"Hybrid RAG System for Indexing DevOps eBooks and Online Documentation" matching MCP servers:

• Hybrid RAG MCP Server

  jiarongli517021911144

  A

  license

  -

  quality

  C

  maintenance

  A modular Retrieval-Augmented Generation (RAG) framework that provides hybrid search and knowledge retrieval capabilities via the Model Context Protocol. It enables users to integrate document-based knowledge into LLM workflows with support for dense/sparse retrieval, reranking, and observability.

  Last updated 2026-03-16

  MIT

• Hybrid RAG Project MCP Server

  gwyer

  A

  license

  -

  quality

  C

  maintenance

  Enables Claude to perform hybrid search across local documents by combining semantic vector retrieval and BM25 keyword matching for optimal context recovery. It supports multiple file formats including PDF, CSV, and Markdown, leveraging local Ollama models for private and efficient document querying.

  Last updated 2025-12-14

  3

  MIT

• Documentation Fetcher & RAG

  mikkelkrogsholm

  F

  license

  -

  quality

  D

  maintenance

  Enables 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.

  Last updated 2025-12-25

• DevOps MCP

  devops-vesi

  A

  license

  A

  quality

  C

  maintenance

  An 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.

  Last updated 2026-05-15

  2

  114

  MIT

• mcp-for-azure-devops-boards

  danielealbano

  A

  license

  C

  quality

  B

  maintenance

  MCP for Azure DevOps Boards is a MCP server that lets your favourite AI browse, query and update Azure DevOps work items as if it were a project manager. Written in Rust and optimized for tokens usagem, It runs via stdio or HTTP mode and uses standard Azure authentication with az login.

  Last updated 2026-05-07

  23

  6

  MIT

• Google Indexing API MCP Server

  ag2-mcp-servers

  F

  license

  -

  quality

  C

  maintenance

  An MCP server that enables interacting with Google's Indexing API, allowing agents to submit URLs to Google for indexing or removal from search results through natural language commands.

  Last updated 2025-07-16

• figma-mcp-hybrid

  mhue26

  A

  license

  B

  quality

  C

  maintenance

  Enables reading Figma files via REST API and writing to the Figma canvas via a WebSocket bridge.

  Last updated 2026-06-11

  47

  MIT

• Azure DevOps MCP Server

  varnierg

  A

  license

  -

  quality

  B

  maintenance

  MCP server that enables AI assistants to manage Azure DevOps resources including Work Items, Git repositories, pipelines, and user identities.

  Last updated 2026-06-11

  MIT

• obsidian-hybrid-search

  flowing-abyss

  -

  license

  -

  quality

  A

  maintenance

  MCP server that indexes Obsidian notes and enables hybrid search (full-text, fuzzy, semantic) for AI assistants to find and read notes.

  Last updated 2026-06-12

  68

• MCP Hybrid Forecasting

  j1c4b

  F

  license

  -

  quality

  D

  maintenance

  Enables algorithmic stock trading analysis by combining ARIMA, ARIMA-GARCH, and XGBoost models to generate buy/sell/hold signals with risk management, portfolio comparison, and volatility analysis for various market sectors.

  Last updated 2025-09-30

  1

• Azure DevOps MCP Server for

  EreAlexandru

  F

  license

  -

  quality

  D

  maintenance

  Enables interaction with Azure DevOps through natural language in Cursor IDE. Supports work item management, pull requests, builds, releases, test management, and guided workflows for development teams, QA testers, and release management.

  Last updated 2025-07-01

  1

• knowledge-rag

  lyonzin

  A

  license

  A

  quality

  B

  maintenance

  Local RAG system for Claude Code with hybrid search (semantic + BM25), cross-encoder reranking, markdown-aware chunking, and 12 MCP tools. Zero external servers, pure ONNX in-process.

  Last updated 2026-06-09

  12

  91

  MIT

• eve-online-traffic-mcp

  kongyo2

  A

  license

  A

  quality

  D

  maintenance

  A comprehensive Model Context Protocol (MCP) server for EVE Online traffic, navigation, and system information using both the official ESI API and SDE data.

  Last updated 2025-08-03

  2

  20

  4

  TypeScript

  MIT

• Documentation MCP Server

  sagacious-satadru

  F

  license

  A

  quality

  D

  maintenance

  A server that enables Claude to search and access documentation from popular libraries like LangChain, LlamaIndex, and OpenAI directly within conversations.

  Last updated 2025-04-12

  1

  3

• DevOps Enhanced MCP

  wangkanai

  A

  license

  B

  quality

  D

  maintenance

  A dynamic Azure DevOps MCP server that automatically switches authentication context based on the current working directory, enabling seamless integration with multiple Azure DevOps organizations and projects.

  Last updated 2026-03-26

  10

  11

  11

  MIT

• Azure DevOps MCP Server for

  stefanskiasan

  A

  license

  B

  quality

  D

  maintenance

  Integrates Cline with Azure DevOps services, enabling access to work items, repositories, and pull requests through configurable MCP tools.

  Last updated 2025-02-15

  15

  33

  MIT

• eve-online-mcp

  kongyo2

  A

  license

  B

  quality

  D

  maintenance

  このMCPサーバーは、EVE Onlineのマーケットデータにアクセスするためのインターフェースを提供します。ESI（EVE Swagger Interface）APIを使用して、リアルタイムの市場データを取得できます。

  Last updated 2025-07-25

  10

  7

  MIT

• DevOps Helper MCP

  rideRTD

  F

  license

  B

  quality

  -

  maintenance

  Provides tools and slash commands to onboard developers and manage DevOps workflows including Git operations, Docker containerization, GitHub Actions CI/CD, GitHub Container Registry, SonarCloud code analysis, and Azure container deployments.

  Last updated 2025-12-31

  23
• 

  quickbooks-online-mcp-serverofficial

  intuit

  A

  license

  -

  quality

  C

  maintenance

  A comprehensive Model Context Protocol server providing full CRUD operations for 29 QuickBooks Online entities and 11 financial reports.

  Last updated 2026-06-06

  276

  Apache 2.0

• Markdown RAG Documentation

  andnp

  A

  license

  -

  quality

  C

  maintenance

  Enables semantic search over local Markdown documentation using hybrid retrieval combining embeddings, keyword search, and graph traversal with automatic file watching and zero-configuration setup.

  Last updated 2026-04-16

  2

  MIT