PHP-based context management for model interactions with memory, prompts, and secure cross-model integration.

Go-based MCP server providing CRUD for boxes, items, and checkouts with full-text search and API-driven warehouse integration.

Minimal C# test harness implementing Model Context Protocol with Microsoft SDK for quick validation.

Python SDK enabling robust context propagation and modular adapters to connect with MCP servers.

A lightweight server framework enabling modular context sharing, tool orchestration, and adaptive prompt pipelines for AI agents.

Python-based integration enabling secure, identity-driven model context exchange with Okta.

BM25-powered knowledge hub for codebase decisions, patterns, and conventions with fast, tag-filtered search.

Pure TypeScript tool extracting text from office and OpenDocument formats with zero system dependencies.

High-performance Android automation platform with plugin-based extensibility for game solving, monitoring, and UI testing.

Connect Claude to Salesforce Marketing Cloud via REST and SOAP APIs, enabling data extensions, emails, journeys, and CloudPages automation.

Model Context Protocol servers. This repository is a collection of *reference implementations* for the [Model Context Protocol](https://modelcontextprotocol.io/) (MCP), as well as references to community-built servers and additional resources.

WebSocket-based control interface for aria2 delivering real-time status, batch operations, and per-download option changes across HTTP/HTTPS, FTP/SFTP, BitTorrent, and Magnet links.

Secure, batch-oriented Python code execution via temp files to avoid shell quoting and provide deterministic outputs.

Explore the ECMAScript spec with vector search, execute JS in engine262, and map spec sections to implementations via a knowledge graph.

Performance-oriented, tool-first starter template with strict typing, stdio interface, dynamic capability orchestration, and robust testing for autonomous agents.

Lightweight TypeScript MCP server for Forge projects with pluggable contexts and robust RPC handling.

TypeScript template with tool contracts, a registration adapter, and a sample HealthTool for rapid protocol tooling bootstrap.

Lightweight Node.js implementation of MCP server enabling dynamic context negotiation and modular adapters for seamless AI integration.

Model Context Protocol servers

A collection of educational MCP reference servers showcasing multi-language SDKs, secure tool access, and flexible data sources for LLMs.

A lightweight Python server for sharing and versioning model context across AI agents with straightforward integration.

Python-based weather demo exposing a remote API via stdio IPC with a local guard and configurable endpoints.

TypeScript tool for Binance integration offering spot trading, wallets, staking, NFTs, and automated trading strategies.

AI-powered code analyzer connecting to GitHub via MCP with SQL extraction and Gemini reasoning.