelligence for AI coding agents. Live CVE scanning, dependency health, upgrade planning, ecosystem news, and decision memory. 14 tools, zero config, privacy-first.
mvtandas/wp-cli-mcp 📇 🏠 - Full WordPress management via WP-CLI with 30+ tools for themes, plugins, posts, menus, users, database, scaffolding, and cache. Works locally or over SSH to remote servers.
Mogacode-ma/elementor-mcp-agent 📇 ☁️/🏠 - Agency-grade MCP server for WordPress Elementor — multi-site management for 120+ WordPress sites with safe edits (backup + auto-rollback + post-write verification), template export/import, global widget detection, CSS flush, WP-CLI escape hatch, headless Chrome screenshots. 34 tools across pages, widgets, templates, bulk find/replace, and fleet operations.
a-25/ios-mcp-code-quality-server 📇 🏠 🍎 - iOS code quality analysis and test automation server. Provides comprehensive Xcode test execution, SwiftLint integration, and detailed failure analysis. Operates in both CLI and MCP server modes for direct developer usage and AI assistant integration.
raye-deng/open-code-review 🏠 📇 ☁️ - AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD integration.
AaronVick/ECHO_RIFT_MCP 📇 ☁️ - MCP server for EchoRift infrastructure primitives (BlockWire, CronSynth, Switchboard, Arbiter). Makes EchoRift's agent infrastructure callable as MCP tools so any MCP client can treat EchoRift like a native capability layer.
AgiMaulana/HuaweiAppGalleryMcp 🐍 ☁️ 🍎 🪟 🐧 - Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts.
Jott2121/agent-gate 🐍 🏠 🍎 🪟 🐧 - Lets an AI agent gate its own work before claiming "done": a fail-closed ship checklist (verify_gate counts a check satisfied only if explicitly proven), required independent refute-first review, and an append-only sha256-chained receipts ledger that makes any edit to past receipts detectable. pip install mcp-agent-gate.
aparajithn/agent-utils-mcp 🐍 ☁️ - Swiss-army-knife utility server for AI agents. 18 tools including JSON validation, base64, hashing, UUID generation, regex testing, markdown conversion, datetime conversion, cron parsing, CSV/JSON conversion, JWT decoding, and more. Streamable HTTP MCP + REST API with x402 micropayments.
AI-by-design/primitiv 📇 🏠 🍎 🪟 🐧 - Design contract layer for your codebase. Scans Figma, code, Storybook, and token files, reconciles conflicts, and serves a single machine-readable source of truth over MCP so every agent gets the same authoritative design rules before it builds. Local-first — your code never leaves your machine.
aashari/mcp-server-atlassian-bitbucket 📇 ☁️ - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.
aashari/mcp-server-atlassian-confluence 📇 ☁️ - Atlassian Confluence Cloud integration. Enables AI systems to interact with Confluence spaces, pages, and content with automatic ADF to Markdown conversion.
aashari/mcp-server-atlassian-jira 📇 ☁️ - Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time.
GeiserX/atlassian-browser-mcp 🐍 ☁️ - Browser-backed MCP wrapper for mcp-atlassian with Playwright SSO auth. Enables AI tools to access Atlassian Server/Data Center instances behind corporate SSO (Okta, SAML, ADFS) where API tokens are not available.
rust-works/omni-dev 🦀 ☁️ 🏠 - MCP server for Atlassian Jira and Confluence with schema-validated Markdown↔ADF conversion. Catches content-model violations at conversion time rather than silently dropping ADF-only nodes like panels, mentions, and layouts.
abrinsmead/mindpilot-mcp 📇 🏠 - Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in a diagram".
admica/FileScopeMCP 🐍 📇 🦀 - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.
mikusnuz/app-publish-mcp 📇 ☁️ - Unified MCP server for App Store Connect & Google Play Console — 91 tools for iOS/Android app management, TestFlight, builds, submissions, pricing, and sales reports.
mikusnuz/cws-mcp 📇 ☁️ - MCP server for Chrome Web Store extension management — 8 tools for upload, publish, status, staged rollout, and metadata updates.
mikusnuz/npm-mcp 📇 🏠 - MCP server for npm package management — 36 tools for publish, version, search, audit, install, and more from your AI assistant.
Wopee-io/wopee-mcp 📇 ☁️ - Autonomous testing for web apps — dispatch AI agents that open real browsers, execute test cases, and report pass/fail with screenshots. Generate user stories, test cases, and Playwright code from your app context. 8 tools for end-to-end test automation.
wooxogh/adr-mcp-setup 📇 🏠 - Automatically generates Architecture Decision Records (ADRs) from Claude Code conversations using Claude Opus. Features AI quality review, duplicate detection, dependency graph, and stale ADR alerts.
agent-hanju/char-index-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.
CSCSoftware/AiDex 📇 🏠 🍎 🪟 🐧 - Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust, and Go.
ahmedxuhri/bigindexer 🐍 🏠 🍎 🪟 🐧 - Hierarchical code intelligence for AI coding agents. Scans local source code, clusters files by behavioral roles, maps coupling seams, and provides in-repo twins/context for complex implementation tasks.
aidemd-mcp/server 📇 🏠 - Structured .aide spec files that give AI agents progressive disclosure into your codebase architecture via MCP.
Elmoaid/TempoGraph 🐍 🏠 🍎 🪟 🐧 - Code graph context engine with 24 MCP tools for structural code intelligence. Tree-sitter parsing for 170+ languages, dependency graphs, blast radius, hotspots, dead code, and adaptive context injection. Benchmarked +27% F1 on change-localization.
ellmos-ai/ellmos-codecommander-mcp 📇 🏠 🍎 🪟 🐧 - Developer-focused MCP server for code analysis, JSON repair, encoding fixes, and import organization across local projects.
ethbak/icon-composer-mcp 📇 🏠 🍎 - MCP server for Apple's Icon Composer: programmatically create .icon bundles with Liquid Glass effects (iOS 26+). 12 tools for icon creation, glass effect tuning, dark mode appearances, and App Store export.
Explorer-64/imagcon-mcp 🐍 ☁️ 🍎 🪟 🐧 - Generate deployment-ready PWA, iOS, and Android app icon sets from a text description. Produces all 27 required sizes, maskable icons, Xcode-ready iOS icons, Android mipmap folders, splash screens, and manifest.json — packaged as a ZIP. Powered by Google Imagen 4.
akramIOT/MCP_AI_SOC_Sher 🐍 ☁️ 📇 - MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent.
aktsmm/skill-ninja-mcp-server 📇 🏠 🍎 🪟 🐧 - Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.md files) from GitHub repositories. Features workspace analysis for personalized recommendations and supports 140+ pre-indexed skills.
alimo7amed93/webhook-tester-mcp 🐍 ☁️ – A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude.
ambar/simctl-mcp 📇 🏠 🍎 A MCP server implementation for iOS Simulator control.
andrewschreiber/desktopinsights-mcp 📇 ☁️ 🍎 🪟 🐧 - Look up SDKs, frameworks, and dependencies used by 12,000+ macOS and Windows desktop apps. Search by technology adoption, compare stacks, and discover SDK usage patterns via the Desktop Insights API.
api7/apisix-mcp 🎖️ 📇 🏠 MCP Server that support for querying and managing all resource in Apache APISIX.
ArchAI-Labs/fastmcp-sonarqube-metrics 🐍 🏠 🪟 🐧 🍎 - A Model Context Protocol (MCP) server that provides a set of tools for retrieving information about SonarQube projects like metrics (actual and historical), issues, health status.
PhpCodeArcheology/PhpCodeArcheology 🏠 🍎 🪟 🐧 - PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage, and impact analysis. Installable via Composer.
artmann/package-registry-mcp 🏠 📇 🍎 🪟 🐧 - MCP server for searching and getting up-to-date information about NPM, Cargo, PyPi, and NuGet packages.
astandrik/codex-pets 📇 ☁️ - Companion Gallery for Codex: public read-only registry for Codex-compatible animated companion packs. Search, preview, install community pets, generate badges/embed cards, and discover the request flow via Streamable HTTP MCP.
arvindand/maven-tools-mcp ☕ ☁️ 🏠 🍎 🪟 🐧 - Universal Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill). Features bulk operations, version comparison, stability filtering, dependency age analysis, release patterns, and Context7 integration for upgrade guidance.
augmnt/augments-mcp-server 📇 ☁️ 🏠 - Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-date code generation that follows current best practices for React, Next.js, Laravel, FastAPI, Tailwind CSS, and more.
automation-ai-labs/mcp-link 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)
avisangle/jenkins-mcp-server 🐍 🏠 🍎 🪟 🐧 - Enterprise-grade Jenkins CI/CD integration with multi-tier caching, pipeline monitoring, artifact management, and batch operations. Features 21 MCP tools for job management, build status tracking, and queue management with CSRF protection and 2FA support.
axliupore/mcp-code-runner 📇 🏠 - An MCP server for running code locally via Docker and supporting multiple programming languages.
ayhammouda/python-docs-mcp-server 🐍 🏠 🍎 🪟 🐧 - Local, read-only retrieval over official Python standard library docs with exact symbol lookup, section-level results, and version-aware context.
azer/react-analyzer-mcp 📇 🏠 - Analyze React code locally, generate docs / llm.txt for whole project at once
back1ply/agent-skill-loader 📇 🏠 - Dynamically load Claude Code skills into AI agents without copying files. Discover, read, and install skills on demand.
bbonnin/openapi-to-mcp ☕ 🏠 🍎 🪟 🐧 - MCP server that automatically converts any OpenAPI/Swagger specification into a set of usable MCP tools. Unlike manual tool definition, this approach auto-generates tools directly from the Swagger spec, ensuring consistency, reducing maintenance effort, and preventing mismatches between the tools and the actual API.
beardfaceguy/daimonos 🦀 🏠 🍎 🐧 - Agent-optimized MCP server replacing built-in file, search, exec, and git tools with compact structured JSON. Native plugins for git, cargo, gh, and docker. Semantic output filtering, read deduplication, batch operations, and token analytics. Benchmarked 20-45% token savings.
BetterDB-inc/monitor 📇 ☁️ 🏠 - Valkey-first observability with Redis compatibility. Query real-time metrics, analyze slow commands, detect hot keys, and investigate performance issues directly from AI coding assistants.
muvon/octocode 🦀 🏠 🍎 🪟 🐧 - Semantic code indexer with GraphRAG knowledge graph. Index your codebase, search in natural language, and expose everything via MCP so AI agents understand architecture — not just files.
bgauryy/octocode-mcp ☁️ 📇 🍎 🪟 🐧 - AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime.
bitrise-io/bitrise-mcp 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - MCP Server for the Bitrise API, enabling app management, build operations, artifact management and more.
BrainGrid MCP 🎖️☁️ - BrainGrid MCP is the Product Management Agent that writes your specs, plans your features, and creates engineering-grade tasks your coding tools can build reliably.
BrunoKrugel/echo-mcp 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose any existing Echo web framework APIs as MCP tools.
buildkite/buildkite-mcp-server 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildkite. Create new pipelines, diagnose and fix failures, trigger builds, monitor job queues, and more.
carloshpdoc/memorydetective 📇 🏠 🍎 - iOS leak hunting and performance investigation. Reads .memgraph (leaks(1)) and .trace (xctrace) files, classifies retain cycles against a 34-pattern catalog (SwiftUI, Combine, Swift Concurrency, UIKit, Core Animation, Core Data, SwiftData, RxSwift, Realm), surfaces a Swift fixTemplate snippet for each match, and bridges to source via SourceKit-LSP. Single-call build+boot+launch fixes the macOS 26.x leaks --outputGraph regression; replayScenario + captureScenarioState close the verify-fix loop. 31 MCP tools, 34 catalog resources, 5 investigation prompts. CI-gateable via verifyFix and compareTracesByPattern. Apache 2.0.
cerebrixos-org/tuning-engines-cli 📇 ☁️ 🍎 🪟 🐧 - Domain-specific fine-tuning of open-source LLMs and SLMs with zero infrastructure. Specialized tuning agents deliver sovereign models trained on your data. Supports Qwen, Llama, DeepSeek, Mistral, Gemma 1B-72B. LoRA, QLoRA, full fine-tuning. Cost estimation, model management, S3 export.
Chunkydotdev/bldbl-mcp 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildable AI-powered development platform bldbl.dev. Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.
CircleCI/mcp-server-circleci 📇 ☁️ Enable AI Agents to fix build failures from CircleCI.
cjo4m06/mcp-shrimp-task-manager 📇 ☁️ 🏠 – A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management. ShrimpTaskManager
ckanthony/gin-mcp 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools.
ckreiling/mcp-server-docker 🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks.
ClaudeCodeNavi/claudecodenavi-mcp 📇 ☁️ - Claude Code knowledge platform & marketplace MCP server. Search and share snippets, prompts, Q&A solutions, error fixes, and MCP server configurations from the ClaudeCodeNavi community.
cocaxcode/api-testing-mcp 📇 🏠 🍎 🪟 🐧 - The most complete API testing MCP — Postman inside your AI assistant. Per-project environment groups with {{variable}} interpolation, saved collections, multi-step flows with response extraction, assertions, load testing, and OpenAPI mock generation. 42 tools, zero cloud account needed.
PatrickSys/codebase-context 📇 🏠 🍎 🪟 🐧 - Local MCP server that shows AI agents which patterns your team actually uses, what files a change will affect, and when there is not enough context to trust an edit. 30+ languages, fully local.
CodeLogicIncEngineering/codelogic-mcp-server 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools.
Comet-ML/Opik-MCP 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
conan-io/conan-mcp 🎖️ 🐍 🏠 🍎 🪟 🐧 - Official MCP server for Conan C/C++ package manager. Create projects, manage dependencies, check licenses, and scan for security vulnerabilities.
ConfigCat/mcp-server 🎖️ 📇 ☁️ - MCP server for interacting with ConfigCat feature flag platform. Supports managing feature flags, configs, environments, products and organizations.
context-rot-detection 📇 🏠 - Gives AI agents self-awareness about their cognitive state. Monitors token utilization, context quality degradation, and session fatigue. Returns health scores (0-100) and recovery recommendations based on model-specific degradation curves.
Contentrain/ai 📇 🏠 - Local-first MCP server for AI content governance — 13 tools for model/content CRUD, validation, normalization, and i18n across any framework.
cqfn/aibolit-mcp-server ☕ - Helping Your AI Agent Identify Hotspots for Refactoring; Help AI Understand How to 'Make Code Better'
rafsilva85/credit-optimizer-v5 🐍 🏠 - Save 30-75% on Manus AI credits through intelligent model routing, smart testing, and context hygiene. Audited across 53 scenarios with zero quality loss.
currents-dev/currents-mcp 🎖️ 📇 ☁️ Enable AI Agents to fix Playwright test failures reported to Currents.
ofershap/cursor-usage 📇 🏠 - Enterprise AI coding usage analytics — track spend, model usage, and costs across Cursor/Claude Code sessions via MCP server
Daghis/teamcity-mcp 📇 ☁️ 🍎 🪟 🐧 - MCP server for JetBrains TeamCity with 87 tools for builds, tests, agents, and CI/CD pipeline management. Features dual-mode operation (dev/full) and runtime mode switching.
darktw/chatpipe-mcp ☁️ - Publish HTML as live, shareable web pages from your AI coding agent. Instant URLs with access control (public, password-protected, email-restricted).
dannote/figma-use 📇 🏠 - Full Figma control: create shapes, text, components, set styles, auto-layout, variables, export. 80+ tools.
musepy/genable 📇 🏠 🍎 🪟 🐧 - Write-side MCP for Figma — complements Figma's official read-only MCP. 41 tools for building and editing Figma designs from Claude Code, Cursor, Cline: JSX-like tree creation, variables/tokens, components, cross-page navigation, and visual verification via screenshots. Install: npx -y genable-mcp.
davidan90/time-node-mcp 📇 🏠 - Timezone-aware date and time operations with support for IANA timezones, timezone conversion, and Daylight Saving Time handling.
davidlin2k/pox-mcp-server 🐍 🏠 - MCP server for the POX SDN controller to provides network control and management capabilities.
delano/postman-mcp-server 📇 ☁️ - Interact with Postman API
delimit-ai/delimit 🐍 🏠 🍎 🪟 🐧 - API governance server that detects breaking changes in OpenAPI specs. Diffs two spec versions, applies configurable policy rules (strict/default/relaxed), and returns structured pass/fail verdicts. 23 change types, 10 breaking. Supports OpenAPI 3.0, 3.1, and Swagger 2.0.
deploy-mcp/deploy-mcp 📇 ☁️ 🏠 - Universal deployment tracker for AI assistants with live status badges and deployment monitoring
docker/hub-mcp 🎖️ 📇 ☁️ 🏠 - Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images
dorukardahan/twitterapi-docs-mcp 📇 🏠 - Offline access to TwitterAPI.io documentation for AI assistants. 52 API endpoints, guides, pricing info, and authentication docs.
efremidze/swift-patterns-mcp 📇 🏠 🍎 🪟 🐧 - An MCP server providing curated Swift and SwiftUI best practices from leading iOS developers, including patterns and real-world code examples from Swift by Sundell, SwiftLee, and other trusted sources.
endorhq/cli 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor lets your AI agents run services like MariaDB, Postgres, Redis, Memcached, Alpine, or Valkey in isolated sandboxes. Get pre-configured applications that boot in less than 5 seconds.
endiagram/mcp 📇 ☁️ - Structural analysis for any system — 12 deterministic graph tools (topology, bottlenecks, blast radius, trace, diff, centrality) from EN syntax descriptions. No AI inside the computation. Install: npx @endiagram/mcp
ericbrown/project-context-mcp 🐍 🏠 - Exposes .context/ folder files as MCP resources, giving Claude Code instant access to project documentation via @ mentions.
etsd-tech/mcp-pointer 📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to capture elements.
eyaltoledano/claude-task-master 📇 ☁️ 🏠 - AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loading for optimized context usage.
eyaushev/swagger-testcase-mcp 📇 🏠 - MCP server for API test case generation from Swagger/OpenAPI specs. Parses Swagger 2.0 and OpenAPI 3.x, generates test cases across 8 categories (happy path, validation, auth, error handling, boundary, security injection, idempotency, pagination/concurrency) with export to Markdown, Gherkin, Postman, k6, pytest, Allure, and TestRail.
fantasieleven-code/callout 📇 🏠 - Multi-perspective architecture review for AI-assisted development. Nine expert viewpoints (CTO, Security, Product, DevOps, Customer, Strategy, Investor, Unicorn Founder, Solo Entrepreneur) analyze your project and produce actionable findings. Includes AI collaboration coaching and quantitative idea scoring.
flipt-io/mcp-server-flipt 📇 🏠 - Enable AI assistants to interact with your feature flags in Flipt.
flytohub/flyto-core 🐍 🏠 - Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file, Docker, data, crypto, scheduling). Features execution trace, evidence snapshots, replay from any step, and supports both STDIO and Streamable HTTP transport.
freema/mcp-design-system-extractor 📇 🏠 - Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis.
GeiserX/lynxprompt-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for LynxPrompt prompt management. Create, search, and organize AI prompts and AGENTS.md/CLAUDE.md configuration files. Docker image available.
gitkraken/gk-cli 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - A CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services.
vkhanhqui/figma-mcp-go 🏎️ 🏠 🍎 🪟 🐧 - Figma MCP server with full read/write access via plugin bridge — no API token, no rate limits. 58 tools for design automation: styles, variables, components, prototypes, and content.
GLips/Figma-Context-MCP 📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation.
gofireflyio/firefly-mcp 🎖️ 📇 ☁️ - Integrates, discovers, manages, and codifies cloud resources with Firefly.
gorosun/unified-diff-mcp 📇 🏠 - Generate and visualize unified diff comparisons with beautiful HTML/PNG output, supporting side-by-side and line-by-line views for filesystem dry-run integration
ajitpratap0/GoSQLX 🏎️ ☁️ 🏠 - 7 SQL tools (validate, format, parse, lint, security scan, metadata extraction, full analysis) over Streamable HTTP. Public remote server at mcp.gosqlx.dev - no install needed. 1.25M+ ops/sec, 6 SQL dialects.
Govcraft/rust-docs-mcp-server 🦀 🏠 - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.
HainanZhao/mcp-gitlab-jira 📇 ☁️ 🏠 - Unified MCP server for GitLab and Jira: manage projects, merge requests, files, releases and tickets with AI agents.
haris-musa/excel-mcp-server 🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).
hechtcarmel/jetbrains-debugger-mcp-plugin ☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger.
hechtcarmel/jetbrains-index-mcp-plugin ☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistants to leverage the IDE's indexing and refactoring capabilities (rename, safe delete, find references, call hierarchy, type hierarchy, diagnostics and more).
hidai25/eval-view 🐍 🏠 🍎 🪟 🐧 - Regression testing framework for AI agents. Save golden baselines, detect behavioral drift, and block regressions in CI. Works with LangGraph, CrewAI, OpenAI, Claude, and any HTTP API.
higress-group/higress-ops-mcp-server 🐍 🏠 - MCP server that provides comprehensive tools for managing Higress gateway configurations and operations.
hijaz/postmancer 📇 🏠 - A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections.
Muhammed-AbdelGhany/rest_api_mcp 📇 🏠 🍎 🪟 🐧 - MCP server for authenticated REST API calls — auto-login, token caching, 2FA/OTP support, Swagger spec fetch, and fuzzy endpoint search. Works with any REST API without writing auth code.
hloiseaufcms/mcp-gopls 🏎️ 🏠 - A MCP server for interacting with Go's Language Server Protocol (gopls) and benefit from advanced Go code analysis features.
hoklims/stacksfinder-mcp 📇 🏠 🍎 🪟 🐧 - Deterministic tech stack recommendations with 6-dimension scoring. Analyze, compare technologies, get optimal stack suggestions for any project type. 10 tools (4 free, 6 Pro).
hungthai1401/bruno-mcp 📇 🏠 - A MCP server for interacting with Bruno API Client.
hyperb1iss/droidmind 🐍 🏠 - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
Hypersequent/qasphere-mcp 🎖️ 📇 ☁️ - Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
idosal/git-mcp 📇 ☁️ - gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project for documentation
IgorGanapolsky/ThumbGate 📇 🏠 - MCP server that blocks AI coding agents from repeating mistakes — turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks. Install: npx thumbgate.
IlyaGulya/gradle-mcp-server 🏠 - Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
imatza-rh/mcp-zuul 🐍 ☁️ - Zuul CI integration with 14 tools for build failure analysis, log search, pipeline status, and job configuration.
InditexTech/mcp-server-simulator-ios-idb 📇 🏠 🍎 - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
Ivy-Innovation/cubelife 📇 🏠 - Give AI agents a persistent pixel-art character that reflects their state in real time. Report work state, mark tasks complete, signal errors, and check status. Characters live in rooms with emotions and creature companions.
InhiblabCore/mcp-image-compression 🐍 🏠 - MCP server for local compression of various image formats.
Adityaaery20/media-mcp 🐍 🏠 🍎 🪟 🐧 - Local image and video processing MCP server with 13 tools for resize, convert, compress, crop, thumbnail, metadata extraction, rotate, flip, filters, and ffmpeg-based video operations. No API keys required.
InsForge/insforge-mcp 📇 ☁️ - AI-native backend-as-a-service platform enabling AI agents to build and manage full-stack applications. Provides Auth, Database (PostgreSQL), Storage, and Functions as production-grade infrastructure, reducing MVP development time from weeks to hours.
Inspizzz/jetbrains-datalore-mcp 🐍 ☁️ - MCP server for interacting with cloud deployments of Jetbrains Datalore platform. Fully incorporated Datalore API ( run, run interactively, get run data, fetch files )
ios-simulator-mcp 📇 🏠 🍎 - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
isaacphi/mcp-language-server 🏎️ 🏠 - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.
blackwell-systems/agent-lsp 🏎️ 🏠 🍎 🪟 🐧 - Stateful MCP server over real language servers. 50 tools, 30 CI-verified languages, 20 agent workflows. Persistent sessions keep the index warm across files and projects. Speculative execution simulates edits in memory before writing to disk.
IvanAmador/vercel-ai-docs-mcp 📇 🏠 - A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation.
izzzzzi/codewiki-mcp 📇 ☁️ - MCP server for codewiki.google. Search repos, fetch AI-generated wiki docs, and ask questions about any open-source repository.
j4c0bs/mcp-server-sql-analyzer 🐍 - MCP server that provides SQL analysis, linting, and dialect conversion using SQLGlot
Jambozx/onlinecybertools-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - 280+ free developer & security tools as MCP tools — encoders/decoders, hashes (MD5/SHA/HMAC/bcrypt/argon2/scrypt), JWT decoder, regex tester, JSON/YAML/XML formatters, network diagnostics (ping/traceroute/dig/whois/SSL/SPF/DMARC), OSINT (IP geo, EXIF, vendor lookups), and more. Proxies to the public API at onlinecybertools.com — no auth required. Published to npm with SLSA v1 provenance.
JamesANZ/system-prompts-mcp-server 📇 🏠 🍎 🪟 🐧 - Exposes a large catalog of coding assistant prompts as MCP tools with model-aware suggestions and persona activation to emulate agents like Cursor or Devin.
James-Chahwan/repo-graph 🐍 🏠 - Structural graph map of any codebase for AI coding assistants. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of grepping through everything.
janaraj/tnl 📇 🏠 🍎 🪟 🐧 - MCP server for TNL (Typed Natural Language): per-feature English contracts for AI coding agents. 6 tools — get_impacted_tnls, retrieve_tnl, trace, propose_tnl_diff, approve_tnl_diff, verify — let agents look up relevant contracts, propose contract edits, and verify implementations against them. Drop-in via npx typed-nl init for Claude Code, Codex, Gemini.
janreges/ai-distiller-mcp 🏎️ 🏠 - Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that correctly uses existing APIs on the first attempt.
jasonjmcghee/claude-debugs-for-you 📇 🏠 - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.
jaspertvdm/mcp-server-tibet 🐍 ☁️ 🏠 - TIBET provenance tracking for AI decisions. Cryptographic audit trails with ERIN/ERAAN/EROMHEEN/ERACHTER intent logging for compliance.
jawdat6/fixgraph-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and contribute to a community-verified knowledge base of 25,000+ engineering issues and fixes. Find step-by-step solutions with trust scores, submit new issues, and verify fixes work in your environment.
jetbrains/mcpProxy 🎖️ 📇 🏠 - Connect to JetBrains IDE
Jktfe/serveMyAPI 📇 🏠 🍎 - A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain.
jonradoff/lightcms 🏎️ ☁️ - AI-native CMS with 72 MCP tools for managing websites through natural language. Create and publish content, manage templates, assets, snippets, themes, collections, redirects, and multi-site forks — with full content versioning and semantic search.
jordandalton/restcsv-mcp-server 📇 ☁️ - An MCP server for CSV files.
joshuarileydev/app-store-connect-mcp-server 📇 🏠 - An MCP server to communicate with the App Store Connect API for iOS Developers
joshuarileydev/simulator-mcp-server 📇 🏠 - An MCP server to control iOS Simulators
Jpisnice/shadcn-ui-mcp-server 📇 🏠 - MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata.
jsdelivr/globalping-mcp-server 🎖️ 📇 ☁️ - The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world.
Jungle-Grid/mcp-server 🎖️ 📇 ☁️ - MCP server for Jungle Grid, an agentic GPU execution layer that lets AI agents estimate, submit, monitor, and fetch logs for inference, training, fine-tuning, and batch workloads.
kadykov/mcp-openapi-schema-explorer 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
kao273183/mk-qa-master 🐍 🏠 🍎 🪟 🐧 - AI 測試大師 — end-to-end QA loop over MCP. Drives pytest / Jest / Cypress / Go / Maestro from one surface; analyzes URLs (Web DOM) or live mobile screens (maestro hierarchy) to extract testable modules, generates runnable pytest or Maestro YAML with real selectors (not # TODO stubs), runs with auto-retry, then writes a prioritized optimization-plan.md ranked by evidence (flaky vs broken vs coverage gap). Mobile-first: iOS Simulator, Android Emulator, real devices, and BlueStacks (QA_ANDROID_HOST=127.0.0.1:5555). Install via uvx mk-qa-master.
Kapeli/dash-mcp-server 🐍 🏠 🍎 - MCP server for Dash, the macOS API documentation browser. Instant search over 200+ documentation sets.
kenneives/design-token-bridge-mcp 📇 🏠 - Translates design tokens between platforms — extract from Tailwind, CSS, Figma, or W3C DTCG, then generate Material 3 (Kotlin), SwiftUI, Tailwind config, and CSS Variables with WCAG contrast validation.
kerbelp/metatron 🐍 🏠 🍎 🪟 🐧 - Self-hosted codebase priors and conventions server. Captures codebase design patterns, conventions, and implementation decisions from git history and developer feedback, serving them to coding agents to ensure local project standards are followed.
kevinswint/xcode-studio-mcp 📇 🏠 🍎 - Unified MCP server for iOS development — build, run, screenshot, and interact with iOS Simulator.
kindly-software/kdb 🦀 ☁️ - AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free Hobby tier available.
knewstimek/agent-tool 🏎️ 🏠 🍎 🪟 🐧 - Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities. Preserves file encoding (UTF-8, EUC-KR, Shift_JIS, etc.) and respects .editorconfig settings.
KryptosAI/mcp-observatory 📇 🏠 🍎 🪟 🐧 - Regression testing for MCP servers. Auto-discovers servers from Claude configs, checks capabilities, invokes tools, detects schema drift between versions, and recommends new servers based on your environment. Works as both a CLI and an MCP server.
LadislavSopko/mcp-ai-server-visual-studio #️⃣ 🏠 🪟 - MCP AI Server for Visual Studio. 20 Roslyn-powered tools giving AI assistants semantic code navigation, symbol search, inheritance trees, call graphs, safe rename, build/test execution. Works with Claude, Codex, Gemini, Cursor, Copilot, Windsurf, Cline.
kimwwk/repocrunch 🐍 🏠 🍎 🪟 🐧 - MCP server that gives AI agents structured, ground-truth GitHub repository intelligence. Analyze tech stack, dependencies, architecture, health metrics, and security indicators with deterministic JSON output.
lamemind/mcp-server-multiverse 📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
MarcelRoozekrans/roslyn-codelens-mcp #️⃣ 🏠 🍎 🪟 🐧 - Roslyn-based MCP server with 22 semantic code intelligence tools for .NET. Type hierarchies, call graphs, DI registrations, diagnostics, code fixes, complexity metrics, and more. Sub-millisecond lookups via pre-built indexes.
langfuse/mcp-server-langfuse 🐍 🏠 - MCP server to access and manage LLM application prompts created with Langfuse Prompt Management.
lisamaraventano-spine/mcp-server 📇 🏠 🍎 🪟 🐧 - The Underground Cultural District MCP server. 23 tools for AI agents: 13 free developer utilities (UUID, JSON formatter, Base64, hashing, JWT decoder, regex, cron, ETH converter), 7 paid creative tools, and a browsable marketplace of 218+ digital goods across 22 shops. npm: @underground-cultural-district/mcp-server
linuxsuren/atest-mcp-server 📇 🏠 🐧 - An MCP server to manage test suites and cases, which is an alternative to Postman.
linw1995/nvim-mcp 🦀 🏠 🍎 🪟 🐧 - A MCP server to interact with Neovim
jarvisassistantux/loopsense 📇 🏠 - MCP server that closes the feedback loop for AI coding agents — CI monitoring, process watching, file changes, HTTP polling.
louis030195/gptzero-mcp 📇 ☁️ 🍎 🪟 🐧 - AI detection for text content with GPTZero API. Detect AI-generated text, get confidence scores, multilingual support (French/Spanish), and detailed probability breakdowns.
lpigeon/ros-mcp-server 🐍 🏠 🍎 🪟 🐧 - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.
lpigeon/unitree-go2-mcp-server 🐍 🏠 🐧 - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.
LumabyteCo/clarifyprompt-mcp 📇 ☁️ 🍎 🪟 🐧 - MCP server for AI prompt optimization — transforms vague prompts into platform-optimized prompts for 58+ AI platforms across 7 categories (image, video, voice, music, code, chat, document).
madhan-g-p/DevDocs-MCP 📇 🏠 🍎 🐧 - DevDocs-MCP is a MCP server that provides version-pinned, deterministic documentation sourced from DevDocs.io in offline mode
paulburgess1357/nvim-mcp 🐍 🏠 🐧 - MCP server providing AI assistants with full control of Neovim instances via msgpack-RPC. Read/edit buffers, run commands, send keys, query LSP diagnostics, and annotate code with highlights. No plugin required.
paulhkang94/markview 🏠 🍎 - Native macOS markdown preview app with MCP server. Open and render Markdown files in MarkView directly from AI assistants via npx mcp-server-markview.
MarcelRoozekrans/memorylens-mcp #️⃣ 🏠 🪟 - On-demand .NET memory profiling MCP server. Wraps JetBrains dotMemory with a heuristic rule engine (10 rules) to detect memory leaks, LOH fragmentation, and anti-patterns, providing AI-actionable code fix suggestions.
martingeidobler/android-mcp-server 📇 🏠 - 21-tool Android device control via ADB — screenshots with compression, UI tree inspection, touch automation, logcat, and compound actions like tap-and-wait. One-command install via npx android-mcp-server.
mattjegan/swarmia-mcp 🐍 🏠 🍎 🐧 - Read-only MCP server to help gather metrics from Swarmia for quick reporting.
meanands/npm-package-docs-mcp ☁️ - MCP Server that provides up-to-date documentation for npm packages by fetching the latest README doc from the package's GitHub repository or the README.
mcpware/ui-annotator-mcp 📇 🏠 - Annotates any web page with hover labels for AI assistants — reverse proxy injection, zero browser extensions. npx @mcpware/ui-annotator
MerabyLabs/promptarchitect-mcp 📇 ☁️ 🍎 🪟 🐧 - Workspace-aware prompt engineering. Refines, analyzes and generates prompts based on your project's tech stack, dependencies and context. Free to use.
