Unified, tool-driven guidance for feature engineering with code search, docs, and SDK references, integrated across Cursor, Claude Code, and Augment.

Type-safe TypeScript types and Zod validators with modular exports and v2025-03-26 support for a JSON-RPC based AI protocol.

All-in-one automation platform blending browser automation, API testing, and debugging with Claude Computer Use for resilient AI workflows.

AI-powered X posting through a Model Context Protocol interface, Gemini-driven content, secure credential handling, and automatic tweet-length trimming for efficient social automation.

Model Context Protocol implementation exposing VNDB data through searchable endpoints and rich detail, optimized with caching for Claude AI access.

Lightweight Python transport framework with HTTP/SSE, tool registration decorators, push notifications, and LLM-ready client support.

Go-based toolkit providing an MCP proxy and a server that loads MCPs and exposes tools over HTTP or stdio.

TypeScript-based template deploying a Model Context Protocol setup to Azure Container Apps with SSE transport, azd automation, and Docker-driven deployment for rapid, scalable AI-context integration.

Go framework uniting A2A with MCP interoperability for distributed agent workflows, VPN-enabled, and rich tool integration.

Lightweight cross-platform tool exposing the complete list of installed applications for AI assistants.

Lightweight Elasticsearch tooling with index discovery, mappings inspection, and search via stdio and SSE transports, compatible with ES 7 and 8.

GitLab MCP server enabling AI-driven code review analysis with commit diffs and HTML export support.

A centralized repository for discovering and comparing Model Context Protocol (MCP) servers from ISV partners.

Open-source WordPress plugin that exposes content securely via REST endpoints, enabling AI workflows with prompts, tools, and secure key management.

Bridges AI assistants with Upstage's processing APIs to extract and structure content from diverse formats, featuring Claude Desktop integration and schema-driven extraction.

Modular Python examples demonstrating pattern-driven context provisioning, orchestration, and resource integration for LLMs. Highlights practical implementations, reusable templates, end-to-end flows, and real-world patterns that distinguish this collection from basic demonstrations.

AI-driven platform engineering toolkit delivering reusable, prompts-guided workflows that orchestrate GitHub and Azure resources with human-in-the-loop control.

MongoDB Atlas-secured MCP bridge delivering full CRUD, async operations, and Docker deployment for streamlined MongoDB integrations.

Model Context Protocol: Example of MCP client and MCP server

Enables Claude and Cursor to speak via a modular TTS bridge in Python.

Python-based natural language interface to NCBI databases with easy setup and flexible tooling for rapid data retrieval.

Python-based playlist maker that turns descriptions into Spotify playlists with OAuth login and Cursor integration.

Unified access to AWS Trusted Advisor via both legacy and modern APIs with enterprise organization support and resource lifecycle management.

C# demonstration of Model Context Protocol using a local ONNX model for context-aware, offline AI inferences.