Crawler Summary

@modelcontextprotocol/server-gitlab answer-first brief

MCP server for using the GitLab API GitLab MCP Server MCP Server for the GitLab API, enabling project management, file operations, and more. Features - **Automatic Branch Creation**: When creating/updating files or pushing changes, branches are automatically created if they don't exist - **Comprehensive Error Handling**: Clear error messages for common issues - **Git History Preservation**: Operations maintain proper Git history without force pushing - Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/24/2026.

Freshness

Last checked 2/22/2026

Best For

Contract is available with explicit auth and schema references.

Not Ideal For

@modelcontextprotocol/server-gitlab is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.

Evidence Sources Checked

editorial-content, capability-contract, runtime-metrics, public facts pack

Claim this agent
Agent DossierGitHubSafety: 100/100

@modelcontextprotocol/server-gitlab

MCP server for using the GitLab API GitLab MCP Server MCP Server for the GitLab API, enabling project management, file operations, and more. Features - **Automatic Branch Creation**: When creating/updating files or pushing changes, branches are automatically created if they don't exist - **Comprehensive Error Handling**: Clear error messages for common issues - **Git History Preservation**: Operations maintain proper Git history without force pushing -

MCPverified

Public facts

7

Change events

1

Artifacts

0

Freshness

Feb 22, 2026

Verifiededitorial-content1 verified compatibility signal1 GitHub stars

Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/24/2026.

1 GitHub starsSchema refs publishedTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 22, 2026

Vendor

Modelcontextprotocol

Artifacts

0

Benchmarks

0

Last release

0.6.2

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/24/2026.

Setup snapshot

git clone https://github.com/maxkulish/gitlab-mcp-archive.git
  1. 1

    Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.

  2. 2

    Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Modelcontextprotocol

profilemedium
Observed Feb 24, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

MCP

contracthigh
Observed Feb 24, 2026Source linkProvenance

Auth modes

mcp, api_key

contracthigh
Observed Feb 24, 2026Source linkProvenance
Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh
Observed Feb 24, 2026Source linkProvenance
Adoption (1)

Adoption signal

1 GitHub stars

profilemedium
Observed Feb 24, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Mar 14, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB MCP

Extracted files

0

Examples

5

Snippets

0

Languages

typescript

Executable Examples

json

{
  "mcpServers": {
    "gitlab": {
      "command": "docker",
      "args": [
        "run",
        "--rm",
        "-i",
        "-e",
        "GITLAB_PERSONAL_ACCESS_TOKEN",
        "-e",
        "GITLAB_API_URL",
        "mcp/gitlab"
      ],
      "env": {
        "GITLAB_PERSONAL_ACCESS_TOKEN": "<YOUR_TOKEN>",
        "GITLAB_API_URL": "https://gitlab.com/api/v4" // Optional, for self-hosted instances
      }
    }
  }
}

json

{
  "mcpServers": {
    "gitlab": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-gitlab"
      ],
      "env": {
        "GITLAB_PERSONAL_ACCESS_TOKEN": "<YOUR_TOKEN>",
        "GITLAB_API_URL": "https://gitlab.com/api/v4" // Optional, for self-hosted instances
      }
    }
  }
}

json

{
  "mcp": {
    "inputs": [
      {
        "type": "promptString",
        "id": "gitlab_token",
        "description": "GitLab Personal Access Token",
        "password": true
      },
      {
        "type": "promptString",
        "id": "gitlab_url",
        "description": "GitLab API URL (optional)",
        "default": "https://gitlab.com/api/v4"
      }
    ],
    "servers": {
      "gitlab": {
        "command": "docker",
        "args": [
          "run",
          "--rm",
          "-i",
          "mcp/gitlab"
        ],
        "env": {
          "GITLAB_PERSONAL_ACCESS_TOKEN": "${input:gitlab_token}",
          "GITLAB_API_URL": "${input:gitlab_url}"
        }
      }
    }
  }
}

json

{
  "mcp": {
    "inputs": [
      {
        "type": "promptString",
        "id": "gitlab_token",
        "description": "GitLab Personal Access Token",
        "password": true
      },
      {
        "type": "promptString",
        "id": "gitlab_url",
        "description": "GitLab API URL (optional)",
        "default": "https://gitlab.com/api/v4"
      }
    ],
    "servers": {
      "gitlab": {
        "command": "npx",
        "args": [
          "-y",
          "@modelcontextprotocol/server-gitlab"
        ],
        "env": {
          "GITLAB_PERSONAL_ACCESS_TOKEN": "${input:gitlab_token}",
          "GITLAB_API_URL": "${input:gitlab_url}"
        }
      }
    }
  }
}

bash

docker build -t vonwig/gitlab:mcp -f src/gitlab/Dockerfile .

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

MCP server for using the GitLab API GitLab MCP Server MCP Server for the GitLab API, enabling project management, file operations, and more. Features - **Automatic Branch Creation**: When creating/updating files or pushing changes, branches are automatically created if they don't exist - **Comprehensive Error Handling**: Clear error messages for common issues - **Git History Preservation**: Operations maintain proper Git history without force pushing -

Full README

GitLab MCP Server

MCP Server for the GitLab API, enabling project management, file operations, and more.

