Durable single-Agent Harness for TypeScript: recoverable Threads, context continuity, explicit side effects, and a native TUI.
A Streamlit-based chat app for LLMs with plug-and-play tool support via Model Context Protocol (MCP), powered by LangChain, LangGraph, and Docker.
Model Context Protocol (MCP) server for read-only interaction with NetBox data in LLMs
This project provides an Interactive Brokers (IB) API interface using the Model Context Protocol (MCP).
A native desktop application for developing, testing, and debugging Model Context Protocol servers.
A powerful Model Context Protocol (MCP) server providing comprehensive Google Maps API integration with LLM processing capabilities.
A Model Context Protocol (MCP) Server for Substack enabling LLM clients to interact with Substack's API for automations like creating posts, managing drafts, and more.

This is a 12306 ticket search server based on the Model Context Protocol (MCP).
Model Context Protocol server enabling AI assistants to access transit information through standardized interfaces
An MCP ( Model Context Protocol ) Server for Grafana Loki
FalkorDB-MCPServer is an MCP (Model Context Protocol) server that connects LLMs to FalkorDB
A Model Context Protocol for checking domain name registration status in bulk.

A curated list of Model Context Protocol (MCP) servers
The implementation of Model Context Protocol (MCP) server for VictoriaMetrics
The implementation of Model Context Protocol (MCP) server for VictoriaLogs.
A Model Context Protocol (MCP) server for the Readwise Reader API, built with TypeScript and the official Claude SDK.
📚 Two books on harness engineering — the design philosophies behind Claude Code & Codex: constraints, query loops, context governance, multi-agent verification. harness-books.agentway.dev

🪐 🔧 Model Context Protocol (MCP) Server for Jupyter.
A set of MCP security checklists and guides for agents and MCP servers.
Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.
Turn scattered knowledge, operational data, and history into source-linked context that your agents can inspect, explain, and reuse.
Example implementation of MCP Streamable HTTP client/server in Python and TypeScript.
An official Qdrant Model Context Protocol (MCP) server implementation
A Model Context Protocol server that provides access to Shodan API functionality