Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
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
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 -
Public facts
7
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Modelcontextprotocol
Artifacts
0
Benchmarks
0
Last release
0.6.2
Key links, install path, and a quick operational read before the deeper crawl record.
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.gitSetup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
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.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Modelcontextprotocol
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
Adoption signal
1 GitHub stars
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
5
Snippets
0
Languages
typescript
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 .
Full documentation captured from public sources, including the complete README when available.
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 -
MCP Server for the GitLab API, enabling project management, file operations, and more.
create_or_update_file
project_id (string): Project ID or URL-encoded pathfile_path (string): Path where to create/update the filecontent (string): Content of the filecommit_message (string): Commit messagebranch (string): Branch to create/update the file inprevious_path (optional string): Path of the file to move/renamepush_files
project_id (string): Project ID or URL-encoded pathbranch (string): Branch to push tofiles (array): Files to push, each with file_path and contentcommit_message (string): Commit messagesearch_repositories
search (string): Search querypage (optional number): Page number for paginationper_page (optional number): Results per page (default 20)create_repository
name (string): Project namedescription (optional string): Project descriptionvisibility (optional string): 'private', 'internal', or 'public'initialize_with_readme (optional boolean): Initialize with READMEget_file_contents
project_id (string): Project ID or URL-encoded pathfile_path (string): Path to file/directoryref (optional string): Branch/tag/commit to get contents fromcreate_issue
project_id (string): Project ID or URL-encoded pathtitle (string): Issue titledescription (optional string): Issue descriptionassignee_ids (optional number[]): User IDs to assignlabels (optional string[]): Labels to addmilestone_id (optional number): Milestone IDcreate_merge_request
project_id (string): Project ID or URL-encoded pathtitle (string): MR titledescription (optional string): MR descriptionsource_branch (string): Branch containing changestarget_branch (string): Branch to merge intodraft (optional boolean): Create as draft MRallow_collaboration (optional boolean): Allow commits from upstream membersfork_repository
project_id (string): Project ID or URL-encoded pathnamespace (optional string): Namespace to fork tocreate_branch
project_id (string): Project ID or URL-encoded pathbranch (string): Name for new branchref (optional string): Source branch/commit for new branchCreate a GitLab Personal Access Token with appropriate permissions:
api for full API accessread_api for read-only accessread_repository and write_repository for repository operationsAdd the following to your claude_desktop_config.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
}
}
}
}
{
"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
}
}
}
}
For quick installation, use one of the one-click installation buttons below...
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
mcpkey is not needed in the.vscode/mcp.jsonfile.
{
"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}"
}
}
}
}
}
{
"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}"
}
}
}
}
}
Docker build:
docker build -t vonwig/gitlab:mcp -f src/gitlab/Dockerfile .
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)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.
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key
Streaming
Yes
Data region
global
Protocol support
Requires: mcp, lang:typescript, streaming
Forbidden: none
Guardrails
Operational confidence: medium
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"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
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
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
80
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
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
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
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
}
]Sponsored
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