agent-context-audit

仓库创建 2026年6月14日最近提交 1 天前SkillHot 收录 3 小时前
▸ 精选理由

能有效发现并修正会限制生成模型能力的上下文问题,提升代理效果与一致性。

这个 Skill 做什么

审计仓库中的代理上下文(CLAUDE.md、skills 等),找出过度约束或冲突指令并给出修复。

审查仓库里的 CLAUDE.md、skills 和工具文档,找出对 Claude 5 过度约束、相互冲突或过时的上下文,并给出可执行的改写建议。在有人说“审计 CLAUDE.md”“unhobble 仓库”或准备升级到 Claude 5 时用。基于 Anthropic 的“unhobble”思路输出打分发现清单,能生成具体重写并把通过的修订应用回仓库。

▸ 展开 SKILL.md 英文原文

Audit a repo's agent context — CLAUDE.md files, codebase docs, skills, and tool/MCP designs — against Anthropic's Claude 5 context-engineering guidance ("unhobbling": Anthropic cut ~80% of Claude Code's system prompt with no eval loss). Finds overconstraint, conflicting instructions, redundancy, stale facts, and missing "unknown knowns"; produces a scored findings report with concrete rewrites, then applies approved fixes. Use when someone says "audit my CLAUDE.md", "context audit", "unhobble this repo", "review our agent docs/skills/tools", or after upgrading to Claude 5-generation models.

Skill 开发管理上下文审计提示工程Claude 优化通用
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# 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
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