"How to clone a GitLab repository" matching MCP servers:

• GitLab Jira Context MCP

  jagarkarlo

  A

  license

  B

  quality

  B

  maintenance

  This MCP server connects GitLab projects and merge requests with Jira work tracking, Confluence pages, and Grafana dashboards. It provides read-only access to GitLab, Confluence, and Grafana, while Jira mutations require explicit confirmation.

  Updated 7 hours ago (2026-08-12 12:23 UTC)

  19

  MIT

• CodeWiki MCP Server

  Cloudmeru

  A

  license

  A

  quality

  C

  maintenance

  Enables querying any GitHub, GitLab, or Bitbucket repository and getting AI-generated answers about the codebase, powered by Gemini.

  Updated 6 months ago (2026-02-18 02:27 UTC)

  5

  MIT

• docs-mcp

  paraspace-dev

  F

  license

  A

  quality

  C

  maintenance

  Enables coding agents to write repository documents (READMEs, RFCs, design docs, ADRs) from verified codebase facts, using a separate model for drafting and agent fact-checking for accuracy.

  Updated 19 hours ago (2026-08-11 23:39 UTC)

  3

• howto-mcp

  stonedog-code

  A

  license

  A

  quality

  C

  maintenance

  A Model Context Protocol server for querying and reading articles from a how-to documentation portal, with search and retrieval tools scoped to the token's user permissions.

  Updated 3 days ago (2026-08-09 15:55 UTC)

  3

  54

  Apache 2.0

• MetaMask Embedded Wallets MCP

  Web3Auth

  A

  license

  A

  quality

  B

  maintenance

  Teaches AI coding agents how to reason correctly about MetaMask Embedded Wallets / Web3Auth architecture, SDK choice, key derivation, auth flows, and common integration pitfalls.

  Updated 2 months ago (2026-06-04 18:37 UTC)

  5

  3

  MIT

• Generate-documentation-MCP

  Paulosouzx

  A

  license

  A

  quality

  C

  maintenance

  MCP server for Claude Code that generates a documentation skeleton from Git repository changes, outputting a Markdown file with placeholders for AI analysis.

  Updated a month ago (2026-07-14 15:16 UTC)

  1

  MIT

• scoutbook

  Joilson-Julkoski

  F

  license

  A

  quality

  C

  maintenance

  Enables Claude Code to access a team's handbook (markdown repository) through listing, reading, and searching documents, helping standardize processes and troubleshooting.

  Updated a month ago (2026-07-10 00:07 UTC)

  3
• 

  m-dev-tools-mcpofficial

  m-dev-tools

  A

  license

  A

  quality

  B

  maintenance

  MCP server that exposes tools to route natural language queries to typed IDs, describe catalog entries, and list repository verification commands for the m-dev-tools organization.

  Updated 9 days ago (2026-08-03 13:19 UTC)

  3

  AGPL 3.0

• Pronounce / pronounce-mcp

  anzy-renlab-ai

  A

  license

  A

  quality

  A

  maintenance

  Look up how engineers actually pronounce project / product / jargon names (kubectl, nginx, JSON, Pydantic, JWT) — 1452+ entries with IPA, respelling, source citation, and confidence level.

  Updated 15 days ago (2026-07-28 13:00 UTC)

  3

  30

  MIT

• 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 21 days ago (2026-07-23 02:29 UTC)

  6

  97

  3

  MIT

• disclos-eu-ai-act

  GatisOzols

  A

  license

  A

  quality

  C

  maintenance

  Lets AI assistants classify an AI system under the EU AI Act, returning risk tier, obligations, and deadlines based on a plain-English description of the product.

  Updated 2 months ago (2026-06-17 04:55 UTC)

  4

  9

  MIT

• CKG-NVIDIA-AI

  WangHuikong

  A

  license

  A

  quality

  B

  maintenance

  Provides a compressed knowledge graph of the NVIDIA AI developer stack for deterministic traversal, enabling agents to answer questions about dependencies and prerequisites with minimal tokens.

  Updated 15 days ago (2026-07-29 04:30 UTC)

  8

  MIT

• 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.

  Updated a month ago (2026-07-16 20:17 UTC)

  27

  14

  MIT

• zread-mcp

  ejfkdev

  A

  license

  A

  quality

  F

  maintenance

  Connects to the Zread.ai documentation platform, enabling AI assistants to read GitHub repository documents, search code, and interact with repository AI.

  Updated 5 months ago (2026-03-13 12:07 UTC)

  9

  39

  2

  MIT

• ai-test-process-mcp

  Hashi-Kazu

  A

  license

  A

  quality

  B

  maintenance

  MCP server that generates ISO/IEC/IEEE 29119-3 compliant test plan drafts from project information, providing a structured resource for the standard's test plan outline and a tool for draft creation.

  Updated a day ago (2026-08-11 13:20 UTC)

  1

  3,694

  MIT

• DiscoMCP

  ieranama

  A

  license

  A

  quality

  A

  maintenance

  Teach any AI agent how you use an MCP server – Soft-Landing to your AI integrations

  Updated a month ago (2026-07-13 15:44 UTC)

  7

  3

  Apache 2.0

• DevOps MCP

  devops-vesi

  A

  license

  A

  quality

  D

  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.

  Updated 3 months ago (2026-05-15 15:25 UTC)

  2

  114

  MIT

• Rabobank MCP Training Demo

  RemseyMailjard

  F

  license

  A

  quality

  B

  maintenance

  A training MCP server that demonstrates how GitHub Copilot can securely access internal banking APIs, documentation, and architecture review prompts.

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

  4

• md-to-text

  MD-TO-TEXT

  F

  license

  A

  quality

  D

  maintenance

  A Model Context Protocol server that converts Markdown documents to plain text with flexible options and dual protocol support.

  Updated a year ago (2025-07-27 07:22 UTC)

  4

• SpecBridge MCP

  heecheon92

  F

  license

  A

  quality

  D

  maintenance

  A clone-and-own MCP server that exposes OpenAPI/Huma contract intelligence to AI agents by turning API specifications into deterministic endpoint metadata, schemas, validation facts, and TypeScript declarations.

  Updated 4 months ago (2026-04-17 04:18 UTC)

  6