Scan Report
This report was generated in Chinese. Some content may be in Chinese.
5 /100
auto-improvement-orchestrator
Skill 自动评估和改进管线。9 维结构评分、4 角色加权、Pareto front 回归保护、trace-aware 失败重试。包含 11 个管线 skill + 2 个辅助工具。
这是一个合法的 Skill 自动评估与改进管线，包含 11 个子 skill，代码均为评估、生成、审查、执行、门禁等常规功能，无恶意行为。预扫描标记的 IOC 均为测试数据或文档示例。
Safe to install
可直接使用。所有 shell 执行均为声明的 LLM 评测和 pytest 测试，无越权操作。
Findings 3 items
| Severity | Finding | Location |
|---|---|---|
| Info | 依赖版本未锁定 Supply Chain | requirements.txt:1 |
| Low | 测试文件含 demo 凭证 Doc Mismatch | skills/improvement-discriminator/interfaces/critic_engine.py:685, skills/improvement-discriminator/tests/test_p2a_integration.py:79:685 |
| Info | Web-article 讨论危险命令模式 Doc Mismatch | web-articles/用魔法打败魔法：写一个_测试_Skill_的_Skill/用魔法打败魔法：写一个_测试_Skill_的_Skill.md:354:354 |
| Resource | Declared | Inferred | Status | Evidence |
|---|---|---|---|---|
| Filesystem | WRITE | WRITE | ✓ Aligned | 所有脚本均读写目标 skill 目录 |
| Shell | WRITE | WRITE | ✓ Aligned | subprocess 调用 claude -p、pytest、pipeline 脚本，均属声明功能 |
| Network | NONE | NONE | — | 无外部网络通信，仅调用本地 claude CLI |
| Environment | READ | READ | ✓ Aligned | session-feedback-analyzer 读取会话 JSONL 属声明功能 |
| Skill Invoke | WRITE | WRITE | ✓ Aligned | orchestrate.py 调度 6 个子 pipeline skill |
4 Critical 2 High 856 findings
Critical Dangerous Command 危险 Shell 命令
rm -rf / web-articles/用魔法打败魔法：写一个_测试_Skill_的_Skill/用魔法打败魔法：写一个_测试_Skill_的_Skill.md:354 Critical Dangerous Command 危险 Shell 命令
curl ... | sh web-articles/用魔法打败魔法：写一个_测试_Skill_的_Skill/用魔法打败魔法：写一个_测试_Skill_的_Skill.md:354 Critical Dangerous Command 危险 Shell 命令
wget -O- | sh web-articles/用魔法打败魔法：写一个_测试_Skill_的_Skill/用魔法打败魔法：写一个_测试_Skill_的_Skill.md:354 Critical Dangerous Command 危险 Shell 命令
nc -l web-articles/用魔法打败魔法：写一个_测试_Skill_的_Skill/用魔法打败魔法：写一个_测试_Skill_的_Skill.md:354 High API Key 疑似硬编码凭证
password="DEMO_ONLY_NOT_FOR_PRODUCTION" skills/improvement-discriminator/interfaces/critic_engine.py:685 High API Key 疑似硬编码凭证
password="demo_password_123" skills/improvement-discriminator/tests/test_p2a_integration.py:79 Medium External URL 外部 URL
https://img.shields.io/github/actions/workflow/status/lanyasheng/auto-improvement-orchestrator-skill/ci.yml?branch=main README.md:5 Medium External URL 外部 URL
https://img.shields.io/badge/license-MIT-green README.md:6 Medium External URL 外部 URL
https://img.shields.io/badge/python-3.10%2B-blue README.md:7 Medium External URL 外部 URL
https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents docs/article-skill-improvement-pipeline.md:99 Medium External URL 外部 URL
https://arxiv.org/pdf/2603.07300 docs/market-research/autoresearch-survey.md:34 Medium External URL 外部 URL
https://www.promptfoo.dev docs/market-research/skill-evaluator-survey-20260325.md:37 Medium External URL 外部 URL
https://smith.langchain.com docs/market-research/skill-evaluator-survey-20260325.md:84 Medium External URL 外部 URL
https://langfuse.com docs/market-research/skill-evaluator-survey-20260325.md:101 Medium External URL 外部 URL
https://www.confident-ai.com docs/market-research/skill-evaluator-survey-20260325.md:118 Medium External URL 外部 URL
https://www.trulens.org docs/market-research/skill-evaluator-survey-20260325.md:135 Medium External URL 外部 URL
https://arize.com docs/market-research/skill-evaluator-survey-20260325.md:152 Medium External URL 外部 URL
https://developers.openai.com/codex/skills docs/market-research/skill-evaluator-survey-20260325.md:210 Medium External URL 外部 URL
https://docs.claude.com/en/docs/claude-code/skills docs/market-research/skill-evaluator-survey-20260325.md:222 Medium External URL 外部 URL
https://modelcontextprotocol.io docs/market-research/skill-evaluator-survey-20260325.md:233 Medium External URL 外部 URL
http://evil.com skills/benchmark-store/data/red-team-guide.md:108 Medium External URL 外部 URL
https://owasp.org/www-project-top-ten/ skills/benchmark-store/data/red-team-guide.md:329 Medium External URL 外部 URL
https://learnprompting.org/docs/prompt_hacking/introduction skills/benchmark-store/data/red-team-guide.md:330 Medium External URL 外部 URL
https://cheatsheetseries.owasp.org/cheatsheets/SQL_Injection_Prevention_Cheat_Sheet.html skills/benchmark-store/data/red-team-guide.md:331 Medium External URL 外部 URL
https://clawhub.com/skills?sort=stars&q=evaluation web-articles/ClawHub/ClawHub.md:3 Medium External URL 外部 URL
https://clawskills.sh/ web-articles/VoltAgent_awesome-openclaw-skills_The_awesome_collection_of_OpenClaw_skills._5,4/VoltAgent_awesome-openclaw-skills_The_awesome_collection_of_OpenClaw_skills._5,4.md:6 Medium External URL 外部 URL
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https://ar5iv.labs.arxiv.org/html/2107.03374 web-articles/用魔法打败魔法：写一个_测试_Skill_的_Skill/用魔法打败魔法：写一个_测试_Skill_的_Skill.md:1116 Medium External URL 外部 URL
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145 files · 1.2 MB · 32146 lines Python 70f · 20437L
Markdown 59f · 10141L
YAML 11f · 1483L
Shell 2f · 42L
JSON 1f · 21L
TOML 1f · 20L
Text 1f · 2L
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docs
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design
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user-feedback-loop.md
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market-research
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autoresearch-survey.md
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skill-evaluator-survey-20260325.md
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skill-taxonomy.md
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article-skill-improvement-pipeline.md
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lib
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__init__.py
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common.py
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pareto.py
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state_machine.py
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skills
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autoloop-controller
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scheduling-guide.md
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state-format.md
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__init__.py
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autoloop.py
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convergence.py
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cost_tracker.py
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run-eval.sh
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__init__.py
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conftest.py
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test_autoloop.py
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test_convergence.py
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test_cost_tracker.py
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benchmark-store
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data
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benchmark-database.md
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evaluation-standards.md
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red-team-guide.md
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interfaces
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__init__.py
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frozen_benchmark.py
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hidden_tests.py
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benchmark_db.py
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pareto.py
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test_benchmarks.py
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improvement-discriminator
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__init__.py
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assertions.py
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critic_engine.py
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external_regression.py
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human_review.py
