Awesome Mcp Servers

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.

The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra

🪢 Open source AI engineering platform: LLM evals, observability, metrics, prompt management, playground, datasets. Integrates with OpenTelemetry, LangChain, OpenAI SDK, LiteLLM, and more. 🍊YC W23

GitHub's official MCP Server

Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

An AI-powered task-management system you can drop into Cursor, Lovable, Windsurf, Roo, and others.

Hindsight: Agent Memory That Learns

The open-source reactive database for app developers

The world's best AI personal assistant for email. Open source app to help you reach inbox zero fast.

Open source MCP Servers for AWS

Put an end to code hallucinations! GitMCP is a free, open-source, remote MCP server for any GitHub project

Codebase intelligence for AI and humans: code health scores, auto-generated docs, git analytics, dead code detection, and architectural decisions via MCP.

Playwright Model Context Protocol Server - Tool to automate Browsers and APIs in Claude Desktop, Cline, Cursor IDE and More 🔌

The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers, and automation tools available on the Apify Store.

No description.

Allow LLMs to control a browser with Browserbase and Stagehand

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

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.

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

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

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。

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.

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

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

Universal MCP-Server for your Databases optimized for LLMs and AI-Agents.

A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.

A Model Context Protocol (MCP) server that provides onchain tools for LLMs, allowing them to interact with the Base network and Coinbase API.

A Model Context Protocol server for building an investor agent

AI-native ontology engine: a Rust MCP server with tools for building, validating, querying, and reasoning over RDF/OWL ontologies. In-memory Oxigraph triple store, native OWL2-DL tableaux reasoner, SHACL validation, SPARQL, versioning. Single binary, no JVM.

MCP Server for AI Summarization

Local-first AI memory you can see, edit, and override — portable across Claude Code, Codex, Cursor, Windsurf, and other MCP coding tools.

A Node.js–based Model Context Protocol server that spins up disposable Docker containers to execute arbitrary JavaScript.

Persistent session memory for AI coding agents — local-first, with on-device inference, associative recall, and drift detection. Works with Claude Code, Cursor, and Codex.

MCP server for Dynatrace Observability

No description.

High-performance SQL parser, formatter, linter & security scanner for Go - 1.5M+ ops/sec, multi-dialect, zero-copy, race-free

TSGram - Telegram MCP Server for local Claude Code integration - debug and vibe code on the go!

See through your agent's eyes. Visualize legacy code, architect new systems, understand everything.

No description.

MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks, compliance gaps, remediations.

CLI + Local MCP - A shared structured memory store across Claude Code, Cursor, Windsurf, Antigravity, and every MCP client. Semantically queryable.

Bitcoin & Lightning Network MCP Server.