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73
/100
B ◉ Complete 55

GitLab MCP Server

Enable powerful LLM-driven exploration and analysis of GitLab instances with comprehensive search, code browsing, and issue management tools. Seamlessly integrate with self-hosted or GitLab.com environments using flexible authentication modes. Optimize AI workflows with automatic GraphQL schema discovery and dynamic query capabilities.

Developer Tools by ttpears ★ 2 Last commit: 1 month ago
GitLab
MCP Surface Tools: 38
Ambiguous Schemas
Complete visibility — 5/5 applicable dimensions scored
✓ Schema Quality ✓ Protocol — Reliability ✓ Docs & Maintenance ✓ Security Hygiene ✓ Schema Interpretability
Schema Quality
84
42% weight
Protocol Compliance
N/A
Local server
Reliability
N/A
Local server
Docs & Maintenance
67
25% weight
Security Hygiene
81
33% weight
Schema Interpretability
44
15% weight
30-Day Trend

Score History

Category Trends

Static Analysis

Metric Score Rating
Schema Completeness 80 Good
Description Quality 90 Good
Documentation Coverage 40 Fair
Maintenance Pulse 66 Fair
Dependency Health 75 Good
License Clarity 100 Good
Version Hygiene 90 Good
Analyzed 1 month ago

Protocol Compliance

38
Tools Found
11ms
Tools/List
Fail
Schema Valid
100/100
Error Handling
100/100
Fuzz Score
Schema Issues (9)
update_issue.title: missing description
update_issue.description: missing description
update_issue.assigneeUsernames: missing description
update_issue.labelNames: missing description
update_merge_request.title: missing description
update_merge_request.description: missing description
update_merge_request.assigneeUsernames: missing description
update_merge_request.reviewerUsernames: missing description
update_merge_request.labelNames: missing description
Probed 1 month ago
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