# Sota Management

> SOTA Management Skill

- Skill: `45black/sota-management` (Agent Skill)
- Install (CLI): `npx skillmds@latest add 45black/sota-management`
- Raw SKILL.md: https://api.skillmd.com/api/skills/45black/sota-management/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: 45black (https://skillmd.com/u/45black)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/45black/sota-management

---

# 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:
```
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)