Awesome Mcp 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.

Hindsight: Agent Memory That Learns

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

Open source MCP Servers for AWS

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

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

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

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

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

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

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

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

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

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.

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

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.

No description.

Regression testing for AI agents. Snapshot behavior,diff tool calls,catch regressions in CI. Works with LangGraph, CrewAI, OpenAI, Anthropic.

No description.

MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks, compliance gaps, remediations.

No description.

A Model Context Protocol (MCP) server that provides comprehensive access to MLB statistics and baseball data through a FastMCP-based interface.

This repo hosts an MCP server for volatility3.x

A comprehensive Message Control Protocol (MCP) server for Kafka Schema Registry.

youtube transcriber mcp server

A simple minimal weather mcp server :)

Verify that any MCP server is running the intended and untampered code via hardware attestation.

Reliable research infrastructure for AI agents. Evidence-backed web search with citations, confidence scores, and Clarity anti-hallucination. MCP server, REST API, Python SDK.

Tessera — Memory layer for every AI. 58 MCP tools, 54 REST endpoints, local-first, AES-256 encrypted.

MCP EU AI Act Compliance Scanner - Open source tool to detect EU AI Act violations in codebases

63 deterministic quant computation tools for autonomous financial agents. Options, derivatives, risk, portfolio, statistics, crypto/DeFi, macro/FX, TVM. 1,000 free calls/day — no signup.

AI SOC Security Threat analysis using MCP Server

MCP server that turns Claude into a Fantasy Premier League analyst. 11 tools: captain picks, transfer suggestions, player comparison, hit calculator, chip strategy, differentials, fixtures, price predictions, live points, squad scout. pip install fpl-intelligence

LLM Council fork with persistence, decision traces, stability fixes, repeatable checks, and MCP integration.

Web scraping MCP server for AI agents — screenshots, content extraction, structured scraping

Precomputed reasoning cache for AI infrastructure decisions — 220K+ pages tracking the open-source AI ecosystem

Sophisticated AI chatbot with long-term memory capabilities, complete Notion workspace integration, and MCP (Model Context Protocol) implementation. Features semantic, episodic, and procedural memory systems.

No description.

Production-ready MCP server for Greenhouse, designed for recruiters and hiring teams.

No description.

ARGENTUM core — karma economy for agents and humans

An MCP server for interacting with a Jenkins server. Allows you to trigger jobs, check build statuses, and manage your Jenkins instance through MCP.

MCP Docs Vector - Documentation vectorization and search via MCP

Python SDK for WaveGuard physics-based anomaly detection API. One call. Any data.

MCP server providing AI assistants with access to Dota 2 statistics via OpenDota API. 20+ tools for player stats, hero data, and match analysis with natural language support.

AgentGraph: Trust and identity layer for the agent internet

Unified deployment management MCP server for Vercel, Render, Railway, and Fly.io

MCP server for the Sovereign AI Blog: Search, retrieve, and diagnose tools for self-hosted AI on NVIDIA DGX Spark.