Discover Awesome MCP Servers

agnt-lock

Prevents AI agents from overwriting each other's work by providing file locking and coordination via MCP tools.

debate-hall-mcp

Enables structured multi-perspective debates with Wind (explore), Wall (constrain), and Door (synthesize) roles, featuring deterministic state, hash chains, GitHub integration, and auto-orchestration for decision-making.

map-dronelytics

US drone airspace intelligence and mission planning. 24 MCP tools: check airspace restrictions across 11 FAA data layers, plan grid/orbit/corridor surveys, validate Part 107 compliance, generate pre-flight briefings, and export to KML/GPX/QGC/Litchi/WPML.

farebox-mcp

Crypto-native LLM gateway with OpenAI-compatible API and per-token USDC payments on Solana via the x402 protocol.

skillmcp

Turns any folder of agent skills into a live MCP server, exposing skills_list, skills_get, and skills_search tools with zero-dependency stdio support.

Read-Only vSphere MCP Server

Connects MCP-compatible coding agents to VMware vCenter to query information about virtual machines, hosts, clusters, datastores, datacenters, and networks.

MCP Server for ETL Orchestration

Enables natural language-powered ETL workflows using Airflow, AWS Glue, Athena, and S3, allowing LLM agents to control and monitor data infrastructure.

multi-agent-mcp

An MCP server that exposes web lookup, save note, and list notes tools for a router-research-writer agent pipeline, enabling coordinated multi-agent workflows via the Model Context Protocol.

MCP Chess Server

Provides Chess.com player data integration, enabling AI assistants to fetch real-time chess player profiles and comprehensive statistics including ratings, game counts, and performance metrics from Chess.com's public API.

undesirables-mcp-server

35+ tool MCP server for TCG collectibles and AI agents. Vision AI card grading (PSA/Beckett), Monte Carlo price simulation, AI music generation, local image generation, TTS, RAG memory, and financial analytics — all running 100% locally with zero telemetry.

agent-replay-mcp

MCP server for recording, replaying, and comparing agent sessions to debug non-deterministic behavior and detect divergence.

mcp-redmine

MCP server for Redmine that provides full read/write coverage of issues, projects, wiki, time tracking, and more through 73 tools via the Redmine REST API.

@nebelov/yougile-mcp

MCP server for YouGile project management. Provides 57 tools covering 100% of the YouGile API v2, enabling AI agents to manage projects, boards, tasks, and chat directly through natural language.

MCP Appium

Enables AI agents to automate Android mobile device testing through Appium, with automatic device detection, screen element inspection, and natural language test scenario execution.

excel-mcp

Enables reading and writing Excel workbooks (.xlsx) through MCP. Supports listing sheets, tables, pivot tables, reading cell data, exporting to CSV/text/Markdown, and creating/modifying Excel files.

AgentGate

Human-in-the-loop approval gateway for agent tool calls: agents request, policies decide, humans approve via Slack/Discord/web — with an OWASP-LLM-Top-10-tagged audit trail. Self-hostable.

mochi-mcp

Enables creating, managing, and reviewing Mochi flashcards via the Model Context Protocol, supporting card CRUD, deck organization, and spaced repetition review.

MCP Server for Smithery Integration

MCP Server for integrating Greptile API with Smithery Framework, featuring rate limiting and API abstraction

Supply Chain MCP Server

Enables supply chain management tasks such as tracking shipments, managing inventory, and supplier scorecards through MCP protocol.

mcp-saos

MCP server for Polish case-law (SAOS) — Supreme Court, Constitutional Tribunal, common courts and KIO — with ECLI and verifiable citations.

Mermaid Lint MCP

A tool for validating Mermaid diagram syntax through CLI and MCP interfaces, providing real-time error checking and line-specific feedback. It enables AI assistants to self-validate and debug generated diagrams across all Mermaid types, ensuring valid visual documentation.

mcp-python-server

A Python template for creating MCP servers with embedded documentation, featuring example weather service tools using the NWS API.

pdf-translate MCP

Local MCP server for Claude Desktop that translates PDF files using a pipeline of extraction, parallel API translation, checking, and applying.

MWE审批MCP

This MCP server enables managing DingTalk OA approval processes via the official OpenAPI, supporting approval detail queries, attachment downloads, and approval workflow actions such as starting, approving, rejecting, and revoking instances, with security features like fixed caller and allowlist.

submagic-mcp-server

Connects AI assistants to Submagic's video editing API for creating viral short-form content with AI captions in 107 languages.

mcp-devdb

A safe, read-only MCP server for local development databases (PostgreSQL and SQLite) that provides guarded introspection tools like schema listing, sample rows, and explain plans with column masking and query budgets.

NutriAI MCP Server

Enables nutritional analysis of food descriptions by integrating with OpenAI's API to provide calorie estimates, macronutrient breakdowns, and dietary insights. Designed for educational purposes and follows OpenAI Apps SDK design guidelines.

FL Studio MCP Bridge

Enables MCP-compatible chat to control FL Studio on Windows, including transport, BPM, channels, mixer, patterns, and note insertion via MIDI bridge.

Kael MCP Server

AI Swiss Army Knife — web fetch, search, screenshots, PDF extraction, code execution, and async task runner. One MCP server, 8 tools, 10x cheaper than alternatives.

model-council-mcp-codex

Routes questions to a council of AI models (local and cloud) and synthesizes their answers in five configurable modes: individual, categorized, deconflicted, pooled, and dialectic.