A
licenseA
qualityD
maintenanceA tool discovery MCP server that integrates with Azure DevOps wikis and code-graph-rag to match natural language goals to tools, enabling tool composition and proxy testing.
8
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MIT
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Run It on AIofficial
Alicense-qualityBmaintenanceRead-only MCP connector that serves the Run It on AI book. The index and Implementation Blocks are free; full chapters and playbooks unlock with a license key included with the book.MIT- AlicenseBqualityFmaintenanceAutomatically crawls documentation websites, converts them to organized markdown files, and generates condensed cheat sheets. Intelligently categorizes content into tools/APIs and provides local-first access to downloaded documentation.3GPL 3.0
- Alicense-qualityDmaintenanceA Bun-based MCP server that allows AI models to query Swagger/OpenAPI documentation from local files or remote URLs. It enables users to search for APIs, retrieve detailed endpoint definitions, and fetch schemas to facilitate code generation and API integration.1133MIT
- Alicense-qualityBmaintenanceAn MCP server that helps transfer C4 diagrams from DrawIO and PlantUML into a DocHub architecture repository.MIT
- Flicense-qualityCmaintenanceOptimizes EDT MCP tool descriptions by replacing verbose documentation with concise summaries stored in SQLite, reducing context usage while allowing on-demand retrieval of full tool guides.
- AlicenseAqualityCmaintenanceProvides AI assistants with specialized tools to interact with NIST's Open Security Controls Assessment Language (OSCAL) framework. It enables agents to retrieve schemas, explore models, and generate valid OSCAL documentation for security compliance automation.4051Apache 2.0
- Alicense-qualityDmaintenanceA Python-based MCP server that enables document-based question answering by processing PDF, TXT, and Markdown files through OpenAI's API. It provides hallucination-free responses based strictly on document content using semantic search and includes a web interface for management.MIT
- Alicense-qualityDmaintenanceEnables document-based question answering using OpenAI's GPT-4 with semantic search and embeddings. Upload PDF, TXT, or Markdown files and get answers strictly based on document content with source attribution and confidence scores.MIT
- Flicense-qualityDmaintenanceEnables local analysis of scientific papers including PDF parsing, mathematical formula extraction with AST generation, PyTorch code generation from methodology, and automated Markdown report generation with visualizations.14
- FlicenseAqualityDmaintenanceProvides controlled, verifiable access to jw.org content for AI applications, enabling search, article retrieval, and scripture lookup while preventing hallucinations.4
- FlicenseAqualityDmaintenanceProvides calculator tools for mathematical operations, access to TypeScript SDK documentation, and meeting summary prompt templates through both stdio and SSE transports.8
- AlicenseAqualityDmaintenanceEnables parsing and extraction of content from various document formats (PDF, Word, Excel, PowerPoint) into Markdown format using the Niutrans document API.15MIT
- FlicenseBqualityDmaintenanceProvides calculator tools for mathematical operations, document resources for accessing TypeScript SDK documentation, and prompt templates for generating structured meeting summaries. Built with FastMCP to demonstrate comprehensive MCP capabilities including tools, resources, and prompts in a single implementation.8
- AlicenseCqualityFmaintenanceEnables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q\&A flows.115MIT
- Alicense-qualityCmaintenanceA tool that helps users conduct comprehensive research on complex topics by exploring questions in depth, finding relevant sources, and generating structured, well-cited research reports.213MIT
- Alicense-qualityBmaintenanceMCP server for Wiki.js with full GraphQL API coverage, fine-grained permissions, multi-user support, and deployable on Vercel.Apache 2.0
- Alicense-qualityDmaintenanceProvides semantic search capabilities over PyTorch documentation, enabling users to find relevant documentation, APIs, code examples, and error messages through Claude Code integration.2MIT
- Flicense-qualityCmaintenanceExposes a small catalog of programming study topics through the Model Context Protocol (MCP) for local learning.
- Flicense-qualityBmaintenanceAn MCP server that retrieves and cleans official documentation for popular AI/Python libraries via web search and LLM processing, exposing a get_docs tool.