Features

  • Automatic Branch Creation: When creating/updating files or pushing changes, branches are automatically created if they don't exist
  • Comprehensive Error Handling: Clear error messages for common issues
  • Git History Preservation: Operations maintain proper Git history without force pushing
  • Batch Operations: Support for both single-file and multi-file operations

Tools

  1. create_or_update_file

    • Create or update a single file in a project
    • Inputs:
      • project_id (string): Project ID or URL-encoded path
      • file_path (string): Path where to create/update the file
      • content (string): Content of the file
      • commit_message (string): Commit message
      • branch (string): Branch to create/update the file in
      • previous_path (optional string): Path of the file to move/rename
    • Returns: File content and commit details
  2. push_files

    • Push multiple files in a single commit
    • Inputs:
      • project_id (string): Project ID or URL-encoded path
      • branch (string): Branch to push to
      • files (array): Files to push, each with file_path and content
      • commit_message (string): Commit message
    • Returns: Updated branch reference
  3. search_repositories

    • Search for GitLab projects
    • Inputs:
      • search (string): Search query
      • page (optional number): Page number for pagination
      • per_page (optional number): Results per page (default 20)
    • Returns: Project search results
  4. create_repository

    • Create a new GitLab project
    • Inputs:
      • name (string): Project name
      • description (optional string): Project description
      • visibility (optional string): 'private', 'internal', or 'public'
      • initialize_with_readme (optional boolean): Initialize with README
    • Returns: Created project details
  5. get_file_contents

    • Get contents of a file or directory
    • Inputs:
      • project_id (string): Project ID or URL-encoded path
      • file_path (string): Path to file/directory
      • ref (optional string): Branch/tag/commit to get contents from
    • Returns: File/directory contents
  6. create_issue

    • Create a new issue
    • Inputs:
      • project_id (string): Project ID or URL-encoded path
      • title (string): Issue title
      • description (optional string): Issue description
      • assignee_ids (optional number[]): User IDs to assign
      • labels (optional string[]): Labels to add
      • milestone_id (optional number): Milestone ID
    • Returns: Created issue details
  7. create_merge_request

    • Create a new merge request
    • Inputs:
      • project_id (string): Project ID or URL-encoded path
      • title (string): MR title
      • description (optional string): MR description
      • source_branch (string): Branch containing changes
      • target_branch (string): Branch to merge into
      • draft (optional boolean): Create as draft MR
      • allow_collaboration (optional boolean): Allow commits from upstream members
    • Returns: Created merge request details
  8. fork_repository

    • Fork a project
    • Inputs:
      • project_id (string): Project ID or URL-encoded path
      • namespace (optional string): Namespace to fork to
    • Returns: Forked project details
  9. create_branch

    • Create a new branch
    • Inputs:
      • project_id (string): Project ID or URL-encoded path
      • branch (string): Name for new branch
      • ref (optional string): Source branch/commit for new branch
    • Returns: Created branch reference

Setup

Personal Access Token

Create a GitLab Personal Access Token with appropriate permissions:

  • Go to User Settings > Access Tokens in GitLab
  • Select the required scopes:
    • api for full API access
    • read_api for read-only access
    • read_repository and write_repository for repository operations
  • Create the token and save it securely

Usage with Claude Desktop

Add the following to your claude_desktop_config.json:

Docker

{
  "mcpServers": {
    "gitlab": {
      "command": "docker",
      "args": [
        "run",
        "--rm",
        "-i",
        "-e",
        "GITLAB_PERSONAL_ACCESS_TOKEN",
        "-e",
        "GITLAB_API_URL",
        "mcp/gitlab"
      ],
      "env": {
        "GITLAB_PERSONAL_ACCESS_TOKEN": "<YOUR_TOKEN>",
        "GITLAB_API_URL": "https://gitlab.com/api/v4" // Optional, for self-hosted instances
      }
    }
  }
}

NPX

{
  "mcpServers": {
    "gitlab": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-gitlab"
      ],
      "env": {
        "GITLAB_PERSONAL_ACCESS_TOKEN": "<YOUR_TOKEN>",
        "GITLAB_API_URL": "https://gitlab.com/api/v4" // Optional, for self-hosted instances
      }
    }
  }
}

Usage with VS Code

For quick installation, use one of the one-click installation buttons below...

Install with NPX in VS Code Install with NPX in VS Code Insiders

Install with Docker in VS Code Install with Docker in VS Code Insiders

For manual installation, add the following JSON block to your User Settings (JSON) file in VS Code. You can do this by pressing Ctrl + Shift + P and typing Preferences: Open User Settings (JSON).

Optionally, you can add it to a file called .vscode/mcp.json in your workspace. This will allow you to share the configuration with others.

Note that the mcp key is not needed in the .vscode/mcp.json file.

