"Searching for the functionality of packages in a Maven repository" matching MCP servers:

• Maven Package README MCP

  elchika-inc

  A

  license

  -

  quality

  C

  maintenance

  Enables AI assistants to fetch comprehensive information about Maven packages from Maven Central, including README content, package metadata, dependencies, and search functionality with GitHub integration.

  Last updated 2025-06-30

  8

  MIT

• repository-analyzer-mcp

  anvitsaxena8

  A

  license

  -

  quality

  D

  maintenance

  Provides intelligent codebase analysis, dependency scanning, architecture detection, security vulnerability scanning, and automatic documentation generation for modern development teams.

  Last updated 2026-03-28

  26

  MIT

• the-designer

  1999AZZAR

  A

  license

  -

  quality

  B

  maintenance

  Enables generating UI design rules, fetching color palettes, and retrieving brand design references from over 328 brands.

  Last updated 2026-07-22

  MIT

• mcp-for-docs

  shayonpal

  A

  license

  B

  quality

  F

  maintenance

  Automatically 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.

  Last updated 2025-10-27

  3

  GPL 3.0

• MCP Server for OSCAL

  awslabs

  A

  license

  A

  quality

  D

  maintenance

  Provides 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.

  Last updated 2026-06-23

  40

  48

  Apache 2.0

• MCP Servers in Python

  Rwanbt

  F

  license

  -

  quality

  C

  maintenance

  Exposes a small catalog of programming study topics through the Model Context Protocol (MCP) for local learning.

  Last updated 2026-07-16

• zju-mcp

  EviterLesRoses2

  F

  license

  A

  quality

  C

  maintenance

  Enables interaction with Zhejiang University's learning platform (学在浙大 / 智云课堂) via MCP tools, allowing natural language commands to check todos, view schedules, fetch lecture transcripts, and submit homework.

  Last updated 2026-07-01

  7

  2

• RTFD (Read The F*****g Docs)

  aserper

  A

  license

  A

  quality

  C

  maintenance

  Provides LLMs with real-time access to up-to-date documentation from PyPI, npm, crates.io, GoDocs, DockerHub, GitHub, and GCP, preventing outdated code generation and API hallucinations.

  Last updated 2026-07-16

  27

  14

  MIT

• Langflow Document Q&A Server

  GongRzhe

  A

  license

  C

  quality

  F

  maintenance

  Enables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q\&A flows.

  Last updated 2025-04-16

  1

  15

  MIT

• MCP Server for Deep Research

  reading-plus-ai

  A

  license

  -

  quality

  F

  maintenance

  A 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.

  Last updated 2025-03-25

  213

  MIT

• Developer Roadmaps MCP Server

  a-kaibu

  A

  license

  -

  quality

  F

  maintenance

  Provides access to developer roadmap content from roadmap.sh, allowing users to list available roadmaps and fetch detailed Markdown content for specific career paths.

  Last updated 2025-06-22

  1

  MIT

• Open API MCP Server

  HaoYan-A

  A

  license

  -

  quality

  D

  maintenance

  Provides AI assistants with access to OpenAPI specifications, enabling API discovery, schema retrieval, and direct API execution with support for OAuth 2.0 and other authentication methods.

  Last updated 2025-10-29

  1

  1

  MIT

• Document Q&A MCP Server

  SY-MR-CODER

  A

  license

  -

  quality

  D

  maintenance

  A 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.

  Last updated 2026-01-17

  MIT

• Document Q&A MCP Server

  sprchr

  A

  license

  -

  quality

  D

  maintenance

  Enables 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.

  Last updated 2026-01-05

  MIT
• 

  Qdrant Docs MCP Serverofficial

  qdrant

  F

  license

  -

  quality

  C

  maintenance

  A read-only MCP server providing curated Qdrant documentation for LLMs, enabling retrieval of the latest and most accurate documentation.

  Last updated 2026-06-23

  9
• 

  Appwrite Docs MCP Serverofficial

  appwrite

  F

  license

  -

  quality

  B

  maintenance

  Enables IDEs like Cursor, Windsurf, and Claude Code to access and query Appwrite documentation through a vector-powered search system. Provides developers with contextual Appwrite documentation directly within their development environment.

  Last updated 2026-07-14

  11

• MCP Servers for QA and Release

  1olegshev

  F

  license

  -

  quality

  D

  maintenance

  A collection of MCP servers for Slack, Jira, Confluence, and release coordination to automate QA workflows and daily release status reporting.

  Last updated 2026-02-12
• 

  ak-mcpofficial

  the-ak-foundation

  A

  license

  A

  quality

  B

  maintenance

  Provides AI coding tools with queryable documentation for the AK (Active Kernel) event-driven MCU framework, including API signatures, guides, and guardrails.

  Last updated 2026-07-09

  5

  Apache 2.0

• MCP Server for Up-to-Date

  AmirUpSkill

  F

  license

  A

  quality

  D

  maintenance

  Provides Large Language Models with real-time access to the latest documentation for Python libraries like Langchain, LlamaIndex, and OpenAI, enabling accurate and up-to-date code suggestions.

  Last updated 2025-05-04

  1

• NPM Context Agent MCP

  JuanSebastianGB

  A

  license

  A

  quality

  D

  maintenance

  Provides comprehensive contextual information about npm packages including README files, versions, dependencies, download statistics, and search functionality. Enables users to explore and analyze npm packages through natural language queries with intelligent GitHub README fetching and branch fallback.

  Last updated 2025-11-02

  9

  MIT