Awesome Mcp Servers

Python tool for converting files and office documents to Markdown.

Hindsight: Agent Memory That Learns

: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.

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

A beautiful, powerful, self-hosted ROM manager and player.

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.

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

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.

Agent OS: the agent gets smarter on its own. We just hold the line: Interview-gated, staged evaluation, budgeted evolution loop. MCP server, 14 runtimes: Claude Code, Codex CLI, Gemini CLI, OpenCode, Copilot, Kiro and more.

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

AI conversations that actually remember. Never re-explain your project to your AI again. Join our Discord: https://discord.gg/tyvKNccgqN

A Model Context Protocol server for Excel file manipulation

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

Postgres MCP Pro provides configurable read/write access and performance analysis for you and your AI agents.

Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive with AI - Comprehensive Google Workspace MCP Server & CLI Tool

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.

No description.

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

🤖 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.

Coding assistant MCP for Claude Desktop

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

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

🪐 🔧 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.

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

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/

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.

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

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

MCP server for Docker

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

No description.

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

MCP server for interacting with the Aseprite API

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.

A Binary Ninja plugin containing an MCP server that enables seamless integration with your favorite LLM/MCP client.

Query robotics, drone, and IoT data in plain English through an MCP server, with an intelligent edge data reduction pipeline that keeps only the data that matters.