A
licenseNot graded
qualityC
maintenanceMCP server that diagnoses ML model regressions by correlating drift reports, eval runs, and deploy logs, providing evidence-cited incident reports through a set of investigation tools.
1
MIT
Nightshift
by Mossab28
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TDQS
A3.9/5.0
Scored across 7 tools
Disambiguation5/5
Each tool has a unique role in the incident lifecycle: recall memory, search failures, open/resolve incidents, guard columns, and write conclusions. No overlap in purpose or action.
Naming Consistency5/5
All tool names follow a consistent snake_case verb_noun pattern (e.g., recall_incident_memory, open_incident, guard_column). No mixed conventions or vague verbs.
Tool Count5/5
Seven tools is ideal for an incident response server: enough to cover the full workflow without redundancy or bloat.
Completeness4/5
The surface covers the full incident lifecycle from recall to prevention to memory. Minor gaps like updating an incident or listing open incidents exist, but the core flow is complete.
Maintenance
ActivitySlowing
ResponsivenessNo issues