microservices-sh/mcp 📇 ☁️ 🏠 - MCP server for microservices.sh: inspect verified Cloudflare-native modules/templates, generate app plans/projects, run checks, and trigger confirmation-gated preview deploys. Install via npx -y @microservices-sh/mcp.
mhmzdev/Figma-Flutter-MCP 📇 🏠 - Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets exports, widgets maintenance and full screens implementations.
Michael-WhiteCapData/ollama-handoff 🐍 🏠 🍎 🪟 🐧 - Offload cheap work from your cloud LLM agent to a local Ollama model — summaries, drafts, extractions, and first-pass code reviews via purpose-built handoff tools with baked-in prompts, at zero cloud cost.
mihaelamj/cupertino 🏠 🍎 - Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution proposals, and 600+ sample code projects with full-text search.
MikeRecognex/mcp-codebase-index 🐍 🏠 🍎 🪟 🐧 - Structural codebase indexer exposing 17 query tools (functions, classes, imports, dependency graphs, change impact) via MCP. Zero dependencies.
mmorris35/devplan-mcp-server 📇 ☁️ - Generate comprehensive, paint-by-numbers development plans using the ClaudeCode-DevPlanBuilder methodology. Creates PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, and CLAUDE.md.
mobile-next/mobile-mcp 📇 🏠 🐧 🍎 - MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported.
MobileReality/mdma 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for MDMA (interactive Markdown applications with mounted components). Exposes the MDMA spec, authoring prompts, package metadata, and live docs to AI assistants. Tools: get-spec, get-prompt, build-system-prompt, validate-prompt, list-packages, list-docs, get-doc. Install: npx @mobile-reality/mdma-mcp.
saranshbamania/mobile-device-mcp 📇 🏠 🍎 🪟 - 49-tool MCP server for AI control of Android devices and iOS simulators. AI visual analysis (Claude + Gemini), Flutter widget tree inspection, smart element finding (<1ms), video recording, and test script generation. npx mobile-device-mcp
getmockd/mockd 🏎️ 🏠 🍎 🪟 🐧 - Multi-protocol API mock server with 18 MCP tools. Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP APIs with chaos engineering, stateful CRUD, 8 import formats (OpenAPI, Postman, HAR, WireMock, cURL, Mockoon, WSDL), and deterministic seeded responses.
mockherodev/mcp-server 📇 ☁️ - Agent-first synthetic test data MCP server. Estimate usage, detect schemas from SQL or JSON, create loginless Polar checkout, claim API keys, and generate JSON, CSV, or SQL data through a hosted Streamable HTTP endpoint.
mrexodia/user-feedback-mcp 🐍 🏠 - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
muhannad-hash/git-context-mcp 📇 🏠 🍎 🪟 🐧 - Answers "why does this code exist?" by tracing any line back through the commit, GitHub PR description, and linked issues. Five tools: blame context, commit story, file history, commit search, and file contributors. npx git-context-mcp
mumez/pharo-smalltalk-interop-mcp-server 🐍 🏠 - Pharo Smalltalk integration enabling code evaluation, class/method introspection, package management, test execution, and project installation for interactive development with Pharo images.
n8daniels/RulesetMCP 📇 🏠 - Weight-On-Wheels for AI - keeps agents grounded in your project's rules. Query coding standards, validate snippets, and get task-specific guidance from version-controlled rule files.
Souzix76/n8n-workflow-tester-safe 📇 🏠 - Test, score, and inspect n8n workflows via MCP. Config-driven test suites with two-tier scoring, lightweight execution traces, and a built-in node catalog with 436+ nodes.
AutomateLab-tech/n8n-mcp 📇 🏠 - Nine-tool MCP server for n8n: generate workflow JSON from natural language, lint for deprecated node types, missing typeVersion, and broken connections, and debug per-node execution failures. Ships with a Claude Code skill. Install: npx @automatelab/n8n-mcp.
narumiruna/gitingest-mcp 🐍 🏠 - A MCP server that uses gitingest to convert any Git repository into a simple text digest of its codebase.
neilberkman/editorconfig_mcp 📇 🏠 - Formats files using .editorconfig rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start.
Neo1228/spring-boot-starter-swagger-mcp ☕ ☁️ 🏠 - Turn your Spring Boot application into an MCP server instantly by reusing existing Swagger/OpenAPI documentation.
nikolai-vysotskyi/trace-mcp 📇 🏠 🍎 🪟 🐧 - Framework-aware code intelligence that indexes source code into a cross-language dependency graph. Understands framework semantics — routes, ORM relations, component rendering, DI trees — for navigation, impact analysis, call graphs, refactoring, security scanning, and cross-session memory.
Nishant-Chaudhary5338/mcp-toolkit 📇 🏠 🍎 🪟 🐧 - 9 MCP servers for React + TypeScript development automation — component scaffolding, dependency auditing, WCAG accessibility checking, test generation, TypeScript enforcement, and monorepo management. 134 tests, CI on Node 20+22.
nk3750/jitapi 🐍 ☁️ 🏠 🍎 🪟 🐧 - Dynamic API discovery and execution from OpenAPI specs. Uses semantic search and dependency graphs to find relevant endpoints across multiple registered APIs, plan multi-step workflows, and execute API calls — without dumping entire specs into context.
Neverlow512/agent-droid-bridge 🐍 🏠 - MCP server giving AI agents programmatic control over Android devices and emulators via ADB. 11 tools covering UI inspection, screen interaction, ADB commands, and change detection.
OctoMind-dev/octomind-mcp 📇 ☁️ - lets your preferred AI agent create & run fully managed Octomind end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
ofershap/mcp-server-devutils 📇 🏠 - Zero-auth developer utilities: base64, UUID, hash, JWT decode, cron parse, timestamps, JSON, and regex.
ofershap/mcp-server-dns 📇 🏠 - DNS lookups, reverse DNS, WHOIS, and domain availability checks. Zero auth, zero config.
ofershap/mcp-server-docker 📇 🏠 - Docker operations — manage containers, images, volumes, networks, and compose services.
ofershap/mcp-server-github-actions 📇 ☁️ - GitHub Actions — view workflow runs, read logs, re-run failed jobs, and manage CI/CD.
ofershap/mcp-server-github-gist 📇 ☁️ - Create, read, update, list, and search GitHub Gists from your IDE.
ofershap/mcp-server-markdown 📇 🏠 - Search, extract sections, list headings, and find code blocks across markdown files.
ofershap/mcp-server-npm-plus 📇 ☁️ - npm intelligence — search packages, check bundle sizes, scan vulnerabilities, compare downloads.
ofershap/mcp-server-scraper 📇 ☁️ - Web scraping — extract clean markdown, links, and metadata from any URL. Free Firecrawl alternative.
ooples/token-optimizer-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Intelligent token optimization achieving 95%+ reduction through caching, compression, and 80+ smart tools for API optimization, code analysis, and real-time monitoring.
OpenZeppelin/contracts-wizard - A Model Context Protocol (MCP) server that allows AI agents to generate secure smart contracts in multiples languages based on OpenZeppelin Wizard templates.
opslevel/opslevel-mcp 🎖️ 🏎️ ☁️ 🪟 🍎 🐧 - Official MCP Server for OpsLevel
optimaquantum/claude-critical-rules-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Automatic enforcement of critical rules for Claude AI preventing 96 documented failure patterns. Provides compliance verification checklist and rules summary via MCP tools.
paladini/devutils-mcp-server 📇 🏠 🍎 🪟 🐧 - 36 zero-auth developer utilities: MD5/SHA/bcrypt hashing, Base64/hex/URL encoding, UUID/password/passphrase generation, JWT decoding, JSON/YAML/XML formatting, timestamp conversion, CIDR calculator, and text tools.
paracetamol951/P-Link-MCP 🏠 🐧 🍎 ☁️ - Implementation of HTTP 402 (payment required http code) relying on Solana
mcpware/pagecast 📇 🏠 - Record any browser page as GIF or video. AI-driven demo recording with scroll/click/hover interactions via Playwright + ffmpeg. npx @mcpware/pagecast
Pharaoh-so/pharaoh 📇 ☁️ 🍎 🪟 🐧 - Hosted MCP server that parses TypeScript and Python codebases into Neo4j knowledge graphs for blast radius analysis, dead code detection, dependency tracing, and architectural context.
picahq/mcp 🎖️ 🦀 📇 ☁️ - One MCP for all your integrations — powered by Pica, the infrastructure for intelligent, collaborative agents.
jcooley8/pincushion-plugin 📇 ☁️ 🏠 🍎 🪟 🐧 - Visual feedback as agent work packets. Stakeholders drop pins on your live app; your AI coding agent reads each pin (selector, screenshot, DOM snippet, thread, acceptance criteria) via MCP and ships the fix, recording the commit/branch/PR on resolve. Install: npx pincushion-mcp.
pipepie/pipepie 🏎️ 🏠 - Self-hosted webhook relay and tunnel with Noise NK encryption. 13 MCP tools to inspect requests, replay webhooks, trace AI pipelines, connect/disconnect tunnels, and manage subdomains. No tokens or passwords — the cryptographic handshake is the auth.
pmptwiki/pmpt-cli 📇 🏠 - Record and share your AI-driven development journey. Auto-saves project milestones with summaries, generates structured AI prompts via 5-question planning, and publishes to pmptwiki.com community platform.
posthog/mcp 🎖️ 📇 ☁️ - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.
pylonapi/pylon-mcp 📇 ☁️ - x402-native API gateway with 20+ capabilities (web-extract, web-search, translate, image-generate, screenshot, PDF, OCR, and more) payable with USDC on Base. No API keys — agents pay per call via HTTP 402.
Pratyay/mac-monitor-mcp 🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and provides performance improvement suggestions.
PromptExecution/cratedocs-mcp 🦀 🏠 - Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses same api as rust-analyzer), output limits (token estimation) & crate docs w/regex stripping.
promptexecution/just-mcp 🦀 🏠 - Justfile integration that enables LLMs to execute any CLI or script commands with parameters safely and easily, with environment variable support and comprehensive testing.
pskill9/website-downloader 🗄️ 🚀 - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.
PSU3D0/spreadsheet-mcp 🦀 🏠 🪟 - High-performance, token-efficient spreadsheet analysis/editing (xlsx/xlsm) with region detection, structured reads, formula/style inspection, forking mechanics, and recalculation. Cross-platform.
grahamrowe82/pt-edge 🐍 ☁️ 🍎 🪟 🐧 - AI project intelligence MCP server. Tracks 300+ open-source AI projects across GitHub, PyPI, npm, HuggingFace, Docker Hub, and Hacker News. 47 MCP tools for discovery, comparison, trend analysis, and semantic search across AI repos, HuggingFace models/datasets, and public APIs.
public-ui/kolibri 📇 ☁️ 🏠 - Streaming KoliBri MCP server (NPM: @public-ui/mcp) delivering 200+ guaranteed accessible web component samples, specs, docs, and scenarios via hosted HTTP endpoint or local kolibri-mcp CLI.
pzalutski-pixel/javalens-mcp ☕ 🏠 - 56 semantic Java analysis tools via Eclipse JDT. Compiler-accurate navigation, refactoring, find references, call hierarchy, and code metrics for AI agents.
pzalutski-pixel/godotlens-mcp 🐍 🏠 - 15 semantic GDScript analysis tools via Godot's built-in LSP. Navigation, references, diagnostics, rename, and file sync for AI agents.
pzalutski-pixel/sharplens-mcp #️⃣ 🏠 - 58 semantic C#/.NET analysis tools via Roslyn. Navigation, refactoring, find usages, and code intelligence for AI agents.
qainsights/jmeter-mcp-server 🐍 🏠 - JMeter MCP Server for performance testing
qainsights/k6-mcp-server 🐍 🏠 - Grafana k6 MCP Server for performance testing
qainsights/locust-mcp-server 🐍 🏠 - Locust MCP Server for performance testing
benswel/qr-agent-core 📇 ☁️ - Dynamic QR code service for AI agents. Create, update, track, and retarget QR codes without regenerating images. 37 tools covering 11 QR types, one-command install via npx qr-for-agent.
QuantGeekDev/docker-mcp 🏎️ 🏠 - Docker container management and operations through MCP
Quantum3-Labs/ARBuilder 🐍 ☁️ 🏠 🍎 🪟 🐧 - AI-powered code generator for the Arbitrum ecosystem. 19 MCP tools for Stylus smart contracts, SDK bridging, full-stack dApps, and Orbit chain deployment, backed by RAG-based retrieval over Arbitrum documentation.
r-huijts/xcode-mcp-server 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation
ReAPI-com/mcp-openapi 📇 🏠 - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data
Vbj1808/retrieval-lens 📇 🏠 - Black-box flight recorder for RAG retrieval inside MCP agents. Logs chunks, scores, sources and rankings so you can audit, replay and diff retrieval runs.
reflagcom/mcp 🎖️ 📇 ☁️ - Flag features directly from chat in your IDE with Reflag.
Rootly-AI-Labs/Rootly-MCP-server 🎖️ 🐍 ☁️ 🍎 - MCP server for the incident management platform Rootly.
ronantakizawa/a11ymcp 📇 🏠 - Web accessibility testing MCP server that analyzes URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core. Tools for color contrast, ARIA validation, and orientation lock detection.
rsdouglas/janee 📇 🏠 🍎 🪟 🐧 - Self-evolving MCP server that generates and improves its own tools at runtime. Built on FastMCP, Janee uses LLM-driven tool generation to dynamically create, test, and refine MCP tools from natural language descriptions — enabling AI agents to extend their own capabilities on the fly.
ryan0204/github-repo-mcp 📇 ☁️ 🪟 🐧 🍎 - GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore directories, and view file contents.
sammcj/mcp-package-version 📇 🏠 - An MCP Server to help LLMs suggest the latest stable package versions when writing code.
sarveshsea/m-moire 📇 🏠 — Design system MCP server. 20 tools: extract design tokens from any URL, pull from Figma (REST or WebSocket) and Penpot, generate React + shadcn/ui components from specs, run WCAG audits, sync tokens bidirectionally.
saurav61091/mcp-openapi 📇 ☁️ 🏠 - Turn any OpenAPI spec into callable MCP tools for Claude. Point at any OpenAPI 3.x spec and Claude can call every endpoint through natural language. Supports Bearer, API key, and Basic auth.
sapientpants/sonarqube-mcp-server 🦀 ☁️ 🏠 - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses
sbroenne/mcp-server-excel #️⃣ 🏠 🪟 - Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTables, Tables, Charts, ranges, formatting. 100% Excel compatibility - uses Excel app instead of creating .xlsx files. Windows only.
SDGLBL/mcp-claude-code 🐍 🏠 - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.
selvage-lab/selvage 🐍 🏠 - LLM-based code review MCP server with AST-powered smart context extraction. Supports Claude, GPT, Gemini, and 20+ models via OpenRouter.
NavinAgrawal/mcp-broker 🐍 🏠 🍎 🪟 🐧 - Local MCP process broker that exposes one compact client entry while routing to many configured upstream MCP servers with profile gates, lifecycle ownership, and mutating-tool allowlists.
notasandy/mcp-code-sanitizer 🐍 🏠 🍎 🪟 🐧 - Strict AI code reviewer powered by Groq. Finds bugs, vulnerabilities and SQL injections. Tools: analyze_code, compare_code, explain_code, generate_tests, analyze_file, HTML reports.
shellsage-ai/mcp-server-boilerplate 📇 🐍 🏠 - Production-ready MCP server starter templates in TypeScript and Python. Includes tool, resource, and prompt patterns with Claude Desktop integration configs.
SegfaultSorcerer/heap-seance 🐍 🏠 🍎 🪟 🐧 - Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT, and async-profiler with structured confidence-based verdicts. Two-stage escalation model with conservative scan and deep forensics.
sequa-ai/sequa-mcp 📇 ☁️ 🐧 🍎 🪟 - Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.
shadcn/studio MCP - Integrate shadcn/studio MCP Server directly into your favorite IDE and craft stunning shadcn/ui Components, Blocks and Pages inspired by shadcn/studio.
shayaShav/flatten-mcp 📇 🏠 - Flatten Claude Code sessions: keep every prompt verbatim, resume at a lower token count instead of lossy compaction.
SimplyLiz/CodeMCP 🏎️ 🏠 🍎 🪟 🐧 - Code intelligence MCP server with 80+ tools for semantic code search, impact analysis, call graphs, ownership detection, and architectural understanding. Supports Go, TypeScript, Python, Rust, Java via SCIP indexing.
simplypixi/bugbug-mcp-server ☁️ - MCP for BugBug API, to manage test and suites on BugBug
skullzarmy/vibealive 📇 🏠 🍎 🪟 🐧 — Full-featured utility to test Next.js projects for unused files and APIs, with an MCP server that exposes project analysis tools to AI assistants.
snaggle-ai/openapi-mcp-server 🏎️ 🏠 - Connect any HTTP/REST API server using an Open API spec (v3)
softvoyagers/linkshrink-api 📇 ☁️ - Free privacy-first URL shortener API with analytics and link management. No API key required.
softvoyagers/ogforge-api 📇 ☁️ - Free Open Graph image generator API with themes, Lucide icons, and custom layouts. No API key required.
softvoyagers/pagedrop-api 📇 ☁️ - Free instant HTML hosting API with paste, file upload, and ZIP deploy support. No API key required.
softvoyagers/pdfspark-api 📇 ☁️ - Free HTML/URL to PDF conversion API powered by Playwright. No API key required.
softvoyagers/qrmint-api 📇 ☁️ - Free styled QR code generator API with custom colors, logos, frames, and batch generation. No API key required.
spacecode-ai/SpaceBridge-MCP 🐍 🏠 🍎 🐧 - Bring structure and preserve context in vibe coding by automatically tracking issues.
srijanshukla18/xray 🐍 🏠 - Progressive code-intelligence MCP server: map project structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go (powered by ast-grep).
srclight/srclight 🐍 🏠 - Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29 tools for symbol search, call graphs, git intelligence, and hybrid semantic search.
st3v3nmw/sourcerer-mcp 🏎️ ☁️ - MCP for semantic code search & navigation that reduces token waste
stass/lldb-mcp 🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
stfade/moth 📇 🏠 - A lightweight MCP server for structured bug-fix analysis and project-local verified fix memory for AI agents.
storybookjs/addon-mcp 📇 🏠 - Help agents automatically write and test stories for your UI components.
tactual-dev/tactual 📇 🏠 🍎 🪟 🐧 - Screen-reader navigation cost analyzer. Models real AT user effort with per-profile scoring, graph-based pathfinding, and step-by-step navigation traces.
TamarEngel/jira-github-mcp - MCP server that integrates Jira and GitHub to automate end-to-end developer workflows, from issue tracking to branches, commits, pull requests, and merges inside the IDE.
tao-izm/devpulse-mcp 📇 🏠 - Zero-config MCP server that gives AI coding assistants a real-time diagnostic snapshot of your local dev environment. Detects framework, running services, recent errors, and git state in one call.
TCSoftInc/testcollab-mcp-server ☁️ - Manage test cases in TestCollab directly from your AI coding assistant. List, create, and update test cases with filtering, sorting, and pagination support.
TKMD/ReftrixMCP 📇 🏠 🐧 🍎 - Web design analysis MCP server with 26 tools for layout extraction, motion detection, quality scoring, and semantic search. Uses Playwright, pgvector HNSW, and Ollama Vision to turn web pages into searchable, structured design knowledge.
TencentEdgeOne/edgeone-pages-mcp 📇 ☁️ - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
testdino-hq/testdino-mcp 🎖️ 📇 ☁️ - Connects your TestDino testrun/testcase data to AI agents so you can review runs, debug failures, and manage manual test cases using natural language.
tgeselle/bugsnag-mcp 📇 ☁️ - An MCP server for interacting with Bugsnag
thecombatwombat/replicant-mcp 📇 🏠 🍎 🪟 🐧 - Android MCP server for AI-assisted Android development. Build APKs, launch emulators, manage devices, automate UI, and analyze logs through natural conversation.
themesberg/flowbite-mcp 📇 🏠 🍎 🪟 🐧 - MCP server that provides AI assistance for an open-source UI framework based on Tailwind CSS
tipdotmd/tip-md-x402-mcp-server 📇 ☁️ - MCP server for cryptocurrency tipping through AI interfaces using x402 payment protocol and CDP Wallet.
x402node/x402-mcp 🎖️ 📇 🏠 - Exposes 100+ x402-paid APIs to AI agents via auto-discovery from Coinbase Bazaar. Handles USDC micropayments on Base mainnet.
Mibayy/token-savior 🐍 🏠 🍎 🪟 🐧 - Structural code intelligence MCP server for AI-assisted development. Navigate and edit code by symbol names instead of raw text — symbol lookup, dependency graphs, call chains, dead code detection, and structural diff. Replaces grep/cat with semantic tools: 87% token reduction on large codebases.
Tommertom/awesome-ionic-mcp 📇 🏠 - Your Ionic coding buddy enabled via MCP – build awesome mobile apps using React/Angular/Vue or even Vanilla JS!
tosin2013/mcp-adr-analysis-server 📇 ☁️ 🏠 - AI-powered architectural analysis server for software projects. Provides technology stack detection, ADR management, security checks, enhanced TDD workflow, and deployment readiness validation with support for multiple AI models.
tumf/mcp-text-editor 🐍 🏠 - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.
ukkit/memcord 🐍 🏠 🐧 🍎 - A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control.
utensils/mcp-nixos 🐍 🏠 - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.
V0v1kkk/DotNetMetadataMcpServer #️⃣ 🏠 🍎 🪟 🐧 - Provides AI agents with detailed type information from .NET projects including assembly exploration, namespace discovery, type reflection, and NuGet integration
valado/pantheon-mcp 🤖 - MCP server providing task specific agentic instructions. No more outdated Markdown files and synchronisation overhead.
var-gg/mcp 📇 ☁️ - Enforces team naming consistency for AI-generated code via Cursor MCP integration. Guide ↗
vasayxtx/mcp-prompt-engine 🏎️ 🏠 🪟️ 🐧 🍎 - MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine.
veelenga/claude-mermaid 📇 🏠 🍎 🪟 🐧 - A Mermaid diagram rendering MCP server for Claude Code with live reload functionality, supporting multiple export formats (SVG, PNG, PDF) and themes.
vercel/next-devtools-mcp 🎖️ 📇 🏠 - Official Next.js MCP server for coding agents. Provides runtime diagnostics, route inspection, dev server logs, docs search, and upgrade guides. Requires Next.js 16+ dev server for full runtime features.
vighriday/Veris 📇 🏠 🍎 🪟 🐧 - Behavioral verification intelligence for autonomous coding agents. Builds a behavioral graph of any TS/JS repo, clusters into 25 semantic workflows (Auth, Payments, Webhooks, Caching, Queue, etc.), detects drift, generates concrete adversarial probes (idempotency, retry storm, cache stampede, replay), emits per-workflow risk + confidence. 17 MCP tools. Local SQLite state. Zero cloud. MIT.
vezlo/src-to-kb 📇 🏠 ☁️ - Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for semantic code understanding.
vivekvells/mcp-pandoc 🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
VikrantSingh01/adaptive-cards-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - AI-powered Adaptive Card generation for Teams, Outlook, Copilot, and ChatGPT. 9 MCP tools for generating, validating, optimizing, templating, and transforming cards with accessibility scoring and host compatibility checks.
VSCode Devtools 📇 - Connect to VSCode ide and use semantic tools like find_usages
VrtxOmega/Ollama-Omega 🐍 🏠 🍎 🪟 🐧 - Official Ollama MCP Server. Exposes ollama_chat, ollama_generate, ollama_pull_model, ollama_list_models and ollama_show_model tools for advanced AI interactions.
VrtxOmega/omega-brain-mcp 🐍 🏠 🍎 🪟 🐧 - Omega Brain MCP Server. Hardened AI execution pipeline prioritizing NAEF logic constraints over narrative LLM hallucination. 15 VERITAS Build Gates for uncompromising determinism, semantic vault integration, and Tri-Node Cortex validations.
Webvizio/mcp 🎖️ 📇 - Automatically converts feedback and bug reports from websites and web apps into actionable, context-enriched developer tasks. Delivered straight to your AI coding tools, the Webvizio MCP Server ensures your AI agent has all the data it needs to solve tasks with speed and accuracy.
whyy9527/ariadne 🐍 🏠 - Cross-service API dependency graph for microservice codebases. Give it a business term or endpoint name; get back a ranked chain of GraphQL operations, REST endpoints, Kafka topics, and frontend queries across all services. Offline, local SQLite + TF-IDF + optional embeddings.
willianpinho/mcp-gateway-scan 📇 🏠 - Read-only static scanner for MCP / agent-gateway production-readiness. The scan_gateway tool scores a repo across 7 security dimensions (RBAC, fail-closed, supply chain, observability, cost, secrets, prod-readiness). Never executes code or prints secret values.
WiseVision/mcp_server_ros_2 🐍 🤖 - MCP server for ROS2 enabling AI-driven robotics applications and services.
wn01011/llm-token-tracker 📇 🏠 🍎 🪟 🐧 - Token usage tracker for OpenAI and Claude APIs with MCP support, real-time session tracking, and accurate pricing for 2025 models
Wolfe-Jam/claude-faf-mcp 📇 🏠 - First & only persistent project context MCP. Provides .faf (Foundational AI-context Format) Project DNA with 33+ tools, Podium scoring (0-100%), and format-driven architecture. Official Anthropic Registry. 10k+ npm downloads.
Wolfe-Jam/faf-mcp 📇 🏠 - Universal persistent project context for Cursor, Windsurf, Cline, VS Code, and all MCP-compatible platforms (including Claude Desktop). IANA-registered format (application/vnd.faf+yaml). 17 native tools, AI-readiness scoring.
Wooonster/hocr_mcp_server 🐍 🏠 – A fastAPI-based FastMCP server with a Vue frontend that sends uploaded images to VLM via the MCP to quickly extract handwritten mathematical formulas as clean LaTeX code.
wyattjoh/jsr-mcp 📇 ☁️ - Model Context Protocol server for the JSR (JavaScript Registry)
xcodebuild 🍎 Build iOS Xcode workspace/project and feed back errors to llm.
XixianLiang/HarmonyOS-mcp-server 🐍 🏠 - Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation.
xzq.xu/jvm-mcp-server 📇 🏠 - An implementation project of a JVM-based MCP (Model Context Protocol) server.
yangkyeongmo@/mcp-server-apache-airflow 🐍 🏠 - MCP server that connects to Apache Airflow using official client.
yanmxa/scriptflow-mcp 📇 🏠 - A script workflow management system that transforms complex, repetitive AI interactions into persistent, executable scripts. Supports multi-language execution (Bash, Python, Node.js, TypeScript) with guaranteed consistency and reduced hallucination risks.
ycs77/apifable 📇 🏠 - MCP server that helps AI agents explore OpenAPI specs, search endpoints, and generate TypeScript types.
yikakia/godoc-mcp-server 🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev
yiwenlu66/PiloTY 🐍 🏠 - AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process management
YuChenSSR/mindmap-mcp-server 🐍 🏠 - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap.
YuChenSSR/multi-ai-advisor 📇 🏠 - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question.
YuliiaKovalova/dotnet-template-mcp #️⃣ 🏠 🍎 🪟 🐧 - .NET Template Engine MCP server for AI-driven project scaffolding. Search, inspect, preview, and create dotnet new projects via natural language with parameter validation, smart defaults, NuGet auto-resolve, and interactive elicitation.
Yutarop/ros-mcp 🐍 🏠 🐧 - MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language.
yWorks/mcp-typescribe 📇 🏠 - MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs
ypollak2/llm-router 🐍 🏠 🍎 🪟 🐧 - Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity classification, Claude subscription pressure, and cost. Free tasks stay on Claude subscription; expensive tasks fall back to the cheapest capable model. Includes 30 MCP tools, 6 auto-routing hooks, semantic dedup cache, prompt caching, daily spend cap, and a live web dashboard.
zaizaizhao/mcp-swagger-server 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol.
zcaceres/fetch-mcp 📇 🏠 - An MCP server to flexibly fetch JSON, text, and HTML data
zelentsov-dev/asc-mcp 🏠 🍎 - App Store Connect API server with 208 tools for managing apps, builds, TestFlight, subscriptions, reviews, and more — directly from any MCP client.
zenml-io/mcp-zenml 🐍 🏠 ☁️ - An MCP server to connect with your ZenML MLOps and LLMOps pipelines
zillow/auto-mobile 📇 🏠 🐧 - Tool suite built around an MCP server for Android automation for developer workflow and testing
ztuskes/garmin-documentation-mcp-server 📇 🏠 – Offline Garmin Connect IQ SDK documentation with comprehensive search and API examples
drumst0ck/uploadkit 🎖️ 📇 🏠 🍎 🪟 🐧 – Official MCP server for UploadKit. Gives AI assistants first-class knowledge of 40+ React upload components, Next.js route handler scaffolds, BYOS setup (S3/R2/GCS/B2), and full-text search across 88+ docs pages. Runs locally via npx -y @uploadkitdev/mcp.
DigiCatalyst-Systems/dep-diff-mcp 📇 🏠 🍎 🪟 🐧 - Translates a lockfile diff (npm, PyPI) into a human-readable upgrade plan. Point it at a Dependabot PR and get back semver classification, breaking changes from GitHub release notes, CVEs fixed in range, migration links, and a per-package recommendation. Bulk tool ranks up to 50 changes by risk (security > caution > review > likely-safe > safe). Install via npx -y @digicatalyst/dep-diff-mcp.
hikmahtech/drwhome 📇 ☁️ – Remote MCP server at https://drwho.me/mcp/mcp with 10 developer utilities: base64 encode/decode, JWT decode (no verify), DNS lookup via Cloudflare DoH, UUID v4/v7, URL encode/decode, JSON format, User-Agent parse, IP lookup via ipinfo. Open access over streamable HTTP — point Claude Desktop at the URL.
skyhook-io/radar 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Built-in MCP server for Radar, a modern Kubernetes visibility tool. Lets AI agents query cluster topology, resources, events, logs, and Helm/GitOps state across multiple clusters. Single binary, no agents, no cloud dependency. Apache 2.0.
NazarKalytiuk/tarn 🦀 🏠 🍎 🪟 🐧 - CLI-first API testing tool with structured JSON failures (failure_category, error_code, hints) so AI agents can branch on the taxonomy without parsing stderr. MCP tools: tarn_run, tarn_validate, tarn_fix_plan, tarn_inspect, tarn_rerun_failed, and more. Tests are .tarn.yaml. Single static binary (musl), MIT.
tooluse-labs/perfetto-mcp-rs 🦀 🏠 🍎 🪟 🐧 - MCP server for Perfetto trace analysis. Runs PerfettoSQL queries on .perfetto-trace / .pftrace files via auto-downloaded trace_processor_shell, with dedicated Chrome tools for page loads, scroll jank, main-thread hotspots, and stdlib module discovery. Cross-client tested on Claude Code and Codex. Available via cargo install, Homebrew tap, and curl install script.
mshegolev/jaeger-mcp 🐍 ☁️ 🏠 – Jaeger distributed tracing MCP. 5 tools: list_services, list_operations, search_traces, get_trace, get_dependencies. Any Jaeger instance (HTTP API v3); PyPI + MCP Registry.
tcconnally/perseus 🐍 - Compile-before-context MCP server with 13 tools. Pre-resolves workspace state (git, services, file ops, memory federation, multi-agent coordination) into markdown briefings. Single-file Python, MIT. Published as io.github.tcconnally/perseus.
parasxos/cpp26-adapter 🐍 🏠 🍎 🪟 🐧 - C++26 paper reference MCP (cpp26-ref) backing a Claude Code plugin: lookup_paper, fuzzy search, compiler_status over a 216-paper ISO/IEC 14882:2026 corpus. The plugin's skill + reviewer subagent use these tools to bias Claude toward reflection, contracts, std::execution senders, #embed, expansion statements — even when the local compiler lags. 95% on a held 39-task eval gate.
graphpilot-oss/graphpilot 📇 🏠 🍎 🪟 🐧 - Structural memory for coding agents. Indexes TypeScript/JavaScript repos and exposes callers, callees, blast-radius impact, and symbol locations over MCP — with file:line@sha evidence anchors and branch-aware differential impact — so agents answer "who calls X?" / "what breaks if I change X?" without re-reading files. Local-only, zero telemetry, Apache-2.0. npx @graphpilot-oss/graphpilot mcp
Disentinel/grafema 📇 🏠 🍎 🪟 🐧 - Semantic code graph MCP server for AI coding agents. Indexes your codebase into a typed graph (functions/types/modules as nodes; CALLS/IMPORTS/DATAFLOW/EFFECTS as typed edges) and exposes 40+ tools for call-chain tracing, data-flow analysis, semantic search, and invariant checking — so agents navigate code structure instead of reading files line by line. npm install -g grafema
laszlopere/mcp-abacus 🐍 🏠 🍎 🐧 - Type-faithful calculator: evaluate expressions under fixed-point, IEEE-754 double, or exact rational arithmetic, with every answer labelled exact vs inexact. Tools: calculate, analyze, solver, help, info. Offline, no network. uvx mcp-abacus.
joaoh82/rustunnel 🦀 🏠 ☁️ - MCP server that lets AI agents create and manage public tunnels to local services (webhooks, dev servers, sharing) — six tools covering HTTP/TCP/UDP tunnels, custom subdomains, regions, and load-balanced pools. Pairs with the rustunnel CLI; managed cloud or self-hosted (AGPL).
xfloukiex-lab/laugh-tale 🐍 🏠 🍎 🪟 🐧 - Capstone of the Grand Line MCP set: a "collect them all" server that unlocks once the other tools are installed. pip install laugh-tale-mcp
JSungMin/vs-token-safer 📇 🏠 🍎 🪟 🐧 - Routes an AI coding agent's code search through an official language-server index (clangd / Roslyn / tsserver / pyright) instead of grep, returning a token-capped file:line list with no source bodies — ~20× fewer tokens. Also symbol-level edit-by-name, a Bash-grep→indexed-query rewrite hook, and git/p4 output compaction. Local-only, no IDE. Claude Code plugin + vts CLI.
ysalitrynskyi/opn-mcp 📇 ☁️ 🏠 - Shorten links, read click analytics, generate branded QR codes, and manage links on opn.onl — the open-source, self-hostable URL shortener. Works with the hosted service or your own instance.
mambalabsdev/mcp-domain-deliverability-checker 📇 ☁️ - Audits a domain email deliverability: SPF, DKIM, DMARC, MX, mail provider, DNS blacklist, catch-all, and domain age, returning a 0-100 health score via an Apify actor.
ozers/hooksense-mcp 📇 ☁️ - Webhook & callback layer for AI agents: create a callback URL, then wait_for_callback to block until the webhook lands — signature-verified and decrypted — instead of polling. Verify HMAC, list/replay callbacks. npx -y @hooksense/mcp
Eltortilla1/synapse-code-mcp 📇 🏠 🍎 🪟 🐧 - Structural code context server for AI agents — compressed symbol indexes, dependency graphs, and git diffs via TypeScript AST analysis. Zero external dependencies, no vector database or embedding API required.

