mcp-gitlab-public

MCP serverDev tools

Once added, your AI can look up information from public GitLab projects without any account or sign-in. It reads GitLab's public API v4, so it can answer questions about open-source projects using current data rather than guesswork.

Use mcp-gitlab-public in Claude, ChatGPT or Ahel Desktop

Free. Sign in, add mcp-gitlab-public and connect your AI. About a minute.

Also: Claude Code · Cursor · Codex

Then ask your AI: use the ask pipeworx tool from mcp-gitlab-public

Details

Available today. Use it from your connected AI after setup.

After adding it, ask your AI about any public GitLab project, for example to pull up its details or summarize recent activity. No GitLab account is needed, so there is nothing to sign in to.

mcp-gitlab-publicStart free

What your AI can do with it

  • Look up public GitLab projects and their details
  • Read publicly visible information such as commits and issues
  • Check recent activity on open-source projects
  • Answer questions with live data straight from GitLab
  • Get GitLab information without needing an account or sign-in

Install mcp-gitlab-public

The server’s own address, for the clients that take one directly. Or connect Ahel once and every client you use reads it from one address, with the account kept on Ahel rather than in each client’s config.

  • Claude Code

    claude mcp add --transport http --scope user mcp-gitlab-public 'https://gateway.pipeworx.io/gitlab-public/mcp'

    Run it once in your project, then open /mcp to approve any sign-in the server asks for.

  • Claude Desktop

    https://gateway.pipeworx.io/gitlab-public/mcp

    Add a custom connector in Settings, paste this address, and approve the sign-in.

  • Cursor

    cursor://anysphere.cursor-deeplink/mcp/install?name=mcp-gitlab-public&config=eyJ1cmwiOiJodHRwczovL2dhdGV3YXkucGlwZXdvcnguaW8vZ2l0bGFiLXB1YmxpYy9tY3AifQ==

    Open the link and Cursor adds the server at that address.

  • ChatGPT

    https://gateway.pipeworx.io/gitlab-public/mcp

    In Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.

  • Codex

    codex mcp add mcp-gitlab-public --url 'https://gateway.pipeworx.io/gitlab-public/mcp'

    Run it once, then sign in with codex mcp login mcp-gitlab-public if the server asks for an account.

From the project's README

As published by pipeworx-io/mcp-gitlab-public in README.md.

GitLab Public MCP — wraps the GitLab REST API v4 (public endpoints, no auth)

Part of Pipeworx — an MCP gateway connecting AI agents to 1683+ live data sources.

Tools

ToolDescription
search_projectsSearch public GitLab projects by keyword, sorted by popularity. Returns project ID, name, description, star count, fork count, open issues, and web URL.
get_projectGet full details for a public GitLab project by numeric ID or "namespace/project" path (e.g., "gitlab-org/gitlab"). Pass the path as written, with a plain slash — do not URL-encode it, the tool handles that internally. Returns name, description, stars, forks, default branch, topics, and last activity date.
search_issuesSearch issues across public GitLab projects by keyword. Returns issue title, state, author, labels, project ID, and direct URL.

Quick Start

Add to your MCP client (Claude Desktop, Cursor, Windsurf, etc.):

{
  "mcpServers": {
    "gitlab-public": {
      "url": "https://gateway.pipeworx.io/gitlab-public/mcp"
    }
  }
}

What this endpoint actually serves

tools/list at https://gateway.pipeworx.io/gitlab-public/mcp returns the tools in the table above plus the shared Pipeworx meta-tools — ask_pipeworx, discover_tools, search_within, remember/recall and the rest of the gateway-wide set. So the tool count you see is larger than this table: a single-pack endpoint currently lists roughly 30 shared tools alongside the pack's own. The connection's initialize response states its exact scope, and is the authoritative answer for a given day.

This is deliberate, not multiplexing by accident. The meta-tools are what let a scoped connection answer a question this pack does not cover — via ask_pipeworx, which routes across the whole catalog — without you adding a second MCP server. There is currently no way to mount a pack endpoint without them; if the extra schemas cost you more context than the routing is worth, connect to the full gateway once rather than to several pack endpoints.

Or connect to the full Pipeworx gateway to get every pack's tools listed directly, instead of just this one's:

{
  "mcpServers": {
    "pipeworx": {
      "url": "https://gateway.pipeworx.io/mcp"
    }
  }
}

Both URLs reach the same gateway and the same 1683+ data sources. The only difference is which pack's tools are listed directly; ask_pipeworx reaches all of them from either one.

No MCP client? Call it over HTTP

curl -X POST https://gateway.pipeworx.io/v1/tools/gitlab_public_search_projects \
  -H 'Content-Type: application/json' \
  -d '{"query":"machine learning"}'

No account needed for the first calls. Inspect any tool: GET https://gateway.pipeworx.io/v1/tools/gitlab_public_search_projects. Find one: POST https://gateway.pipeworx.io/v1/tools/search_packs with {"query":"..."}.

Standalone (no gateway account)

This package also runs as a local stdio MCP server — no Pipeworx account, no gateway round-trip:

{
  "mcpServers": {
    "gitlab-public": {
      "command": "npx",
      "args": ["-y", "@pipeworx/mcp-gitlab-public"]
    }
  }
}

Or run it directly to confirm it starts:

npx -y @pipeworx/mcp-gitlab-public

It speaks MCP over stdin/stdout and answers initialize/tools/list/tools/call for only this pack's tools — none of the shared meta-tools the gateway connection above adds. Same source, same tools, no ask_pipeworx routing.

Using with ask_pipeworx

Instead of calling tools directly, you can ask questions in plain English — this works on the pack endpoint above as well as on the full gateway:

ask_pipeworx({ question: "your question about Gitlab Public data" })

The gateway picks the right tool and fills the arguments automatically.

More

License

MIT

Tools it offers (39)

What this server listed when Ahel dialed its public endpoint in Sep 2026, with no key and no account of yours. The names are the server’s own.

  • ask_pipeworx
  • ask_pipeworx_beta
  • ask_pipeworx_grounded
  • search_within
  • deep_research
  • discover_tools
  • resolve_entity
  • compare_entities
  • subscribe
  • unsubscribe
  • list_subscriptions
  • recent_alerts
  • entity_profile
  • recent_changes
  • validate_claim
  • company_facts
  • scan_dependency
  • bet_research
  • polymarket_arbitrage
  • polymarket_edges
  • polymarket_kalshi_spread
  • polymarket_fill_risk
  • polymarket_edge_tracker
  • kalshi_weather_edge
  • resolution_audit
  • resolution_diff
  • release_calendar_markets
  • pipeworx_trending
  • suggest_questions
  • generate_llms_txt

Signals

GitHub stars
1
Last commit
Sep 2026
Weekly_downloads
291 weekly_downloads

Ahel review

  • S4info
    community integration, published by pipeworx-io, not gitlab

Automated review, not a security audit. Ruleset v1.

Advanced
Delivery
gitlab-public MCP server → your Ahel connector (mcp.ahel.ai) → your AI.
Item type
mcp-server
Key
io-github-pipeworx-io-gitlab-public
Source
github.com/pipeworx-io/mcp-gitlab-public
Hosted endpoint
https://gateway.pipeworx.io/gitlab-public/mcp