Discover Awesome MCP Servers

mcp-commands

An MCP server for tracking and managing AI command usage history using a PostgreSQL database. It enables users to log, search, and view statistics for various AI-related commands and their execution contexts.

asterdex-mcp-server

A comprehensive MCP server for Aster DEX perpetual futures trading, enabling AI agents to access real-time market data, perform institutional-grade analysis, execute orders, and run automated trading strategies.

handoff-mcp

Provides persistent memory for AI coding agents across sessions by saving and loading session context like tasks, decisions, and blockers.

kci-openapi-mcp

Enables searching and harvesting Korean Citation Index literature, citation indices, and references via REST API and OAI-PMH.

Agent File Guardian

Provides a human-in-the-loop security layer for AI agents by intercepting file operations, explaining them with a local LLM, and enforcing a deterministic policy that requires user approval for risky actions.

MI25-tuning-MCP

Manages multi_llm-client operations for MI25/gfx900 GPUs, enabling configuration updates, inference execution, benchmarking, and performance log analysis via MCP tools.

Replit MCP Server

Enables AI assistants to interact with Replit workspaces directly, including managing repls, file operations, environment variables, and deployments without constant user intervention.

Spectacle

An MCP server that lets Claude query, search, and explore OpenAPI specifications from local files. Supports OpenAPI 3.x and Swagger 2.0.

GMail Manager MCP

Connects Claude Desktop to your Gmail so you can start managing your inbox using natural language. Bulk delete promos & newsletters, organize labels and get useful insights.

Sleeper MCP Server

A server that integrates Sleeper fantasy sports data with Goose AI through the Machine Context Protocol (MCP), providing structured access to fantasy league information.

Librarian MCP Server

Librarian 是一个模型上下文协议 (MCP) 服务器，它提供一个 API 用于列出、搜索和检索以结构化方式存储的 Markdown 文件。

Deephaven MCP

Enables AI assistants to interact with Deephaven real-time data systems, allowing natural language queries, script execution, and management of both Community Core and Enterprise deployments for live data analysis and streaming workflows.

MTDevKit

An MCP server that scaffolds Flutter projects from a custom clean-architecture Bitbucket template, enabling AI agents to create, list, and inspect Flutter projects via natural language.

Debug MCP

An intelligent debugging assistant that automates the debugging process by analyzing bugs, injecting HTTP-based debug logs into code across multiple environments (browser, Node.js, mobile, etc.), and iteratively fixing issues based on real-time feedback.

zsvirt-mcp-server

Enables natural language discovery, inspection, and execution of ZStack's 2000+ cloud management APIs, plus searching and retrieving monitoring metrics, with read-only safety controls and multi-tenant authentication support.

AiDD MCP Server

Provides AI-driven development tools including file system operations, multi-language code analysis with tree-sitter, Git operations, code execution, and system information retrieval.

Tandoor MCP Server

Enables interaction with the Tandoor Recipe Manager via the Model Context Protocol. It allows users to search and create recipes, manage meal plan entries, and update shopping list items through natural language.

debug-recorder-mcp

Local-first debug memory for MCP clients. Record incidents, commands, failed attempts, successful fixes, diagnostics, and searchable debugging history in SQLite.

Jenkins MCP Server

Enables AI assistants to interact with Jenkins CI/CD systems through natural language, providing build management, job monitoring, log analysis, and debugging capabilities.

YouTube MCP Server

Enables interaction with YouTube via MCP, including search, transcript retrieval, trending videos, and AI community discovery.

mcp-tool-chain-optimizer

Analyzes multi-step AI agent tool chains to compute success probability, identify bottlenecks, and suggest better execution orders, enabling more reliable agents via local pure-math computation.

MNS MCP Manager

一个通过 MCP 框架实现的阿里云消息服务（MNS）管理工具，允许用户通过 MCP Host 配置来创建、删除 MNS 队列，以及向 MNS 队列发送和接收消息。

Accessibility MCP

Audits web pages for WCAG 2.2 AA accessibility aligned with the GOV.UK standard using axe-core and headless Chromium, returning structured JSON, markdown reports, and GDS compliance summaries.

MCP PostgreSQL Read-Only Server

Enables secure read-only access to PostgreSQL databases through SELECT queries only, with tools for exploring schemas, listing tables, and executing common queries while preventing any data modification operations.

rustchain-mcp-server

Enables AI agents to interact with the RustChain blockchain, including checking node health, querying wallet balances, listing miners, retrieving epoch information, and browsing open bounties.

rndocs

Search and read React Native documentation offline from the terminal.

MCP-SERVER

Exposes a Posts & Comments API as MCP tools over Streamable HTTP, enabling CRUD operations on posts and comments with validation.

coordinator

Enables multiple Claude Code sessions to communicate, share state, and coordinate tasks through session management, message passing, and task scheduling, supporting a three-role collaboration workflow.

RouteMesh MCP Server

Enables querying blockchain data across multiple EVM chains via RouteMesh, offering built-in RPC tools for blocks, transactions, logs, balances, and gas estimation, plus customer management tools for API keys and usage.

hermes-mcp

MCP server for controlling a Hermes agent deployment via its HTTP API, enabling health checks, log retrieval, task management, and deployment configuration from MCP clients.