🔒 Delivery

jordandalton/doordash-mcp-server 🐍 – DoorDash Delivery (Unofficial)
aarsiv-groups/shipi-mcp-server 📇 ☁️ - Shipi MCP server to create shipments, track packages, and compare rates with 18 tools for various carriers. Supports remote MCP.
arthurpanhku/DragonMCP 📇 🏠 ☁️ 🍎 - MCP server for Greater China local life services: Meituan/Ele.me food delivery, Didi/Meituan ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 high-speed rail, Taobao/JD/Xianyu e-commerce, Hong Kong government e-services, and more.
catrinmdonnelly/royalmail-mcp 📇 ☁️ - Book, label, track and cancel Royal Mail and Parcelforce shipments. 33 UK and international services via friendly keys or raw Service Register codes. npx royalmail-mcp.
warpfreight/warp-agent-mcp 📇 ☁️ - Book real LTL/FTL/van/box-truck freight through the Warp network. 20 tools, in-chat login, Stripe-charged bookings, real carrier dispatch. Live demo at wearewarp.com/agents/mcp.
Yang1Bai/claw-tsaver__ 🐍 🏠 🍎 🪟 🐧 - Token-saving MCP proxy that intercepts oversized tool returns and replaces them with a preview + on-demand handle. Real benchmark: 11,507 tokens → 104 tokens (99.1% saved) on a Wikipedia fetch. Works with OpenClaw + Claude.
childrentime/reactuse 📇 🏠 🍎 🪟 🐧 - MCP server for the ReactUse library — 110+ React Hooks (TypeScript-first, SSR-compatible, tree-shakable). Lets AI assistants discover hook signatures, demos, and usage patterns directly from the docs.
kannajune/mcp-architect 🐍 🏠 - Gives any AI assistant real architectural understanding of a codebase: tech-stack overview, internal dependency graph with cycle detection, risk hotspots, and module summaries. Local, zero-config, no API keys. uvx mcp-architect.
todah-zg/codemagic-mcp 📇 ☁️ - Build, sign, and publish iOS and Android apps through AI agents. Integrates Codemagic CI/CD, App Store Connect, and Google Play in one server.
deslay1/amendor-mcp 📇 ☁️ - Lets the non-technical people you build for request UI changes directly on your live site, then pulls each request (with the exact element and page) into your coding agent so it builds it on a branch and opens a pull request. Works with Claude Code, Cursor, Cline, Codex, and remote agents over HTTP. npx -y amendor-mcp
LS-SIEM-LLP/qa-probe 📇 🏠 🍎 🪟 🐧 - Probes your live API and classifies why each endpoint failed (root cause + evidence + calibrated confidence) over MCP, so your AI assistant debugs from evidence instead of guessing. Deterministic rules, no black box. Works with FastAPI, Express, Next.js, tRPC, and GraphQL. npm i -g qa-probe

🧮 Data Science Tools

Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.

abhiphile/fermat-mcp 🐍 🏠 🍎 🪟 🐧 - The ultimate math engine unifying SymPy, NumPy & Matplotlib in one powerful server. Perfect for developers & researchers needing symbolic algebra, numerical computing, and data visualization.
Archerkattri/mathlas 🐍 🏠 - Airtight math for agents: 3.7M-theorem search, PSLQ constant ID, OEIS, real Lean kernel checks, applicability checklists. No LLM inside, no API key.
arrismo/kaggle-mcp 🐍 ☁️ - Connects to Kaggle, ability to download and analyze datasets.
avisangle/calculator-server 🏎️ 🏠 - A comprehensive Go-based MCP server for mathematical computations, implementing 13 mathematical tools across basic arithmetic, advanced functions, statistical analysis, unit conversions, and financial calculations.
bradleylab/stella-mcp 🐍 🏠 - Create, read, validate, and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling.
BlackMount-ai/blackmount-nlp-mcp 🐍 🏠 🍎 🪟 🐧 - Deterministic local text analysis: sentiment, readability scoring, keyword extraction, text similarity, summarization, and language detection across 18 languages. Pure Python, zero heavy dependencies, 42 KB wheel. Install: pip install blackmount-nlp-mcp.
Bright-L01/networkx-mcp-server 🐍 🏠 - The first NetworkX integration for Model Context Protocol, enabling graph analysis and visualization directly in AI conversations. Supports 13 operations including centrality algorithms, community detection, PageRank, and graph visualization.
chohyerinn/filter-mcp-server 🐍 🏠 - Compares approximate filter data structures (Bloom, Counting Bloom, Cuckoo, SuRF) via MCP
ChronulusAI/chronulus-mcp 🐍 ☁️ - Predict anything with Chronulus AI forecasting and prediction agents.
clouatre-labs/math-mcp-learning-server 🐍 ☁️ 🏠 🍎 🪟 🐧 - Educational MCP server for math operations, statistics, visualization, and persistent workspaces. Built with FastMCP 2.0.
Daichi-Kudo/llm-advisor-mcp 📇 ☁️ 🍎 🪟 🐧 - Real-time LLM/VLM model comparison with benchmarks, pricing, and personalized recommendations from 5 data sources. No API key required.
DataEval/dingo 🎖️ 🐍 🏠 🍎 🪟 🐧 - MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation capabilities and rules&prompts listing.
datalayer/jupyter-mcp-server 🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter.
growthbook/growthbook-mcp 🎖️ 📇 🏠 🪟 🐧 🍎 — Tools for creating and interacting with GrowthBook feature flags and experiments.
gpartin/WaveGuardClient 🐍 ☁️ 🍎 🪟 🐧 - Physics-based anomaly detection via MCP. Uses Klein-Gordon wave equations on GPU to detect anomalies with high precision (avg 0.90). 9 tools: scan, fingerprint, compare, token risk, wallet profiling, volume check, price manipulation detection.
HumanSignal/label-studio-mcp-server 🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.
jjsantos01/jupyter-notebook-mcp 🐍 🏠 - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
kdqed/zaturn 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.
leap-laboratories/discovery-engine 🐍 ☁️ - Superhuman exploratory data analysis that finds the feature interactions and subgroup effects that LLMs and manual exploration miss — with p-values, effect sizes, and literature citations. Data goes in, validated insights come out. Free for public data.
lihtness/gnomon-mcp 🐍 🏠 🍎 🪟 🐧 - Deterministic batch tools so LLM agents stop next-token-guessing dates and math. Rich now() snapshot (18 fields), calendar(ops) batch dispatcher (diff/until/since/add/weekday/business_days, natural-language parsing), calc(expressions) Python eval with math+stats pre-loaded, and Pint-based unit conversion. One wiring for dates + math + units. Listed in the official MCP Server Registry. uvx gnomon-mcp.
mckinsey/vizro-mcp 🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards.
optuna/optuna-mcp 🎖️ 🐍 🏠 🐧 🍎 - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with Optuna.
Whatsonyourmind/oraclaw 📇 ☁️ 🏠 🍎 🪟 🐧 - Decision intelligence MCP server with 19 algorithms (bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis, graph algorithms), 28 MCP tools. Install via npx -y @oraclaw/mcp-server.
playidea-lab/pcq 🐍 🏠 🍎 🪟 🐧 - Agent-operable ML experiment contract (cq.yaml + JSON contracts) with a built-in MCP server exposing 14 tools (resolve/inspect/run/validate/describe/compare/lineage) for running, validating, and tracing experiments across any framework (PyTorch / HF Trainer / Lightning / sklearn / XGBoost). Apache-2.0.
phisanti/MCPR 🏠 🍎 🪟 🐧 - Model Context Protocol for R: enables AI agents to participate in interactive live R sessions.
phuongrealmax/code-guardian 📇 🏠 - AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated refactoring plans.
pramod/kaggle 🐍 - This Kaggle MCP Server makes Kaggle more accessible by letting you browse competitions, leaderboards, models, datasets, and kernels directly within MCP, streamlining discovery for data scientists and developers.
reading-plus-ai/mcp-server-data-exploration 🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
ShipItAndPray/mcp-compress 📇 🏠 ☁️ 🍎 🪟 🐧 - Data compression MCP server. 7 tools for gzip, brotli, deflate, and TurboQuant quantization. Auto-selects best algorithm. 60x compression on docs. Zero dependencies.
ShipItAndPray/mcp-turboquant 📇 🏠 🍎 🪟 🐧 - LLM quantization via tool call. Convert models to GGUF, GPTQ, and AWQ formats. Recommend optimal quant settings, evaluate quality, and push to Hugging Face Hub.
98lukehall/renoun-mcp 🐍 ☁️ - Structural observability for AI conversations. Detects loops, stuck states, breakthroughs, and convergence across 17 channels without analyzing content.
subelsky/bundler_mcp 💎 🏠 - Enables agents to query local information about dependencies in a Ruby project's Gemfile.
zcaceres/markdownify-mcp 📇 🏠 - An MCP server to convert almost any file or web content into Markdown
laszlopere/mcp-gnu-units 🐍 🏠 🐧 - Unit conversion and dimensional analysis backed by the bundled GNU units database (3000+ units, compound expressions, reduction to SI base units). Offline and deterministic. uvx mcp-gnu-units.

📊 Data Visualization

Interactive charts, dashboards, and visual data tools rendered inside AI conversations.

KyuRish/mcp-dashboards 📇 🏠 🍎 🪟 🐧 - 45+ interactive chart types (bar, line, pie, candlestick, sankey, geo, radar, funnel, treemap, and more), dashboards with KPI cards, drill-down navigation, live API polling, 20 themes, and export to PNG/PPT/A4. Built on MCP Apps.
marzukia/charted 🐍 🏠 🍎 🪟 🐧 - Zero-dependency chart server that renders bar, line, pie, scatter, and more from JSON or CSV to SVG, HTML, PNG, or data URL. Built-in themes; PNG output renders inline in chat. Install via uvx --from charted[mcp] charted-mcp.
pushtodisplay/cli 📇 🏠 🍎 🪟 🐧 - Push To Display MCP server send structured content to selected boards on iOS and android devices with app Push To Display, route updates to specific panels, and render in real time with display-focused multi-panel layouts.
Ratnaditya-J/csvglow 🐍 🏠 🍎 🪟 🐧 - Generate beautiful self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations, dark gradient theme, and sortable data tables.
nteract/semiotic 📇 🏠 🍎 🪟 🐧 - React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG, diagnose configuration anti-patterns, get component schemas, and report issues.
subhatta123/twilize 🐍 🏠 🍎 🪟 🐧 - Programmatic Tableau workbook (.twb/.twbx) generation — 47 MCP tools for charts, dashboards, calculated fields, dashboard actions, workbook migration, and CSV-to-dashboard pipelines. Install via uvx twilize.

📟 Embedded System

Provides access to documentation and shortcuts for working on embedded devices.

0x1abin/matter-controller-mcp 📇 📟 - An MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices.
adancurusul/embedded-debugger-mcp 🦀 📟 - A Model Context Protocol server for embedded debugging with probe-rs - supports ARM Cortex-M, RISC-V debugging via J-Link, ST-Link, and more
adancurusul/serial-mcp-server 🦀 📟 - A comprehensive MCP server for serial port communication
ByteAsk/ByteAsk-Embedded-MCP 🐍 ☁️ 📟 - Page-cited retrieval of embedded/firmware reference docs (datasheets, MCU registers, Modbus/CAN, SCPI, IEEE 1547/SunSpec) for coding agents — returns verbatim source snippets with page citations, or "no confident match" instead of a fabricated value. No signup or API key.
horw/esp-mcp 📟 - Workflow for fixing build issues in ESP32 series chips using ESP-IDF.
kukapay/modbus-mcp 🐍 📟 - An MCP server that standardizes and contextualizes industrial Modbus data.
kukapay/opcua-mcp 🐍 📟 - An MCP server that connects to OPC UA-enabled industrial systems.
octoco-ltd/sheetsdata-mcp 🐍 ☁️ 📟 - Instant access to electronic component datasheets for AI agents — specs, pinouts, package info, absolute max ratings extracted from manufacturer PDFs on demand.
stack-chan/stack-chan 📇 📟 - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions.
yoelbassin/gnuradioMCP 🐍 📟 🏠 - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF .grc flowcharts.
catallo/misterclaw 🏎️ 📟 🏠 🐧 🍎 - MiSTerClaw — MCP remote control for MiSTer-FPGA. Launch games, search ROMs, take screenshots, manage systems, and set up Tailscale VPN. Auto-discovers 70+ systems with dynamic core/ROM scanning.
zackpeters93/ugs-mcp 🐍 📟 🏠 🍎 - CNC machine control via Universal G-code Sender (GRBL). Jog axes, home, run G-code files, inspect toolpaths, estimate cycle times. Motion commands require two-step token confirmation — Claude cannot move hardware autonomously.

🎓 Education

MCP servers for learning management systems (LMS) and educational tools.

admin978/canvas-mcp 🐍 🏠 🍎 🪟 🐧 - Local-first MCP server for Canvas LMS. Stdio transport, no third-party broker, token stays in ~/.canvas.env. Exposes courses, assignments, modules, announcements, grades, planner items, upcoming events, todo, and bulk file dump as MCP tools.
Connectry-io/connectrylab-architect-cert-mcp 📇 🏠 🍎 🪟 🐧 - Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference projects, practice exams, interactive UI with clickable answer cards, glassmorphism progress dashboard, spaced repetition, and deterministic grading.
JuhongPark/mcp-server-pronunciation 🐍 🏠 🍎 🪟 🐧 - Local MCP voice coach with English pronunciation, grammar, fluency, phoneme-level feedback, practice drills, and learner-profile hints. Install via uvx mcp-server-pronunciation@0.3.0.
RohanMuppa/brightspace-mcp-server 📇 🏠 🍎 🪟 🐧 - MCP server for D2L Brightspace LMS. Check grades, due dates, assignments, announcements, syllabus, rosters, discussions, and course content. Works with any school that uses Brightspace. Install via npx brightspace-mcp-server@latest.

🛒 E-Commerce

MCP servers for e-commerce platforms and online store management.

agentcentral-to/agent-central-mcp 📇 ☁️ - Hosted Amazon Seller Central and Amazon Ads MCP server for Claude, ChatGPT, and other AI clients, exposing inventory, orders, catalog, finance, fulfillment, and advertising data through a remote MCP endpoint.
agentlux/agentlux-mcp 📇 ☁️ 🍎 🪟 🐧 - Agent marketplace and services MCP server for AgentLux. Browse marketplace items, manage agent identity, creator workflows, service hires, social flows, and Base/x402 commerce through 33 tools. Install via npx -y @agentlux/mcp-server.
BuyWhere/buywhere-mcp 📇 ☁️ 🍎 🪟 🐧 - Cross-border e-commerce product catalog for AI agents. Search 3M+ products across Singapore, SEA, and US markets with price comparison and deal discovery. Install via npx @buywhere/mcp-server.
justadityaraj/amazon-in-mcp 📇 ☁️ 🍎 🪟 🐧 - Shop on amazon.in via LLM. Three tools: product search with "cheapest in stock" + "best value" picks, full product details (price, MRP, discount, rating, stock, seller), and Keepa price history chart links. No API keys, direct HTML scraping with retry on bot-check. Install: npx amazon-in-mcp-server.
mrslbt/rakuten-mcp 📇 ☁️ - Rakuten API integration for product search, hotel and travel booking, and recipe lookup across Japan's largest e-commerce platform. Install via npx rakuten-mcp.
laundromatic/shopgraph 📇 ☁️ - Structured product data from the open web — Schema.org + AI extraction for e-commerce enrichment. Pay per call via Stripe. shopgraph.dev
lofder/dsers-mcp-product 📇 ☁️ - Automate AliExpress/Alibaba dropshipping product import to Shopify or Wix via DSers. Bulk import, variant editing, pricing rules, and multi-store push with a single command.
malinoto/tracepass-mcp-server 📇 ☁️ - EU Digital Product Passport automation for AI agents. Create products, build and audit DPPs (battery, electronics, textiles, and more), set economic-operator parties, and read or capture GS1 EPCIS 2.0 supply-chain events via the TracePass platform. 6 tools, hosted (https://ai.tracepass.eu/mcp) or local. Install via npx -y tracepass-mcp-server.
OFODevelopment/cerebrochain-mcp-server 📇 ☁️ - Supply chain & logistics intelligence — rate shopping across 85+ carriers, inventory management, order tracking, fleet logistics, and AI-powered demand forecasting. 20 tools and 3 resources for warehouse and supply chain operations.
ONE8943/ai-furniture-hub 📇 ☁️ 🏠 🍎 🪟 🐧 - Japan-focused furniture & home product hub for AI agents. 15 tools for mm-precision search across 300+ products and 31 categories, curated sets (bundles, room presets, influencer picks), dimension-compatible replacement finder with fit_score, AI visibility diagnosis, Rakuten live API, and OpenAPI 3.1 schema. Install via npx ai-furniture-hub.
patchistry/patchistry-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for Patchistry, the first DTC fashion brand listed in the official MCP Registry. AI agent commerce tools for the velcro-patch hat system: list_canvases, list_patches, recommend_build, get_shipping, and contact. Helps ChatGPT, Claude, Cursor, and Perplexity recommend complete hat + patch builds when shoppers ask about custom hats, bachelorette gifts, dad gifts, or 4th of July drops. Install via npx -y patchistry-mcp-server.
samrothschild23/intelligence-api 📇 ☁️ - E-commerce and business intelligence MCP server. Analyze any Shopify store, research Amazon products with Opportunity Score and FBA profitability estimates, and find qualified sales leads from Google Maps with Lead Quality Scoring. Pay-per-call via x402 (USDC on Base).
the402ai/mcp-server 📇 ☁️ 🍎 🪟 🐧 - AI agent service marketplace with x402 micropayments (USDC on Base). 30 tools for browsing services, purchasing, managing conversation threads, listing services as a provider, handling subscriptions, and tracking earnings. Install via npx -y @the402/mcp-server.
cmcgrabby-hue/syndicate-links 📇 🏠 🍎 🪟 🐧 - Affiliate commission infrastructure for AI agents. 7 tools for program discovery, attribution tracking, commission status, and payouts. Search programs, get details, track conversions with signed attribution tokens, and trigger settlement cycles. Install via npx syndicate-links-mcp.
PCDCK/ozon-mcp 🐍 ☁️ 🍎 🪟 🐧 - Knowledge-rich MCP server for the full Ozon Seller + Performance API (466 methods, 15 MCP tools). Auto-pagination over 4 cursor styles, subscription-tier pre-flight, rate-limit management with exponential back-off, and 13 curated analytical workflows (OOS risk, cabinet health, content audit, pricing, warehouse distribution). Russian + English BM25 search across the catalog.
vitrine3d/mcp 📇 ☁️ 🍎 🪟 🐧 - 3D product viewer platform with a visual editor. Upload GLB models, style scenes with lighting, camera, and backgrounds, and embed on any website. npx @vitrine3d/mcp
pepabo/colormeshop-mcp 🎖️ ☁️ - Official remote MCP server for Color Me Shop (GMO Pepabo), a Japanese e-commerce platform. Manage orders, products, inventory, customers, coupons, and shop settings via natural language.
nicktcode/swissgroceries-mcp 📇 ☁️ 🍎 🪟 🐧 - Swiss grocery search, weekly promotions, and multi-store shopping plans across Migros, Coop, Aldi, Denner, Lidl, Farmy, Volg, and Otto's. Cross-chain unit-price comparison and three planning strategies (single_store / split_cart / absolute_cheapest). Install via npx -y @nicktcode/swissgroceries-mcp.
slookisen/lokal 📇 ☁️ 🍎 🪟 🐧 - Search and discover 1,400+ verified local food producers in Norway — farms, REKO rings, farmers' markets, and farm shops. Natural-language search (NO/EN), geo-filtered discovery, and A2A protocol support, backed by rettfrabonden.com. Install via npx lokal-mcp.
tokenofesteem/mcp 🎖️ 📇 ☁️ - An agent can commission a funny, personalized printed booklet and have it printed and mailed as a gift, including a surprise for its own user. Pay with an account token, or tokenless with a single-use Stripe payment over HTTP 402. Remote MCP, US shipping, $19.99.

🌳 Environment & Nature

Provides access to environmental data and nature-related tools, services and information.

aliafsahnoudeh/wildfire-mcp-server 🐍 ☁️ 🍎 🪟 🐧 - MCP server for detecting, monitoring, and analyzing potential wildfires globally using multiple data sources including NASA FIRMS, OpenWeatherMap, and Google Earth Engine.
atmospore/atmospore-mcp 🐍 ☁️ 🍎 🪟 🐧 - Per-species pollen forecasts at any point on Earth, seven days ahead, via the Atmospore API. Tools: get_pollen, get_top_species, get_area_average, list_supported_species. Free tier (100 calls/day, no credit card). Hosted variant at mcp.atmospore.com.
nalediym/touch-grass 📇 🏠 🍎 🪟 🐧 - Claude Code plugin and MCP server that nudges you to take outdoor breaks based on local weather, sunset timing, and session streaks. Tools: check_grass_conditions, suggest_activity, log_touch_grass, get_stats. Fully local, no API keys, no cloud storage.
Zhonghao1995/agentic-swmm-workflow 📇 🐍 🏠 🍎 🪟 🐧 - Eleven MCP servers exposing a reproducible EPA SWMM stormwater-modelling workflow: model building, simulation runs with manifests and continuity checks, calibration, GIS/QGIS integration, design storms and climate scenarios, uncertainty analysis, plotting, and modelling memory. Config generators included for Codex, Claude Code, OpenClaw, and Hermes.

📂 File Systems

Provides direct access to local file systems with configurable permissions. Enables AI models to read, write, and manage files within specified directories.

8b-is/smart-tree 🦀 🏠 🍎 🪟 🐧 - AI-native directory visualization with semantic analysis, ultra-compressed formats for AI consumption, and 10x token reduction. Supports quantum-semantic mode with intelligent file categorization.
aadilr/changethisfile-mcp 📇 ☁️ - Free file conversion between 690+ formats. Tools: convert_file (URL or base64 in → signed download URL out) and list_conversions. Covers image, video, audio, document, data, font, ebook, and archive formats. No auth or signup required; remote streamable-HTTP endpoint available (see README).
box/mcp-server-box-remote 🎖️ ☁️ - The Box MCP server allows third party AI agents to securely and seamlessly access Box content and use tools such as search, asking questions from files and folders, and data extraction.
bzsanti/oxidize-python 🐍 🏠 🍎 🪟 🐧 - Rust-powered PDF toolkit: create, read, and analyze PDFs; extract text and entities for RAG; convert to Markdown; split, merge, rotate, and reorder pages; add content, annotations, and form fields; and encrypt documents. Ships in the oxidize-pdf PyPI package — run locally with uvx oxidize-mcp.
ckanthony/Chisel 🦀 🏠 🍎 🐧 ☁️ - Reduce context usage on file use. Send only unified diffs instead of full files (up to 20-100× fewer tokens), and read large files with targeted grep/sed instead of full reads (up to 500×). Kernel-enforced path confinement hard-locks the agent to a configured root: no accidental reads or writes outside scope. Standalone for your file access or embed in any MCP server (Rust, Node.js, Python via WASM).
cyberchitta/llm-context.py 🐍 🏠 - Share code context with LLMs via MCP or clipboard
Dissimilis/DirForge #️⃣ 🏠 🍎 🪟 🐧 - Read-only directory listing web app with a built-in MCP server: directory browsing, file reading, content search, archive inspection, file hashes, and disk usage tools over a configured root.
drolosoft/go-docs-mcp 🏎️ 🏠 🍎 🐧 - Multi-format document MCP server — read, search, OCR, and extract from PDF, TXT, MD, DOCX, CSV, and images. Single Go binary, 12 tools, smart mtime-based caching, directory-locked security.
ebbfijsf/agent-reader 📇 🏠 🍎 🪟 🐧 - Document beautifier for AI agents. Converts Markdown to styled webpages (with sidebar TOC), Word, PDF, and full-screen image slideshows. Zero-config via npx agent-reader mcp.
efforthye/fast-filesystem-mcp 📇 🏠 🍎 🪟 🐧 - Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.
ellmos-ai/ellmos-filecommander-mcp 📇 🏠 🍎 🪟 🐧 - Comprehensive local filesystem MCP server with file management, process control, interactive sessions, async search, and safe delete via Recycle Bin.
exoticknight/mcp-file-merger 🏎️ 🏠 - File merger tool, suitable for AI chat length limits.
filesystem@quarkiverse/quarkus-mcp-servers ☕ 🏠 - A filesystem allowing for browsing and editing files implemented in Java using Quarkus. Available as jar or native image.
GuruPDF/gurupdf-mcp 📇 ☁️ - Convert, compress, merge, split, and OCR PDFs, plus convert between 100+ file formats (Word, Excel, PowerPoint, images, ebooks, video) from any AI agent. Backed by the GuruPDF API; free tier with daily credits, zero-config via npx gurupdf-mcp.
hmk/box-mcp-server 📇 ☁️ - Box integration for listing, reading and searching files
isaacphi/mcp-gdrive 📇 ☁️ - Model Context Protocol (MCP) Server for reading from Google Drive and editing Google Sheets.
j0hanz/filesystem-context-mcp-server 📇 🏠 - Read-only MCP server for secure filesystem exploration, searching, and analysis with symlink protection.
jeannier/homebrew-mcp 🐍 🏠 🍎 - Control your macOS Homebrew setup using natural language via this MCP server. Simply manage your packages, or ask for suggestions, troubleshoot brew issues etc.
mamertofabian/mcp-everything-search 🐍 🏠 🪟 - Fast Windows file search using Everything SDK
MarceauSolutions/md-to-pdf-mcp 🐍 🏠 🍎 🪟 🐧 - Convert Markdown files to professional PDFs with customizable themes, headers, footers, and styling
mark3labs/mcp-filesystem-server 🏎️ 🏠 - Golang implementation for local file system access.
LincolnBurrows2017/filesystem-mcp 🐍 🏠 - Model Context Protocol server for file system operations. Supports read, write, search, copy, move with security path restrictions.
mickaelkerjean/filestash 🏎️ ☁️ - Remote Storage Access: SFTP, S3, FTP, SMB, NFS, WebDAV, GIT, FTPS, gcloud, azure blob, sharepoint, etc.
microsoft/markitdown 🎖️ 🐍 🏠 - MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption.
modelcontextprotocol/server-filesystem 📇 🏠 - Direct local file system access.
FacundoLucci/plsreadme 📇 ☁️ 🏠 - Share markdown files and text as clean, readable web links via plsreadme_share_file and plsreadme_share_text; zero setup (npx -y plsreadme-mcp or https://plsreadme.com/mcp).
colapsis/transfa 📇 ☁️ - Ephemeral file transfer for AI agents and CI/CD pipelines — upload any file, get a SHA-256-verified, TTL-enforced link. 4 tools: upload, file_info, list_uploads, delete_upload. Zero-config via npx -y transfa-mcp.
UseJunior/safe-docx 📇 🏠 🍎 🐧 🪟 - Surgical editing of existing Word .docx files with formatting preservation, tracked changes, comments, footnotes, and document comparison.
velyan/pdf-card-mcp 🐍 🏠 🍎 🪟 🐧 - Converts local PDFs into source-linked, card-based standalone HTML readers with notes, highlights, and static publishing.
willianpinho/large-file-mcp 📇 🏠 🍎 🪟 🐧 - Production-ready MCP server for intelligent handling of large files with smart chunking, navigation, streaming capabilities, regex search, and built-in LRU caching.
Xuanwo/mcp-server-opendal 🐍 🏠 ☁️ - Access any storage with Apache OpenDAL™
xxczaki/local-history-mcp 📇 🏠 🍎 🪟 🐧 - MCP server for accessing VS Code/Cursor Local History
juergenkoller-software/distill-mcp 🏠 🍎 - MCP bridge for Distill — AI file renamer that analyzes content (PDF/OCR/Office/email/media) and renames files with descriptive names. Five AI providers (Claude, OpenAI, Gemini, Ollama, Apple Intelligence), pay-per-use credits, folder monitoring, 9 MCP tools.

