74
/100
B
◉ Complete 5⁄5
PyTorch HUD MCP Server
Provides access to PyTorch CI/CD analytics data including workflows, jobs, test runs, and log analysis through an MCP interface.
Anthropic
Glama
MCP Surface
Tools: 16
Complete visibility
— 5/5 applicable dimensions scored
✓ Schema Quality
✓ Protocol
— Reliability
✓ Docs & Maintenance
✓ Security Hygiene
✓ Schema Interpretability
Schema Quality
78
25% weight
Protocol Compliance
82
20% weight
Reliability
—
20% weight
Docs & Maintenance
27
15% weight
Security Hygiene
81
20% weight
Schema Interpretability
91
15% weight
Score History
Category Trends
30-Day Uptime
30 days ago
Today
Static Analysis
| Metric | Score | Rating |
|---|---|---|
| Schema Completeness | 70 | Good |
| Description Quality | 90 | Good |
| Documentation Coverage | 37 | Poor |
| Maintenance Pulse | 41 | Fair |
| Dependency Health | 30 | Poor |
| License Clarity | — | Poor |
| Version Hygiene | — | Poor |
Analyzed 4 weeks, 2 days ago
Protocol Compliance
Schema Issues (42)
get_clickhouse_query_params_resource.query_name: missing description
get_job_details_resource.job_id: missing description
download_log_to_file_resource.job_id: missing description
extract_log_patterns_resource.file_path: missing description
extract_log_patterns_resource.patterns: missing description
extract_test_results_resource.file_path: missing description
filter_log_sections_resource.file_path: missing description
filter_log_sections_resource.start_pattern: missing description
filter_log_sections_resource.end_pattern: missing description
filter_log_sections_resource.max_lines: missing description
find_commits_with_similar_failures_resource.query: missing description
find_commits_with_similar_failures_resource.repo: missing description
find_commits_with_similar_failures_resource.workflow: missing description
find_commits_with_similar_failures_resource.branch: missing description
find_commits_with_similar_failures_resource.start_date: missing description
... and 27 more
Probed 1 month ago
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