Awesome Mcp Servers

All-in-one platform for search, recommendations, RAG, and analytics offered via API

Fast, local-first web content extraction for LLMs. Scrape, crawl, extract structured data — all from Rust. CLI, REST API, and MCP server.

Shrimp Task Manager is a task tool built for AI Agents, emphasizing chain-of-thought, reflection, and style consistency. It converts natural language into structured dev tasks with dependency tracking and iterative refinement, enabling agent-like developer behavior in reasoning AI systems.

No description.

A Model Context Protocol server that provides read-only access to MySQL databases. This server enables LLMs to inspect database schemas and execute read-only queries.

Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.

Model Context Protocol (MCP) plugin to connect with Unity Editor — designed for Cursor, Claude Code, Codex, Windsurf and other IDEs

One SQL interface for 60+ tools (e.g., GitHub, Notion, Airtable). Plug into any LLM through MCP.

Multi-engine MCP server, CLI, and local daemon for agent web search and content retrieval — skill-guided workflows, no API keys.

A lightweight Model Context Protocol (MCP) server for safe Obsidian vault access

Coding assistant MCP for Claude Desktop

An MCP server that installs other MCP servers for you

MCP Server for kubernetes management commands

The Terraform MCP Server provides seamless integration with Terraform ecosystem, enabling advanced automation and interaction capabilities for Infrastructure as Code (IaC) development.

🤖 Local-assist BOSS Zhipin CLI for AI agents — search, welfare filtering, shortlist, JSON-envelope output; low-risk & compliant by default.

Telegram MCP server powered by Telethon to let MCP clients read chats, manage groups, and send/modify messages, media, contacts, and settings.

A Model Context Protocol (MCP) server that enables secure interaction with MySQL databases

No description.

ApeRAG: Production-ready GraphRAG with multi-modal indexing, AI agents, MCP support, and scalable K8s deployment

文颜 MCP Server 可以让 AI 自动将 Markdown 文章排版后发布至微信公众号。

🪐 🔧 Model Context Protocol (MCP) Server for Jupyter.

Real-time monitoring, slowlog analysis, and audit trails for Valkey and Redis

One place to manage & connect to all your MCP servers

The Azure MCP Server, bringing the power of Azure to your agents.

MCP server that gets Claude to 97.9% (188/192) on a real coding benchmark at -80% active tokens and -83% wall time, vs 78.3% plain. Structural code navigation + persistent memory engine. Works with every MCP client.

An Open-Source Multimodal AIGC Solution based on ComfyUI + MCP + LLM https://pixelle.ai

ArcadeDB Multi-Model Database, one DBMS that supports SQL, Cypher, Gremlin, HTTP/JSON, MongoDB and Redis. ArcadeDB is a conceptual fork of OrientDB, the first Multi-Model DBMS. ArcadeDB supports Vector Embeddings.

Query and Summarize your chat messages.

一款轻量级、跨平台的 Mini Kubernetes AI Dashboard，支持大模型+智能体+MCP(支持设置操作权限)，集成多集群管理、智能分析、实时异常检测等功能，支持多架构并可单文件部署，助力高效集群管理与运维优化。

MCP server for semantic code research and context generation on real-time using LLM patterns | Search naturally across public & private repos based on your permissions | Transform any accessible codebase/s into AI-optimized knowledge on simple and complex flows | Find real implementations and live docs from anywhere

Browse the web, directly from Cursor etc.

Connect ClickHouse to your AI assistants.

Query MCP enables end-to-end management of Supabase via chat interface: read & write query executions, management API support, automatic migration versioning, access to logs and much more.

Deterministic orchestrator for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). No model in the coordination loop, so parallel runs in per-task git worktrees replay byte-identically. Signed lineage plus an opt-in HMAC audit chain a reviewer checks offline, without rerunning it. Cluster mode, air-gap deploy. https://bernstein.run

An MCP server for interacting with Sentry via LLMs.

Per-component Internationalisation solution for JS application. Type-Safe. Translate with AI. Edit Visually.

MCP server for Docker

Dingo: A Comprehensive AI Data, Model and Application Quality Evaluation Tool

Give your AI agents persistent, collective memory — with deduplicating absorb, supersession lineage, semantic search, and a graph UI. Speaks MCP.

Model Context Protocol (MCP) to enable AI LLMs to trade using MetaTrader platform

This repository has been merged into Canner/WrenAI under the core/ directory

No description.

Convert Any OpenAPI V3 API to MCP Server

The AI-powered toolkit that grows your YouTube channel on autopilot.

A MCP (Model Context Protocol) server for interacting with dbt.

MCP tool: let you point at DOM elements for your favorite agentic coding tool. Let AI see what you see.

Control Figma from the command line. Full read/write access for AI agents — create shapes, text, components, set styles, export images. 100+ commands.

A Model Context Protocol (MCP) server implementation that provides database capabilities for Chroma

BioMCP: Biomedical Model Context Protocol

A Model Context Protocol server that executes commands in the current iTerm session - useful for REPL and CLI assistance