💰 Finance & Fintech

wkalidev/multichain-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Read balances/prices and prepare transfers across Stacks, Celo, and Base from one MCP server — no RPC keys required to start. Free tier (get_balance, get_prices) plus license-gated Pro/Team tools (get_portfolio, prepare_transfer, deploy_token). npx @wkalidev/multichain-mcp
InnarM/blank-invoice-maker-mcp 📇 🏠 🍎 🪟 🐧 - Create free, no-signup invoices from your AI assistant. Returns a deep link that opens Blank Invoice Maker pre-filled — review and download a watermark-free PDF. Invoice data stays in the browser. npx blank-invoice-maker-mcp
qinisolabs/bizdays 📇 🏠 ☁️ - Business-day & public-holiday calculations for 200+ countries (add/count working days, next business day, country weekend rules).
0rkz/byte-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - PayPerByte — per-byte data marketplace for AI agents on Arbitrum. Discover publishers, evaluate on-chain Proof-of-Quality Score (PQS), subscribe + pay per request in USDC via x402 gateway. 15 tools, zero API keys.
Savvly/savvly-mcp 🎖️ 📇 ☁️ 🏠 - Savvly Longevity Benefit Fund: retirement projections (lump-sum, monthly, and full trajectory), product comparisons, eligibility checks, and FAQ search. An SEC-registered fund offering market upside plus longevity protection. Remote at api.savvly.com/mcp or npx @savvly/mcp-server.
eliasfire617/crypto-market-data-mcp 🐍 ☁️ - Live crypto market data — price, funding rates, open interest, long/short ratio, order book, candles — across Bybit, Binance, OKX, Hyperliquid, Gate, KuCoin via CCXT, with funding-rate arbitrage comparison.
ocbenji/bitcoinbenji-mcp 📇 ☁️ 🍎 🪟 🐧 - Lightning-paid (L402) Bitcoin mempool intelligence + sovereign on-prem AI inference. 25 pay-per-call tools: live fees with trend, whale/mempool alerts, fee prediction, tx status & exact fee quotes, plus AI summarize/translate/grammar/code-review/code-gen/extract/classify/rewrite/explain/vision/OCR/embeddings and long-context docs — all on a self-hosted solar-powered GPU, no third-party APIs, pay 2–100 sats per call. npm i -g @bitcoinbenji/mcp
teodorofodocrispin-cmyk/intelica-mcp 🐍 ☁️ - Competitive intelligence API for autonomous AI agents. Analyzes any URL or company description and returns structured JSON with market positioning, competitors, pain points, and executable Market Score (threat_level, moat_strength, agent_recommendation). 10 context modes including regulatory_compliance, venture_screening, crypto_protocol, and sales_enablement. Pay-per-call via x402 on Base and Solana mainnet — no accounts, no API keys.
AMKRS3/keycae-mcp 📇 ☁️ - Argentine electronic invoicing (facturación electrónica) for ARCA/AFIP. Emit invoices, manage credentials, check delegations, and look up taxpayers. 10 tools. Install via npx keycae-mcp.
Logitale/toreador-mcp-server 📇 🏠 🍎 🪟 🐧 - Generate crypto QR codes (BTC, ETH, SOL, USDC, USDT, EURC) and manage payment sessions from Claude Desktop or any MCP client. Non-custodial, free.
infaton/MCP35 📇 🏠 - INFATON MCP Server for 1C:Enterprise ERP — 35 tools for metadata inspection, document CRUD, register queries, and BSP integration. First MCP server for Russian ERP systems. JSON-RPC 2.0 compliant BSL implementation.
mrslbt/xendit-mcp 📇 ☁️ - Xendit payment gateway for Southeast Asia. Invoices, disbursements, balance checks, and bank transfers across Indonesia, Philippines, Thailand, Vietnam, and Malaysia. Install via npx xendit-mcp.
@arbitova/mcp-server 📇 ☁️ - Non-custodial on-chain escrow + AI dispute arbitration for agent-to-agent USDC payments on Base. Seven tools covering the full EscrowV1 contract surface: create escrow, mark delivered with on-chain content hash, confirm or dispute, arbiter resolves with signed verdict, cancel/escalate on timeout. npx @arbitova/mcp-server
@asterpay/mcp-server 📇 ☁️ - EUR settlement for AI agents via x402 protocol. Market data, AI tools, crypto analytics — pay-per-call in USDC on Base. SEPA Instant EUR off-ramp.
Apex-Foundation/copilot-mcp 📇 ☁️ 🍎 🪟 🐧 - Web3 founder diligence stack: smart contract audit (Solidity via Slither, Rust via cargo-audit) with file/line findings, jurisdiction matching across 28 crypto-native domiciles, VC fund discovery with thesis matching, portfolio comparison against 47 accelerator companies, project scoring across team/traction/tokenomics/market/security, hackathon search, Twitter audience audit.
@czagents/cnb 📇 ☁️ 🏠 🍎 🪟 🐧 - Czech National Bank (ČNB) daily FX rates: fetch official CZK exchange rates, convert between currencies, fetch historical rates. Cached 10 min to ease upstream load. npm @czagents/cnb or HTTP at cnb.cz-agents.dev/mcp.
@frihet/mcp-server 📇 ☁️ - AI-native business management — invoices, expenses, clients, products, and quotes. 31 tools for Claude, Cursor, Windsurf, and Cline.
@iiatlas/hledger-mcp 📇 🏠 🍎 🪟 - Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local HLedger accounting journals.
Fabio662/yieldagentx402-sdks 📇 ☁️ - Custody-free, policy-gated, receipt-backed execution layer for AI agents. 16 MCP tools across 18 chains (Base, Ethereum, Bitcoin native, Starknet, NEAR, Solana, Stacks, BNB, Rootstock, Filecoin, Aptos, Sui, TON, Tron, XRPL, Stellar, Algorand). One NEAR MPC key authority signs on EVM and BTC, no private keys held anywhere. ShadeGuard policy enforcement, Intel TDX TEE attestation, HMAC-SHA256 receipts, Filecoin and BTFS anchored. x402 protocol settlement with 0.25 percent protocol fee. Public discovery with no signup needed: call yax_get_capabilities without auth. Instant test key (5 USD cap, 7 day) via POST /api/apply. Install via npx agentx402-mcp-server.
@openpulsechain/mcp-server 📇 ☁️ - PulseChain on-chain analytics: token safety scores (0-100), honeypot detection, whale tracking, smart money feed, scam alerts, DEX volume, bridge stats, holder leagues. 11 free + 9 pro tools. npx @openpulsechain/mcp-server
0xDegenMo/lighter-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server for Lighter — a zero-fee zk-rollup perpetual DEX. Trade ~190 perpetuals (crypto + RWA: PAXG/XAU gold, XAG silver, WTI oil, equity tickers like TSLA/AMZN/ASML) from Claude Desktop, Cursor, Hermes, or any MCP client. Three credential tiers (PUBLIC market data → READ account → TRADE signing), native on-chain stop-loss / take-profit, server-side safety caps (max-quote-USD, slippage, symbol allowlist). pip install 0xdegenmo-lighter-mcp.
aaronjmars/web3-research-mcp 📇 ☁️ - Deep Research for crypto - free & fully local
ahmetsbilgin/finbrain-mcp 🎖️ 🐍 ☁️ 🏠 - Access institutional-grade alternative financial data directly in your LLM workflows.
ahnlabio/bicscan-mcp 🎖️ 🐍 ☁️ - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
AletaIndex/aletaindex-fin-narratives 🐍 ☁️ 🍎🪟🐧 - Financial narrative intelligence for AI agents. Tracks how financial stories evolve across 109 tickers — clustering news into structured narratives, measuring sentiment momentum, and mapping narrative risk across portfolios. Install via Smithery or uvx narrative-intelligence-mcp.
AlexanderLawson17/revettr-python 🐍 ☁️ - Counterparty risk scoring for agentic commerce. Scores wallets, domains, IPs, and companies 0-100 via x402 micropayments. $0.01 USDC per request on Base.
KK6BZB/signallord-mcp-server 🐍 ☁️ - Bitcoin regime detection intelligence — know which market regime you are in and the probabilities of what happens next. 17 tools with historical pattern matching, Odin AI analysis, composite gauges, and real-time macro/institutional/on-chain data.
unixlamadev-spec/aiprox-mcp 📇 ☁️ - Open agent registry — discover and hire autonomous AI agents by capability. 16 agents live. Supports Bitcoin Lightning, Solana USDC, and Base x402. Includes workflow engine for chaining agents.
alchemy/alchemy-mcp-server 🎖️ 📇 ☁️ - Allow AI agents to interact with Alchemy's blockchain APIs.
alforge-labs/alpha-forge-mcp 🐍 🏠 🍎 🪟 🐧 - AlphaForge quant CLI as an MCP server — backtest, optimize (Optuna TPE), and walk-forward-test trading strategies from Claude Desktop, Cursor, or Claude Code. Local-first, anti-overfitting. uvx alpha-forge-mcp
AlvisoOculus/optionsahoy-mcp 📇 ☁️ - Multi-year equity-compensation optimization engine: returns the globally-optimal ISO/AMT exercise schedule, NSO sell-vs-hold decision, RSU vest plan, single-stock concentration sell-down, protective put / zero-cost collar pricing, and Section 1202 QSBS qualification verdict. Covers full federal tax code plus all 50 states + DC (ordinary brackets, long-term capital gains treatment, state AMT for CA/CO/CT/MN, FICA, NIIT). Remote HTTP MCP at https://optionsahoy.com/mcp (no auth, no install). Six tools, same engine as the in-browser calculators at optionsahoy.com/tools.
anjor/coinmarket-mcp-server 🐍 ☁️ - Coinmarket API integration to fetch cryptocurrency listings and quotes
araa47/jupiter-mcp 🐍 ☁️ - Jupiter API Access (allow AI to Trade Tokens on Solana + Access Balances + Search Tokens + Create Limit Orders )
jorkal-crypto/jorkal-nft-mcp 📇 ☁️ - Solana NFT market data from Magic Eden — floor prices, cheapest listings, collection stats, and wallet holdings. Pay-per-call via x402 micropayments (USDC on Base mainnet).
arcadia-finance/mcp-server 🎖️ 📇 ☁️ 🏠 - Manage Uniswap and Aerodrome liquidity positions with leverage, automated rebalancing, and yield optimization on Base, Unichain, and Optimism.
ariadng/metatrader-mcp-server 🐍 🏠 🪟 - Enable AI LLMs to execute trades using MetaTrader 5 platform
aranjan/kite-mcp 🐍 🏠 - Trade Indian stocks on Zerodha Kite via natural conversation. 14 tools for holdings, orders, quotes, GTT triggers, and more with automated TOTP login.
armorwallet/armor-crypto-mcp 🐍 ☁️ - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
atomno-labs/mcp-cbr-rates 🐍 ☁️ - Central Bank of Russia (ЦБ РФ) data — currency exchange rates (daily and historical), key interest rate, inflation, and aggregated macro statistics. Five typed tools backed by an in-memory TTL cache. No API key required.
atomno-labs/mcp-egrul 🐍 🏠 - Russian state registries EGRUL (legal entities) and EGRIP (individual entrepreneurs), built on official Federal Tax Service open-data dumps. Self-hosted via local SQLite, no API key required.
atomno-labs/mcp-fns-check 🐍 ☁️ - Russian counterparty due diligence — INN/OGRN lookup against EGRUL/EGRIP, bankruptcy registry (EFRSB), tax debts (Transparent Business), FSSP enforcement proceedings, and arbitration courts (KAD). Aggregated verdict with risk flags and recommendations. No API key required (public Federal Tax Service data).
jackrain19743/hou-tea-mcp-server 📇 ☁️ - Browse, recommend, and buy authentic Chinese tea from hou-tea.com using USDC stablecoin via the x402 protocol. First commerce MCP that ships real on-chain payment intents (delegated to wallet MCPs like @coinbase/payments-mcp). 8 tools: browse / recommend / explain / compare / health-filter / payment / order-status / agent-card.
autonsol/sol-mcp 📇 ☁️ - Solana token risk scoring and pump.fun graduation signals. Score any token by mint address (0-100 risk, risk_label, holder concentration, liquidity), detect graduation momentum (buy/sell ratio, velocity), and query trust attestations. Live API. Freemium — 4 free tools, PRO via x402 micropayments ($0.01/call USDC).
vatnode/vatnode-mcp 📇 ☁️ - Official MCP server for EU VAT validation via the EU Commission's VIES service + offline VAT rates for 45 European countries. Five tools: validate_vat_number (live VIES with company name, address, registration date, and optional consultation number for audit), get_country_vat_rates, list_eu_vat_rates, check_vat_format, list_supported_countries. Four of five tools work offline without an API key (data bundled via eu-vat-rates-data). Open source MIT, every release signed with npm provenance via GitHub Actions OIDC. Install: npx -y vatnode-mcp.
vdalhambra/axiom-calculator-mcp 🐍 🏠 🍎 🪟 🐧 - Personal finance calculators — mortgage payments, compound interest, FIRE retirement number, loan comparison, true credit cost, and debt payoff. 8 tools, zero API keys, works with uvx axiom-calculator-mcp.
azeth-protocol/mcp-server 📇 ☁️ - Trust infrastructure for the machine economy — non-custodial ERC-4337 smart accounts, x402 payments, on-chain reputation via ERC-8004, and service discovery for AI agents.
Claynsn/agent-discovery-mcp 📇 🏠 🍎 🪟 🐧 - Minimal MCP server (~250 lines TS) for ERC-8004 agent discovery + x402 payment. Three tools: find_agents_by_skill (via 8004scan public API), get_agent_card, call_agent_with_payment using Coinbase's official x402-fetch. Direct EOA signing — no smart account, no bundler, no relay. Works with Claude Code, OpenClaw, Cursor, Cline. USDC on Base/Ethereum + testnets, MIT.
bakyang2/kr-crypto-intelligence 🐍 ☁️ - Korean crypto market data + AI analysis for trading agents. 7 tools: AI market read ($0.10, 9 data sources + Claude AI signal), Kimchi Premium, stablecoin premium, Upbit/Bithumb prices, USD/KRW FX rate. Pay-per-use via x402 on Base/Solana.
whdrnr2583-cmd/koreanpulse 🐍 ☁️ 🏠 - English-first Korean equity intelligence — real-time DART filings, foreign-holder 5%-rule flows (BlackRock / Vanguard / Norges / GIC + 16 more), Korean activist filings (KCGI / Align / ValueAct / Elliott), and KRX industry news, translated to English. Free public daily snapshot at koreanpulse.dev/today; OSS self-host (AGPL-3.0).
cuthongthai-vn/vimo-mcp-server 📇 ☁️ - Vietnam stock market intelligence — 35 tools: real-time SSI quotes, technical analysis, financial statements, stock screener (13 strategies), AI picks, foreign flow, macro indicators, and 13 investment playbook categories
bankless/onchain-mcp 📇 ☁️ - Bankless Onchain API to interact with smart contracts, query transaction and token information
bolivian-peru/baozi-mcp 📇 ☁️ - 68 tools for AI agents to interact with Solana prediction markets on Baozi.bet — browse markets, place bets, claim winnings, create markets, and earn affiliate commissions.
base/base-mcp 🎖️ 📇 ☁️ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations
clicks-protocol/mcp-server 📇 ☁️ - Autonomous USDC yield for AI agents on Base. 9 tools: register agents, split payments 80/20 (liquid/yield), withdraw anytime, simulate splits, check APY, and track on-chain referrals. Non-custodial, no lockup, MIT licensed. npx @clicks-protocol/mcp-server
up2itnow0822/clawpay-mcp 📇 ☁️ - Non-custodial x402 payment layer for AI agents. Agents sign transactions from their own wallet with on-chain spend limits — no custodial infrastructure, no API keys. Built on Base.
berlinbra/alpha-vantage-mcp 🐍 ☁️ - Alpha Vantage API integration to fetch both stock and crypto information
bitcompare/mcp-server 🎖️ 📇 ☁️ - Crypto rates (lending, staking, borrowing), coin metadata, aggregated prices, market stats, stablecoin peg-stability, and symbol resolution. 18 tools. Hosted at api.bitcompare.net/mcp or via npx @bitcompare/mcp-server.
bitteprotocol/mcp 📇 - Bitte Protocol integration to run AI Agents on several blockchains.
jf-cmyk/blocksize-agentic-payments-mcp 🐍 ☁️ - Read-only Blocksize market-data discovery MCP package. Search instruments, inspect pricing and docs, and build x402 HTTP URLs for paid live data with USDC settlement on Solana and Base.
Cyberweasel777/botindex-mcp-server 📇 ☁️ - BotIndex + Agorion MCP server — AI signal intelligence API + agent service discovery network. x402 payment gating on premium endpoints.
Bortlesboat/bitcoin-mcp 🐍 🏠 🍎 🪟 🐧 - Self-hosted Bitcoin Core MCP server — 43 tools, 6 prompts, and 7 resources. Fee intelligence with USD conversion and send-now-or-wait advice, mempool analysis, mining pool rankings, market sentiment, block/transaction inspection, and BTC price. Your local node or hosted via Satoshi API (zero install).
botwallet-co/mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Wallet for AI agents. Earn via invoices, spend on other agents and paid APIs, manage USDC on Solana with human-set spending limits and FROST 2-of-2 threshold signing.
bubilife1202/crossfin 📇 ☁️ - Korean & global crypto exchange routing, arbitrage signals, and x402 USDC micropayments for AI agents. 16 tools, 9 exchanges, 11 bridge coins.
cahthuranag/mcp-server 📇 ☁️ - AllRatesToday currency exchange rates: real-time mid-market rates for 160+ currencies (Reuters/Refinitiv), historical data (1d/7d/30d/1y), currency list, and multi-target lookups. Free tier, no key needed for the simple-rate endpoint. Install: npx @allratestoday/mcp-server.
carsol/monarch-mcp-server 🐍 ☁️ - MCP server providing read-only access to Monarch Money financial data, enabling AI assistants to analyze transactions, budgets, accounts, and cashflow data with MFA support.
calintzy/evmscope 📇 ☁️ - EVM blockchain intelligence toolkit with 20 tools for token prices, gas comparison, swap quotes, yield rates, honeypot detection, and transaction simulation across Ethereum, Polygon, Arbitrum, Base, and Optimism. Zero config, no API keys required.
chargebee/mcp 🎖️ 📇 ☁️ - MCP Server that connects AI agents to Chargebee platform.
chopmob-cloud/AlgoVoi-Platform-Adapters 📇 🐍 🏠 🍎 🪟 🐧 - AlgoVoi crypto payment gateway MCP. Create hosted checkout links, verify on-chain payments, generate MPP/x402/AP2 agent-commerce challenges. Supports USDC + native tokens (ALGO/VOI/HBAR/XLM) on Algorand, VOI, Hedera, and Stellar — mainnet + testnet. Routes through AlgoVoi Cloud for managed payouts. Install: npx @algovoi/mcp-server or uvx algovoi-mcp.
chrisbusbin-pixel/propfirmdealfinder-mcp-server 📇 ☁️ - Aggregates proprietary trading firm discounts, reviews, and affiliate deals across 20+ prop firms. Query live discount codes, compare firms by country, and check featured deals via MCP tools.
grahammccain/chart-library-mcp 🐍 ☁️ - Historical stock chart pattern intelligence for AI agents. 24M pre-computed embeddings across 15K stocks and 10 years of data. Search by ticker+date or screenshot to find the most similar historical patterns and see what happened next. 19 tools including pattern search, forward returns, regime analysis, and trade simulation. Install: pip install chartlibrary-mcp. Free tier: 200 calls/day.
CryptoRugMunch/rug-munch-mcp 🐍 ☁️ - 19 crypto token risk intelligence tools for AI agents. Rug pull detection, honeypot scoring, deployer tracking, holder deep-dive, KOL shill detection, social OSINT, and LLM forensic analysis. Free tier (1 call/day) + API keys + x402 USDC micropayments. Remote SSE transport available.
4dmrkey/cryptopolitan-mcp ☁️ - Real-time cryptocurrency news, analysis, and price predictions for AI agents. 5 tools to search 50,000+ articles across 12 categories, filter by asset ticker (120+ coins), and access content with built-in attribution. Free with attribution. SSE and Streamable HTTP transport.
cct15/war-dashboard-data 🐍 ☁️ - Geopolitical conflict risk probabilities for AI agents. Covers 6 regions (Russia-Ukraine, Iran-Israel, China-Taiwan, etc.) with escalation/ceasefire/regime change probabilities at 1d/7d/30d horizons. Includes maritime chokepoint vessel data and political event probabilities. Updated daily.
codex-data/codex-mcp 🎖️ 📇 ☁️ - Codex API integration for real-time enriched blockchain and market data on 60+ networks
CoinRithm/coinrithm-agent-trading 📇 ☁️ - Paper-trade crypto spot, futures & prediction markets on CoinRithm with a user-minted API key (simulated funds, 21 tools, public Agent Arena).
coinpaprika/dexpaprika-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Coinpaprika's DexPaprika MCP server exposes high-performance DexPaprika API covering 20+ chains and 5M+ tokens with real time pricing, liquidity pool data & historical OHLCV data, providing AI agents standardized access to comprehensive market data through Model Context Protocol.
conviction-fm/conviction-mcp 📇 ☁️ - The arena where AI agents compete for real returns. Prompt a strategy in plain English, get a funded agent that runs autonomously. Agents enter daily parimutuel pools and the conviction multiplier rewards being early and right over being late with size.
connerlambden/helium-mcp 📇 ☁️ - Real-time news with bias scoring across 5,000+ sources (15+ dimensions), AI-powered options pricing, balanced news synthesis, live market data, and meme search. 9 tools. 50 free queries, no signup needed.
dan1d/cobroya 📇 ☁️ 🍎 🪟 🐧 - Mercado Pago payments for AI agents — create payment links, search payments, and issue refunds. Built for LATAM merchants.
debridge-finance/debridge-mcp 📇 🏠 ☁️ - Cross-chain swaps and bridging across EVM and Solana blockchains via the deBridge protocol. Enables AI agents to discover optimal routes, evaluate fees, and initiate non-custodial trades.
decidefyi/decide 📇 ☁️ - Deterministic refund eligibility notary MCP server. Returns ALLOWED / DENIED / UNKNOWN for subscription refunds (Adobe, Spotify, etc.) via a stateless rules engine.
debtstack-ai/debtstack-python 🐍 ☁️ - Corporate debt structure data for AI agents. Search 250+ issuers, 5,000+ bonds with leverage ratios, seniority, covenants, guarantor chains, and FINRA TRACE pricing.
decksaga/market-pulse-mcp 📇 ☁️ - Live market data for AI agents — crypto prices, stocks (any ticker), S&P 500/NASDAQ/Dow indices, forex (150+ pairs), trending coins, and Fear & Greed Index. 8 tools, zero API keys, zero cost. Uses CoinGecko, Yahoo Finance, and ExchangeRate API.
Declan142/calcnook-mcp-server 🐍 🏠 🍎 🪟 🐧 - Personal finance calculations across 7 countries (US, UK, CA, AU, AE, SA, India) plus Sharia-compliant Islamic finance (Zakat, Murabaha, Ijarah, Mudarabah, Hajj savings, halal stock screening). 17 tools wrapping the deterministic calcnook engine — income tax, SIP/EMI/loans, retirement, EOSG, VAT, currency formatting (incl. Indian lakh/crore), and BMI/BMR/TDEE. Zero API keys, pure stdlib. Install with uvx calcnook-mcp.
deficlow/zipp-mcp 🐍 ☁️ - Multi-language crypto news for AI assistants — editorial summaries with sentiment labels (BULLISH/NEUTRAL/BEARISH) and importance scores (0–100). 6 tools across 8 languages, every story credits the original publisher. Install: uvx zipp-mcp or ghcr.io/deficlow/zipp-mcp. Public Streamable HTTP endpoint at https://zippfeed.com/mcp/; listed on the Official MCP Registry.
demwick/polymarket-agent-mcp 📇 🏠 - 49-tool Polymarket prediction market suite for AI agents. Direct trading, smart money flow detection, copy trading with auto-monitor, backtesting, arbitrage scanning, portfolio optimization, and real-time WebSocket price streaming. Preview mode for simulation, live mode for real orders.
OSOJDJD/deeplook 🐍 ☁️ 🏠 🍎 🪟 🐧 - Free company research agent — 10 data sources, structured reports with bull/bear verdict in ~10 seconds. Stocks, crypto, and private companies.
dan1d/dolar-mcp 📇 ☁️ - Argentine exchange rates for AI agents via DolarAPI. Dollar blue, oficial, MEP, CCL, crypto, tarjeta — plus currency conversion and spread calculator.
doggybee/mcp-server-ccxt 📇 ☁️ - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library. Supports spot, futures, OHLCV, balances, orders, and more.
dodopayments/dodo-agent-plugin 🎖️ 📇 ☁️ - Official Dodo Payments MCP servers — dodopayments-api for live payments, subscriptions, customers, products, refunds, license keys, and usage-based billing (browser OAuth, no API key needed) and dodo-knowledge for semantic search over Dodo Payments documentation.
dolphinquant/echolon 🐍 🏠 🍎 🪟 🐧 - LLM-agent-native backtest framework for SHFE daily futures research. 23 MCP tools (strategy validation, scaffolding, indicator catalog, error-code lookup), 22 in-package skills, 32 catalogued error codes, working strategy templates. pip install echolon then claude mcp add -s user echolon -- echolon-mcp.
douglasborthwick-crypto/mcp-server-insumer 📇 ☁️ - On-chain attestation across 31 blockchains. 25 tools: ECDSA-signed verification, wallet trust profiles, compliance templates, merchant onboarding, ACP/UCP commerce protocols.
edge-claw/mood-booster-agent 📇 ☁️ - ERC-8004 registered AI Agent that delivers uplifting messages via MCP (SSE transport) with on-chain USDC tipping, ERC-8004 reputation feedback, and discovery across 6 chains.
EmblemCompany/Agent-skills 🎖️ 📇 ☁️ - 200+ crypto tools for AI agents across 7 blockchains (Solana, Ethereum, Base, BSC, Polygon, Hedera, Bitcoin). Swaps, DeFi yield, conditional orders, NFTs, cross-chain bridges, and market intelligence. Hosted MCP at https://emblemvault.ai/api/mcp with OAuth 2.0 + PKCE for one-line install in Claude Code, Cursor, Windsurf, and any MCP-compatible client. API key and x402 per-tool-call micropayments also supported.
equivault/equivault-mcp 🎖️ 📇 ☁️ - Official EquiVault MCP — AI-powered equity research for Claude. 38 tools covering company fundamentals, financial statements, ratios & metrics, stock quotes, screening, peer comparison, investment narrative, guidance tracking, segments, capital allocation, insider transactions, earnings quality, signals intelligence, alerts, briefs, portfolio analytics, and more. Tier-aware with graceful upgrade prompts. Install via npx equivault-mcp.
AiAgentKarl/solana-mcp-server 🐍 🏠 - Solana blockchain data for AI agents — wallet balances, token prices, DeFi yields (Raydium + Orca), and token safety checks (RugCheck scores, holder concentration, insider detection).
ExpertVagabond/solana-mcp-server 📇 ☁️ - 25 tools for Solana blockchain — wallet management, SOL/SPL token transfers, SPL token creation and minting, account operations, and network switching (mainnet/devnet/testnet).
Handshake58/DRAIN-marketplace 📇 ☁️ - Open marketplace for AI services — LLMs, image/video generation, web scraping, model hosting, data extraction, and more. Agents pay per use with USDC micropayments on Polygon. No API keys, no subscriptions.
Haiku-Trading/haiku-mcp-server 📇 ☁️ - DeFi execution MCP server — swap, provide liquidity, lend, bridge, and run yield strategies across 22 chains. 7 tools for token discovery, portfolio analysis, quoting, and execution. npx haiku-mcp-server
Hashlock-Tech/hashlock-mcp 📇 ☁️ - Cross-chain OTC trading via sealed-bid RFQ + HTLC atomic settlement. Six tools for AI agents to swap ETH, BTC, and SUI without bridges, custodians, or information leakage. Hosted at hashlock.markets/mcp or local stdio via @hashlock-tech/mcp.
hifriendbot/agentwallet-mcp 📇 ☁️ - Permissionless wallet infrastructure for AI agents. 29 tools for wallet creation, transaction signing, token transfers, and x402 payments across all EVM chains and Solana. No KYC, no API keys — agents pay with USDC.
etbars/vibetrader-mcp 🐍 ☁️ - AI-powered trading bot platform. Create automated trading strategies with natural language via Alpaca brokerage.
evan-moon/firma 📇 🏠 🍎 🪟 🐧 - Local-first CLI asset tracker for overseas stock investors with Claude Desktop MCP integration. 13 tools for portfolio tracking, net worth snapshots, cash flow analysis, and market research (earnings, insider trades, SEC filings) via Finnhub. Install: npm install -g firma-app.
everstake/mcp 🎖️ ☁️ - An MCP server for Everstake's non-custodial staking data across 130+ networks: live APY, uptime metrics, rewards calculator, integrations, security and compliance. Built for asset managers, custodians, and exchanges evaluating institutional staking.
FalsifyLab/falsifylab-alpha-mcp 🐍 ☁️ - 9 MCP tools surfacing FalsifyLab public-market research data: DeFi yield farms (emissions-stripped APY), Hyperliquid vault leaderboard, SEC Form 4 insider buy clusters, material 8-K filings, macro tape (SPX/VIX/UST/DXY/GOLD/BTC/ETH), US spot crypto ETF flows, airdrop yield-gap detection, Polymarket whale positions, and confluence_today (cross-source signal alignment). Free tier requires no signup. Pro $19/mo for real-time + 100 results + 90d history. Install: pip install falsifylab-alpha-mcp.
Fan Token Intel MCP 🐍 ☁️ - 67+ tools for fan token intelligence: whale flows, signal scores, sports calendar, backtesting, DEX trading, social sentiment. SSE transport with Bearer auth.
fdcommercial/property-finance-mcp 📇 ☁️ 🏠 - UK property finance calculators: bridging cost (rolled-up / retained / serviced), development appraisal (LTC, LTGDV, viability), BTL stress test (125%, 145%, 170% ICR), and UK stamp duty (SDLT, LBTT, LTT). Built by FD Commercial, a specialist UK property finance broker. Install via npx -y @fdcommercial/property-finance-mcp or call the hosted endpoint.
fernsugi/x402-api-server 📇 ☁️ - Pay-per-call DeFi data API for AI agents via x402 micropayments (USDC on Base). 8 endpoints: price feeds, gas tracker, DEX quotes, whale tracker, yield scanner, funding rates, token scanner, wallet profiler. No API keys needed.
felippeyann/agentfi 📇 ☁️ 🏠 - Crypto transaction tools for AI agents. 28 MCP tools covering swaps (Uniswap V3, Curve), yield (Aave V3, Compound V3, any ERC-4626 vault), transfers, and agent-to-agent collaboration (jobs, escrow, reputation, atomic payments, P&L). Turnkey MPC wallets + Safe Smart Accounts on Ethereum / Base / Arbitrum / Polygon. Apache 2.0, self-hosted.
ferdousbhai/investor-agent 🐍 ☁️ - Yahoo Finance integration to fetch stock market data including options recommendations
sh-patterson/fec-mcp-server 📇 ☁️ - Query FEC campaign finance data — search candidates, track donations, analyze spending, and monitor Super PAC activity via the OpenFEC API.
ferdousbhai/tasty-agent 🐍 ☁️ - Tastyworks API integration to handle trading activities on Tastytrade
ferdousbhai/wsb-analyst-mcp 🐍 ☁️ - Reddit integration to analyze content on WallStreetBets community
fernikolic/clawdentials 📇 ☁️ - Trust layer for AI agent commerce — escrow-protected payments, verifiable reputation scores, and Nostr identity (NIP-05) for agents. Supports USDC, USDT, and BTC (Cashu).
financialdatanet/mcp-server 🐍 🏠 🪟 🐧 - FinancialData.Net MCP server allows you to retrieve end-of-day and intraday stock market data, company financial statements, insider and institutional trading data, sustainability data, earnings releases, and much more.
finmap-org/mcp-server - finmap.org MCP server provides comprehensive historical data from the US, UK, Russian and Turkish stock exchanges. Access sectors, tickers, company profiles, market cap, volume, value, and trade counts, as well as treemap and histogram visualizations.
flox-foundation/flox-mcp 🐍 🏠 - MCP server for the FLOX trading systems framework. ~30 tools to run backtests, scaffold strategies, validate for lookahead bias, place orders, query PnL via Claude/Cursor. C++23 core with Python/Node/Codon/QuickJS strategy bindings. Same code from backtest to live (CcxtBroker or native connectors). Install: pip install flox-mcp.
Fund-z/fundzwatch-mcp 📇 ☁️ - Real-time business event intelligence for AI agents. Funding rounds, acquisitions, executive hires, AI-scored leads, and market intelligence.
gabrielmahia/mpesa-mcp 🐍 ☁️ - First MCP server for M-PESA (Safaricom Daraja API) — STK push, B2C payments, balance queries, transaction status, SIM swap detection, Bill Manager, and 16 more tools for Kenya's 35M+ mobile money users. pip install mpesa-mcp.
gblinproject/GBLIN-MCP 📇 ☁️ - Treasury standard for AI agents on Base mainnet. Park idle USDC in a cbBTC/WETH index with Crash Shield protection, JIT-swap to USDC for x402 invoice payments.
getAlby/mcp 🎖️ 📇 ☁️ 🏠 - Connect any bitcoin lightning wallet to your agent to send and receive instant payments globally.
getalby/nwc-mcp-server 📇 🏠 - Bitcoin Lightning wallet integration powered by Nostr Wallet Connect
GeiserX/cashpilot-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for CashPilot bandwidth-sharing dashboards. Monitor passive income, DePIN earnings, and container status across multiple sharing services. Docker image available.
giskard09/argentum-core 🐍 🏠 - Karma economy for AI agents and humans. Submit good actions, get community attestations, earn on-chain reputation on Arbitrum. 5 MCP tools: submit_action, attest_action, get_karma, get_action_detail, get_leaderboard. Karma-weighted verification, slashing, and Kleros dispute resolution.
glaksmono/finbud-data-mcp 📇 ☁️ 🏠 - Access comprehensive, real-time financial data (stocks, options, crypto, forex) via developer-friendly, AI-native APIs offering unbeatable value.
cryptobriefing/gloria-mcp 🎖️ 🐍 ☁️ - AI-curated crypto news intelligence for agents. Real-time headlines with sentiment analysis, AI-generated recaps, keyword search, and ticker summaries across 16 categories including Bitcoin, Ethereum, DeFi, and AI.
gpartin/CryptoGuardClient 🐍 ☁️ - Per-transaction deterministic crypto validator for AI trading agents. Validate trades (PROCEED/CAUTION/BLOCK), scan tokens, detect rug pulls — powered by WaveGuard physics engine. 5 free calls/day, x402 USDC payments. pip install CryptoGuardClient
gosodax/builders-sodax-mcp-server 📇 ☁️ - SODAX MCP server: live cross-chain DeFi API data and auto-updating SDK docs for 17+ networks. Query swaps, lending, solver volume, and intent history from your AI coding assistant.
goodmeta/intelligence-mcp 📇 ☁️ - Agent payments ecosystem intelligence. Scans GitHub, Hacker News, and npm for activity across AP2, ACP, x402, MPP, and UCP protocols. Returns scored opportunities with recommended actions. Free protocol comparison + paid scan via x402 USDC.
Helm-Protocol/openttt-mcp 📇 ☁️ - Proof-of-Time temporal attestation for AI agents. 4 HTTPS sources, 54K+ proofs. Claude Desktop compatible.
heurist-network/heurist-mesh-mcp-server 🎖️ ⛅️ 🏠 🐍 - Access specialized web3 AI agents for blockchain analysis, smart contract security auditing, token metrics evaluation, and on-chain interactions through the Heurist Mesh network. Provides comprehensive tools for DeFi analysis, NFT valuation, and transaction monitoring across multiple blockchains
DIALLOUBE-RESEARCH/hypernatt-terminal 📇 ☁️ - BTC Decision Terminal for AI Agents — live vault-backed signals, on-chain proof, cross-chain swap. MCP server hosted at https://hypernatt.com/mcp/protocol. Verify in real time. Mimo BTC/USDC vault on Hyperliquid. 11 MCP tools: free manifest + Li.Fi swap + NDAT; paid Decision Core via x402 $0.01 USDC on Base. Quickstart: https://github.com/DIALLOUBE-RESEARCH/hypernatt-terminal/blob/main/docs/quickstart.md · Stats: https://hypernatt.com/stats
hive-intel/hive-crypto-mcp 📇 ☁️ 🏠 - Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics
hypeprinter007-stack/signalfuse-mcp 📇 ☁️ - 11 tools for AI trading agents: fused crypto signals (10 assets), sentiment, macro regime, live strategy arena (4 strategies × 4 assets), fused web search (Brave + Tavily), and sandboxed code execution (E2B). Pay-per-call USDC on Base via x402. Free browser playground at signalfuse.co/play — 25 calls/day, no wallet. npx -y signalfuse-mcp
hypurrquant/perp-cli 📇 ☁️ 🏠 🍎 🪟 🐧 - Multi-DEX perpetual futures trading MCP server for Pacifica (Solana), Hyperliquid (HyperEVM), and Lighter (Ethereum). 18 tools for market data, trade execution with dry-run safety, funding rate arbitrage scanning, portfolio analytics, and cross-exchange comparison.
sentien-labs/verdictswarm-mcp 📇 🏠 - Multi-AI crypto token scanner. 6 AI agents independently analyze and debate token risk on Solana, Base, and Ethereum. Detects rug pulls, honeypots, holder concentration, and wash trading through adversarial consensus.
hoqqun/stooq-mcp 🦀 ☁️ - Fetch real-time stock prices from Stooq without API keys. Supports global markets (US, Japan, UK, Germany).
horustechltd/horus-flow-mcp 🐍 ☁️ - Institutional-grade crypto and US equity orderflow engine for real-time liquidity analysis and institutional alpha.
Hovsteder/powersun-tron-mcp 📇 ☁️ - TRON Energy & Bandwidth marketplace and DEX swap aggregator for AI agents. 27 tools for buying energy, swapping TRC-20 tokens via SunSwap DEX, selling resources, and earning passive income. Remote Streamable HTTP with 3 payment methods (API Key, HTTP 402, x402 USDC).
HuggingAGI/mcp-baostock-server 🐍 ☁️ - MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data.
hypeprinter007-stack/anchor-x402-mcp 📇 ☁️ - 16 paid wallet & utility tools on Base + Solana. 9 commodity primitives — OFAC sanctions screen, bundled wallet intel (balances + activity + identity + sanctions in one call), dual-chain hash anchoring, signed decision attestations, mainnet tx + calldata decode, ENS + Bonfida SNS resolve, USD prices, datetime parse. Plus an async due-diligence investigator (/v1/investigate, $7.77, signed markdown report + dual-chain anchor), a verifiable signed RNG (/v1/roll), and 5 universal LLM endpoints — roast, yes/no oracle with on-chain anchored verdict (Base + Solana), TL;DR (URL or text), aura read (color + tier + score), academic grade. Pay-per-call USDC via x402, no API keys, no accounts. Also runs a free hosted chatbot at chat.anchor-x402.com.
ignaciohermosillacornejo/copilot-money-mcp 📇 🏠 ☁️ 🍎 - Read and manage Copilot Money personal finance data — 30 tools for transactions, budgets, accounts, recurring charges, investments, and goals. Reads are 100% local from the Firestore cache; opt-in writes (--write) go directly to Copilot's GraphQL API.
IndigoProtocol/indigo-mcp 📇 ☁️ 🏠 - MCP server for Indigo Protocol on Cardano — iAsset prices, CDP/loan analytics, stability pools, INDY staking, governance, and DEX data for LLM agents
IndigoProtocol/cardano-mcp 📇 ☁️ 🏠 - Cardano blockchain MCP server for wallet interactions — submit transactions, fetch addresses, read UTxOs, check balances, resolve ADAHandles, and check stake delegation
intentos-labs/beeper-mcp 🐍 - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
babyblueviper1/invinoveritas 📇 ☁️ - Lightning-native AI reasoning, decisions, persistent memory, and agent marketplace for autonomous agents. Pay-per-use via Bitcoin Lightning. Register free — 250 starter sats. Agents earn sats selling services (seller keeps 95%), DM each other, and run autonomously. npm install invinoveritas-mcp
JamesANZ/bitcoin-mcp 📇 🏠 - An MCP server that enables AI models to query the Bitcoin blockchain.
JamesANZ/evm-mcp 📇 ☁️ - An MCP server that provides complete access to Ethereum Virtual Machine (EVM) JSON-RPC methods. Works with any EVM-compatible node provider including Infura, Alchemy, QuickNode, local nodes, and more.
JamesANZ/prediction-market-mcp 📇 ☁️ - An MCP server that provides real-time prediction market data from multiple platforms including Polymarket, PredictIt, and Kalshi. Enables AI assistants to query current odds, prices, and market information through a unified interface.
JhiNResH/maiat-protocol 📇 ☁️ - Trust infrastructure for the agent economy. 4 tools: agent trust scores (18K+ agents indexed), token rug pull forensics, outcome reporting for oracle feedback loop, and Scarab reputation points. Hosted MCP at https://app.maiat.io/api/mcp.
janswist/mcp-dexscreener 📇 ☁️ - Real-time on-chain market prices using open and free Dexscreener API
jjlabsio/korea-stock-mcp 📇 ☁️ - An MCP Server for Korean stock analysis using OPEN DART API and KRX API
joepangallo/mcp-server-agentpay 📇 ☁️ - Payment gateway for autonomous AI agents. Single gateway key for tool discovery, auto-provisioning, and pay-per-call metering. Supports Stripe and x402 USDC for fully autonomous wallet funding.
JosueM1109/personal-finance-mcp 🐍 ☁️ 🏠 - Self-hosted, read-only MCP server that connects banks, credit cards, loans, and brokerage accounts via Plaid. 9 tools for balances, transactions, recurring charges, liabilities, and investment holdings.
jacobsd32-cpu/djd-agent-score-mcp 📇 ☁️ - Reputation scoring for AI agent wallets on Base. 9 tools: trust scores, fraud reports, blacklist checks, leaderboard, badge generation, and agent registration. Free + x402 paid tiers.
JayOfemi/shikamaru 📇 🏠 - Deterministic day-count and accrued-interest engine. Six ISDA/ICMA conventions, proven exact against QuantLib over 3,600 date pairs. Stops the AI guessing your interest math.
keel-trade/keel-trade 🐍 ☁️ 🏠 🍎 🪟 🐧 - Build, backtest, and automate Hyperliquid trading strategies. Typed strategy composition, deterministic backtests on real Hyperliquid funding + price history, opt-in live execution with bit-for-bit backtest-to-live parity.
kinance/circle-agent-stack-mcp 📇 ☁️ - Circle Agent Stack for AI agents: create USDC wallets, set spend policies, send stablecoin, and pay x402-gated endpoints. Wraps the Circle CLI so auth stays out of the server. Six tools. npx circle-agent-stack-mcp
krystiangw/agenticpay 📇 ☁️ 🏠 - Open-source x402 micropayments stack for MCP. Pay-per-tool-call USDC settlement on Solana via the first open-source self-hostable facilitator (no x402.org dependency). Includes TypeScript SDK, CLI, paywall middleware, hosted devnet endpoint, and a live Claude Opus demo. npm install @agenticpay/sdk
kukapay/binance-alpha-mcp 🐍 ☁️ - An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation.
kukapay/bitcoin-utxo-mcp 🐍 ☁️ - An MCP server that tracks Bitcoin's Unspent Transaction Outputs (UTXO) and block statistics.
kukapay/blockbeats-mcp 🐍 ☁️ - An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents.
kukapay/blocknative-mcp 🐍 ☁️ - Providing real-time gas price predictions across multiple blockchains, powered by Blocknative.
kukapay/bridge-metrics-mcp 📇 ☁️ - Providing real-time cross-chain bridge metrics.
kukapay/bridge-rates-mcp 📇 ☁️ - Delivering real-time cross-chain bridge rates and optimal transfer routes to onchain AI agents.
kukapay/chainlink-feeds-mcp 📇 ☁️ - Providing real-time access to Chainlink's decentralized on-chain price feeds.
kukapay/chainlist-mcp 📇 ☁️ - An MCP server that gives AI agents fast access to verified EVM chain information, including RPC URLs, chain IDs, explorers, and native tokens.
kukapay/cointelegraph-mcp 🐍 ☁️ - Providing real-time access to the latest news from Cointelegraph.
kukapay/crypto-feargreed-mcp 🐍 ☁️ - Providing real-time and historical Crypto Fear & Greed Index data.
kukapay/crypto-funds-mcp 🐍 ☁️ - Providing AI agents with structured, real-time data on cryptocurrency investment funds.
kukapay/crypto-indicators-mcp 🐍 ☁️ - An MCP server providing a range of cryptocurrency technical analysis indicators and strategie.
kukapay/crypto-liquidations-mcp 🐍 ☁️ - Streams real-time cryptocurrency liquidation events from Binance.
kukapay/crypto-news-mcp 🐍 ☁️ - An MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents.
kukapay/crypto-orderbook-mcp 🐍 ☁️ - Analyzing order book depth and imbalance across major crypto exchanges.
kukapay/crypto-pegmon-mcp 🐍 ☁️ - Tracking stablecoin peg integrity across multiple blockchains.
kukapay/crypto-portfolio-mcp 🐍 ☁️ - An MCP server for tracking and managing cryptocurrency portfolio allocations.
kukapay/crypto-projects-mcp 🐍 ☁️ - Providing cryptocurrency project data from Mobula.io to AI agents.
kukapay/crypto-rss-mcp 🐍 ☁️ - An MCP server that aggregates real-time cryptocurrency news from multiple RSS feeds.
kukapay/crypto-sentiment-mcp 🐍 ☁️ - An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
kukapay/crypto-stocks-mcp 🐍 ☁️ - An MCP server that tracks real-time data for major crypto-related stocks.
kukapay/crypto-trending-mcp 🐍 ☁️ - Tracking the latest trending tokens on CoinGecko.
kukapay/crypto-whitepapers-mcp 🐍 ☁️ - Serving as a structured knowledge base of crypto whitepapers.
kukapay/cryptopanic-mcp-server 🐍 ☁️ - Providing latest cryptocurrency news to AI agents, powered by CryptoPanic.
LamboPoewert/mcp-server-madeonsol 📇 ☁️ - Real-time Solana memecoin intelligence — 51 tools across KOL wallet tracking (1,000+ wallets, sub-3s latency), Pump.fun deployer scoring (6,700+ scored), multi-KOL coordination signals, alpha-wallet intel (47k+ scored early buyers), first-touch scout signal (backtested ≥3 follow-on KOLs ~50% of the time vs 14% baseline), copy-trade rules, and the all-DEX trade firehose. Free tier 200 req/day; also supports x402 micropayments. Install: npx -y smithery mcp add madeonsol/solana-kol-intelligence.
LightSpeedPlusOne/invovate-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Generate PDF, JSON & UBL invoices in 11 languages (Arabic RTL, Japanese, Hindi, Cyrillic) from AI agents. Free tier, no key needed for JSON totals.
27dream/mcp-eastmoney 🐍 ☁️ 🏠 🍎 🪟 🐧 - China A-share stock market MCP server — real-time quotes, main capital flow ranking, sector fund flow, and historical K-lines via Eastmoney's free APIs. Zero config, no API keys required. 5 tools: get_stock_quote, search_stock, main_fund_rank, sector_fund_flow, get_kline. Install: uvx mcp-eastmoney or pip install mcp-eastmoney.
make-software/cspr-trade-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Non-custodial DEX trading on the Casper Network via CSPR.trade. 14 tools for market data, swaps, liquidity, and account queries. Transactions built remotely, signed locally — private keys never leave the machine. Public endpoint: https://mcp.cspr.trade/mcp
kukapay/dao-proposals-mcp 🐍 ☁️ - An MCP server that aggregates live governance proposals from major DAOs.
kukapay/defi-yields-mcp 🐍 ☁️ - An MCP server for AI agents to explore DeFi yield opportunities.
kukapay/dex-pools-mcp 🐍 ☁️ - An MCP server that provides AI agents with real-time access to DEX liquidity pool data.
kukapay/dexscreener-trending-mcp