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llm_judge.py
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scripts
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rubric_evidence.py
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score.py
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tests
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test_llm_judge.py
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test_p1_integration.py
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test_p2a_integration.py
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test_score.py
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improvement-evaluator
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judges.py
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references
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task-format.md
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writing-tasks-guide.md
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evaluate.py
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task_runner.py
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task_suites
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changelog-gen
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bad_release_notes.md
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sample_commits.json
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deslop
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improvement-gate
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skill-creator
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skill-distill
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task_suite.yaml
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tech-article
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task_suite.yaml
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fixtures
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sample_skill
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SKILL.md
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sample_task_suite.yaml
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test_evaluate.py
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test_judges.py
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test_task_runner.py
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improvement-executor
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execute.py
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rollback.py
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test_execute.py
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improvement-gate
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gate.py
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review.py
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tests
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test_gate.py
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test_review.py
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improvement-generator
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scripts
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propose.py
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test_propose.py
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README.md
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improvement-learner
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self_improve.py
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track_progress.py
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test_learner.py
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improvement-orchestrator
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adapters.md
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architecture.md
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end-to-end-demo.md
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guardrails.md
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phases.md
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skill-evaluator-adapter.md
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orchestrate.py
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test_orchestrate.py
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test_state_machine.py
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patterns.md
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sources.md
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audit.sh
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test_smoke.py
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session-feedback-analyzer
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analyze.py
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metrics.py
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test_analyze.py
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test_metrics.py
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skill-distill
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distillation-checklist.md
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skill-forge
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examples
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code-review-spec.yaml
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release-notes-spec.yaml
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__init__.py
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forge.py
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skill_generator.py
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task_suite_generator.py
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tests
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__init__.py
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test_forge.py
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test_skill_generator.py
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test_task_suite_generator.py
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web-articles
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agent-evaluation_—_OpenClaw_Skill
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agent-evaluation_—_OpenClaw_Skill.md
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agent-reflect_—_OpenClaw_Skill
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agent-reflect_—_OpenClaw_Skill.md
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agentic-ai-gold_—_OpenClaw_Skill
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agentic-ai-gold_—_OpenClaw_Skill.md
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ClawHub
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ClawHub.md
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VoltAgent_awesome-openclaw-skills_The_awesome_collection_of_OpenClaw_skills._5,4
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VoltAgent_awesome-openclaw-skills_The_awesome_collection_of_OpenClaw_skills._5,4.md
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用魔法打败魔法：写一个_测试_Skill_的_Skill
│ └─
用魔法打败魔法：写一个_测试_Skill_的_Skill.md
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EVALUATION_REPORT.md
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pyproject.toml
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README.md
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requirements.txt
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SKILL.md
Markdown
Dependencies 2 items
| Package | Version | Source | Known Vulns | Notes |
|---|---|---|---|---|
pyyaml | >=6.0 | pip | No | 无上限版本锁定 |
pytest | >=7.0 | pip | No | 无上限版本锁定 |
Security Positives
✓ 完整实现了安全检查机制（safety_checker 在 web-article 中有设计说明）：检测 os.system/exec/curl|sh 等危险模式
✓ Pareto front 保护机制防止评分回退（security 2%/efficiency 10% 等回归限制）
✓ 6 层门禁系统（Schema/Compile/Security/Regression/Schema/Context）
✓ 备份-执行-门禁-回退（backup_skill + revert_to_backup）机制完善
✓ 安全维度明确声明：不接受 os.system/exec() 模式
✓ 无 base64 编码、无 eval/隐式执行、无凭证外传
✓ 所有 shell 执行均有声明且在功能范围内（claude -p 用于 LLM judge、pytest 用于测试）
✓ 代码结构清晰，11 个 skill 各司其职，无阴影功能