"A collaborative workspace and documentation tool" matching MCP servers:

• Google Workspace MCP

  adelaidasofia

  -

  security

  F

  license

  -

  quality

  A multi-account, token-efficient MCP server for Google Workspace services including Gmail, Calendar, Drive, Docs, and Sheets. It enables secure management of multiple accounts with compact data retrieval and keychain-backed authentication for efficient workflow automation.

  Last updated 2026-04-18

• Workspace Qdrant MCP

  ChrisGVE

  A

  security

  A

  license

  A

  quality

  Project-scoped semantic workspace memory for AI coding assistants. Watches your project files and auto-indexes code and docs into Qdrant using tree-sitter semantic chunking and hybrid search (dense + sparse + RRF)

  Last updated 2026-04-20

  6

  1

  MIT

• Google Workspace MCP

  NgoQuocViet2001

  A

  security

  F

  license

  B

  quality

  Enables reading and extracting structured data from Google Docs and Sheets, including text, tables, formulas, and images. It supports advanced image handling and multiple authentication methods for interacting with private and public workspace files.

  Last updated 2026-04-09

  11

  3

• Google Workspace Code MCP

  mitsuhiko

  A

  security

  F

  license

  B

  quality

  A code-first MCP server that provides a single tool to execute JavaScript or TypeScript with authenticated access to Google Workspace APIs. It enables flexible interactions with services like Calendar and Drive by running user-provided scripts through a built-in runtime environment.

  Last updated 2026-02-20

  1

  7

• Documentation MCP Server

  sagacious-satadru

  A

  security

  F

  license

  A

  quality

  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

• Google Workspace MCP

  yaniv-tg

  -

  security

  -

  license

  -

  quality

  Enables AI assistants to securely manage Google Workspace services (Gmail, Calendar, Drive, Sheets, Contacts) with persistent multi-account OAuth. Uses OS keychain for credential storage with health monitoring and granular business rules for enterprise security.

  Last updated 2026-04-04

  MIT

• MCP Documentation Server

  mahawi1992

  -

  security

  F

  license

  -

  quality

  A smart documentation server that provides AI-assisted code improvement and documentation management through Claude Desktop integration.

  Last updated 2024-12-04

  10

• Google Workspace MCP Connector

  bd01010

  -

  security

  -

  license

  -

  quality

  A ChatGPT custom connector that enables users to access, create, and manage Google Workspace files (Drive, Docs, Sheets, Slides) directly through ChatGPT using OAuth 2.0 authentication.

  Last updated 2025-07-27

  1

• AI Workspace MCP Server

  A-Proof

  -

  security

  F

  license

  -

  quality

  Provides a secure workspace for AI-driven file management and Python script execution designed to run on Vercel. It enables tools for full file operations and code execution within a sandboxed environment.

  Last updated 2026-01-28

• Google Workspace MCP Server

  aaronsb

  -

  security

  A

  license

  -

  quality

  Provides authenticated access to Google Workspace APIs with a focus on Gmail operations and planned Calendar support, featuring secure OAuth authentication and multi-account management with detailed error handling.

  Last updated 2026-04-16

  1,422

  146

  MIT

• CHOFF-A-MCP (Anamnesis)

  dd-dent

  -

  security

  A

  license

  -

  quality

  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT

• Documentation MCP Server

  RandellB-Ritense

  -

  security

  F

  license

  -

  quality

  Fetches GitHub PR and issue data server-side and combines it with a documentation template, providing formatted context to LLMs for automated documentation generation.

  Last updated 2025-12-18

• Google Workspace MCP Server

  DonMrMango

  -

  security

  A

  license

  -

  quality

  A comprehensive integration providing 114 tools to manage Google Drive, Docs, Sheets, Slides, Gmail, Calendar, and more through the Model Context Protocol. It enables seamless interaction with the full Google Workspace suite for file management, communication, and scheduling directly within Claude.

  Last updated 2026-01-15

  MIT

• agent-workspace-mcp

  c0sc0s

  A

  security

  A

  license

  A

  quality

  A TypeScript-aware MCP server that provides coding agents with repository discovery, code intelligence, and web project context for local codebases. It enables deep symbol navigation, diagnostic reporting, and structural analysis of monorepos without requiring full IDE integration.

  Last updated 2026-03-26

  7

  13

  MIT

• Google Workspace MCP Server

  cfdude

  -

  security

  F

  license

  -

  quality

  Provides 84 specialized tools for comprehensive Google Workspace automation including Gmail, Calendar, and Drive operations. Features persistent background service with centralized OAuth authentication through Composio for secure enterprise integration.