from https://github.com/punkpeye/awesome-mcp-servers

------

A curated list of Model Context Protocol (MCP) servers

mcpservers.org

Awesome MCP Servers

Note

We do not accept PRs. Please submit your MCP on the website: https://mcpservers.org/submit

Reference Servers

These servers aim to demonstrate MCP features and the TypeScript and Python SDKs.

Everything - Reference / test server with prompts, resources, and tools
Fetch - Web content fetching and conversion for efficient LLM usage
Filesystem - Secure file operations with configurable access controls
Git - Tools to read, search, and manipulate Git repositories
Memory - Knowledge graph-based persistent memory system
Sequential Thinking - Dynamic and reflective problem-solving through thought sequences
Time - Time and timezone conversion capabilities

Official Servers

Official integrations are maintained by companies building production ready MCP servers for their platforms.

1mcpserver - MCP of MCPs. Automatic discovery and configure MCP servers on your local machine. Fully REMOTE! Just use https://mcp.1mcpserver.com/mcp/
21st.dev Magic - Create crafted UI components inspired by the best 21st.dev design engineers.
4everland/4everland-hosting-mcp - An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave.
Adfin - The only platform you need to get paid - all payments in one place, invoicing and accounting reconciliations with Adfin.
Agent Mindshare - Track and monitor AI agent mindshare across platforms - measure brand visibility in AI conversations with Agent Mindshare.
AgentQL - Enable AI agents to get structured data from unstructured web with AgentQL.
AgentRPC - Connect to any function, any language, across network boundaries using AgentRPC.
Agile Luminary - Simpler Project Management - send Agile Luminary stories straight to your IDE
Aiven - Navigate your Aiven projects and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services
ALAPI - ALAPI MCP Tools,Call hundreds of API interfaces via MCP
Alby Bitcoin Payments MCP - Connect any bitcoin lightning wallet to agents to send and receive payments instantly at low cost.
Allyson - AI-powered SVG animation generator that transforms static files into animated SVG components using the Allyson platform
AlibabaCloud DevOps MCP - Yunxiao MCP Server provides AI assistants with the ability to interact with the Yunxiao platform.
AllVoiceLab - An AI voice toolkit with TTS, voice cloning, and video translation, now available as an MCP server for smarter agent integration.
Apache Doris - MCP Server For Apache Doris, an MPP-based real-time data warehouse.
Apify - Actors MCP Server: Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more
APIMatic MCP - APIMatic MCP Server is used to validate OpenAPI specifications using APIMatic. The server processes OpenAPI files and returns validation summaries by leveraging APIMatic’s API.
Armor Crypto MCP - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
Augments - Comprehensive framework documentation and code examples for popular development tools and libraries.
Atla - Enable AI agents to interact with the Atla API for state-of-the-art LLMJ evaluation.
Atlan - Official MCP Server from Atlan which enables you to bring the power of metadata to your AI tools
Audiense Insights - Marketing insights and audience analysis from Audiense reports, covering demographic, cultural, influencer, and content engagement analysis.
Audioscrape - Search 1M+ hours of podcasts, interviews, talks and your private audio uploads with speaker identification and timestamps. Official Remote MCP server (via https://mcp.audioscrape.com) enabling AI assistants to access and analyze audio content through semantic and text-based search.
AWS Bedrock KB Retrieval - Query Amazon Bedrock Knowledge Bases using natural language to retrieve relevant information from your data sources.
AWS CDK - Get prescriptive CDK advice, explain CDK Nag rules, check suppressions, generate Bedrock Agent schemas, and discover AWS Solutions Constructs patterns.
AWS Core - Core AWS MCP server providing prompt understanding and server management capabilities.
AWS Cost Analysis - Analyze CDK projects to identify AWS services used and get pricing information from AWS pricing webpages and API.
AWS Documentation - Fetch, convert, and search AWS documentation pages, with recommendations for related content.
AWS Nova Canvas - Generate images using Amazon Nova Canvas with text prompts and color guidance.
Axiom - Query and analyze your Axiom logs, traces, and all other event data in natural language
Azure DevOps - The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agents.
Bankless Onchain - Query Onchain data, like ERC20 tokens, transaction history, smart contract state.
Baserow - Read and write access to your Baserow tables.
Box - Interact with the Intelligent Content Management platform through Box AI.
Bright Data - Discover, extract, and interact with the web - one interface powering automated access across the public internet.
Browserbase - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
BrowserStack – Bring the full power of BrowserStack’s Test Platform to your AI tools, making testing faster and easier for every developer and tester on your team.
Bucket - Flag features, manage company data, and control feature access using Bucket
Buildable - Official MCP server for Buildable AI-powered development platform. Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.
Buildkite - Manage Buildkite pipelines and builds.
CallHub - Python-based MCP tool providing a comprehensive set of functions for managing contacts, phonebooks, agents, teams, campaigns, and other CallHub resources.
Campertunity - Search campgrounds around the world on campertunity, check availability, and provide booking links.
Carbon Voice - MCP Server that connects AI Agents to Carbon Voice. Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in Carbon Voice.
Chargebee - MCP Server that connects AI agents to Chargebee platform.
Chart - 🤖 A Model Context Protocol server for generating visual charts using AntV.
Chroma - Embeddings, vector search, document storage, and full-text search with the open-source AI application database
Chroma Package Search - Add to coding agents like Claude or Cursor to give them the ability to understand and better use thousands of dependencies.
Chronulus AI - Predict anything with Chronulus AI forecasting and prediction agents.
CircleCI - Enable AI Agents to fix build failures from CircleCI.
ClickHouse - Query your ClickHouse database server.
Cloudflare - Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1)
Cloudbet – Structured sports and esports data via Cloudbet API: fixtures, live odds, stake limits, and markets.
CoinGecko - Official CoinGecko API MCP Server for Crypto Price & Market Data, across 200+ blokchain networks and 8M+ tokens.
Comet Opik - Query and analyze your Opik logs, traces, prompts and all other telemtry data from your LLMs in natural language.
Context 7 - Context7 MCP - Up-to-date Docs For Any Cursor Prompt
Convex - Introspect and query your apps deployed to Convex.
Coresignal - Access comprehensive B2B data on companies, employees, and job postings for your LLMs and AI workflows.
Couchbase - Interact with the data stored in Couchbase clusters using natural language.
CRIC Wuye AI - Interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.
Crawlbase MCP - Enables AI agents to access real-time web data with HTML, markdown, and screenshot support. SDKs: Node.js, Python, Java, PHP, .NET.
Cua - MCP server for the Computer-Use Agent (CUA), allowing you to run CUA through Claude Desktop or other MCP clients.
Currents - Enable AI Agents to fix Playwright test failures reported to Currents.
Cycode - Boost security in your dev lifecycle via SAST, SCA, Secrets & IaC scanning with Cycode.
DAISYS - Generate high-quality text-to-speech and text-to-voice outputs using the DAISYS platform.
Dart - Interact with task, doc, and project data in Dart, an AI-native project management tool
Dash0 - Navigate your OpenTelemetry resources, investigate incidents and query metrics, logs and traces on Dash0.
DataWorks - A Model Context Protocol (MCP) server that provides tools for AI, allowing it to interact with the DataWorks Open API through a standardized interface. This implementation is based on the Aliyun Open API and enables AI agents to perform cloud resources operations seamlessly.
DealX - MCP Server for DealX platform
Debugg AI - Enable your code gen agents to create & run 0-config end-to-end tests against new code changes in remote browsers via the Debugg AI testing platform.
dbt - Official MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.
Decodo - Easy web data access. Simplified retrieval of information from websites and online sources.
DevHub - Manage and utilize website content within the DevHub CMS platform
DeepResearch - Lightning-Fast, High-Accuracy Deep Research Agent 👉 8–10x faster 👉 Greater depth & accuracy 👉 Unlimited parallel runs
DeepWiki by Devin - Remote, no-auth MCP server providing AI-powered codebase context and answers
DexPaprika - Access real-time DEX analytics across 20+ blockchains with DexPaprika API, tracking 5M+ tokens, pools, volumes, and historical market data. Built by CoinPaprika.
Digma - A code observability MCP enabling dynamic code analysis based on OTEL/APM data to assist in code reviews, issues identification and fix, highlighting risky code etc.
DINO-X - Advanced computer vision and object detection MCP server powered by Dino-X, enabling AI agents to analyze images, detect objects, identify keypoints, and perform visual understanding tasks.
Drand - An MCP server for fetching verifiable random numbers from the drand network.
DreamFactory - An MCP server for securely (via RBAC) talking to on-premise and cloud MS SQL Server, MySQL, PostgreSQL databases and other data sources.
Driflyte - MCP Server for Driflyte. The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.
E2B - Run code in secure sandboxes hosted by E2B
ECharts - Generate visual charts using ECharts with AI MCP dynamically, used for chart generation and data analysis.
EdgeOne Pages MCP - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.
EduBase - Interact with EduBase, a comprehensive e-learning platform with advanced quizzing, exam management, and content organization capabilities
eSignatures - Contract and template management for drafting, reviewing, and sending binding contracts.
ELEMENT.FM - Create and publish unlimited podcast shows and episodes with ELEMENT.FM
ElevenLabs - The official ElevenLabs MCP server
Exa - Search Engine made for AIs by Exa
FetchSERP - All-in-One SEO & Web Intelligence Toolkit API FetchSERP
Fewsats - Enable AI Agents to purchase anything in a secure way using Fewsats
FHIR - Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs, enabling seamless integration with healthcare data through SMART-on-FHIR authentication and comprehensive FHIR operations.
Fibery - Perform queries and entity operations in your Fibery workspace.
Find-A-Domain - Domain availability checking and WHOIS lookup tools.
Financial Datasets - Stock market API made for AI agents
Firecrawl - Extract web data with Firecrawl
Fireproof - Immutable ledger database with live synchronization
FlyonUI - Build modern, production-ready UI blocks, components, and landing pages in minutes.
Fulcra Context - Fulcra Context MCP server for accessing your personal health, workouts, sleep, location, and more, all privately. Built around Context by Fulcra.
Gcore Cloud - Gcore's Cloud Official MCP Server
GitHub - GitHub's official MCP Server
Gitee - Gitee API integration, repository, issue, and pull request management, and more.
GitKraken - A CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more.
Globalping - Network access with the ability to run commands like ping, traceroute, mtr, http, dns resolve.
Gluestack UI MCP Server - An MCP server tailored for React Native–first development using Gluestack UI.
Google Cloud Run - Official MCP Server to deploy to Google Cloud Run.
GoLogin MCP server - Manage your GoLogin browser profiles and automation directly through AI conversations!
gotoHuman - Human-in-the-loop platform - Allow AI agents and automations to send requests for approval to your gotoHuman inbox.
Grafana - Search dashboards, investigate incidents and query datasources in your Grafana instance
Graphlit - Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a searchable Graphlit project.
GreptimeDB - Provides AI assistants with a secure and structured way to explore and analyze data in GreptimeDB.
GrowthBook — Create and read feature flags, review experiments, generate flag types, search docs, and interact with GrowthBook's feature flagging and experimentation platform.
Harness - Access and interact with Harness platform data, including pipelines, repositories, logs, and artifact registries.
Hive Intelligence 📇 ☁️ 🏠 - Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics. Hive's remote mcp server guide remote server.
Hologres - Connect to a Hologres instance, get table metadata, query and analyze data.
Hostinger - Official Hostinger API MCP server for services managment.
Hydrolix - Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.
Hyperbrowser - Hyperbrowser is the next-generation platform empowering AI agents and enabling effortless, scalable browser automation.
IBM wxflows - Tool platform by IBM to build, test and deploy tools for any data source
ForeverVM - Run Python in a code sandbox.
Inbox Zero - AI personal assistant for email Inbox Zero
Inkeep - RAG Search over your content powered by Inkeep
InstantDB - Create, manage, and update applications on InstantDB, the modern Firebase.
Inspektor Gadget MCP server - Debug your Container and Kubernetes workloads with an AI interface powered by eBPF.
Integration App - Interact with any other SaaS applications on behalf of your customers.
IP2Location.io - IP2Location.io API integration to retrieve the geolocation information for an IP address.
IPLocate - Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io
ilert - Interact with ilert through natural language.
JetBrains – Work on your code with JetBrains IDEs
Jetty.io — Work on dataset metadata with MLCommons Croissant validation and creation.
Kagi Search - Search the web using Kagi's search API
Keboola - Build robust data workflows, integrations, and analytics on a single intuitive platform.
Kiwi.com - Official Kiwi.com flight search MCP server. Search and book flights directly from your favorite AI assistant.
Knit MCP - Connect with 10,000+ tools across HRIS, ATS, CRM, Accounting, Calendar, Meeting, Ticketing, and more categories.
Kontent.ai - Create, manage, and explore your content and content model using natural language in any MCP-compatible AI tool.
Last9 - Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster.
Logfire - Provides access to OpenTelemetry traces and metrics through Logfire.
Langfuse Prompt Management - Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts.
LINE Official Account - Integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.
Lingo.dev - Make your AI agent speak every language on the planet, using Lingo.dev Localization Engine.
Linked API - MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data with Linked API.
Mailgun - Interact with Mailgun API.
MailSandbox - MailSandbox (a fork of Mailpit) is a fast, zero-dependency email testing tool & API with a web UI, SMTP server, Postmark API emulation, and MCP server for AI-assisted debugging.
Mailtrap - Integrates with Mailtrap Email API.
Make - Turn your Make scenarios into callable tools for AI assistants.
Mapbox - Unlock geospatial intelligence through Mapbox APIs like geocoding, POI search, directions, isochrones and more.
Mastra/mcp - Client implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools.
Mastra/mcp-docs-server - Provides AI assistants with direct access to Mastra.ai's complete knowledge base.
MCP Toolbox for Databases - Open source MCP server specializing in easy, fast, and secure tools for Databases.
Meilisearch - Interact & query with Meilisearch (Full-text & semantic search API)
Mercado Libre - Mercado Libre's official MCP server, offering tools to interact with our marketplace, simplifying tasks and product integration.
Mercado Pago - Mercado Pago's official MCP server, offering tools to interact with our API, simplifying tasks and product integration.
Metoro - Query and interact with kubernetes environments monitored by Metoro
Milvus - Search, Query and interact with data in your Milvus Vector Database.
MotherDuck - Query and analyze data with MotherDuck and local DuckDB
Mureka - generate lyrics, song and background music(instrumental)
Mux - Mux is a video API for developers. With Mux's official MCP you can upload videos, create live streams, generate thumbnails, add captions, manage playback policies, dig through engagement data, monitor video performance, and more.
Needle - Production-ready RAG out of the box to search and retrieve data from your own documents.
Neo4j - Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory
Neon - Interact with the Neon serverless Postgres platform
Nebula-Block-Data/nebulablock-mcp-server integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools
Notion - Notion official MCP server
Notte - Leverage Notte Web AI agents & cloud browser sessions for scalable browser automation & scraping workflows
Norman Finance - MCP server for managing accounting and taxes with Norman Finance.
OceanBase - MCP Server for OceanBase database and its tools
Octagon - Deliver real-time investment research with extensive private and public market data.
Octocode - Leading AI-powered code assistant for advanced research, analysis and discovery across GitHub Repositories in large ecosystems
ocireg - An SSE-based MCP server that allows LLM-powered applications to interact with OCI registries. It provides tools for retrieving information about container images, listing tags, and more.
OctoEverywhere For 3D Printing - A 3D Printing MCP server that allows for querying for live state, webcam snapshots, and 3D printer control.
OP.GG - Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.
Openfort - Supercharge your AI assistant with plug-and-play access to authentication, project scaffolding, and smart wallet tooling.
Oxylabs - Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction.
PaddleOCR - An MCP server that brings enterprise-grade OCR and document parsing capabilities to AI applications.
PayPal - The PayPal Model Context Protocol server allows you to integrate with PayPal APIs through function calling. This protocol supports various tools to interact with different PayPal services.
Pearl - Official MCP Server to interact with Pearl API. Connect your AI Agents with 12,000+ certified experts instantly.
Pearch - Best people search engine that reduces the time spent on talent discovery.
Perplexity - An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI.
PGYER - MCP Server for PGYER platform, supports uploading, querying apps, etc.
PlainSignal - Official MCP server that connects to PlainSignal's API and querying realtime website analytics data in conversational AI.
Plane - The official Plane MCP server provides integration with Plane APIs, enabling full AI automation of Plane projects, work items, cycles and more.
Playwright - Playwright MCP server
Plugged.in - A comprehensive proxy that combines multiple MCP servers into a single MCP. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers.
Postman - Postman’s remote MCP server connects AI agents, assistants, and chatbots directly to your APIs on Postman.
Powerdrill - An MCP server that provides tools to interact with Powerdrill datasets, enabling smart AI data analysis and insights.
Powertool - An MCP implementation that provides search functionality for the Powertools for AWS Lambda documentation across multiple runtimes.
Prisma Postgres - Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries)
ProdEAI - Your 24/7 production engineer that preserves context across multiple codebases Prode.ai.
QA Sphere - Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
Qdrant - Implement semantic memory layer on top of the Qdrant vector search engine
RAD Security - Interact with the RAD Security platform which provides AI-powered security insights for Kubernetes and cloud environments.
Ramp - Interact with Ramp's Developer API to run analysis on your spend and gain insights leveraging LLMs
Raygun - Interact with your crash reporting and real using monitoring data on your Raygun account
Reexpress - Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows
Ref - Up-to-date documentation for your coding agent. Covers 1000s of public repos and sites. Built by ref.tools
Rember - Create spaced repetition flashcards in Rember to remember anything you learn in your chats
Render - The official Render MCP server: spin up new services, run queries against your databases, and debug rapidly with direct access to service metrics and logs.
RevenueCat - Manage your In-app-purchases in RevenueCat without leaving your AI coding environment.
Riza - Arbitrary code execution and tool-use platform for LLMs by Riza
Root Signals - Equip AI agents with evaluation and self-improvement capabilities with Root Signals
Routine - MCP server to interact with Routine: calendars, tasks, notes, etc.
Rube - Rube is a Model Context Protocol (MCP) server that connects your AI tools to 500+ apps like Gmail, Slack, GitHub, and Notion. Simply install it in your AI client, authenticate once with your apps, and start asking your AI to perform real actions like "Send an email" or "Create a task."
Search1API - One API for Search, Crawling, and Sitemaps
Scrapeless - Integrate real-time Scrapeless Google SERP(Google Search, Google Flight, Google Map, Google Jobs....) results into your LLM applications. This server enables dynamic context retrieval for AI workflows, chatbots, and research tools.
Scrapezy - Turn websites into datasets with Scrapezy
ScreenshotMCP - Capture website screenshots including full page, elements, and device specific sizes.
ScreenshotOne - Render website screenshots with ScreenshotOne
Semgrep - Enable AI agents to secure code with Semgrep.
Sentry - Official MCP server for Sentry.
SingleStore - Interact with the SingleStore database platform
SlideSpeak - Create presentations and PowerPoints using AI and SlideSpeak MCP
SonarQube - Provides seamless integration with SonarQube Server or Cloud, and enables analysis of code snippets directly within the agent context
ShopSavvy - Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. Published as @shopsavvy/mcp-server.
Supabase - Connects to Supabase platform for database, auth, edge functions and more.
Supadata - Official MCP server for Supadata - YouTube, TikTok, X and Web data for makers.
Square - A Model Context Protocol (MCP) server for square
StarRocks - Interact with StarRocks
Stripe - Interact with Stripe API
TalentoHQ – Connect to the TalentoHQ HR software via MCP. Transform your organization with the AI first HR software.
Taskade – Connect to the Taskade platform via MCP. Access tasks, projects, workflows, and AI agents in real-time through a unified workspace and API.
Taskeract - Official Taskeract MCP Server for integrating your Taskeract project tasks and load the context of your tasks into your MCP enabled app.
Tavily - Search engine for AI agents (search + extract) powered by Tavily
Tencent Cloud COS MCP - Quickly integrate with Tencent Cloud Storage (COS) and Data Processing (CI) capabilities powered
Teradata - A collection of tools for managing the platform, addressing data quality and reading and writing to Teradata Database.
ThingsBoard - The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform.
Thirdweb - Read/write to over 2k blockchains, enabling data querying, contract analysis/deployment, and transaction execution, powered by Thirdweb
Tinybird - Interact with Tinybird serverless ClickHouse platform
Tldv - Connect your AI agents to Google-Meet, Zoom & Microsoft Teams through tl;dv
Token Metrics - Token Metrics integration for fetching real-time crypto market data, trading signals, price predictions, and advanced analytics.
Trade Agent - Execute stock and crypto trades via Trade Agent
TrackMage - Shipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/)
Twilio - Interact with Twilio APIs to send messages, manage phone numbers, configure your account, and more.
Twelve Data - Interact with Twelve Data APIs to access real-time and historical financial market data for your AI agents.
UnifAI - Dynamically search and call tools using UnifAI Network
Unstructured - Set up and interact with your unstructured data processing workflows in Unstructured Platform
urlDNA - Dynamically scan and analyze potentially malicious URLs using the urlDNA
Vectorize - Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
Verodat - Interact with Verodat AI Ready Data platform
VeyraX - Single tool to control all 100+ API integrations, and UI components
VideoDB - Server for advanced AI-driven video editing, semantic search, multilingual transcription, generative media, voice cloning, and content moderation.
VISO TRUST - Access and manage your VISO TRUST third-party risk program directly through your AI assistant.
VpunaAiSearch - Connect to Vpuna AI Search Service, a developer first platform for semantic search, summarization, and contextual chat. Each project dynamically exposes its own Remote HTTP MCP server, enabling real-time context injection from structured and unstructured data.
WayStation — A universal remote MCP server that connects to popular productivity tools such as Notion, Monday, AirTable, and many more.
WebDataSource - Web Crawler for AI Agents. Supercharge your AI agents with an MCP-ready web crawler that delivers real-time insights from the web and your private knowledge bases.
Webflow - Interact with Webflow APIs to list and edit your site and CMS data.
WebScraping.AI - Interact with WebScraping.AI for web data extraction and scraping.
Willi MaKo Knowledge Service - A knowledge service for Germany's complex Energy Market Communications (MaKo) regulations.
Winston AI - AI detector MCP server with industry leading accuracy rates in detecting use of AI in text and images. The Winston AI MCP server also offers a robust plagiarism checker to help maintain integrity.
Xero - Interact with the accounting data in your business using our official MCP server
XRAY - Progressive code-intelligence server: lets AI assistants map structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go codebases (powered by ast-grep)
YepCode - Execute any LLM-generated code in the YepCode secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages
Zapier - Connect your AI Agents to 8,000 apps instantly.
Zenable - Clean up sloppy AI code and prevent vulnerabilities
ZenML - Interact with your MLOps and LLMOps pipelines through your ZenML MCP server
AnyCrawl - AnyCrawl MCP Server, Powerful web scraping and crawling for Cursor, Claude, and other LLM clients via the Model Context Protocol (MCP).

