Awesome Mcp Servers

Your own personal AI assistant. Any OS. Any Platform. The lobster way. 🦞

Python tool for converting files and office documents to Markdown.

The fastest path to AI-powered full stack observability, even for lean teams.

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.

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

Open-source MCP to use Blender with any LLM

AI Agent Framework, the Pydantic way

Hindsight: Agent Memory That Learns

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

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.

A Model Context Protocol server for searching and analyzing arXiv papers

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 MCP server that turns Claude into the only coding agent hitting 100% on a real benchmark. -77% active tokens, -76% wall time, 0 losses across 96 tasks on Claude Opus 4.7. Structural code navigation + persistent memory. 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.

Browse the web, directly from Cursor etc.

Connect ClickHouse to your AI assistants.

MCP server for Docker

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

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

Audit-grade multi-agent orchestration for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, air-gap deploy. The orchestrator your compliance team will sign off on. https://bernstein.run

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

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

BioMCP: Biomedical Model Context Protocol

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: 451 registry-backed modules, MCP-native transport, YAML recipes, evidence capture, replay, triggers, queue, versioning, and metering.

Give your AI agents persistent memory.

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.

MCP Interface for Video Jungle

(S)AGE - (Sovereign) Agent Governed Experience

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

🔎 A MCP server for Unsplash image search.

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

K8s-mcp-server is a Model Context Protocol (MCP) server that enables AI assistants like Claude to securely execute Kubernetes commands. It provides a bridge between language models and essential Kubernetes CLI tools including kubectl, helm, istioctl, and argocd, allowing AI systems to assist with cluster management, troubleshooting, and deployments

Model Context Protocol (MCP) implementation for Opik enabling seamless IDE integration and unified access to prompts, projects, traces, and metrics.

A simple MCP integration that allows Claude to read and manage a personal Notion todo list

Tool to work with arXiv, provide LLM with ability to search and read papers from there

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.

No description.

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.