  Last updated 2026-03-11

  3

• Documentation Fetcher & RAG

  mikkelkrogsholm

  -

  security

  F

  license

  -

  quality

  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

• Documentation MCP Server

  LiL-Loco

  A

  security

  A

  license

  B

  quality

  Generates 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.

  Last updated 2025-12-12

  9

  MIT

• A-Share MCP Server

  firmmaple

  -

  security

  A

  license

  -

  quality

  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  23

  MIT

• MCP Workspace Server

  answerlink

  -

  security

  F

  license

  -

  quality

  An all-in-one MCP server providing complete AI agent capabilities including file operations, code execution (Python/Node.js), one-click web deployment with wildcard domain support, Excel/CSV processing, and image generation in isolated multi-tenant workspaces.

  Last updated 2026-01-06

  126

• Documentation MCP Server

  ThaLoc0one

  A

  security

  A

  license

  B

  quality

  Generates 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.

  Last updated 2025-12-12

  9

  MIT

• Two Truths and a Twist

  ErgodicLabs

  -

  security

  A

  license

  -

  quality

  An MCP-based trivia game server where AI creates rounds with two true statements and one false 'twist' about various topics, letting players guess which statement is false.

  Last updated 2025-04-09

  5

  MIT

• MCP Tool

  PiuQiuPiaQia

  A

  security

  F

  license

  D

  quality

  A server built on mcp-framework that enables integration with Claude Desktop through the Model Context Protocol.

  Last updated 2025-10-15

  1

  1

• Hardened Google Workspace MCP

  c0webster

  A

  security

  A

  license

  B

  quality

  A security-hardened integration that enables Claude to interact with Google Workspace tools like Gmail, Drive, and Docs while preventing data exfiltration by disabling features like email sending and external file sharing. It allows users to safely manage emails, documents, and calendars through natural language without risking unauthorized external communication.

  Last updated 2026-04-06

  73

  8

  MIT

• Documentation Search MCP

  gemini2026

  A

  security

  A

  license

  B

  quality

  A Model Context Protocol server that enables intelligent searching across documentation for 30+ programming libraries and frameworks, fetching relevant information from official sources.

  Last updated 2026-04-07

  23

  8

  MIT

• PyTorch Documentation Search

  seanmichaelmcgee

  -

  security

  F

  license

  -

  quality

  Provides semantic search capabilities over PyTorch documentation, enabling users to find relevant documentation, APIs, code examples, and error messages through Claude Code integration.

  Last updated 2025-04-20

  2

• google-workspace-unlimited

  dipseth

  -

  security

  A

  license

  -

  quality

  This MCP server provides comprehensive Google Workspace integration (Gmail, Drive, etc.) with multi-user OAuth. Unique features include RAG-powered natural language to Chat card rendering, runtime Jinja2 macro creation, and dynamic tool management.

  Last updated 2026-04-16

  17

  Apache 2.0

• MCP Spark Documentation Server

  martoc

  A

  security

  A

  license

  A

  quality

  Provides 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.

  Last updated 2026-03-26

  2

  MIT

• Tool-Plaid

  reilly3000

  -

  security

  F

  license

  -

  quality

  Enables interaction with Plaid's financial data API to sync bank transactions and retrieve account balances with secure encrypted token storage.

  Last updated 2025-12-24

• agent-tool

  knewstimek

  A

  security

  A

  license

  A

  quality

  Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities.

  Last updated 2026-04-17

  2

  51

  16

  MIT

• MCP Reflection Tool

  fourcolors

  -

  security

  F

  license

  -

  quality

  Provides a 'reflect' tool that creates cognitive checkpoints for AI assistants, forcing structured step-by-step reasoning through complex problems to improve accuracy and maintain context during task execution.

  Last updated 2025-08-30

  3

  6

• No-as-a-Service (NoaaS)

  Koneisto

  -

  security

  A

  license

  -

  quality

  Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.

  Last updated 2026-01-21

  4

  MIT

• MCP Google Workspace Server

  j3k0

  -

  security

  A

  license

  -

  quality

  Enables interaction with Gmail and Google Calendar using the MCP protocol, supporting multiple Google accounts, email management, and calendar operations through natural language.

  Last updated 2026-03-27

  116

  27

  MIT

• Chainflip Broker as a Service

  CumpsD

  -

  security

  A

  license

  -

  quality

  Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

  Last updated 2026-03-21

  10

  MIT

• MCP Think Tool

  piotrpalek

  A

  security

  F

  license

  A

  quality

  An MCP server implementation of Anthropic's Think Tool prompt engineering technique that enables Claude to break down complex problems and enhance its reasoning capabilities by providing a simple tool that echoes back thoughts.