Community Servers

A growing set of community-developed and maintained servers demonstrates various applications of MCP across different domains.

**AllInOneMCP - MCP of MCPs. A central hub for MCP servers. Helps you discover available MCP servers and learn how to install and use them. REMOTE! Use the url https://mcp.pfvc.io/mcp/ to add the server. **Remember the final backslash**.
Airtable - Read and write access to Airtable databases.
Agentset - RAG MCP for your Agentset data.
Alertmanager - A Model Context Protocol (MCP) server that enables AI assistants to integrate with Prometheus Alertmanager
Algorand - A comprehensive MCP server for tooling interactions(40+) and resource accessibility(60+) plus many useful prompts to interact with Algorand Blockchain.
Android MCP - 📲 An MCP server that provides control over Android devices through ADB. Offers device screenshot capture, UI layout analysis, package management, and ADB command execution capabilities.
AniList - AniList MCP server for accessing AniList API data
AnkiConnect - AnkiConnect MCP server for interacting with Anki via AnkiConnect.
any-chat-completions-mcp - Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more
APISIX-MCP - APISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API, supporting querying and managing all resources in Apache APISIX.
Apple Notes - Talk with your Apple Notes
Apple Shortcuts - An MCP Server Integration with Apple Shortcuts
AutoGen documentation - A Model Context Protocol (MCP) server that provides AI assistants with the ability to search and retrieve Microsoft AutoGen documentation.
AWS EC2 Pricing - Get up-to-date EC2 pricing information with one call. Fast. Powered by a pre-parsed AWS pricing catalogue.
Backup - Add smart Backup ability to coding agents like Windsurf, Cursor, Cluade Coder, etc
Basecamp - Integration with Basecamp project management platform for managing projects, to-dos, card tables, documents, and team collaboration
BGG MCP - BGG MCP enables AI tools to interact with the BoardGameGeek API.
BigQuery (by LucasHild) - BigQuery database integration with schema inspection and query capabilities
BigQuery (by ergut) - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
Binary Ninja - A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates Binary Ninja with your favorite MCP client.
Bing Webmaster Tools - MCP server for Bing Webmaster Tools API integration providing access to search analytics, site management, URL submission, and SEO insights
Bluesky - integrates with Bluesky API to query and search feeds and posts.
BloodHound-MCP (by MorDavid) - integration that connects BloodHound with AI through MCP, allowing security professionals to analyze Active Directory attack paths using natural language queries instead of Cypher.
Box - File access and search for Box.
Browser MCP - Automate your local browser
Browser MCP (by UI-TARS) - A fast, lightweight MCP server that empowers LLMs with browser automation via Puppeteer’s structured accessibility data, featuring optional vision mode for complex visual understanding and flexible, cross-platform configuration.
bytebase/dbhub – 📇 Universal database MCP server supporting mainstream databases.\
Calculator - This server enables LLMs to use calculator for precise numerical calculations.
CalDAV MCP - A CalDAV MCP server to expose calendar operations as tools for AI assistants.
context-awesome - A MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent.
Danielpeter-99/calcom-mcp - MCP server for Calcom (Also known as Cal.com). Manage event types, create bookings, and access Cal.com scheduling data through LLMs.
Career Site Jobs - A MCP server to retrieve up-to-date jobs from company career sites.
Canvas LMS - MCP server for easy access to education data through your Canvas LMS instance.
Chaitin IP Intelligence - Search for IP addresses using Chaitin's IP Intelligence API.
Chart - This server offers a wide variety of chart types with comprehensive Zod schema validation for type-safe chart configuration.
ChuckNorris - A specialized MCP gateway for LLM enhancement prompts and jailbreaks with dynamic schema adaptation. Provides prompts for different LLMs using an enum-based approach.
clj-kondo-MCP - Clojure linter
Clojars - Obtains latest dependency details for Clojure libraries.
clojure-mcp - Clojure development tools, direct access to the running program via REPL.
CockroachDB - A Model Context Protocol server for managing, monitoring, and querying data in CockroachDB.
Codesys-mcp-toolkit - A Model Context Protocol (MCP) server for CODESYS V3 programming environments.
CoinCap - A MCP server that provides real-time cryptocurrency market data through CoinCap's public API without requiring authentication
Comet Opik - MCP server to talk to your Opik cloud or open-source instance to query and analyze LLM traces, metrics and observability.
Creatify - MCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools.
Contentful - Interact with your content on the Contentful platform
consult7 - Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code
Data Exploration - MCP server for autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
DropBin - Remote SSE MCP server for hosting HTML webpages and sharing content through temporary URLs without authentication
Database (by Legion AI) - Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite
Druid MCP Server - STDIO/SEE MCP Server for Apache Druid by iunera that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters.
dbt-docs - MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation.
DeepView MCP - Enables IDEs like Cursor and Windsurf to analyze large codebases using Gemini's 1M context window.
DigitalOcean MCP Server - A Model Context Protocol (MCP) server that provides programmatic access to DigitalOcean's API. This server exposes tools for managing droplets, Kubernetes clusters, and container registries through the MCP interface.
DifyWorkflow - Tools to the query and execute of Dify workflows
Django REST Framework MCP - Expose Django REST Framework APIs as MCP tools for LLMs and agentic applications
Docker - Run and manage docker containers, docker compose, and logs
Dolt - The official MCP server for version-controlled Dolt databases.
DynamoDB-Toolbox - Leverages your Schemas and Access Patterns to interact with your DynamoDB Database using natural language.
elisp-dev-mcp - elisp (Emacs Lisp) development support tools, running in Emacs.
Email - This server enables users to send emails through various email providers, including Gmail, Outlook, Yahoo, Sina, Sohu, 126, 163, and QQ Mail. It also supports attaching files from specified directories, making it easy to upload attachments along with the email content.
Email Send MCP - A fixed one from above one. More user-friendly.
Everything Search - Fast Windows file search using Everything SDK
fast-filesystem-mcp - Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.
Exa - Exa AI Search API
Excel - Excel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table
Facebook Ads - MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.
Facebook Ads Library - Get any answer from the Facebook Ads Library, conduct deep research including messaging, creative testing and comparisons in seconds.
Fathom Analytics - Access and analyze Fathom Analytics data and reports
Files - Enables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere.
FHIR MCP - MCP Server that connects AI agents to FHIR servers
FileScopeMCP - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores per file, helping AI assistants understand the codebase. Automatically parses popular programming languages, Python, Lua, C, C++, Rust, Zig.
FrankfurterMCP - MCP server acting as an interface to the Frankfurter API for currency exchange data.
GDB - A GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants.
Gemsuite - The ultimate open-source server for advanced Gemini API interaction with MCP, intelligently selects models.
Gentoro - Gentoro generates MCP Servers based on OpenAPI specifications.
godoc-mcp-server - MCP server to provide golang packages and their information from pkg.go.dev
Godot MCP - MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.
Google Ads - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
Google Admin MCP – A Model Context Protocol (MCP) server enabling interaction with Google Admin APIs.
Google Keep - Read, create, update and delete Google Keep notes.
Google News - Google News search capabilities with automatic topic categorization and multi-language support via SerpAPI integration.
Google PSE/CSE - A Model Context Protocol (MCP) server providing access to Google Programmable Search Engine (PSE) and Custom Search Engine (CSE).
Google Search Console - A Model Context Protocol (MCP) server providing access to Google Search Console.
GitHub Repos Manager MCP Server - Token-based GitHub automation management. No Docker, Flexible configuration, 80+ tools with direct API integration.
gotoolkits/wecombot - 🏎️ ☁️ An MCP server application that sends various types of messages to the WeCom group robot.
Gru Sandbox - Gru-sandbox(gbox) is an open source project that provides a self-hostable sandbox for MCP integration or other AI agent usecases.
gx-mcp-server - Expose Great Expectations data validation and quality checks as MCP tools for AI agents. Load datasets, create validation suites, run data quality checks, and retrieve detailed results.
GXtract - GXtract is a MCP server designed to integrate with VS Code and other compatible editors (documentation: sascharo.github.io/gxtract). It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerful document understanding capabilities directly within your development environment.
HackMD - A Model Context Protocol server for integrating HackMD's note-taking platform with AI assistants.
HAL - HTTP toolkit providing all 7 HTTP methods (GET, POST, PUT, PATCH, DELETE, HEAD, OPTIONS) with secret substitution, comprehensive error handling, and support for JSON, XML, HTML, and form data.
HAP-MCP - HAP (Super Application Platform) is developed by Mingdao（ https://www.mingdao.com ）The launched APaaS platform helps you build enterprise level applications quickly without coding. This is HAP's MCP (Model Context Protocol) server, used for seamless integration of AI. It enables every zero code application built through HAP to quickly become a tool for agents.
Hetzner Cloud MCP Server - A Model Context Protocol (MCP) server for interacting with the Hetzner Cloud API. This server allows language models to manage Hetzner Cloud resources through structured functions.
Hippycampus - Turns any Swagger/OpenAPI REST endpoint with a yaml/json definition into an MCP Server with Langchain/Langflow integration automatically.
Home Assistant - Interact with Home Assistant to control smart home devices, query states, manage automations, and troubleshoot your smart home setup.
Homey - Interact with Homey to control smart home system. Supports devices, flows, and zones. Contains a few goodies for better integrations with LLMs.
Homebrew MCP - Interact with Homebrew (the package manager for macOS and Linux) using natural language commands.
HuggingFace Spaces - Server for using HuggingFace Spaces, supporting Images, Audio, Text and more. Claude Desktop mode for ease-of-use.
Imagician - A MCP server for comprehensive image editing operations including resizing, format conversion, cropping, compression, and more based on sharp.
ImageSorcery MCP - ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.
IMAP MCP - 📧 An IMAP Model Context Protocol (MCP) server to expose IMAP operations as tools for AI assistants.
Instagram DMs - Send Instagram DMs via your LLM
interactive-mcp 📇 - Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.
irulescan MCP - 🛡️ MCP enabled code security analyzer for F5 iRules
aymericzip/intlayer - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, versioned docs.
IDA Pro MCP - MCP Server for automated reverse engineering with IDA Pro.
Israel Statistics MCP MCP server that provides programmatic access to the Israeli Central Bureau of Statistics (CBS) price indices and economic data.
Jean Memory - Premium memory consistent across all AI applications.
Jina Reader - Fetch the content of a remote URL as Markdown with Jina Reader.
Jira Context MCP - MCP server to provide Jira Tickets information to AI coding agents like Cursor.
Jira MCP Server A modular and extensible MCP server designed to interact with Jira Cloud, providing tools to query boards, issues, and user data — ideal for integrating Jira with AI agents, bots, or automation systems
JSON MCP - MCP server empowers LLMs to interact with JSON files efficiently. With JSON MCP, you can split, merge, etc.
just-every/mcp-read-website-fast - Fast, token-efficient web content extraction that converts websites to clean Markdown. Features Mozilla Readability, smart caching, polite crawling with robots.txt support, and concurrent fetching with minimal dependencies.
just-every/mcp-screenshot-website-fast - High-quality screenshot capture optimized for Claude Vision API. Automatically tiles full pages into 1072x1072 chunks (1.15 megapixels) with configurable viewports and wait strategies for dynamic content.
Kagi - Kagi search API integration
Keycloak MCP Server - designed to work with Keycloak for identity and access management, with about 40+ tools covering, Users, Realms, Clients, Roles, Groups, IDPs, Authentication. Native builds available.
Kubernetes - Connect to Kubernetes cluster and manage pods, deployments, services.
Language Server 🏎️ - MCP Language Server gives MCP enabled clients access to semantic tools like get definition, references, rename, and diagnostics.
Latex MCP Server - MCP Server to compile latex, download/organize/read cited papers, run visualization scripts and add figures/tables to latex.
Lazy Toggl MCP - Simple unofficial MCP server to track time via Toggl API
libSQL by xexr - MCP server for libSQL databases with comprehensive security and management tools. Supports file, local HTTP, and remote Turso databases with connection pooling, transaction support, and 6 specialized database tools.
Linear - Integrates with Linear project management systems.
llm-context - Share code context with LLMs via Model Context Protocol or clipboard.
LunchMoney - MCP server for LunchMoney personal finance and budgeting tool.
Local History MCP – MCP server for accessing VS Code/Cursor's Local History.
🧲 Magg 🧲 - A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.
Make - Turn your Make scenarios into callable tools for AI assistants.
Maven - Tools to query latest Maven dependency information
Maven Tools - Enhanced Maven Central integration with intelligent caching, bulk operations, and version classification
Maya MCP - MCP server for Autodesk Maya
MCPJungle 🌳 - Open-source, Self-hosted MCP server Gateway that connects your AI Agents to MCP Servers (for developers and enterprises)
Microsoft 365 📇 ☁️ - MCP server that connects to the whole Microsoft 365 suite (Microsoft Office, Outlook, Excel) using Graph API (including mail, files, calendar)
Microsoft Entra ID MCP Server - A Python MCP server for Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in, and security operations via Microsoft Graph.
MCP Aggregator - An MCP (Model Context Protocol) aggregator that allows you to combine multiple MCP servers into a single endpoint allowing to filter specific tools.
MCP-CLI Adapter - Use command line tools in a secure fashion as MCP tools.
MCP Expr Lang - MCP Expr-Lang provides a seamless integration between Claude AI and the powerful expr-lang expression evaluation engine.
MCP Installer - Set up MCP servers in Claude Desktop
mcp-k8s-go - Golang-based Kubernetes MCP Server. Built to be extensible.
MKP - Model Kontext Protocol Server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters through native Go implementation with direct API integration and comprehensive resource management.
MCP Open Library - A Model Context Protocol (MCP) server for the Open Library API that enables AI assistants to search for book and author information.
MCP-SearXNG-Enhanced Web Search - An enhanced MCP server for SearXNG web searching, utilizing a category-aware web-search, web-scraping, and includes a date/time retrieval tool.
Mermaid - Generate mermaid diagram and chart with AI MCP dynamically.
Memory-Plus a lightweight, local RAG memory store to record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers working with multiple AI coders (like Windsurf, Cursor, or Copilot) or anyone who wants their AI to actually remember them.
Meta Ads Remote MCP - Remote MCP server to interact with Meta Ads API - access, analyze, and manage Facebook, Instagram, and other Meta platforms advertising campaigns.
Minima - Local RAG (on-premises) with MCP server.
MintMCP - MCP servers for Google Calendar, Gmail, Outlook Calendar, and Outlook.
Mongo - A Model Context Protocol (MCP) server that enables LLMs to interact directly with MongoDB databases
MongoDB - A Model Context Protocol Server for MongoDB
MongoDB Lens - Full Featured MCP Server for MongoDB Database.
Miro - Miro MCP server, exposing all functionalities available in official Miro SDK.
Multi Chat MCP Server (Google Chat) - Connect AI assistants like Cursor to Google Chat and beyond — enabling smart, extensible collaboration across chat platforms.
MySQL - MySQL database integration with configurable access controls and schema inspection
Nanoleaf - Control Nanoleaf smart lights through MCP - turn on/off, adjust brightness, change colors, set effects, and discover devices
Netbird - List and analyze Netbird network peers, groups, policies, and more.
Nextcloud Calendar - CalDAV Nectcloud calendar integration. Manage calendars, events, attendees, etc.
Nexus - Web search server that integrates Perplexity Sonar models via OpenRouter API for real-time, context-aware search with citations
Nile Postgres - Manage and query databases, tenants, users, auth using LLMs
NocoDB - Manage NocoDB server, support read and write databases
NodeCodeStudio - Activate MCP services (Gmail, Calendar, WordPress, etc.) and run browser automation workflows via a Chrome extension with importable sequences
Notion - Integrates with Notion's API to manage personal todo list
NPM Search - Search for npm packages
Ntfy - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
Obsidian - Interacting with Obsidian via REST API
Odoo - Connect AI assistants to Odoo ERP systems for business data access and workflow automation.
Octocode - AI-powered developer assistant that enables advanced research, analysis and discovery and code generation across GitHub and NPM realms in realtime.
OSV - Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.
OpenAI - Query OpenAI models directly from Claude using MCP protocol
OpenAPI Schema Explorer - Token-efficient access to OpenAPI/Swagger specs via MCP Resources
OpenMF-mifosx-self-service - Access Apache Fineract self-service APIs for registration, authentication, account management, and transactions via MCP.
Package Registry Search - Search and get up-to-date information about NPM, Cargo, PyPi, and NuGet packages.
Pandoc - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, and plain text, with other formats like PDF, csv and docx in development.
Paperless-MCP - An MCP server for interacting with a Paperless-NGX API server. This server provides tools for managing documents, tags, correspondents, and document types in your Paperless-NGX instance.
PBS API - 🐍 ☁️ Access Australian Pharmaceutical Benefits Scheme data for medicine information, pricing, and availability. Built with Python and FastAPI.
Peekaboo - a macOS-only MCP server that enables AI agents to capture screenshots of applications, or the entire system.
Peliqan - Data platform with ETL and built-in data warehouse, access all business applications (ERP, CRM, Accounting etc.) via MCP and run queries on your business data.
Perplexity - Interacting with Perplexity
Poland KRS - Access to Polish National Court Register (KRS)—the government's authoritative registry of all businesses, foundations, and other legal entities.
Pollinations - Multimodal MCP server for generating images, audio, and text with no authentication required
Phabricator - Interacting with Phabricator API
PiAPI - PiAPI MCP server makes user able to generate media content with Midjourney/Flux/Kling/Hunyuan/Udio/Trellis directly from Claude or any other MCP-compatible apps.
PiloTY - AI pilot for PTY operations that enables agents to control interactive terminals with stateful sessions, SSH connections, and background process management
Playwright MCP Server - An MCP server using Playwright for browser automation and webscrapping
Project Manager - Hierarchical task management (ideas → epics → tasks) with CLI dashboard
Public APIs MCP - Search for free APIs using MCP.
QuantConnect – Dockerized Python MCP server that lets LLMs like Claude or OpenAI o3 Pro autonomously create projects, backtest strategies, and deploy live-trading workflows via the QuantConnect API.
QGIS - connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.
Random Number - Provides LLMs with essential random generation abilities, built entirely on Python's standard library.
Repo Map -🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat
Reloaderoo - A local MCP server for developers that mirrors your in-development MCP server, allowing seamless restarts and tool updates so you can build, test, and iterate on your MCP server within the same AI session without interruption.
Reminder - MCP server for scheduling and triggering reminders via Slack or Telegram.
Renamify - Smart, case-aware search & replace for codebases. Provides atomic renaming of symbols, files, and directories with full undo/redo. The MCP server lets AI assistants plan, preview, and apply rename operations safely, handling all naming conventions (snake_case, camelCase, PascalCase, etc.) automatically.
Rootly-AI-Labs/Rootly-MCP-server - MCP server for the incident management platform Rootly.
run-sql-connectorx - Execute SQL (PostgreSQL, MariaDB, BigQuery, MS SQL Server, RedShift, etc.) via ConnectorX and stream results to CSV/Parquet. MCP tool: run_sql.
Salaah MCP - FastAPI and MCP service providing Islamic prayer times and other useful calculations.
Scaffold - Scaffold is a Retrieval-Augmented Generation (RAG) system designed to structural understanding of large codebases. It transforms your source code into a living knowledge graph, allowing for precise, context-aware interactions that go far beyond simple file retrieval.
scan-mcp - Minimal MCP server for scanner capture (ADF/duplex/page-size); typed tools; JSON Schema–validated I/O; multipage assembly; Node 22 + SANE.
SchemaCrawler - Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.
SchemaFlow - Real-time PostgreSQL & Supabase database schema access for AI-IDEs via Model Context Protocol. Provides live database context through secure SSE connections with three powerful tools: get_schema, analyze_database, and check_schema_alignment. SchemaFlow
ScrapeGraphAI - AI-powered web scraping library that creates scraping pipelines using natural language.- ScrapeGraphAI
Screeny - Privacy-first macOS MCP server that provides visual context for AI agents through window screenshots
Search1API - Search and crawl in one API
SearXNG - A Model Context Protocol Server for SearXNG
Secure Fetch - Secure fetch to prevent access to local resources
Shadcn Registry Manager - MCP server for Shadcn UI, enabling automated, remote, or containerized project management via local or remote registries.
shadcn-ui-mcp-server - A powerful and flexible MCP server designed to enhance the development experience with Shadcn UI components, providing tools for component management, documentation, and installation.
Slack - The most powerful MCP server for Slack Workspaces. This integration supports both Stdio and SSE transports, proxy settings and does not require any permissions or bots being created or approved by Workspace admins 😏.
slite-mcp - Model Context Protocol server for Slite integration. Search and retrieve notes, browse note hierarchies, and access content from your Slite workspace.
Snowflake - Snowflake database integration with read/write capabilities and insight tracking
Skyvern - MCP Server to let Claude / your AI control the browser
Sonatype MCP Server - MCP for Sonatype Nexus Repository Manager and Sonatype Repository Firewall. Manage your DevSecOps practices through AI-assisted Workflows.
Sourcerer - MCP for semantic code search & navigation that reduces token waste
spm-mcp - iOS Swift Package Manager server written in Swift
**Spotify Player – Control Spotify playback, queue, volume and playlists from Claude/Cursor via MCP. (Python)
SQLite - MCP server for SQLite files. Supports Datasette-compatible metadata!
Squad AI – Product‑discovery and strategy platform integration. Create, query and update opportunities, solutions, outcomes, requirements and feedback from any MCP‑aware LLM.
Storyblok - Storyblok MCP server enables your AI assistants to directly access and manage your Storyblok spaces, stories, components, assets, workflows, and more.
Svelte Documentation - Remote server (SSE/Streamable) for the latest Svelte and SvelteKit documentation
Task Orchestrator - AI-powered task orchestration and workflow automation with specialized agent roles, intelligent task decomposition, and seamless integration across Claude Desktop, Cursor IDE, Windsurf, and VS Code.
Tasks - An efficient task manager. Designed to minimize tool confusion and maximize LLM budget efficiency while providing powerful search, filtering, and organization capabilities across multiple file formats (Markdown, JSON, YAML)
Text-To-GraphQL - MCP server for text-to-graphql, integrates with Claude Desktop and Cursor.
TeamCity - MCP server for TeamCity, integrates with Claude Desktop and Cursor.
TikTok - TikTok integration for getting post details and video subtitles
Time - MCP server which provides utilities to work with time and dates, with natural language, multiple formats and timezone convertion capabilities.
Tmux - Interact with your Tmux sessions, windows and pane, execute commands in tmux panes and retrieve result.
Todoist - Full implementation of Todoist Rest API for MCP server
Trello - Trello integration for working with boards, lists in boards and cards in lists.
Trello MCP - Trello Desktop MCP server that enables Claude Desktop to interact with Trello boards, cards, lists, and team members through natural language commands.
Terragrunt-Docs - Terragrunt documentation always up to date.
Trino MCP Server - A Go implementation of a Model Context Protocol (MCP) server for Trino, enabling LLM models to query distributed SQL databases through standardized tools.
Unified Diff MCP Server - Beautiful HTML and PNG diff visualization using diff2html, designed for filesystem edit_file dry-run output with high-performance Bun runtime.
Unity3d Game Engine - MCP Server to control and interact with Unity3d Game Engine for game development
User Feedback - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
User Prompt MCP - An MCP server for Cursor that enables requesting user input during generation process.
Vectorize - Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
Vega-Lite - Generate visualizations from fetched data using the VegaLite format and renderer.
Vibe Check - The definitive Vibe Coder's sanity check MCP server: Prevents cascading errors by calling a "Vibe-check" agent to ensure alignment and prevent scope creep
Wassenger - Wassenger MCP server to chat, send messages and automate WhatsApp from any AI model client (free trial available).
Weather - Accurate weather forecasts via the AccuWeather API (free tier available).
KnowAir Weather – Real-time weather and air quality via the Caiyun Weather API (meteorology + AQI, CN & US standards).
Webex - A Model Context Protocol (MCP) server that provides AI assistants with comprehensive access to Cisco Webex messaging capabilities.
Web Search MCP - A server that provides local, full web search, summaries and page extration for use with Local LLMs.
WebSearch-MCP - Self-hosted Websearch API
Website Snapshot - A MCP server that provides comprehensive website snapshot capabilities using Playwright. This server enables LLMs to capture and analyze web pages through structured accessibility snapshots, network monitoring, and console message collection.
weibaohui/k8m Provides multi-cluster Kubernetes management and operations using MCP, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
weibaohui/kom Provides multi-cluster Kubernetes management and operations using MCP, It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
Whois MCP - MCP server that performs whois lookup against domain, IP, ASN and TLD.
Windows CLI - MCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells.
Windows Control - Programmatic control over Windows system operations including mouse, keyboard, window management, and screen capture using nut.js.
Windsor - Windsor MCP (Model Context Protocol) enables your LLM to query, explore, and analyze your full-stack business data integrated into Windsor.ai with zero SQL writing or custom scripting.
X (Twitter) - Enhanced MCP server for Twitter/X with OAuth 2.0 support, v2 API media uploads, smart v1.1 fallbacks, and comprehensive rate limiting. Post tweets with text/media, search, and delete tweets programmatically.
xcodebuild - 🍎 Build iOS Xcode workspace/project and feed back errors to llm.
XcodeBuildMCP -  Popular MCP server that enables AI agents to scaffold, build, run and test iOS, macOS, visionOS and watchOS apps or simulators and wired and wireless devices. It has powerful UI-automation capabilities like controlling the simulator, capturing run-time logs, as well as taking screenshots and viewing the accessibility hierarchy.
xcsimctl - 🍎 Manage Xcode simulators.
xctools - 🍎 MCP server for Xcode's xctrace, xcrun, xcodebuild.
YouTube - Fetch YouTube subtitles
Yuga Planner - AI Task schedule planning with LLamaIndex and Timefold: breaks down a task description and schedules it around an existing calendar

