Awesome Mcp Servers

Hindsight: Agent Memory That Learns

Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory with small models for free

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

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.

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

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

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.

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

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

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.

AI said it finished. Flyto2 shows the proof.

Self-hosted geospatial data catalog with semantic search (pgvector), OGC/STAC APIs, and map builder. Built on FastAPI, PostGIS, React, and MapLibre.

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.

Your data, explored locally — and your AI agents kept on a leash. A federated data explorer with governed agentic access.

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

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

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

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

MCP Docs Vector - Documentation vectorization and search via MCP

Fulcra MCP Server

Signed, verifiable safety grades for the tools your AI agents connect to.

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.