agent-context-auditlisted
Install: claude install-skill AI-Builder-Club/skills
# agent-context-audit — unhobble this repo's agent context
Goal: find where this repo's context (CLAUDE.md, docs, skills, tool designs)
**hobbles** a Claude 5-generation model — overconstrains it, contradicts itself,
repeats itself, or hides context the model actually needs — and leave behind a
findings report plus approved fixes.
Background: Anthropic removed over 80% of Claude Code's system prompt for
Claude 5 models with **no measurable loss** on coding evals. Older context was
written for models that needed rules; newer models need judgment, good
interfaces, and the facts they can't infer. This skill audits against that
shift, plus the "finding your unknowns" framework (the gap between the *map* —
your prompts/docs — and the *territory* — the actual codebase).
You are **auditing first, fixing second**. Do not edit anything until Step 4.
## The six shifts (the audit rubric)
Every finding maps to one of these. Cite the shift number in the report.
1. **Rules → Judgment.** Hard rules ("NEVER…", "ALWAYS…", "do not add
comments", "one-line docstrings max") that encode a *preference*, not a real
constraint, should become judgment framing ("write code that reads like the
surrounding code") — or be deleted if the model would infer it anyway.
Keep hard rules only where violation is genuinely costly (security, prod
data, irreversible actions, legal/billing).
2. **Examples → Interface design.** Long tool-usage examples and few-shot
transcripts constrain explor