A
license-
qualityC
maintenanceEnables hybrid search and agentic retrieval over Confluence pages via MCP tools, allowing Claude Desktop, Cursor, or Claude Code to search and retrieve Confluence content.
Apache 2.0
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Matching MCP tools:
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io.github.Vonage
io.github.sercanmetalore
online.numbers
io.github.PremierInc
"Hybrid RAG System for Indexing DevOps eBooks and Online Documentation" matching MCP servers:
- AlicenseAqualityDmaintenanceAn MCP server designed to retrieve DevOps skills, code standards, and SAP Fiori documentation templates from a GitHub repository. It allows users to list available resources and fetch specific best practices to integrate directly into their development workflow.2114MIT
- Flicense-qualityDmaintenanceEnables AI assistants to fetch, index, and perform semantic RAG-based searches on API documentation from various sources. It provides tools for hybrid search and collection management, allowing users to access up-to-date documentation from projects like Gemini and FastMCP.
- Alicense-qualityDmaintenanceAnalyzes codebases to automatically generate README, API docs, architecture diagrams, and CHANGELOG.7MIT
- Alicense-qualityBmaintenanceEnables semantic search over local Markdown documentation using hybrid retrieval combining embeddings, keyword search, and graph traversal with automatic file watching and zero-configuration setup.2MIT
- Flicense-qualityDmaintenanceEnables AI agents to search and query documentation from git repositories using hybrid search and structured metadata queries.1
- AlicenseAqualityCmaintenanceMCP server for Claude Code that generates a documentation skeleton from Git repository changes, outputting a Markdown file with placeholders for AI analysis.1MIT
- AlicenseAqualityAmaintenanceProvides full-text search and retrieval tools for Apache Spark documentation using SQLite FTS5 with BM25 ranking. It enables AI assistants to efficiently search, filter by section, and read specific Spark documentation pages.2MIT
- AlicenseAqualityDmaintenanceProvides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.7211MIT
- AlicenseAqualityDmaintenanceEnables access to OpenTelemetry documentation by fetching and converting pages to markdown format and searching content using Google Custom Search. Provides comprehensive documentation lookup and search capabilities for OpenTelemetry concepts, instrumentation, and configuration.23Apache 2.0
- AlicenseAqualityAmaintenanceEnables searching and reading OCI documentation using the Oracle Help Center Search API. Provides tools for finding relevant documentation URLs and reading page content.211MIT
- AlicenseAqualityDmaintenanceA Model Context Protocol server that exposes an airline design system as a queryable knowledge base, enabling AI to discover components, find components for use cases, and scaffold prototypes.344MIT
- AlicenseAqualityBmaintenanceGenerates professional documentation for multi-language projects with deep code analysis, supporting frameworks like Docusaurus, MkDocs, and Sphinx, including API docs, PDF export, and OpenAPI specifications.9MIT
- AlicenseAqualityDmaintenanceProvides AI assistants with instant access to comprehensive Medusa.js v2 documentation, enabling smart search, precise section retrieval, and complete browsing through 2,105+ documentation sections.38MIT
- AlicenseAqualityBmaintenanceEnables searching, reading, and listing pages from the official chezmoi documentation. Supports caching and Markdown conversion for LLM-friendly access.4MIT
- AlicenseAqualityBmaintenanceGenerates professional documentation for multi-language codebases with deep AST-based code analysis, supporting Docusaurus, MkDocs, and Sphinx frameworks. Includes API documentation generation, PDF export, OpenAPI spec generation, and sales-ready documentation for code marketplaces.9MIT
- FlicenseAqualityDmaintenanceA server that enables Claude to search and access documentation from popular libraries like LangChain, LlamaIndex, and OpenAI directly within conversations.13
- AlicenseCqualityCmaintenanceA Model Context Protocol server that enables intelligent searching across documentation for 30+ programming libraries and frameworks, fetching relevant information from official sources.238MIT
- FlicenseCqualityBmaintenanceRetrieves documentation for any npm package by automatically discovering its GitHub repository and returning its README.md content.11
Vonage Documentation MCPofficial
Alicense-qualityDmaintenanceAn MCP server that provides AI assistants with access to Vonage API documentation, code snippets, tutorials, and troubleshooting resources.Apache 2.0