Turn scattered knowledge, operational data, and history into source-linked context that your agents can inspect, explain, and reuse.

Product-Led Growth (PLG) analysis toolkit that detects tech stacks, plans growth loops and builds the loop iteratively.

Production-Ready MCP Server Framework • Build, deploy & scale secure AI agent infrastructure • Includes Auth, Observability, Debugger, Telemetry & Runtime • Run real-world MCPs powering AI Agents

MCP server that gives agents Yahoo Finance data and charts.

Extract public Spotify data — tracks, albums, artists, playlists, podcasts & lyrics — without the official API. Sync + async, typed models, one dependency.

MCP server retrieving transcripts of YouTube videos

The open-source memory and observability layer for AI agents — persistent memory, loop detection, hash-chained audit trails, and a live dashboard, automatic on pip install.

Omnigent is an open-source AI agent framework and meta-harness: orchestrate Claude Code, Codex, Cursor, Pi, and custom agents — swap harnesses without rewriting, enforce policies and sandboxing, and collaborate in real time from any device.

Cross-language-safe code-intelligence MCP for AI agents -- 13 languages, family-gated call graph (CodeGraph 745 vs TSA 6 cross-language mis-wires, v1.21.0 same-session -- ~124x by count, ~390x by rate; re-verifying vs current develop). Run miswire-audit on your repo. 8 facade tools, TOON output, 100% local. Python.

An Agentic Framework for Reflective PowerPoint Generation

An open source CSE Middleware for Education.

Experiment task scheduling made easy.

PDF RAG server for cursor.

🔎 A MCP server for Unsplash image search.

Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.

This project provides an Interactive Brokers (IB) API interface using the Model Context Protocol (MCP).

BlenderLore: Learning 3D Coding from Internet Tutorial Videos.

A MCP server for interacting with Taiga Project Manager

pentestMCP: AI-Powered Penetration Testing via MCP, an MCP designed for penetration testers.

Academia MCP server: Tools for automatic scientific research

Compound Engineering Framework for Alpha Feature Research in Quant Finance

Apache IoTDB MCP Server

Field-tested, open-source skills for Hermes Agent.

A Model Context Protocol (MCP) server that converts various file formats to Markdown using the MarkItDown utility.