Awesome Mcp Servers

Python tool for converting files and office documents to Markdown.

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.

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

Hindsight: Agent Memory That Learns

AI Agent Framework, the Pydantic way

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

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.

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.

A Model Context Protocol server for searching and analyzing arXiv papers

No description.

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

Coding assistant MCP for Claude Desktop

🤖 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

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

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

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

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

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

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

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/

Flyto2 Core is the open-source execution kernel for automation and AI-agent workflows: 452 registry-backed modules, MCP-native transport, YAML recipes, evidence capture, replay, triggers, queue, versioning, and metering.

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

MCP server for interacting with the Aseprite API

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

No description.

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

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.

Share code with LLMs via Model Context Protocol or clipboard. Rule-based customization enables easy switching between different tasks (like code review and documentation). Includes smart code outlining.

A Model Context Protocol (MCP) server implementation that provides Elasticsearch and OpenSearch interaction.

MCP Interface for Video Jungle

🔎 A MCP server for Unsplash image search.