BioMCP

Provides weather forecasts, flood-related water level conditions, weather warnings, and earthquake reports for Malaysia via Model Context Protocol, enabling seamless integration with large language models using official open data.

Model Context Protocol server enabling efficient local search of AWS Lambda Powertools documentation across Python, TypeScript, Java, and .NET runtimes using lunr.js indexes for seamless integration with Large Language Models.

Connect local large language models to real-world tools, knowledge bases, and APIs via Model Context Protocol (MCP) for automated tool execution, knowledge retrieval, and seamless integration using HTTP, OpenAI SDK, stdio, or SSE transports.

Convert entire codebases into structured, customizable prompts for large language models by running a local Model Context Protocol (MCP) service that automates code ingestion, filtering, token tracking, and git integration for enhanced AI-driven code analysis and generation.

Model Context Protocol server providing REST API access to multi-agent AI tools for web search, data analysis, and custom task collaboration, enabling seamless integration with large language models.