SOTA Management Skill
Query and manage the State of the Art registry for quality-tracked tools and patterns.
When to Use
- •Before starting a new project: Query ADOPT-tier entries for recommended tools
- •After developing a new pattern: Score and register it
- •During compound review: Check for adverse events to log
- •When evaluating tools: Reference existing assessments
Quick Commands
List all entries
bash
sota list
List by tier
bash
sota list --tier ADOPT sota list --tier TRIAL
Show entry details
bash
sota show SOTA-0001
Show score breakdown
bash
sota score SOTA-0001
Generate quality report
bash
sota report
Key Files
| File | Purpose |
|---|---|
~/Projects/45black/claude-agents/sota/SOTA-REGISTRY.md | Main registry |
~/Projects/45black/claude-agents/sota/SCORING-RUBRIC.md | Scoring methodology |
~/Projects/45black/claude-agents/sota/entries/*.sota.md | Individual entries |
Recommendation Tiers
| Tier | Score | Action |
|---|---|---|
| ADOPT | 85-100 | Use in production, recommend to others |
| TRIAL | 70-84 | Limited use, monitor closely |
| ASSESS | 50-69 | Evaluation only |
| HOLD | 0-49 | Do not use |
Memory MCP Integration
Query existing entries:
code
mcp__memory__search_nodes("sota_entry")
ISO Standards Alignment
- •ISO 25010:2023: Software quality (9 characteristics)
- •ISO 42001:2023: AI management (explainability, oversight, bias, data)
- •ISO 31000:2018: Risk management (adverse events)
- •ISO 9001:2015: Quality management (PDCA integration)