MCP Servers

Hybrid Context Optimizer — Shell Hook + MCP Server. Reduces LLM token consumption by 89-99%. Single Rust binary, zero dependencies.

MCP Server bridging the Agent Network Protocol (ANP) with MCP agents — identity, discovery, messaging

A Model Context Protocol (MCP) App built with .NET that provides an interactive color picker with a rich UI

A unified Neo4j MCP server for GraphRAG: vector search, fulltext search, search-augmented Cypher queries, write operations, and multimodal image retrieval

MCP server for PingCode project management — manage projects, sprints, and work items via any MCP client.

A curated collection of open source fintech libraries and resources.

The issue tracker your AI agents are missing. Think Linear or Jira — but for your agents.

This project implements a production-ready Conversational (RAG) chatbot using LangChain, Groq’s LLaMA 3 model, ChromaDB, and HuggingFace embeddings. It supports persistent chat history across sessions using RunnableWithMessageHistory, and integrates modular prompting, document loading, and retriever-aware chains to handle context-aware multi-chats.

Compile docs, chats, and APIs into runnable artifacts—code, workflows, and agent specs—with retrieval, tenant-scoped isolation, policy gates, tests, and repair loops.