Awesome Mcp Servers

Model Context Protocol Servers

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.

AI Agent Framework, the Pydantic way

Hindsight: Agent Memory That Learns

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

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

Open source MCP Servers for AWS

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.

MCP server for Grafana

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

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

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.

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

Telegram MCP server powered by Telethon to let MCP clients read chats, manage groups, and send/modify messages, media, contacts, and settings.

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

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.

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.

Browse the web, directly from Cursor etc.

Connect ClickHouse to your AI assistants.

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

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.

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.

MCP server for interacting with the Aseprite API

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 implementation that provides Elasticsearch and OpenSearch interaction.

Smart Tree: not just a tree, a philosophy. A context-aware, AI-crafted replacement for 20+ tools with MEM8 quantum compression, semantic search, AST-smart editing, and partnership memory. Crafted with care by human + AI—accept no knock-offs.

(S)AGE - (Sovereign) Agent Governed Experience

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.

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.

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.

MCP server for searching and querying PubMed medical papers/research database

Wireshark-MCP，Give your AI assistant a packet analyzer. Drop a .pcap file, ask questions in plain English — get answers backed by real tshark data.

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

A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, explore and synthesize atomic notes through Claude and other MCP-compatible clients.

Centralize ESP32 related commands and simplify getting started with seamless, LLM-driven interaction and help.

A comprehensive async Python library for TickTick with MCP support.