Clients

MBro - A powerful interactive terminal MCP Browser client with tab completion and automatic documentation that allows you to work with multiple MCP servers, manage tools, and create complex workflows using AI assistants.
mcp-cli a cli inspector for MCP servers
mcp-client MCP REST API and CLI client for interacting with MCP servers, supports OpenAI, Claude, Gemini, Ollama etc.
MCP-Bridge 🐍 an openAI middleware proxy to use mcp in any existing openAI compatible client
MCP-Chatbot A simple yet powerful ⭐ CLI chatbot that integrates tool servers with any OpenAI-compatible LLM API.
Zed multiplayer code editor from the creators of atom
genkit agent and data transformation framework
Continue vscode auto complete and chat tool (full feature support)
gpt-computer-assistant dockerized mcp client with Anthropic, OpenAI and Langchain.
MCP-Connect A client that enables cloud-based AI services to access local Stdio based MCP servers by HTTP/HTTPS requests.
codemirror-mcp CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands.
LibreChat Open-source AI Web UI, supporting multiple providers including OpenAI, Anthropic, Google, Ollama, and local models. Includes MCP support for Agents.
mcphub.nvim A Neovim plugin that provides a UI and api to interact with MCP servers.
Nerve is an open source command line tool designed to be a simple yet powerful platform for creating and executing MCP integrated LLM-based agents.
Shinkai is a two click install AI manager (Local and Remote) that allows you to create AI agents in 5 minutes or less using a simple UI. Agents and tools are exposed as an MCP Server.
mcps-playground a playground for Remote MCP servers

Frameworks

create-mcp-ts - Create a new MCP server in TypeScript, batteries included - supports user-defined templates!
LiteMCP - A TypeScript framework for building MCP servers elegantly
mcp-framework - Fast and elegant Typescript framework for building MCP servers
MCP Plexus: A secure, multi-tenant Python MCP server framework built to integrate easily with external services via OAuth 2.1, offering scalable and robust solutions for managing complex AI applications.
oatpp-mcp - Anthropic's Model Context Protocol implementation for Oat++
centralmind/gateway - CLI that generates MCP tools based on your Database schema and data using AI and host as REST, MCP or MCP-SSE server
ToolHive - A lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization

from https://github.com/wong2/awesome-mcp-servers#awesome-mcp-servers

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MCP CLI - Model Context Protocol Command Line Interface

A powerful, feature-rich command-line interface for interacting with Model Context Protocol servers. This client enables seamless communication with LLMs through integration with the CHUK Tool Processor and CHUK-LLM, providing tool usage, conversation management, and multiple operational modes.

Default Configuration: MCP CLI defaults to using Ollama with the gpt-oss reasoning model for local, privacy-focused operation without requiring API keys.

🆕 Recent Updates (v0.16)

AI Virtual Memory (Experimental)

--vm flag: Enable OS-style virtual memory for conversation context management, powered by chuk-ai-session-manager
--vm-budget: Control token budget for conversation events (system prompt is uncapped on top), forcing earlier eviction and page creation
--vm-mode: Choose VM mode — passive (runtime-managed, default), relaxed (VM-aware conversation), or strict (model-driven paging with tools)
/memory command: Visualize VM state during conversations — page table, working set utilization, eviction metrics, TLB stats (aliases: /vm, /mem)
Multimodal page_fault: Image pages return multi-block content (text + image_url) so multimodal models can re-analyze recalled images
/memory page <id> --download: Export page content to local files with modality-aware extensions (.txt, .json, .png)

Execution Plans (Tier 6)

/plan command: Create, inspect, and execute reproducible tool call graphs — create, list, show, run, delete, resume
Model-driven planning (--plan-tools): The LLM autonomously creates and executes plans during conversation — no /plan command needed. It calls plan_create_and_execute when multi-step orchestration is required, and uses regular tools for simple tasks. Each step renders with real-time progress in the terminal
Parallel batch execution: Independent plan steps run concurrently via topological batching (Kahn's BFS), with configurable max_concurrency
Variable resolution: ${var}, ${var.field} nested access, and template strings like "https://${api.host}/users" — type-preserving for single refs
Dry-run mode: Trace planned tool calls without executing — safe for production inspection
Checkpointing & resume: Execution state persisted after each batch; resume interrupted plans with /plan resume <id>
Guard integration: Plans respect existing budget, per-tool limits, and runaway detection guards
DAG visualization: ASCII rendering with status indicators (○/◉/●/✗) and parallel markers (∥)
Re-planning: Optional LLM-based re-planning on step failure (enable_replan=True)
Powered by: chuk-ai-planner graph-based plan DSL

MCP Apps (SEP-1865)

Interactive HTML UIs: MCP servers can serve interactive HTML applications (charts, tables, maps, markdown viewers) that render in your browser
Sandboxed iframes: Apps run in secure sandboxed iframes with CSP protection
WebSocket bridge: Real-time bidirectional communication between browser apps and MCP servers
Automatic launch: Tools with _meta.ui annotations automatically open in the browser when called
Session reliability: Message queuing, reconnection with exponential backoff, deferred tool result delivery

Production Hardening

Secret Redaction: All log output (console and file) is automatically redacted for Bearer tokens, API keys, OAuth tokens, and Authorization headers
Structured File Logging: Optional --log-file flag enables rotating JSON log files (10MB, 3 backups) at DEBUG level
Per-Server Timeouts: Server configs support tool_timeout and init_timeout overrides, resolved per-server → global → default
Thread-Safe OAuth: Concurrent OAuth flows serialized with asyncio.Lock and copy-on-write header mutation
Server Health Monitoring: /health command, health-check-on-failure diagnostics, optional --health-interval background polling

Performance & Polish

O(1) Tool Lookups: Indexed tool lookup replacing O(n) linear scans
Cached LLM Tool Metadata: Per-provider caching with automatic invalidation
Startup Progress: Real-time progress messages during initialization
Token Usage Tracking: Per-turn and cumulative tracking with /usage command (aliases: /tokens, /cost)
Session Persistence: Save/load/list conversation sessions with auto-save every 10 turns (/sessions)
Conversation Export: Export conversations as Markdown or JSON with metadata (/export)

Dashboard (Real-Time Browser UI)

--dashboard flag: Launch a real-time browser dashboard alongside chat mode
Agent Terminal: Live conversation view with message bubbles, streaming tokens, and attachment rendering
Activity Stream: Tool call/result pairs, reasoning steps, and user attachment events
Plan Viewer: Visual execution plan progress with DAG rendering
Tool Registry: Browse discovered tools, trigger execution from the browser
Config Panel: View and switch providers, models, and system prompt
File Attachments: "+" button for browser file upload, drag-and-drop, and clipboard paste

Multi-Modal Attachments

/attach command: Stage files for the next message — images, text/code, and audio (aliases: /file, /image)
--attach CLI flag: Attach files to the first message (repeatable: --attach img.png --attach code.py)
Inline @file: references: Mention @file:path/to/file anywhere in a message to attach it
Image URL detection: HTTP/HTTPS image URLs in messages are automatically sent as vision content
Supported formats: PNG, JPEG, GIF, WebP, HEIC (images), MP3, WAV (audio), plus 25+ text/code extensions
Dashboard rendering: Image thumbnails, expandable text previews, audio players, file badges
Browser upload: "+" button in dashboard chat input with drag-and-drop and clipboard paste support

Code Quality

Core/UI Separation: Core modules use logging only — no UI imports
4,300+ tests: Comprehensive test suite with branch coverage, integration tests, and 60% minimum threshold
15 Architecture Principles: Documented and enforced (see architecture.md)
Full Roadmap: Tiers 1-6 complete, Tiers 7-12 planned (traces, memory scopes, skills, scheduling, multi-agent)

🔄 Architecture Overview

The MCP CLI is built on a modular architecture with clean separation of concerns:

CHUK Tool Processor: Production-grade async tool execution with middleware (retry, circuit breaker, rate limiting), multiple execution strategies, and observability
CHUK-LLM: Unified LLM provider with dynamic model discovery, capability-based selection, and llama.cpp integration (1.53x faster than Ollama with automatic model reuse)
CHUK-Term: Enhanced terminal UI with themes, cross-platform terminal management, and rich formatting
MCP CLI: Command orchestration and integration layer (this project)

🌟 Features

Multiple Operational Modes

Chat Mode: Conversational interface with streaming responses and automated tool usage (default: Ollama/gpt-oss)
Interactive Mode: Command-driven shell interface for direct server operations
Command Mode: Unix-friendly mode for scriptable automation and pipelines
Direct Commands: Run individual commands without entering interactive mode

Advanced Chat Interface

Streaming Responses: Real-time response generation with live UI updates
Reasoning Visibility: See AI's thinking process with reasoning models (gpt-oss, GPT-5, Claude 4.5)
Concurrent Tool Execution: Execute multiple tools simultaneously while preserving conversation order
Smart Interruption: Interrupt streaming responses or tool execution with Ctrl+C
Performance Metrics: Response timing, words/second, and execution statistics
Rich Formatting: Markdown rendering, syntax highlighting, and progress indicators
Token Usage Tracking: Per-turn and cumulative API token usage with /usage command
Multi-Modal Attachments: Attach images, text files, and audio to messages via /attach, --attach, @file: refs, or browser upload
Session Persistence: Auto-save and manual save/load of conversation sessions
Conversation Export: Export to Markdown or JSON with metadata and token usage

Comprehensive Provider Support

MCP CLI supports all providers and models from CHUK-LLM, including cutting-edge reasoning models:

Provider	Key Models	Special Features
Ollama (Default)	🧠 gpt-oss, llama3.3, llama3.2, qwen3, qwen2.5-coder, deepseek-coder, granite3.3, mistral, gemma3, phi3, codellama	Local reasoning models, privacy-focused, no API key required
OpenAI	🚀 GPT-5 family (gpt-5, gpt-5-mini, gpt-5-nano), GPT-4o family, O3 series (o3, o3-mini)	Advanced reasoning, function calling, vision
Anthropic	🧠 Claude 4.5 family (claude-4-5-opus, claude-4-5-sonnet), Claude 3.5 Sonnet	Enhanced reasoning, long context
Azure OpenAI 🏢	Enterprise GPT-5, GPT-4 models	Private endpoints, compliance, audit logs
Google Gemini	Gemini 2.0 Flash, Gemini 1.5 Pro	Multimodal, fast inference
Groq ⚡	Llama 3.1 models, Mixtral	Ultra-fast inference (500+ tokens/sec)
Perplexity 🌐	Sonar models	Real-time web search with citations
IBM watsonx 🏢	Granite, Llama models	Enterprise compliance
Mistral AI 🇪🇺	Mistral Large, Medium	European, efficient models

Robust Tool System (Powered by CHUK Tool Processor v0.22+)

Automatic Discovery: Server-provided tools are automatically detected and catalogued
Provider Adaptation: Tool names are automatically sanitized for provider compatibility
Production-Grade Execution: Middleware layers with timeouts, retries, exponential backoff, caching, and circuit breakers
Multiple Execution Strategies: In-process (fast), isolated subprocess (safe), or remote via MCP
Concurrent Execution: Multiple tools can run simultaneously with proper coordination
Rich Progress Display: Real-time progress indicators and execution timing
Tool History: Complete audit trail of all tool executions
Middleware: Retry with exponential backoff, circuit breakers, and rate limiting via CTP
Streaming Tool Calls: Support for tools that return streaming data

MCP Apps (Interactive UIs)

Browser-based UIs: MCP servers can serve interactive HTML applications that render in your browser
Automatic Detection: Tools with _meta.ui annotations automatically launch browser apps on tool call
Sandboxed Execution: Apps run in secure sandboxed iframes with Content Security Policy protection
WebSocket Bridge: Real-time JSON-RPC bridge between browser apps and MCP tool servers
Session Persistence: Message queuing during disconnects, automatic reconnection, deferred tool result delivery
structuredContent Support: Full MCP spec compliance including structured content extraction and forwarding

Execution Plans (Powered by chuk-ai-planner)

Plan Creation: Generate execution plans from natural language descriptions using LLM-based plan agents
Model-Driven Planning: With --plan-tools, the LLM autonomously decides when to plan — calls plan_create_and_execute for complex multi-step tasks, uses regular tools for simple ones
DAG Execution: Plans are directed acyclic graphs — independent steps run in parallel batches, dependent steps wait
Variable Resolution: Step outputs bind to variables (result_variable), referenced by later steps as ${var} or ${var.field}
Dry-Run Mode: Trace what a plan would do without executing any tools — safe for production
Checkpointing: Execution state saved after each batch; resume interrupted plans without re-running completed steps
Guard Integration: Plans share budget and per-tool limits with the conversation — no bypass
Re-planning: On step failure, optionally invoke the LLM to generate a revised plan for remaining work
DAG Visualization: ASCII rendering shows dependency structure, batch grouping, and parallel markers
Persistence: Plans stored as JSON at ~/.mcp-cli/plans/

Advanced Configuration Management

Environment Integration: API keys and settings via environment variables
File-based Config: YAML and JSON configuration files
User Preferences: Persistent settings for active providers and models
Validation & Diagnostics: Built-in provider health checks and configuration validation

Enhanced User Experience

Cross-Platform Support: Windows, macOS, and Linux with platform-specific optimizations via chuk-term
Rich Console Output: Powered by chuk-term with 8 built-in themes (default, dark, light, minimal, terminal, monokai, dracula, solarized)
Advanced Terminal Management: Cross-platform terminal operations including clearing, resizing, color detection, and cursor control
Interactive UI Components: User input handling through chuk-term's prompt system (ask, confirm, select_from_list, select_multiple)
Command Completion: Context-aware tab completion for all interfaces
Comprehensive Help: Detailed help system with examples and usage patterns
Graceful Error Handling: User-friendly error messages with troubleshooting hints

📚 Documentation

Comprehensive documentation is available in the docs/ directory:

Project

Architecture - 15 design principles, module layout, and coding conventions
Roadmap - Vision, completed tiers (1-5), and planned tiers (6-12: plans, traces, skills, scheduling, multi-agent, remote sessions)

Core Documentation

Commands System - Complete guide to the unified command system, patterns, and usage across all modes
Token Management - Comprehensive token management for providers and servers including OAuth, bearer tokens, and API keys

Specialized Documentation

Execution Plans - Plan creation, parallel execution, variable resolution, checkpointing, guards, and re-planning
Dashboard - Real-time browser UI with agent terminal, activity stream, and file uploads
Attachments - Multi-modal file attachments: images, text, audio, and browser upload
MCP Apps - Interactive browser UIs served by MCP servers (SEP-1865)
OAuth Authentication - OAuth flows, storage backends, and MCP server integration
Streaming Integration - Real-time response streaming architecture
Package Management - Dependency organization and feature groups

UI Documentation

Themes - Theme system and customization
Output System - Rich console output and formatting
Terminal Management - Cross-platform terminal operations

Testing Documentation

Unit Testing - Test structure and patterns
Test Coverage - Coverage requirements and reporting

📋 Prerequisites

Python 3.11 or higher
For Local Operation (Default):
- Ollama: Install from ollama.ai
- Pull the default reasoning model: ollama pull gpt-oss
For Cloud Providers (Optional):
- OpenAI: OPENAI_API_KEY environment variable (for GPT-5, GPT-4, O3 models)
- Anthropic: ANTHROPIC_API_KEY environment variable (for Claude 4.5, Claude 3.5)
- Azure: AZURE_OPENAI_API_KEY and AZURE_OPENAI_ENDPOINT (for enterprise GPT-5)
- Google: GEMINI_API_KEY (for Gemini models)
- Groq: GROQ_API_KEY (for fast Llama models)
- Custom providers: Provider-specific configuration
MCP Servers: Server configuration file (default: server_config.json)

🚀 Installation

Quick Start with Ollama (Default)

Install Ollama (if not already installed):

# macOS/Linux
curl -fsSL https://ollama.ai/install.sh | sh

# Or visit https://ollama.ai for other installation methods

Pull the default reasoning model:

ollama pull gpt-oss  # Open-source reasoning model with thinking visibility

Install and run MCP CLI:

# Using uvx (recommended)
uvx mcp-cli --help

# Or install from source
git clone https://github.com/chrishayuk/mcp-cli
cd mcp-cli
pip install -e "."
mcp-cli --help

# Optional: Enable MCP Apps (interactive browser UIs)
pip install -e ".[apps]"

Using Different Models

# === LOCAL MODELS (No API Key Required) ===

# Use default reasoning model (gpt-oss)
mcp-cli --server sqlite

# Use other Ollama models
mcp-cli --model llama3.3              # Latest Llama
mcp-cli --model qwen2.5-coder         # Coding-focused
mcp-cli --model deepseek-coder        # Another coding model
mcp-cli --model granite3.3            # IBM Granite

# === CLOUD PROVIDERS (API Keys Required) ===

# GPT-5 Family (requires OpenAI API key)
mcp-cli --provider openai --model gpt-5          # Full GPT-5 with reasoning
mcp-cli --provider openai --model gpt-5-mini     # Efficient GPT-5 variant
mcp-cli --provider openai --model gpt-5-nano     # Ultra-lightweight GPT-5

# GPT-4 Family
mcp-cli --provider openai --model gpt-4o         # GPT-4 Optimized
mcp-cli --provider openai --model gpt-4o-mini    # Smaller GPT-4

# O3 Reasoning Models
mcp-cli --provider openai --model o3             # O3 reasoning
mcp-cli --provider openai --model o3-mini        # Efficient O3

# Claude 4.5 Family (requires Anthropic API key)
mcp-cli --provider anthropic --model claude-4-5-opus    # Most advanced Claude
mcp-cli --provider anthropic --model claude-4-5-sonnet  # Balanced Claude 4.5
mcp-cli --provider anthropic --model claude-3-5-sonnet  # Claude 3.5

# Enterprise Azure (requires Azure configuration)
mcp-cli --provider azure_openai --model gpt-5    # Enterprise GPT-5

# Other Providers
mcp-cli --provider gemini --model gemini-2.0-flash      # Google Gemini
mcp-cli --provider groq --model llama-3.1-70b          # Fast Llama via Groq

🧰 Global Configuration

Default Configuration

MCP CLI defaults to:

Provider: ollama (local, no API key required)
Model: gpt-oss (open-source reasoning model with thinking visibility)

Command-line Arguments

Global options available for all modes and commands:

--server: Specify server(s) to connect to (comma-separated)
--config-file: Path to server configuration file (default: server_config.json)
--provider: LLM provider (default: ollama)
--model: Specific model to use (default: gpt-oss for Ollama)
--disable-filesystem: Disable filesystem access (default: enabled)
--api-base: Override API endpoint URL
--api-key: Override API key (not needed for Ollama)
--token-backend: Override token storage backend (auto, keychain, windows, secretservice, encrypted, vault)
--verbose: Enable detailed logging
--quiet: Suppress non-essential output
--log-file: Write debug logs to a rotating file (secrets auto-redacted)
--vm: [Experimental] Enable AI virtual memory for context management
--vm-budget: Token budget for conversation events in VM mode (default: 128000, on top of system prompt)
--vm-mode: VM mode — passive (default), relaxed, or strict
--dashboard: Launch a real-time browser dashboard UI alongside chat mode
--attach: Attach files to the first message (repeatable: --attach img.png --attach code.py)
--plan-tools: Enable model-driven planning — the LLM autonomously creates and executes multi-step plans
--no-tools: Disable MCP tool calling entirely — chat directly with the LLM without connecting to any MCP servers

Environment Variables

# Override defaults
export LLM_PROVIDER=ollama              # Default provider (already the default)
export LLM_MODEL=gpt-oss                # Default model (already the default)

# For cloud providers (optional)
export OPENAI_API_KEY=sk-...           # For GPT-5, GPT-4, O3 models
export ANTHROPIC_API_KEY=sk-ant-...    # For Claude 4.5, Claude 3.5
export AZURE_OPENAI_API_KEY=sk-...     # For enterprise GPT-5
export AZURE_OPENAI_ENDPOINT=https://...
export GEMINI_API_KEY=...              # For Gemini models
export GROQ_API_KEY=...                # For Groq fast inference

# Tool configuration
export MCP_TOOL_TIMEOUT=120            # Tool execution timeout (seconds)

🌐 Available Modes

1. Chat Mode (Default)

Provides a natural language interface with streaming responses and automatic tool usage:

# Default mode with Ollama/gpt-oss reasoning model (no API key needed)
mcp-cli --server sqlite

# See the AI's thinking process with reasoning models
mcp-cli --server sqlite --model gpt-oss     # Open-source reasoning
mcp-cli --server sqlite --provider openai --model gpt-5  # GPT-5 reasoning
mcp-cli --server sqlite --provider anthropic --model claude-4-5-opus  # Claude 4.5 reasoning

# Use different local models
mcp-cli --server sqlite --model llama3.3
mcp-cli --server sqlite --model qwen2.5-coder

# Switch to cloud providers (requires API keys)
mcp-cli chat --server sqlite --provider openai --model gpt-5
mcp-cli chat --server sqlite --provider anthropic --model claude-4-5-sonnet

# Launch with real-time browser dashboard
mcp-cli --server sqlite --dashboard

# Attach files to the first message
mcp-cli --server sqlite --attach image.png --attach data.csv

2. Interactive Mode

Command-driven shell interface for direct server operations:

mcp-cli interactive --server sqlite

# With specific models
mcp-cli interactive --server sqlite --model gpt-oss       # Local reasoning
mcp-cli interactive --server sqlite --provider openai --model gpt-5  # Cloud GPT-5

3. Command Mode

Unix-friendly interface for automation and scripting:

# Process text with reasoning models
mcp-cli cmd --server sqlite --model gpt-oss --prompt "Think through this step by step" --input data.txt

# Use GPT-5 for complex reasoning
mcp-cli cmd --server sqlite --provider openai --model gpt-5 --prompt "Analyze this data" --input data.txt

# Execute tools directly
mcp-cli cmd --server sqlite --tool list_tables --output tables.json

# Pipeline-friendly processing
echo "SELECT * FROM users LIMIT 5" | mcp-cli cmd --server sqlite --tool read_query --input -

4. Direct Commands

Execute individual commands without entering interactive mode:

# List available tools
mcp-cli tools --server sqlite

# Show provider configuration
mcp-cli provider list

# Show available models for current provider
mcp-cli models

# Show models for specific provider
mcp-cli models openai    # Shows GPT-5, GPT-4, O3 models
mcp-cli models anthropic # Shows Claude 4.5, Claude 3.5 models
mcp-cli models ollama    # Shows gpt-oss, llama3.3, etc.

# Ping servers
mcp-cli ping --server sqlite

# List resources
mcp-cli resources --server sqlite

# UI Theme Management
mcp-cli theme                     # Show current theme and list available
mcp-cli theme dark                # Switch to dark theme
mcp-cli theme --select            # Interactive theme selector
mcp-cli theme --list              # List all available themes

# Token Storage Management
mcp-cli token backends            # Show available storage backends
mcp-cli --token-backend encrypted token list  # Use specific backend

🌐 MCP Apps (Interactive Browser UIs)

MCP Apps allow tool servers to provide interactive HTML UIs that render in your browser. When a tool has a _meta.ui annotation pointing to a UI resource, mcp-cli automatically launches a local web server and opens the app in your browser.

Prerequisites

# Install the apps extra (adds websockets dependency)
pip install "mcp-cli[apps]"

How It Works

Connect to an MCP server that provides app-enabled tools
Call a tool that has _meta.ui metadata (e.g., show_chart, show_table)
mcp-cli automatically fetches the UI resource, starts a local server, and opens your browser
The app receives tool results in real-time via WebSocket

Example

# Connect to a server with app-enabled tools
mcp-cli --server view_demo

# In chat, ask for something visual:
> Show me the sales data as a chart
# Browser opens automatically with an interactive chart

# The /tools command shows which tools have app UIs (APP column)
> /tools

Architecture

Host page serves a sandboxed iframe with the app HTML
WebSocket bridge proxies JSON-RPC between the browser and MCP servers
Security: Iframe sandbox, CSP protection, XSS prevention, URL scheme validation
Reliability: Message queuing during disconnects, exponential backoff reconnection, deferred tool result delivery

See MCP Apps Documentation for the full guide.

🤖 Using Chat Mode

Chat mode provides the most advanced interface with streaming responses and intelligent tool usage.

Starting Chat Mode

# Simple startup with default reasoning model (gpt-oss)
mcp-cli --server sqlite

# Multiple servers
mcp-cli --server sqlite,filesystem

# With advanced reasoning models
mcp-cli --server sqlite --provider openai --model gpt-5
mcp-cli --server sqlite --provider anthropic --model claude-4-5-opus

Chat Commands (Slash Commands)

Provider & Model Management

/provider                           # Show current configuration (default: ollama)
/provider list                      # List all providers
/provider config                    # Show detailed configuration
/provider diagnostic               # Test provider connectivity
/provider set ollama api_base http://localhost:11434  # Configure Ollama endpoint
/provider openai                   # Switch to OpenAI (requires API key)
/provider anthropic                # Switch to Anthropic (requires API key)
/provider openai gpt-5             # Switch to OpenAI GPT-5

# Custom Provider Management
/provider custom                   # List custom providers
/provider add localai http://localhost:8080/v1 gpt-4  # Add custom provider
/provider remove localai           # Remove custom provider

/model                             # Show current model (default: gpt-oss)
/model llama3.3                    # Switch to different Ollama model
/model gpt-5                       # Switch to GPT-5 (if using OpenAI)
/model claude-4-5-opus             # Switch to Claude 4.5 (if using Anthropic)
/models                            # List available models for current provider

Tool Management

/tools                             # List available tools
/tools --all                       # Show detailed tool information
/tools --raw                       # Show raw JSON definitions
/tools call                        # Interactive tool execution

/toolhistory                       # Show tool execution history
/th -n 5                          # Last 5 tool calls
/th 3                             # Details for call #3
/th --json                        # Full history as JSON

Server Management (Runtime Configuration)

/server                            # List all configured servers
/server list                       # List servers (alias)
/server list all                   # Include disabled servers

# Add servers at runtime (persists in ~/.mcp-cli/preferences.json)
/server add <name> stdio <command> [args...]
/server add sqlite stdio uvx mcp-server-sqlite --db-path test.db
/server add playwright stdio npx @playwright/mcp@latest
/server add time stdio uvx mcp-server-time
/server add fs stdio npx @modelcontextprotocol/server-filesystem /path/to/dir

# HTTP/SSE server examples with authentication
/server add github --transport http --header "Authorization: Bearer ghp_token" -- https://api.github.com/mcp
/server add myapi --transport http --env API_KEY=secret -- https://api.example.com/mcp
/server add events --transport sse -- https://events.example.com/sse

# Manage server state
/server enable <name>              # Enable a disabled server
/server disable <name>             # Disable without removing
/server remove <name>              # Remove user-added server
/server ping <name>                # Test server connectivity

# Server details
/server <name>                     # Show server configuration details

Note: Servers added via /server add are stored in ~/.mcp-cli/preferences.json and persist across sessions. Project servers remain in server_config.json.

