"A server for performing all operations on Bitbucket" matching MCP servers:

• 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-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 10 months ago (2025-10-27 16:16 UTC)

  3

  GPL 3.0

• 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

  -Not graded

  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

  -Not graded

  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 8 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 Local File Reader

  yryuu

  F

  license

  A

  quality

  D

  maintenance

  Enables comprehensive local file system operations including searching and reading content from various formats like PDF, Office documents, CSV, and text files. It features automatic character encoding detection and secure path validation for directory access.

  Updated 5 months ago (2026-03-16 04:12 UTC)

  7

  1
• 

  Run It on AIofficial

  StructLabs-io

  A

  license

  -Not graded

  quality

  B

  maintenance

  Read-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.

  Updated 24 days ago (2026-07-31 13:58 UTC)

  MIT

• MCP Server for Deep Research

  reading-plus-ai

  A

  license

  -Not graded

  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

  -Not graded

  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

  -Not graded

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

  9

  1

  MIT
• 

  Qdrant Docs MCP Serverofficial

  qdrant

  F

  license

  -Not graded

  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

• OpenAPI Specification Docs MCP

  a-zara-n

  A

  license

  -Not graded

  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)

  409

  3

  ISC
• 

  Appwrite Docs MCP Serverofficial

  appwrite

  F

  license

  -Not graded

  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 8 days ago (2026-08-16 07:45 UTC)

  12

• Scientific Paper Reading

  Lxy-hqu

  F

  license

  -Not graded

  quality

  D

  maintenance

  Enables 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.

  Updated 8 months ago (2025-12-09 10:27 UTC)

  15

• MCP Server for Documentation

  probablyronit

  F

  license

  -Not graded

  quality

  B

  maintenance

  An MCP server that retrieves and cleans official documentation for popular AI/Python libraries via web search and LLM processing, exposing a get_docs tool.

  Updated 12 days ago (2026-08-11 18:37 UTC)

• Lerian MCP Server

  LerianStudio

  A

  license

  A

  quality

  A

  maintenance

  Provides AI assistants with comprehensive documentation, tutorials, and SDK code generation for all 5 Lerian products (Midaz, Tracer, Flowker, Reporter) through a single unified tool. Documentation-only mode with no live API access.

  Updated 5 days ago (2026-08-18 23:37 UTC)

  16

  49

  8

  Apache 2.0

• My MCP Server

  GHjiejie

  F

  license

  A

  quality

  D

  maintenance

  A comprehensive MCP server providing arithmetic tools, dynamic file resources for frontend/backend documentation, reusable prompt templates for code review/debugging/testing, and complete development workflow management from requirements to deployment.

  Updated 9 months ago (2025-11-30 06:42 UTC)

  4

  46
• 

  mcp-server-ispace-wikiofficial

  ispace-top

  A

  license

  A

  quality

  B

  maintenance

  Enables AI assistants to perform CRUD operations, search, batch operations, and commenting on iSpace Wiki documents.

  Updated 9 days ago (2026-08-15 09:54 UTC)

  32

  MIT

• mcp-esa-server-python

  scnsh

  A

  license

  A

  quality

  C

  maintenance

  A Python-based MCP server that enables users to interact with the esa.io API for documentation management. It provides tools for retrieving user information and performing full CRUD operations on articles.

  Updated a year ago (2025-06-17 03:38 UTC)

  6

  1

  MIT