59
/100
C
◉ Complete 5⁄5
MLflow MCP Server
Enables AI assistants to interact with MLflow experiments, runs, and registered models. Supports browsing experiments, retrieving run details with metrics and parameters, and querying the model registry through natural language.
Glama
MCP Surface
Tools: 7
Complete visibility
— 5/5 applicable dimensions scored
✓ Schema Quality
✓ Protocol
— Reliability
✓ Docs & Maintenance
✓ Security Hygiene
✓ Schema Interpretability
Schema Quality
60
25% weight
Protocol Compliance
82
20% weight
Reliability
—
20% weight
Docs & Maintenance
22
15% weight
Security Hygiene
81
20% weight
Schema Interpretability
35
15% weight
Score History
Category Trends
30-Day Uptime
30 days ago
Today
Static Analysis
| Metric | Score | Rating |
|---|---|---|
| Schema Completeness | 60 | Fair |
| Description Quality | 60 | Fair |
| Documentation Coverage | 30 | Poor |
| Maintenance Pulse | 16 | Poor |
| Dependency Health | 55 | Fair |
| License Clarity | — | Poor |
| Version Hygiene | — | Poor |
Analyzed 1 month, 1 week ago
Protocol Compliance
Schema Issues (11)
get_experiment.experiment_id: missing description
get_experiment_by_name.experiment_name: missing description
search_experiments.name: missing description
search_experiments.token: missing description
get_run.run_id: missing description
get_experiment_runs.experiment_id: missing description
get_experiment_runs.token: missing description
get_registered_models: missing description
get_model_versions: missing description
get_model_versions.model_name: missing description
get_model_versions.token: missing description
Probed 1 month, 1 week ago
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