一键导入
fix-bug
Three-phase autonomous bug fix — investigate all occurrences, fix with full coverage, validate with regression test. Prevents partial fixes (the
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
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Three-phase autonomous bug fix — investigate all occurrences, fix with full coverage, validate with regression test. Prevents partial fixes (the
用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
Analyze prompt cache hit rates, estimate cost savings from cached system prompts and memories, and recommend improvements to caching strategy. Use when checking cache performance, investigating high token costs, optimizing cache hit rates, or diagnosing slow cache warmup.
Manage Serena memories and session context — load, save, refresh, inspect, and clear project knowledge
Initialize Claude Code optimization for a new project — detect stack, create memories, generate constitution, configure settings
Reduce token usage by selecting a planning strategy, loading Serena memories, enforcing symbol-first exploration, and reporting savings. Use when starting a non-trivial task, asking to reduce token costs, requesting efficient execution, or wanting optimized Claude Code workflows.
Search the web for latest Claude API changes, compare findings to existing documentation, and apply targeted updates to keep prompts and configs current. Use when docs are outdated, after a Claude API update, to refresh system prompts, or to validate documentation accuracy.
Close the loop on a skill/prompt/convention library: mine recurring review feedback into rules, fold them back into the generator, and gate every change through a three-tier evaluation (deterministic lint + trigger accuracy + LLM judge) that converges instead of drifting. Use when a correction keeps recurring across skills/PRs, when adding or revising skills warrants a quality gate, or when asked to "harden the skill library", "run the eval", "lint skills", or "close the loop". Composes with your existing execution, memory, and governance layers.
基于 SOC 职业分类
| name | fix-bug |
| description | Three-phase autonomous bug fix — investigate all occurrences, fix with full coverage, validate with regression test. Prevents partial fixes (the |
Three-phase bug fix that finds ALL occurrences, fixes atomically, and validates with a regression test.
Before touching any code:
Do not proceed until you have the complete reference map.
Apply changes atomically across every file found in Phase 1:
$fillable or equivalent), factories, seeders, and all tests that reference those attributesAfter applying all changes, grep again to confirm zero remaining old references.
php artisan test --parallel, npm test, pytest — project equivalent)Report back:
The bug to fix: $ARGUMENTS