  Last updated 2025-03-25

  1

  1

• Claude-Gemini Collaborative

  JamieWonderchild

  -

  security

  F

  license

  -

  quality

  Enables seamless real-time collaboration between Claude Code and the Gemini CLI for discussing ideas and refining solutions. It provides tools to initiate collaborative sessions, consult Gemini with context preservation, and access conversation history.

  Last updated 2025-07-03

• A-Share MCP Server

  24mlight

  A

  security

  A

  license

  C

  quality

  A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  641

  MIT

• A-MEM: Agentic Memory System

  tobs-code

  -

  security

  F

  license

  -

  quality

  Provides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.

  Last updated 2026-02-03

  7

• db-mcp-tool

  wirdes

  A

  security

  A

  license

  D

  quality

  A powerful Model Context Protocol (MCP) tool for exploring and managing different types of databases including PostgreSQL, MySQL, and Firestore.

  Last updated 2025-03-07

  9

  5

  MIT

• Workspace ONE UEM MCP Server

  xyzbuilds

  -

  security

  A

  license

  -

  quality

  Enables AI assistants to interact with VMware Workspace ONE UEM environments for device management, user administration, and system operations. Provides access to 25+ commonly used UEM APIs with support for OAuth2 authentication and bulk operations.

  Last updated 2025-10-19

  MIT

• OpenTelemetry Documentation

  ryu1maniwa

  A

  security

  A

  license

  A

  quality

  Enables 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.

  Last updated 2025-08-13

  2

  3

  Apache 2.0

• graph-tool-call

  SonAIengine

  A

  security

  A

  license

  A

  quality

  Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.

  Last updated 2026-04-09

  6

  6

  MIT

• MCP Tool Factory

  tarunjain15

  -

  security

  F

  license

  -

  quality

  A framework for building hot-loadable MCP tools that feature conversational negotiation, graduated permissions, and zero-downtime updates. It enables persistent state continuity across server restarts and provides a hypothetical evaluation system for tool actions.

  Last updated 2025-11-23

• MCP Think Tool

  DannyMac180

  -

  security

  A

  license

  -

  quality

  An MCP server that implements the 'think' tool, providing Claude with a dedicated space for structured thinking during complex problem-solving tasks to improve reasoning capabilities.

  Last updated 2025-04-01

  131

  MIT

• Git MCP Assistant Tool

  kamiwaza-drew

  -

  security

  F

  license

  -

  quality

  Enables AI models to perform comprehensive Git repository management including cloning, file operations, branching, committing, and pushing changes via a secure FastMCP interface. It features built-in workspace isolation and rigorous input validation to ensure production-ready repository control.

  Last updated 2026-02-06

• swagger-mcp-tool

  sdlbp

  -

  security

  A

  license

  -

  quality

  A Bun-based MCP server that allows AI models to query Swagger/OpenAPI documentation from local files or remote URLs. It enables users to search for APIs, retrieve detailed endpoint definitions, and fetch schemas to facilitate code generation and API integration.

  Last updated 2026-01-29

  26

  3

  MIT

• Twitter MCP Tool

  jalaj-pandey

  -

  security

  F

  license

  -

  quality

  A Python-based tool that streamlines social media tasks by enabling users to post tweets, track username changes, fetch recent tweets, and send direct messages on Twitter.

  Last updated 2025-05-07

• Google Workspace MCP Server

  HgDeveloper13

  -

  security

  A

  license

  -

  quality

  Enables interaction with Google Sheets, Docs, and Drive to manage spreadsheets, documents, and files. It supports operations like reading and updating cell data, extracting text from documents, and searching or sharing files within Google Drive.

  Last updated 2026-02-07

  MIT

• Google Workspace MCP Server

  epaproditus

  A

  security

  A

  license

  -

  quality

  Provides tools for interacting with Gmail and Calendar APIs. This server enables you to manage your emails and calendar events programmatically through the MCP interface.

  Last updated 2024-12-29

  30

  MIT

• mcp-tool-chainer

  thirdstrandstudio

  -

  security

  A

  license

  -

  quality

  An MCP (Model Context Protocol) server that chains calls to other MCP tools, reducing token usage by allowing sequential tool execution with result passing

  Last updated 2025-08-04

  109

  57

  MIT

• AWS Documentation MCP Server

  daniel-levesque

  A

  security

  A

  license

  A

  quality

  Provides tools to access AWS documentation, search for content, and get recommendations for both global and China AWS regions.

  Last updated 2025-07-24

  3

  Apache 2.0