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Durable hybrid memory for AI agents: vector + BM25 + temporal + graph recall, exposed through MCP, HTTP, and Python.

provides AI-powered PostgreSQL performance tuning capabilities.

Example implementation of MCP Streamable HTTP client/server in Python and TypeScript.

Multi-provider web search broker for AI agents. 14 providers, budget-aware routing, content extraction — one API.

Yandex Tracker MCP Server with OAuth2 support

Query, monitor, and manage Unraid servers via GraphQL API through MCP tools. Supports system info, Docker, VMs, array/pa

⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS, and smart alerts.🎯 告别信息过载，你的 AI 舆情监控助手与

Windows Remote MCP Server — 40+ tools for desktop automation, process management, file operations via FastMCP

🎵 Production-ready MCP server for music analysis & generation | FastMCP • music21 • OAuth2 • Docker | First music21 MCP

Unreal Engine Vibe Coding tool

Your Data, Your AI — Health, Finance & More. Open Source, Privacy-First.

Achieve infinite conversation turns in a single API request via turn-mcp. Self-hosted MCP server with browse

MCP server enabling AI assistants to search and retrieve information from local resume and job application documents

MCP Server para 70 APIs públicas brasileiras

Production-ready Model Context Protocol (MCP) server for Method CRM API integration. Enables LLMs to interact with Metho

🚀 Beyond Filesystem - Complete AI Development Environment - One MCP Server provides full Agent capability stack: web de

MCP-NixOS - Model Context Protocol Server for NixOS resources

Open-source Python library for 73 API connectors — Gmail, Slack, GitHub, Stripe, OpenAI, Anthropic & more. MCP server, O

Open-source MCP Server for web search, content extraction, library docs & multimodal analysis.

Open Android AI agent runtime for phone control, app automation, VLM screen reading, skill routing, mini apps, and Mihom

Production-grade persistent memory service for AI agents — FastAPI + pgvector + local ONNX embeddings

Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip i

Zero-config MCP server for searchable documentation (SQLite default, PostgreSQL optional)

MCP that provides controlled and secure SQL Server database access for LLM applications.

A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and amnesia. E

This repository provides a working, deployable, open source-based, serverless MCP server blueprint with an AWS Lambda fu

Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited.

Run AI agents fully autonomously on a filesystem directory — MCP servers and skills enabled, with zero human approvals o

Open-source metasearch backend, MCP server, and AI search API for LLM agents. Python FastAPI search gateway with Google

Claude Code in Docker. Drop-in OpenAI-compatible API, MCP server, Telegram bot, and CLI — five interfaces, one image. Pe

A small FastMCP-based Microservice that renders LaTeX to PDF. The server exposes MCP tools to render raw LaTeX or templa

Start, observe, and interact with Claude Managed Agents from any MCP client (Claude.ai, Claude Code, …). Pluggable auth

Redis Vector Library (RedisVL) -- the AI-native Python client for Redis.

Open-Source Intelligent Command Layer

OAuth-based multi-user Slack MCP server with HTTP transport

Google Flights MCP, CLI and Python Library

LLM Function Calling Library and CLI with Support for MCP Servers

Bridgy- phone-driven bridge that lets you talk to Claude Code from anywhere via a Tailscale PWA. FastAPI + WebSocket, ru

A MCP (Model Context Protocol) server for PowerPoint manipulation using python-pptx. This server provides tools for crea

Benchmarked agent execution runtime for Python. Sub-10ms cold starts, real-time streaming, time-travel debugging, and se

MCP server that captures TradingView chart images via Selenium — supports any ticker/interval with browser pooling for c

Ask your AI anything about your WHOOP data

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

MCP server for the InvGate Service Desk API — exposes InvGate Service Desk operations as Model Context Protocol tools.

LLM-agnostic tabletop RPG Game Master framework. Runs on OpenCode, LM Studio, or any LLM service. D&D 5e included as ref