mcp-server-gitlab

MCP server for interacting with GitLab resources/actions via the Model Context Protocol. (Specific tool names, endpoints, and behaviors are not provided in the prompt, so details cannot be confirmed.)

Evaluated Apr 04, 2026 (25d ago)

Homepage ↗ Repo ↗ DevTools mcp gitlab developer-tools automation version-control ai-agents

⚙ Agent Friendliness

/ 100

Can an agent use this?

🔒 Security

/ 100

Is it safe for agents?

⚡ Reliability

/ 100

Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality

Documentation

Error Messages

Auth Simplicity

Rate Limits

🔒 Security

TLS Enforcement

Auth Strength

Scope Granularity

Dep. Hygiene

Secret Handling

No repository/README details were provided in the prompt, so TLS requirements, auth scope usage, dependency posture, and secret-handling practices cannot be confirmed. For GitLab integrations, ensure PATs are stored securely (env/secret manager), avoid logging tokens, and scope tokens minimally.

⚡ Reliability

Uptime/SLA

Version Stability

Breaking Changes

Error Recovery

Best When

You want an agent to perform GitLab operations through MCP tool calls instead of writing direct GitLab API integrations.

Avoid When

You need strong, documented guarantees about auth scopes, pagination, retry/idempotency, or error schemas; the provided information does not include those details.

Use Cases

• Create and manage GitLab issues/merge requests from an AI agent
• Query GitLab projects, pipelines, jobs, and commit/merge request metadata
• Automate repository workflows (triage, status updates, review assistance)

Not For

• Handling bulk data exports where API pagination and rate limits must be precisely controlled (not evidenced here)
• Applications requiring a first-party REST/SDK interface (this is MCP-oriented)
• Environments that require explicit enterprise compliance guarantees not documented here

Interface

REST API

GraphQL

gRPC

MCP Server

Yes

SDK

Webhooks

Authentication

Methods: GitLab personal access token (PAT) or equivalent GitLab auth method (not explicitly confirmed in prompt)

OAuth: No Scopes: No

Auth mechanisms and scope granularity are not provided in the prompt. GitLab MCP servers commonly use PATs; however, this cannot be verified here.

Pricing

Free tier: No

Requires CC: No

Pricing information not provided.

Agent Metadata

Pagination

unknown

Idempotent

False

Retry Guidance

Not documented

Known Gotchas

⚠ GitLab rate limits may throttle tool calls; without explicit retry guidance and backoff, agents may fail under load.
⚠ Write operations (create issue/MR, comment, update statuses) may not be idempotent; agents should avoid repeated calls without checks.
⚠ Tool coverage/pagination/filters for large repos may be incomplete or require explicit parameters (not evidenced here).

Alternatives

Direct GitLab API integration (REST) using a generated OpenAPI client (if available) GitLab official API client libraries (community/official) with your own agent tool wrapper Other Git provider MCP servers (e.g., for GitHub) if tool coverage and auth model meet your needs

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API endpoint ↗ Agent guide ↗ Report inaccuracy

Scores are editorial opinions as of 2026-04-04.