Multi-Modal Attachments

/attach image.png                  # Stage an image for the next message
/attach code.py                    # Stage a text file
/attach list                       # Show currently staged files
/attach clear                      # Clear staged files
/file data.csv                     # Alias for /attach
/image screenshot.heic             # Alias for /attach

# Inline file references (in any message)
@file:screenshot.png describe what you see
@file:data.csv summarize this data

# Image URLs are auto-detected
https://example.com/photo.jpg what is in this image?

Conversation Management

/conversation                      # Show conversation history
/ch -n 10                         # Last 10 messages
/ch 5                             # Details for message #5
/ch --json                        # Full history as JSON

/save conversation.json            # Save conversation to file
/compact                          # Summarize conversation
/clear                            # Clear conversation history
/cls                              # Clear screen only

UI Customization

/theme                            # Interactive theme selector with preview
/theme dark                       # Switch to dark theme
/theme monokai                    # Switch to monokai theme

# Available themes: default, dark, light, minimal, terminal, monokai, dracula, solarized
# Themes are persisted across sessions

Token Management

/token                            # List all stored tokens
/token list                       # List all tokens explicitly
/token set <name>                 # Store a bearer token
/token get <name>                 # Get token details
/token delete <name>              # Delete a token
/token clear                      # Clear all tokens (with confirmation)
/token backends                   # Show available storage backends

# Examples
/token set my-api                 # Prompts for token value (secure)
/token get notion --oauth         # Get OAuth token for Notion server
/token list --api-keys            # List only provider API keys

Token Storage Backends: MCP CLI supports multiple secure token storage backends:

Keychain (macOS) - Uses macOS Keychain (default on macOS)
Windows Credential Manager - Native Windows storage (default on Windows)
Secret Service - Linux desktop keyring (GNOME/KDE)
Encrypted File - AES-256 encrypted local files (cross-platform fallback)
HashiCorp Vault - Enterprise secret management

Override the default backend with --token-backend:

# Use encrypted file storage instead of keychain
mcp-cli --token-backend encrypted token list

# Use vault for enterprise environments
mcp-cli --token-backend vault token list

See Token Management Guide for comprehensive documentation.

Session Control

/verbose                          # Toggle verbose/compact display (Default: Enabled)
/confirm                          # Toggle tool call confirmation (Default: Enabled)
/interrupt                        # Stop running operations
/server                           # Manage MCP servers (see Server Management above)
/help                            # Show all commands
/help tools                       # Help for specific command
/exit                            # Exit chat mode

For complete command documentation, see Commands System Guide.

Chat Features

Streaming Responses with Reasoning Visibility

🧠 Reasoning Models: See the AI's thinking process with gpt-oss, GPT-5, Claude 4
Real-time Generation: Watch text appear token by token
Performance Metrics: Words/second, response time
Graceful Interruption: Ctrl+C to stop streaming
Progressive Rendering: Markdown formatted as it streams

Tool Execution

Automatic tool discovery and usage
Concurrent execution with progress indicators
Verbose and compact display modes
Complete execution history and timing

Multi-Modal Attachments

Attach images, text files, and audio to any message
/attach command with staging, list, and clear (aliases: /file, /image)
Inline @file:path references in any message
--attach CLI flag for first-message attachments
Browser "+" button with drag-and-drop and clipboard paste (with --dashboard)
Dashboard renders thumbnails, text previews, and audio players

Provider Integration

Seamless switching between providers
Model-specific optimizations
API key and endpoint management
Health monitoring and diagnostics

🖥️ Using Interactive Mode

Interactive mode provides a command shell for direct server interaction.

Starting Interactive Mode

mcp-cli interactive --server sqlite

Interactive Commands

help                              # Show available commands
exit                              # Exit interactive mode
clear                             # Clear terminal

# Provider management
provider                          # Show current provider
provider list                     # List providers
provider anthropic                # Switch provider
provider openai gpt-5             # Switch to GPT-5

# Model management
model                             # Show current model
model gpt-oss                     # Switch to reasoning model
model claude-4-5-opus             # Switch to Claude 4.5
models                            # List available models

# Tool operations
tools                             # List tools
tools --all                       # Detailed tool info
tools call                        # Interactive tool execution

# Server operations
servers                           # List servers
ping                              # Ping all servers
resources                         # List resources
prompts                           # List prompts

📄 Using Command Mode

Command mode provides Unix-friendly automation capabilities.

Command Mode Options

--input FILE                      # Input file (- for stdin)
--output FILE                     # Output file (- for stdout)
--prompt TEXT                     # Prompt template
--tool TOOL                       # Execute specific tool
--tool-args JSON                  # Tool arguments as JSON
--system-prompt TEXT              # Custom system prompt
--raw                             # Raw output without formatting
--single-turn                     # Disable multi-turn conversation
--max-turns N                     # Maximum conversation turns

Examples

# Text processing with reasoning models
echo "Analyze this data" | mcp-cli cmd --server sqlite --model gpt-oss --input - --output analysis.txt

# Use GPT-5 for complex analysis
mcp-cli cmd --server sqlite --provider openai --model gpt-5 --prompt "Provide strategic analysis" --input report.txt

# Tool execution
mcp-cli cmd --server sqlite --tool list_tables --raw

# Complex queries
mcp-cli cmd --server sqlite --tool read_query --tool-args '{"query": "SELECT COUNT(*) FROM users"}'

# Batch processing with GNU Parallel
ls *.txt | parallel mcp-cli cmd --server sqlite --input {} --output {}.summary --prompt "Summarize: {{input}}"

🔧 Provider Configuration

Ollama Configuration (Default)

Ollama runs locally by default on http://localhost:11434. MCP CLI v0.11.1+ with CHUK-LLM v0.16+ includes llama.cpp integration that automatically discovers and reuses Ollama's downloaded models for 1.53x faster inference (311 vs 204 tokens/sec) without re-downloading.

To use reasoning and other models:

# Pull reasoning and other models for Ollama
ollama pull gpt-oss          # Default reasoning model
ollama pull llama3.3         # Latest Llama
ollama pull llama3.2         # Llama 3.2
ollama pull qwen3            # Qwen 3
ollama pull qwen2.5-coder    # Coding-focused
ollama pull deepseek-coder   # DeepSeek coder
ollama pull granite3.3       # IBM Granite
ollama pull mistral          # Mistral
ollama pull gemma3           # Google Gemma
ollama pull phi3             # Microsoft Phi
ollama pull codellama        # Code Llama

# List available Ollama models
ollama list

# Configure remote Ollama server
mcp-cli provider set ollama api_base http://remote-server:11434

Cloud Provider Configuration

To use cloud providers with advanced models, configure API keys:

# Configure OpenAI (for GPT-5, GPT-4, O3 models)
mcp-cli provider set openai api_key sk-your-key-here

# Configure Anthropic (for Claude 4.5, Claude 3.5)
mcp-cli provider set anthropic api_key sk-ant-your-key-here

# Configure Azure OpenAI (for enterprise GPT-5)
mcp-cli provider set azure_openai api_key sk-your-key-here
mcp-cli provider set azure_openai api_base https://your-resource.openai.azure.com

# Configure other providers
mcp-cli provider set gemini api_key your-gemini-key
mcp-cli provider set groq api_key your-groq-key

# Test configuration
mcp-cli provider diagnostic openai
mcp-cli provider diagnostic anthropic

Custom OpenAI-Compatible Providers

MCP CLI supports adding custom OpenAI-compatible providers (LocalAI, custom proxies, etc.):

# Add a custom provider (persisted across sessions)
mcp-cli provider add localai http://localhost:8080/v1 gpt-4 gpt-3.5-turbo
mcp-cli provider add myproxy https://proxy.example.com/v1 custom-model-1 custom-model-2

# Set API key via environment variable (never stored in config)
export LOCALAI_API_KEY=your-api-key
export MYPROXY_API_KEY=your-api-key

# List custom providers
mcp-cli provider custom

# Use custom provider
mcp-cli --provider localai --server sqlite
mcp-cli --provider myproxy --model custom-model-1 --server sqlite

# Remove custom provider
mcp-cli provider remove localai

# Runtime provider (session-only, not persisted)
mcp-cli --provider temp-ai --api-base https://api.temp.com/v1 --api-key test-key --server sqlite

Security Note: API keys can be stored securely in OS-native keychains (macOS Keychain, Windows Credential Manager, Linux Secret Service) or HashiCorp Vault using the token management system. Alternatively, use environment variables following the pattern {PROVIDER_NAME}_API_KEY or pass via --api-key for session-only use. See Token Management for details.

Manual Configuration

The chuk_llm library configuration in ~/.chuk_llm/config.yaml:

ollama:
  api_base: http://localhost:11434
  default_model: gpt-oss

openai:
  api_base: https://api.openai.com/v1
  default_model: gpt-5

anthropic:
  api_base: https://api.anthropic.com
  default_model: claude-4-5-opus

azure_openai:
  api_base: https://your-resource.openai.azure.com
  default_model: gpt-5

gemini:
  api_base: https://generativelanguage.googleapis.com
  default_model: gemini-2.0-flash

groq:
  api_base: https://api.groq.com
  default_model: llama-3.1-70b

API keys can be provided via:

Secure token storage (recommended) - Stored in OS keychain/Vault, see Token Management
Environment variables - Export in your shell or add to ~/.chuk_llm/.env:

OPENAI_API_KEY=sk-your-key-here
ANTHROPIC_API_KEY=sk-ant-your-key-here
AZURE_OPENAI_API_KEY=sk-your-azure-key-here
GEMINI_API_KEY=your-gemini-key
GROQ_API_KEY=your-groq-key

Command-line - Pass --api-key for session-only use (not persisted)

📂 Server Configuration

MCP CLI supports two types of server configurations:

Project Servers (server_config.json): Shared project-level configurations
User Servers (~/.mcp-cli/preferences.json): Personal runtime-added servers that persist across sessions

Configuration File Discovery

MCP CLI searches for server_config.json in the following priority order:

Explicit path via --config-file option:

mcp-cli --config-file /path/to/custom-config.json

Current directory - Automatically detected when running from a project directory:

cd /path/to/my-project
mcp-cli --server sqlite    # Uses ./server_config.json if it exists

Bundled default - When running via uvx or from any directory without a local config:

uvx mcp-cli --server cloudflare_workers    # Uses packaged server_config.json

This means you can:

Override per-project: Place a server_config.json in your project directory with project-specific server configurations
Use defaults globally: Run uvx mcp-cli from anywhere and get the bundled default servers
Customize explicitly: Use --config-file to specify any configuration file location

Bundled Default Servers

MCP CLI v0.11.1+ comes with an expanded set of pre-configured servers in the bundled server_config.json:

Server	Type	Description	Configuration
sqlite	STDIO	SQLite database operations	`uvx mcp-server-sqlite --db-path test.db`
echo	STDIO	Echo server for testing	`uvx chuk-mcp-echo stdio`
math	STDIO	Mathematical computations	`uvx chuk-mcp-math-server`
playwright	STDIO	Browser automation	`npx @playwright/mcp@latest`
brave_search	STDIO	Web search via Brave API	Requires `BRAVE_API_KEY` token
notion	HTTP	Notion workspace integration	`https://mcp.notion.com/mcp` (OAuth)
cloudflare_workers	HTTP	Cloudflare Workers bindings	`https://bindings.mcp.cloudflare.com/mcp` (OAuth)
monday	HTTP	Monday.com integration	`https://mcp.monday.com/mcp` (OAuth)
linkedin	HTTP	LinkedIn integration	`https://linkedin.chukai.io/mcp`
weather	HTTP	Weather data service	`https://weather.chukai.io/mcp`

Note: HTTP servers and API-based servers require authentication. Use the Token Management system to configure access tokens.

To use these servers:

# Use bundled servers from anywhere
uvx mcp-cli --server sqlite
uvx mcp-cli --server echo
uvx mcp-cli --server math
uvx mcp-cli --server playwright

# API-based servers require tokens
mcp-cli token set brave_search --type bearer
uvx mcp-cli --server brave_search

# HTTP/OAuth servers require OAuth authentication
uvx mcp-cli token set notion --oauth
uvx mcp-cli --server notion

# Use multiple servers simultaneously
uvx mcp-cli --server sqlite,math,playwright

Project Configuration

Create a server_config.json file with your MCP server configurations:

{
  "mcpServers": {
    "sqlite": {
      "command": "python",
      "args": ["-m", "mcp_server.sqlite_server"],
      "env": {
        "DATABASE_PATH": "database.db"
      }
    },
    "filesystem": {
      "command": "npx",
      "args": ["-y", "@modelcontextprotocol/server-filesystem", "/path/to/allowed/files"],
      "env": {}
    },
    "brave-search": {
      "command": "npx",
      "args": ["-y", "@brave/brave-search-mcp-server"],
      "env": {
        "BRAVE_API_KEY": "${TOKEN:bearer:brave_search}"
      }
    },
    "notion": {
      "url": "https://mcp.notion.com/mcp",
      "headers": {
        "Authorization": "Bearer ${TOKEN:bearer:notion}"
      }
    }
  }
}

Secure Token Replacement

MCP CLI supports automatic token replacement from secure storage using the ${TOKEN:namespace:name} syntax:

Syntax: ${TOKEN:<namespace>:<token-name>}

Examples:

{
  "mcpServers": {
    "brave-search": {
      "command": "npx",
      "args": ["-y", "@brave/brave-search-mcp-server"],
      "env": {
        "BRAVE_API_KEY": "${TOKEN:bearer:brave_search}"
      }
    },
    "api-server": {
      "url": "https://api.example.com/mcp",
      "headers": {
        "Authorization": "Bearer ${TOKEN:bearer:my_api}",
        "X-API-Key": "${TOKEN:api-key:my_service}"
      }
    }
  }
}

Token Storage:

# Store tokens securely (never in config files!)
mcp-cli token set brave_search --type bearer
# Enter token value when prompted (hidden input)

mcp-cli token set my_api --type bearer --value "your-token-here"

# Tokens are stored in OS-native secure storage:
# - macOS: Keychain
# - Windows: Credential Manager
# - Linux: Secret Service (GNOME Keyring/KWallet)

Supported Locations:

env: Environment variables for STDIO servers
headers: HTTP headers for HTTP/SSE servers

Namespaces:

bearer: Bearer tokens (default for --type bearer)
api-key: API keys (default for --type api-key)
oauth: OAuth tokens (automatic)
generic: Custom tokens

Benefits:

✅ Never store API keys in config files
✅ Share server_config.json safely (no secrets)
✅ Tokens encrypted in OS-native secure storage
✅ Works across all transport types (STDIO, HTTP, SSE)

See Token Management Guide for complete documentation.

Runtime Server Management

Add servers dynamically during runtime without editing configuration files:

# Add STDIO servers (most common)
mcp-cli
> /server add sqlite stdio uvx mcp-server-sqlite --db-path mydata.db
> /server add playwright stdio npx @playwright/mcp@latest
> /server add time stdio uvx mcp-server-time

# Add HTTP servers with authentication
> /server add github --transport http --header "Authorization: Bearer ghp_token" -- https://api.github.com/mcp
> /server add myapi --transport http --env API_KEY=secret -- https://api.example.com/mcp

# Add SSE (Server-Sent Events) servers
> /server add events --transport sse -- https://events.example.com/sse

# Manage servers
> /server list                     # Show all servers
> /server disable sqlite           # Temporarily disable
> /server enable sqlite            # Re-enable
> /server remove myapi             # Remove user-added server

Key Points:

User-added servers persist in ~/.mcp-cli/preferences.json
Survive application restarts
Can be enabled/disabled without removal
Support STDIO, HTTP, and SSE transports
Environment variables and headers for authentication

📈 Advanced Usage Examples

Reasoning Model Comparison

# Compare reasoning across different models
> /provider ollama
> /model gpt-oss
> Think through this problem step by step: If a train leaves New York at 3 PM...
[See the complete thinking process with gpt-oss]

> /provider openai
> /model gpt-5
> Think through this problem step by step: If a train leaves New York at 3 PM...
[See GPT-5's reasoning approach]

> /provider anthropic
> /model claude-4-5-opus
> Think through this problem step by step: If a train leaves New York at 3 PM...
[See Claude 4.5's analytical process]

Local-First Workflow with Reasoning

# Start with default Ollama/gpt-oss (no API key needed)
mcp-cli chat --server sqlite

# Use reasoning model for complex problems
> Think through this database optimization problem step by step
[gpt-oss shows its complete thinking process before answering]

# Try different local models for different tasks
> /model llama3.3              # General purpose
> /model qwen2.5-coder         # For coding tasks
> /model deepseek-coder        # Alternative coding model
> /model granite3.3            # IBM's model
> /model gpt-oss               # Back to reasoning model

# Switch to cloud when needed (requires API keys)
> /provider openai
> /model gpt-5
> Complex enterprise architecture design...

> /provider anthropic
> /model claude-4-5-opus
> Detailed strategic analysis...

> /provider ollama
> /model gpt-oss
> Continue with local processing...

Multi-Provider Workflow

# Start with local reasoning (default, no API key)
mcp-cli chat --server sqlite

# Compare responses across providers
> /provider ollama
> What's the best way to optimize this SQL query?

> /provider openai gpt-5        # Requires API key
> What's the best way to optimize this SQL query?

> /provider anthropic claude-4-5-sonnet  # Requires API key
> What's the best way to optimize this SQL query?

# Use each provider's strengths
> /provider ollama gpt-oss      # Local reasoning, privacy
> /provider openai gpt-5        # Advanced reasoning
> /provider anthropic claude-4-5-opus  # Deep analysis
> /provider groq llama-3.1-70b  # Ultra-fast responses

Complex Tool Workflows with Reasoning

# Use reasoning model for complex database tasks
> /model gpt-oss
> I need to analyze our database performance. Think through what we should check first.
[gpt-oss shows thinking: "First, I should check the table structure, then indexes, then query patterns..."]
[Tool: list_tables] → products, customers, orders

> Now analyze the indexes and suggest optimizations
[gpt-oss thinks through index analysis]
[Tool: describe_table] → Shows current indexes
[Tool: read_query] → Analyzes query patterns

> Create an optimization plan based on your analysis
[Complete reasoning process followed by specific recommendations]

Automation and Scripting

# Batch processing with different models
for file in data/*.csv; do
  # Use reasoning model for analysis
  mcp-cli cmd --server sqlite \
    --model gpt-oss \
    --prompt "Analyze this data and think through patterns" \
    --input "$file" \
    --output "analysis/$(basename "$file" .csv)_reasoning.txt"
  
  # Use coding model for generating scripts
  mcp-cli cmd --server sqlite \
    --model qwen2.5-coder \
    --prompt "Generate Python code to process this data" \
    --input "$file" \
    --output "scripts/$(basename "$file" .csv)_script.py"
done

# Pipeline with reasoning
cat complex_problem.txt | \
  mcp-cli cmd --model gpt-oss --prompt "Think through this step by step" --input - | \
  mcp-cli cmd --model llama3.3 --prompt "Summarize the key points" --input - > solution.txt

Performance Monitoring

# Check provider and model performance
> /provider diagnostic
Provider Diagnostics
Provider      | Status      | Response Time | Features      | Models
ollama        | ✅ Ready    | 56ms         | 📡🔧         | gpt-oss, llama3.3, qwen3, ...
openai        | ✅ Ready    | 234ms        | 📡🔧👁️      | gpt-5, gpt-4o, o3, ...
anthropic     | ✅ Ready    | 187ms        | 📡🔧         | claude-4-5-opus, claude-4-5-sonnet, ...
azure_openai  | ✅ Ready    | 198ms        | 📡🔧👁️      | gpt-5, gpt-4o, ...
gemini        | ✅ Ready    | 156ms        | 📡🔧👁️      | gemini-2.0-flash, ...
groq          | ✅ Ready    | 45ms         | 📡🔧         | llama-3.1-70b, ...

# Check available models
> /models
Models for ollama (Current Provider)
Model                | Status
gpt-oss             | Current & Default (Reasoning)
llama3.3            | Available
llama3.2            | Available
qwen2.5-coder       | Available
deepseek-coder      | Available
granite3.3          | Available
... and 6 more

# Monitor tool execution with reasoning
> /verbose
> /model gpt-oss
> Analyze the database and optimize the slowest queries
[Shows complete thinking process]
[Tool execution with timing]

🔍 Troubleshooting

Common Issues

Ollama not running (default provider):

# Start Ollama service
ollama serve

# Or check if it's running
curl http://localhost:11434/api/tags

Model not found:

# For Ollama (default), pull the model first
ollama pull gpt-oss      # Reasoning model
ollama pull llama3.3     # Latest Llama
ollama pull qwen2.5-coder # Coding model

# List available models
ollama list

# For cloud providers, check supported models
mcp-cli models openai     # Shows GPT-5, GPT-4, O3 models
mcp-cli models anthropic  # Shows Claude 4.5, Claude 3.5 models

Provider not found or API key missing:

# Check available providers
mcp-cli provider list

# For cloud providers, set API keys
mcp-cli provider set openai api_key sk-your-key
mcp-cli provider set anthropic api_key sk-ant-your-key

# Test connection
mcp-cli provider diagnostic openai

Connection issues with Ollama:

# Check Ollama is running
ollama list

# Test connection
mcp-cli provider diagnostic ollama

# Configure custom endpoint if needed
mcp-cli provider set ollama api_base http://localhost:11434

Debug Mode

Enable verbose logging for troubleshooting:

mcp-cli --verbose chat --server sqlite
mcp-cli --log-level DEBUG interactive --server sqlite

# Write debug logs to a rotating file (secrets are automatically redacted)
mcp-cli --log-file ~/.mcp-cli/logs/debug.log --server sqlite

🔒 Security Considerations

Privacy & Local-First

Local by Default: Ollama with gpt-oss runs locally, keeping your data private
No Cloud Required: Full functionality without external API dependencies

Token & Authentication Security

Secure Token Storage: Tokens stored in OS-native credential stores (macOS Keychain, Windows Credential Manager, Linux Secret Service) under the "mcp-cli" service identifier
Multiple Storage Backends: Choose between keychain, encrypted files, or HashiCorp Vault based on security requirements
API Keys: Only needed for cloud providers (OpenAI, Anthropic, etc.), stored securely using token management system
OAuth 2.0 Support: Secure authentication for MCP servers using PKCE and resource indicators (RFC 7636, RFC 8707)

Log Security

Secret Redaction: All log output (console and file) is automatically redacted for Bearer tokens, API keys (sk-*), OAuth access tokens, and Authorization headers
Rotating File Logs: Optional --log-file with JSON format, 10MB rotation, and 3 backup files

Execution Security

Tool Validation: All tool calls are validated before execution
Timeout Protection: Configurable timeouts prevent hanging operations (v0.13+)
Circuit Breakers: Automatic failure detection and recovery to prevent cascading failures (v0.13+)
Server Isolation: Each server runs in its own process
File Access: Filesystem access can be disabled with --disable-filesystem
Transport Monitoring: Automatic detection of connection failures with warnings (v0.11+)

MCP Apps Security

Iframe Sandbox: Apps run in sandboxed iframes with restricted permissions
Content Security Policy: Server-supplied CSP domains are validated and sanitized
XSS Prevention: Tool names and user-supplied content are HTML-escaped before template injection
URL Scheme Validation: ui/open-link only allows http:// and https:// schemes
Tool Name Validation: Bridge rejects tool names not matching the MCP spec character set

🚀 Performance Features

LLM Provider Performance (v0.16+)

52x Faster Imports: Reduced from 735ms to 14ms through lazy loading
112x Faster Client Creation: Automatic thread-safe caching
llama.cpp Integration: 1.53x faster inference (311 vs 204 tokens/sec) with automatic Ollama model reuse
Dynamic Model Discovery: Zero overhead capability-based model selection

Tool Execution Performance (v0.13+)

Production Middleware: Timeouts, retries with exponential backoff, circuit breakers, and result caching
Concurrent Tool Execution: Multiple tools can run simultaneously with proper coordination
Connection Health Monitoring: Automatic detection and recovery from transport failures
Optimized Tool Manager: Reduced from 2000+ to ~800 lines while maintaining all functionality

Runtime Performance

Local Processing: Default Ollama provider minimizes latency
Reasoning Visibility: See AI thinking process with gpt-oss, GPT-5, Claude 4
Streaming Responses: Real-time response generation
Connection Pooling: Efficient reuse of client connections
Caching: Tool metadata and provider configurations are cached
Async Architecture: Non-blocking operations throughout

📦 Dependencies

Core dependencies are organized into feature groups:

cli: Terminal UI and command framework (Rich, Typer, chuk-term)
dev: Development tools, testing utilities, linting
chuk-tool-processor v0.22+: Production-grade tool execution with middleware, multiple execution strategies, and observability
chuk-llm v0.17+: Unified LLM provider with dynamic model discovery, capability-based selection, and llama.cpp integration
chuk-term: Enhanced terminal UI with themes, prompts, and cross-platform support

Install with specific features:

pip install "mcp-cli[cli]"        # Basic CLI features
pip install "mcp-cli[cli,dev]"    # CLI with development tools
pip install "mcp-cli[apps]"       # MCP Apps (interactive browser UIs)

🤝 Contributing

We welcome contributions! Please see our Contributing Guide for details.

Development Setup

git clone https://github.com/chrishayuk/mcp-cli
cd mcp-cli
pip install -e ".[cli,dev]"
pre-commit install

Demo Scripts

Explore the capabilities of MCP CLI:

# Command Mode Demos

# General cmd mode features (bash)
bash examples/cmd_mode_demo.sh

# LLM integration with cmd mode (bash)
bash examples/cmd_mode_llm_demo.sh

# Python integration example
uv run examples/cmd_mode_python_demo.py

# Custom Provider Management Demos

# Interactive walkthrough demo (educational)
uv run examples/custom_provider_demo.py

# Working demo with actual inference (requires OPENAI_API_KEY)
uv run examples/custom_provider_working_demo.py

# Simple shell script demo (requires OPENAI_API_KEY)
bash examples/custom_provider_simple_demo.sh

# Terminal management features (chuk-term)
uv run examples/ui_terminal_demo.py

# Output system with themes (chuk-term)
uv run examples/ui_output_demo.py

# Streaming UI capabilities (chuk-term)
uv run examples/ui_streaming_demo.py

Running Tests

pytest
pytest --cov=mcp_cli --cov-report=html

from https://github.com/IBM/mcp-cli

-----

Documentation for the Model Context Protocol (MCP)

modelcontextprotocol.io

Model Context Protocol documentation

This documentation has moved to modelcontextprotocol/modelcontextprotocol.

Please file issues and pull requests for documentation changes there.

from https://github.com/modelcontextprotocol/docs

------

Specification and documentation for the Model Context Protocol

modelcontextprotocol.io

Model Context Protocol (MCP)

Just heard of MCP and not sure where to start? Check out our documentation website.

This repo contains the:

MCP specification
MCP protocol schema
Official MCP documentation

The schema is defined in TypeScript first, but made available as JSON Schema as well, for wider compatibility.

The official MCP documentation is built using Mintlify and available at modelcontextprotocol.io.

from https://github.com/modelcontextprotocol/modelcontextprotocol

-------

An MCP proxy server that aggregates and serves multiple MCP resource servers through a single interface

MCP Proxy Server

An MCP proxy server that aggregates and serves multiple MCP resource servers through a single interface. This server acts as a central hub that can:

Connect to and manage multiple MCP resource servers
Expose their combined capabilities through a unified interface
Handle routing of requests to appropriate backend servers
Aggregate responses from multiple sources

Features

Resource Management

Discover and connect to multiple MCP resource servers
Aggregate resources from all connected servers
Maintain consistent URI schemes across servers
Handle resource routing and resolution

Tool Aggregation

Expose tools from all connected servers
Route tool calls to appropriate backend servers
Maintain tool state and handle responses

Prompt Handling

Aggregate prompts from all connected servers
Route prompt requests to appropriate backends
Handle multi-server prompt responses

Configuration

The server requires a JSON configuration file that specifies the MCP servers to connect to. Copy the example config and modify it for your needs:

cp config.example.json config.json

Example config structure:

{
  "servers": [
    {
      "name": "Server 1",
      "transport": {
        "command": "/path/to/server1/build/index.js"
      }
    },
    {
      "name": "Server 2",
      "transport": {
        "command": "server2-command",
        "args": ["--option1", "value1"],
        "env": ["SECRET_API_KEY"]
      }
    },
    {
      "name": "Example Server 3",
      "transport": {
        "type": "sse",
        "url": "http://localhost:8080/sse"
      }
    }
  ]
}

The config file must be provided when running the server:

MCP_CONFIG_PATH=./config.json mcp-proxy-server

Development

Install dependencies:

npm install

Build the server:

npm run build

For development with auto-rebuild:

npm run watch

For development with continuous run:

# Stdio
npm run dev
# SSE
npm run dev:sse

Installation

To use with Claude Desktop, add the server config:

On MacOS: ~/Library/Application Support/Claude/claude_desktop_config.json On Windows: %APPDATA%/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "mcp-proxy": {
      "command": "/path/to/mcp-proxy-server/build/index.js",
      "env": {
        "MCP_CONFIG_PATH": "/absolute/path/to/your/config.json",
        "KEEP_SERVER_OPEN": "1"
      }
    }
  }
}

KEEP_SERVER_OPEN will keep the SSE running even if a client disconnects. Useful when multiple clients connects to the MCP proxy.

Debugging

Since MCP servers communicate over stdio, debugging can be challenging. We recommend using the MCP Inspector, which is available as a package script:

npm run inspector

The Inspector will provide a URL to access debugging tools in your browser.

from https://github.com/adamwattis/mcp-proxy-server

	Alpha Vantage MCP Server - Access financial market data: realtime & historical stock, ETF, options, forex, crypto, commodities, fundamentals, technical indicators, & more
	Amazon seller intelligence in your AI — brand, seller, buy-box & niche research in Claude or ChatGPT, with Webotee.

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Sunday, 5 July 2026

awesome-mcp-servers

What is MCP?

Clients

Tutorials

Community

Legend

Server Implementations

🔗 Aggregators

🚀 Aerospace & Astrodynamics

🎨 Art & Culture

📐 Architecture & Design

Biology, Medicine and Bioinformatics

📂 Browser Automation

☁️ Cloud Platforms

👨‍💻 Code Execution

🤖 Coding Agents

🖥️ Command Line

💬 Communication

🗣️ Conversational AI

🔑 Cryptography

👤 Customer Data Platforms

🗄️ Databases

📊 Data Platforms

💻 Developer Tools

🔒 Delivery

🧮 Data Science Tools

📊 Data Visualization

📟 Embedded System

🎓 Education

🛒 E-Commerce

🌳 Environment & Nature

📂 File Systems

💰 Finance & Fintech

Awesome MCP Servers

Sponsors

Reference Servers

Official Servers

Community Servers

Clients

Frameworks

MCP CLI - Model Context Protocol Command Line Interface

🆕 Recent Updates (v0.16)

AI Virtual Memory (Experimental)

Execution Plans (Tier 6)

MCP Apps (SEP-1865)

Production Hardening

Performance & Polish

Dashboard (Real-Time Browser UI)

Multi-Modal Attachments

Code Quality

🔄 Architecture Overview

🌟 Features

Multiple Operational Modes

Advanced Chat Interface

Comprehensive Provider Support

Robust Tool System (Powered by CHUK Tool Processor v0.22+)

MCP Apps (Interactive UIs)

Execution Plans (Powered by chuk-ai-planner)

Advanced Configuration Management

Enhanced User Experience

📚 Documentation

Project

Core Documentation

Specialized Documentation

UI Documentation

Testing Documentation

📋 Prerequisites

🚀 Installation

Quick Start with Ollama (Default)

Using Different Models

🧰 Global Configuration

Default Configuration

Command-line Arguments

Environment Variables

🌐 Available Modes

1. Chat Mode (Default)

2. Interactive Mode

3. Command Mode