Awesome Mcp Servers

The AI that really does things. Any OS. Any Platform. The lobster way. 🦞

Python tool for converting files and office documents to Markdown.

Hindsight: Agent Memory That Learns

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 162 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.

:hedgehog: PostHog is the leading platform for building self-driving products. Our developer tools – AI observability, analytics, session replay, flags, experiments, error tracking, logs, and more – capture all the context agents need to diagnose problems, uncover opportunities, and ship fixes. Steer it all from Slack, web, desktop, or the MCP.

Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory with small models for free

A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent

Community plugin to control Blender 3D with any LLM of your choice

How Python does AI. Agents, realtime voice, image generation, embeddings. Every model, every interface, typed end to end.

A retro game engine for Python

MCP Toolbox for Databases is an open source MCP server for databases.

Replace 'hub' with 'ingest' in any GitHub URL to get a prompt-friendly extract of a codebase

Open source MCP Servers for AWS

Python SQL Parser and Transpiler

High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes. Build, debug, and scale LLM workflows with 13+ model providers, 8+ vector databases, and agent orchestration, all from your IDE. Includes VS Code extension, TypeScript/Python SDKs, and Docker deployment.

Copy/paste detector for source code. 220+ languages, Rust engine, SARIF/HTML/badge reporters, GitHub Action, MCP server for AI agents.

Build databases, automations, apps & agents with AI — no code. Open source platform available on cloud and self-hosted. GDPR, HIPAA, SOC 2 compliant. Best Airtable alternative.

Klavis AI: MCP integration platforms that let AI agents use tools reliably at any scale

Vizro is a low-code toolkit for building high-quality data visualization apps.

A local MCP server for agent literature work. Original-LaTeX section reads, BibTeX from arXiv metadata, and topic watches. Papers stay on disk. Search is optional.

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

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

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

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

The open‑source AI Agents Governance & Orchestration framework: write the rules declaratively, Bernstein enforces them and produces the verifiable, replayable record. Free, Apache-2.0. https://bernstein.run

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.

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.

Connect ClickHouse to your AI assistants.

Browse the web, directly from Cursor etc.

Open source local-first PR scanner that finds dead code, security bugs, secrets, quality regressions, and AI-code mistakes before merge. For first timers refer to https://duriantaco.github.io/skylos/repo-map/

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

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

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

BioMCP: Biomedical Model Context Protocol

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

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

Make your meetings accessible to AI Agents

An engineering and verification platform for trustworthy enterprise ontologies and knowledge graphs.

AI said it finished. Flyto2 shows the proof.

Free AI skills (tax rules your AI follows) for 190+ countries, with sources and review status. Need the work done? Hire us for bookkeeping and tax help.

An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.

A Model Context Protocol (MCP) server that helps read GitHub repository structure and important files.

Remote approvals, policy checks, and execution evidence for unattended AI agents.

MCP Interface for Video Jungle

Self-hosted geospatial data catalog with semantic search (pgvector), OGC/STAC APIs, and map builder. Built on FastAPI, PostGIS, React, and MapLibre.

(S)AGE - (Sovereign) Agent Governed Experience

🔎 A MCP server for Unsplash image search.

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

MCP server + embedded terminal that lets Claude Code see and edit your ComfyUI workflows

Model Context Protocol (MCP) server for Opik, the open-source LLM observability and evaluation platform, built by Comet. Read traces, log scores, and manage prompts from Claude Code, Cursor, or VS Code.