Docker

{
  "mcp": {
    "inputs": [
      {
        "type": "promptString",
        "id": "gitlab_token",
        "description": "GitLab Personal Access Token",
        "password": true
      },
      {
        "type": "promptString",
        "id": "gitlab_url",
        "description": "GitLab API URL (optional)",
        "default": "https://gitlab.com/api/v4"
      }
    ],
    "servers": {
      "gitlab": {
        "command": "docker",
        "args": [
          "run",
          "--rm",
          "-i",
          "mcp/gitlab"
        ],
        "env": {
          "GITLAB_PERSONAL_ACCESS_TOKEN": "${input:gitlab_token}",
          "GITLAB_API_URL": "${input:gitlab_url}"
        }
      }
    }
  }
}

NPX

{
  "mcp": {
    "inputs": [
      {
        "type": "promptString",
        "id": "gitlab_token",
        "description": "GitLab Personal Access Token",
        "password": true
      },
      {
        "type": "promptString",
        "id": "gitlab_url",
        "description": "GitLab API URL (optional)",
        "default": "https://gitlab.com/api/v4"
      }
    ],
    "servers": {
      "gitlab": {
        "command": "npx",
        "args": [
          "-y",
          "@modelcontextprotocol/server-gitlab"
        ],
        "env": {
          "GITLAB_PERSONAL_ACCESS_TOKEN": "${input:gitlab_token}",
          "GITLAB_API_URL": "${input:gitlab_url}"
        }
      }
    }
  }
}

Build

Docker build:

docker build -t vonwig/gitlab:mcp -f src/gitlab/Dockerfile .

Environment Variables

  • GITLAB_PERSONAL_ACCESS_TOKEN: Your GitLab personal access token (required)
  • GITLAB_API_URL: Base URL for GitLab API (optional, defaults to https://gitlab.com/api/v4)

License

This MCP server is licensed under the MIT License. This means you are free to use, modify, and distribute the software, subject to the terms and conditions of the MIT License. For more details, please see the LICENSE file in the project repository.

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

Verifiedcapability-contract

Contract coverage

Status

ready

Auth

mcp, api_key

Streaming

Yes

Data region

global

Protocol support

MCP: verified

Requires: mcp, lang:typescript, streaming

Forbidden: none

Guardrails

Operational confidence: medium

Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Protocol support is explicitly confirmed in contract metadata.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/mcp-maxkulish-gitlab-mcp-archive/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-maxkulish-gitlab-mcp-archive/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-maxkulish-gitlab-mcp-archive/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors
GITLAB_AI_CATALOGgitlab-mcp

Rank

83

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

80

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-openapi

Rank

74

Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-actix-web

Rank

72

An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP
Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "mcp",
    "api_key"
  ],
  "requires": [
    "mcp",
    "lang:typescript",
    "streaming"
  ],
  "forbidden": [],
  "supportsMcp": true,
  "supportsA2a": false,
  "supportsStreaming": true,
  "inputSchemaRef": "https://github.com/maxkulish/gitlab-mcp-archive#input",
  "outputSchemaRef": "https://github.com/maxkulish/gitlab-mcp-archive#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:46:42.201Z",
  "sourceUpdatedAt": "2026-02-24T19:46:42.201Z",
  "freshnessSeconds": 4434255
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-maxkulish-gitlab-mcp-archive/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/mcp-maxkulish-gitlab-mcp-archive/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/mcp-maxkulish-gitlab-mcp-archive/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-maxkulish-gitlab-mcp-archive/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-maxkulish-gitlab-mcp-archive/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-maxkulish-gitlab-mcp-archive/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-04-17T03:30:57.344Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "MCP",
      "type": "protocol",
      "support": "supported",
      "confidenceSource": "contract",
      "notes": "Confirmed by capability contract"
    },
    {
      "key": "cli",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:MCP|supported|contract capability:cli|supported|profile"
}

Facts JSON

[
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://modelcontextprotocol.io/specification/latest/basic/lifecycle",
    "sourceUrl": "https://modelcontextprotocol.io/specification/latest/basic/lifecycle",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-03-14T02:07:20.979Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://xpersona.co/api/v1/agents/mcp-maxkulish-gitlab-mcp-archive/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-maxkulish-gitlab-mcp-archive/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:42.201Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp, api_key",
    "href": "https://xpersona.co/api/v1/agents/mcp-maxkulish-gitlab-mcp-archive/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-maxkulish-gitlab-mcp-archive/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:42.201Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/maxkulish/gitlab-mcp-archive#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-maxkulish-gitlab-mcp-archive/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:42.201Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Modelcontextprotocol",
    "href": "https://modelcontextprotocol.io",
    "sourceUrl": "https://modelcontextprotocol.io",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "1 GitHub stars",
    "href": "https://github.com/maxkulish/gitlab-mcp-archive",
    "sourceUrl": "https://github.com/maxkulish/gitlab-mcp-archive",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-24T19:43:14.176Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/mcp-maxkulish-gitlab-mcp-archive/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-maxkulish-gitlab-mcp-archive/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Lifecycle - Model Context Protocol",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://modelcontextprotocol.io/specification/latest/basic/lifecycle",
    "sourceUrl": "https://modelcontextprotocol.io/specification/latest/basic/lifecycle",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-03-14T02:07:20.979Z",
    "isPublic": true
  }
]

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Ads related to @modelcontextprotocol/server-gitlab and adjacent AI workflows.