Gitlab

com.mcparmoryPublished by mcparmory.comv1.0.3Updated Oct 24, 2026

Manage projects, groups, branches, merge requests, and CI/CD pipelines

The publisher's own server: Gitlab

VerifiedSTDIODesktop onlyCloud & InfrastructureDeveloper Tools

Overview

AI-generated overview

A local MCP server that connects an AI assistant to GitLab so it can manage projects, groups, branches, merge requests and CI/CD pipelines.

What you can do
Manage projects and groups, including their structure and settings via the GitLab API surface exposed as tools. Work with branches and merge requests, such as creating, reviewing and updating them. Inspect and act on CI/CD pipelines. Coverage follows the upstream GitLab OpenAPI spec, so all endpoints are exposed as tools, with request validation, retries and optional redaction of sensitive response fields.
When to use it
Useful when an assistant should work directly with a GitLab instance during development: triaging merge requests, checking pipeline status, or organizing projects and groups without switching to the web UI.
Requirements
Runs as a local process on the desktop, either via uvx from the PyPI package mcparmory-gitlab or via Docker from the published image. Python 3.11+ is needed for the package route. GitLab credentials are required for real use; the manifest declares no environment variables, so consult the package's own README for the exact credential setup.
Before you install
The server acts on a live GitLab account and can change projects, branches, merge requests and pipelines, so review write actions before approving them. Credentials are configured through the client's environment block; keep the token scoped and out of shared configs. Response redaction is optional and may not be enabled by default.

Installation

In SourceWeft

  1. Open Gitlab in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

README

[MCP Armory]

MCP Armory Registry

Production-ready MCP servers for popular APIs, generated by MCP Blacksmith.

[GitHub Stars] [License] [Servers] [Python 3.11+]

Servers · Install & Usage · Features · How it works · License

MCP servers that connect AI agents to real-world APIs. Each server is a standalone Python package — generated from the upstream OpenAPI spec using MCP Blacksmith and tested against the live API before release. Hosted on MCP Armory or run independently.

Servers

🧠 AI & Machine Learning   ElevenLabs · Linkup · Parallel · Perplexity AI · Ragie · Replicate

📊 Analytics   Ahrefs · Datadog · Google Analytics · Google Search Console · Linkly · Mixpanel · PostHog

⛓️ Blockchain & Crypto   Alchemy NFT

💼 CRM & Sales   Apollo

💬 Communication   Atlassian Confluence · Google Gmail · MailerSend · Mailtrap · Postmark · Resend · Slack

🗄️ Data & Databases   Enigma · Pinecone

🛠️ Developer Tools   AgentQL · Apify · Bitbucket · Bright Data · Browserbase · BuiltWith · Canvas · CircleCI · Codacy · Contentful Management · ConvertAPI · E2B · Firecrawl · GitHub · GitLab · LaunchDarkly · Postman · Scrapingant · Semrush AppCenter · Sentry

📄 Documents & Printing   PDF.co

🛒 E-commerce   Shopify Admin

💰 Finance   Alpha Vantage · Polygon · Ramp

👥 HR & Recruiting   BambooHR

☁️ Infrastructure   Globalping · Grafana · PagerDuty · Rootly · Runpod

⚖️ Legal & Compliance   NetLicensing

🗺️ Maps & Location   Google Maps Platform · IP2Location.io IP Geolocation · OpenCage Geocoding

📣 Marketing   Customer.io Journeys Track · Klaviyo

🎬 Media & Entertainment   Canva · Perigon

✅ Productivity   Airtable · Asana · Atlassian Jira · ClickUp · Figma · Google Sheets · Miro · Notion · Outline · Shortcut

🔍 Search   Algolia Search · Google Search

📦 Storage   Box · Files.com · Google Drive

📌 Other   Close

More servers are being added continuously.

Install & Usage

Every server is a standalone PyPI package (mcparmory-<server-name>). Each server's own README.md has full credential setup and configuration instructions.

bash
# With uvx (no install needed)uvx mcparmory-github
# With pippip install mcparmory-githubmcparmory-github

MCP client configuration (Claude Desktop, Cursor, Codex, Claude Code):

json
{  "mcpServers": {    "github": {      "command": "uvx",      "args": ["mcparmory-github"],      "env": {        "BEARER_TOKEN": "ghp_your_token_here"      }    }  }}

Features

Every server in this registry provides:

  • Full API coverage — all endpoints from the OpenAPI spec are exposed as MCP tools
  • Authentication — API key, Bearer token, Basic auth, OAuth2, JWT, OpenID Connect, and mutual TLS
  • Multi-auth — servers that support multiple auth methods let you configure whichever you prefer
  • Pydantic validation — request parameters are validated before sending to the API
  • Resilience — configurable retries with exponential backoff, connection pooling, and timeouts
  • Response sanitization — optional redaction of sensitive fields from API responses

How servers are generated

Servers are generated by MCP Blacksmith, an automated pipeline that:

  1. Parses an OpenAPI specification
  2. Transforms operations through LLM-driven passes (naming, parameter filtering, enhancement, classification)
  3. Generates a complete MCP server with auth, models, validation, and configuration
  4. Tests every tool against the live API using an autonomous agent
  5. Deploys passing servers to this registry

The generator targets Python 3.11+ and uses FastMCP as the MCP framework.

Contributing

Servers are auto-generated — don't edit server code directly. If you find an issue, open a GitHub Issue describing:

  • Broken or deprecated endpoints
  • Missing or incorrect parameters
  • Authentication problems
  • Incorrect request/response models

We'll re-generate the affected server with the fix. To request a new server, open an issue with a link to the API's OpenAPI spec or documentation.

License

Each generated server is released under the MIT License. The underlying APIs have their own terms of service — see individual server READMEs for details.

MCP Armory · MCP Blacksmith · Docs

Source: README.md at commit 04af6ce

Tools

0
SourceWeft has not started this package in its sandbox yet, so its tools are not known.

Version history

1
  1. v1.0.3LatestSep 16, 2026

Score

40% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts

    Declare a license in the repository or the registry entry.

Other Gitlab integrations

Gitlab

com.gitlabOfficial publisher

Gitlab's hosted MCP server, published by gitlab.com; credential required; Streamable HTTP.

Streamable HTTPWeb executableAuth
Credential requiredOct 25, 2026

GitLab MCP Server

Published by GitHub account sumirati

A local GitLab MCP server that lets an assistant read and manage projects, branches, commits, merge requests, issues and CI/CD pipelines on GitLab.com or self‑h

STDIODesktop only
Cloud & InfrastructureNot validated yetOct 24, 2026

Gitlab Mcp

Published by GitHub account mmedum

Local stdio MCP server that lets an assistant work inside your gitlab.com projects as you: issues, merge requests, reviews, repository and CI.

STDIODesktop only
Productivity & WorkflowNot validated · the package type cannot run in the sandboxNov 4, 2026

Gitlab Ci Break Lint

Published by GitHub account jmshinhwa

A local MCP server that points out .gitlab-ci.yml lines your GitLab runner will reject after the next major GitLab upgrade.

STDIODesktop only
Developer ToolsNot validated yetOct 24, 2026

Gitlab Mcp

Published by GitHub account mrfentmen

Lets an assistant look up public GitLab projects and users without any API key.

STDIODesktop only
Developer ToolsNot validated yetOct 24, 2026