Discover Awesome MCP Servers

DevContext

Workspace-aware MCP server that provides AI clients with structural code understanding via AST parsing, hybrid retrieval, and git history, enabling accurate code search, definition lookup, and blame analysis.

tavily-mcp-python

Tavily MCP Server implementation that uses fastmcp and supports both sse and stdio transports. It also supports more up to date functionalities of Tavily.

Docling Granite MCP Server

Converts PDF documents to Markdown with automatic image description generation using IBM Granite Vision, supporting streaming and page range selection.

AVS Document Search System

A vector search system that enables semantic retrieval of document chunks using MongoDB Atlas Vector Search and Voyage AI embeddings, allowing users to search documents by meaning rather than just keywords.

vibecompass-mcp

MCP server that connects AI coding tools to VibeCompass projects for reading context and writing decisions, conflicts, and session notes.

remember-mcp

Multi-tenant memory system MCP server with vector search, relationships, and trust-based access control for AI assistants.

MCP Chat

A command-line interface application that enables interaction with LLMs through document retrieval, command-based prompts, and extensible tool integrations using the Model Control Protocol architecture.

claude-swarm-mcp

Orchestrates multiple Claude Code instances into a collaborative swarm for real-time task delegation, message exchange, and code snippet sharing. It features peer discovery, status tracking, and a centralized web dashboard to monitor coordinated activity across sessions.

openclaw-upgrade-orchestrator-mcp

Safe-upgrade advisor for OpenClaw. Detects current version, checks the deployment against a hand-curated catalog of version-specific known regressions, captures pre-upgrade snapshots, diffs them against post-upgrade state, and emits step-by-step upgrade + rollback guides.

mcp-meeting-rooms

Enables AI agents to browse, search, and book meeting rooms across multiple buildings with realistic seed data and conflict detection.

buffer-mcp

MCP server for Buffer social media scheduling via the GraphQL API, enabling post creation, queue management, engagement metrics, and media uploads.

Azure AI Foundry MCP Server

Enables interaction with Azure AI Foundry services through a unified interface for model exploration and deployment, knowledge indexing and search, AI evaluation, and fine-tuning operations. Supports both GitHub token-based model testing and full Azure deployment workflows.

Image Generator

生成并返回使用 Together.ai 的图像。

Postgres MCP Pro

An open-source MCP server that provides AI agents with advanced PostgreSQL capabilities including index tuning, query plan optimization, and comprehensive database health analysis. It supports safe SQL execution through configurable access modes and offers both stdio and SSE transport options for various development environments.

Synlake MCP Server

Enables AI agents to discover, evaluate, and provision cloud infrastructure across AWS, GCP, and Azure with cross-cloud normalization, cost comparisons, and deployable execution kits.

Imagine if you could turn an LLM into a simulator

AgentTorch MCP 服务器 - 想象一下，如果你的模型可以进行模拟

opencode-vision-mcp

MCP server for image recognition via OpenRouter AI. It sends an image to a primary model (fast) and falls back to a secondary model if needed, returning a textual description.

hass-mcp-server

MCP server for full Home Assistant control, enabling AI agents to manage dashboards, automations, files, apps, entities, and more via REST API, WebSocket, and SSH.

agent-guard-mcp

agent-guard-mcp

Chromadb Fastapi Mcp

将 chromadb 转换为 fastapi 应用，并使用 fastapi-mcp 作为 mcp 服务器。

mcp-jina-reader

Jina AI Reader/Search MCP that turns any URL into clean LLM-ready markdown and provides web search.

MCP Vision Server

Enables Claude Code to describe images and extract text using Kimi/Moonshot vision API. Supports local image files with customizable prompts.

mcp-arcgis-chestercounty

Enables querying Chester County, PA open geospatial data via ArcGIS, including search, layer query, and schema retrieval.

basic-mcp-calculator-server

A simple MCP server that provides basic calculator operations such as add, subtract, multiply, and divide.

Expense Tracker MCP

Enables tracking of personal expenses with tools to add, list, update, delete, and summarize expenses by category.

MCP Weather

MCP Weather

Pilot 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, Word, Excel, PowerPoint, and PDF. 82 tools. All data stays on your Mac.

dingtalk-mcp

Dingtalk MCP Server

Education AI MCP

Provides AI-powered educational tools for teachers including lesson planning, quiz creation, student progress analysis, learning path recommendations, and rubric generation. Enables educators to automate administrative tasks and personalize learning experiences through natural language interactions.

Cortex

A plug-in layer for AI coding agents that adds remote access via Telegram, self-evolving tool generation, agent-to-agent communication, session capture/replay, and semantic memory through MCP servers.