From tac
Assesses agentic coding maturity across In-Loop, Out-Loop, and Zero-Touch Engineering levels. Identifies blockers, analyzes metrics, and recommends progression steps for autonomous workflows.
npx claudepluginhub melodic-software/claude-code-plugins --plugin tacThis skill is limited to using the following tools:
Guide teams through the three levels of agentic coding: In-Loop, Out-Loop, and Zero-Touch Engineering.
Assesses agentic layer maturity in Claude Codebases using 12-grade system (Classes 1-3). Scans .claude/ for agents, skills, workflows, webhooks to score level and next steps.
Guides agentic engineering workflows: eval-first loops, 15-min task decomposition, model routing (Haiku/Sonnet/Opus), AI code reviews, and cost tracking.
Guides agentic engineering workflows: eval-first execution, 15-minute task decomposition, Anthropic model routing (Haiku/Sonnet/Opus), cost tracking, and risk-focused human reviews.
Share bugs, ideas, or general feedback.
Guide teams through the three levels of agentic coding: In-Loop, Out-Loop, and Zero-Touch Engineering.
| Level | Presence KPI | Description |
|---|---|---|
| In-Loop | Constant | Interactive prompting |
| Out-Loop | 2 (prompt + review) | AFK agents with review |
| Zero-Touch | 1 (prompt only) | Full automation |
In-Loop -> Out-Loop:
Out-Loop -> ZTE:
Search for agentic workflow indicators:
Look for:
- Manual prompting patterns (In-Loop)
- Automated workflows with review (Out-Loop)
- Fully automated shipping (ZTE)
Review KPI data if available:
Check @agentic-kpis.md or equivalent:
- Attempt counts
- Success streaks
- Review catch rates
Common blockers to progression:
| Blocker | Mitigation |
|---|---|
| Low test coverage | Improve tests before progressing |
| Inconsistent success | Analyze failures, improve prompts |
| Review catches issues | Tests need to catch these first |
| No rollback capability | Add before enabling ZTE |
Based on current level, recommend:
At In-Loop:
At Out-Loop:
Near ZTE:
Provide assessment:
## ZTE Assessment
**Current Level:** [In-Loop | Out-Loop | ZTE]
**Problem Classes Assessed:** [chores, bugs, features]
### Indicators Found
- [Evidence of current level]
### Blockers to Progression
- [Identified blockers]
### Recommendations
1. [Specific next step]
2. [Specific next step]
### Target Timeline
- [Realistic progression timeline]
Date: 2025-12-26 Model: claude-opus-4-5-20251101