"A program for creating, analyzing, and managing spreadsheets" matching MCP servers:

• 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.

  Updated 9 months ago (2025-10-27 16:16 UTC)

  3

  GPL 3.0

• MCP Server for OSCAL

  awslabs

  A

  license

  A

  quality

  C

  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.

  Updated 2 months ago (2026-06-23 20:40 UTC)

  40

  51

  Apache 2.0

• 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.

  Updated 6 months ago (2026-02-12 11:40 UTC)

• 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.

  Updated a year ago (2025-04-16 15:24 UTC)

  1

  15

  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.

  Updated 7 months ago (2026-01-17 19:20 UTC)

  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.

  Updated 7 months ago (2026-01-05 00:23 UTC)

  MIT

• 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.

  Updated a year ago (2025-05-04 17:43 UTC)

  1

• MCP Server for Deep Research

  reading-plus-ai

  A

  license

  -

  quality

  C

  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.

  Updated a year ago (2025-03-25 15:50 UTC)

  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.

  Updated a year ago (2025-06-22 03:38 UTC)

  1

  MIT

• Open API MCP Server

  HaoYan-A

  A

  license

  -

  quality

  F

  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.

  Updated 9 months ago (2025-10-29 07:50 UTC)

  9

  1

  MIT

• prismAId

  open-and-sustainable

  A

  license

  -

  quality

  A

  maintenance

  MCP server that enables AI assistants to drive systematic literature review workflows, including screening, downloading, converting, and reviewing papers through natural language conversation.

  Updated 4 days ago (2026-08-07 10:31 UTC)

  24

  AGPL 3.0
• 

  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.

  Updated 2 months ago (2026-06-23 10:18 UTC)

  9

• mcp-wikijs-mv

  janschachtschabel

  A

  license

  -

  quality

  B

  maintenance

  MCP server for Wiki.js with full GraphQL API coverage, fine-grained permissions, multi-user support, and deployable on Vercel.

  Updated 2 months ago (2026-06-17 13:10 UTC)

  Apache 2.0

• file-indexer-mcp

  A-Souhei

  A

  license

  -

  quality

  C

  maintenance

  An HTTP MCP server that indexes large documents into exact-line-numbered sections, enabling AI models to locate, read, summarize, and edit parts of a document without ingesting the whole file.

  Updated 11 days ago (2026-07-31 06:44 UTC)

  MIT

• Context7 MCP

  Thejesh-k463

  A

  license

  -

  quality

  D

  maintenance

  Pulls up-to-date, version-specific documentation and code examples for libraries directly into your prompt, preventing outdated or hallucinated APIs.

  Updated 20 days ago (2026-07-21 19:02 UTC)

  MIT

• OpenAPI Specification Docs MCP

  a-zara-n

  A

  license

  -

  quality

  D

  maintenance

  Enables AI assistants to interact with OpenAPI documents for analysis, validation, and management through structured interfaces.

  Updated a year ago (2025-07-11 18:27 UTC)

  593

  3

  ISC

• mcpreg

  prasad-a-abhishek

  A

  license

  -

  quality

  B

  maintenance

  MCP server that enables introspection of any MCP server's registered tools by exposing mcpreg/list, mcpreg/get, and mcpreg/query tools, making tool registry accessible even when the underlying SDK lacks list_tools().

  Updated 9 days ago (2026-08-01 11:51 UTC)

  MIT
• 

  Appwrite Docs MCP Serverofficial

  appwrite

  F

  license

  -

  quality

  A

  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.

  Updated a month ago (2026-07-14 10:44 UTC)

  12

• docs-scraper

  Qvakk

  F

  license

  -

  quality

  D

  maintenance

  Enables scraping and searching documentation websites using semantic or keyword search, with support for multiple deployment modes.

  Updated 10 months ago (2025-10-17 20:00 UTC)

• ai-readme-manager

  Draco-Cheng

  A

  license

  A

  quality

  A

  maintenance

  A smart documentation system that helps AI assistants understand and follow your project's conventions by automatically discovering, routing, and managing AI_README.md guide files.

  Updated 19 days ago (2026-07-23 02:29 UTC)

  6

  47

  3

  MIT