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liuyuexi1987/shenlun-review-pro

申论复盘一体版｜公务员考试（公考）申论 AI Skill，支持材料解析、参考答案校准、作答批改与建议评分

Claude CodeWriting

History

Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.

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plugins/shenlun-review/skills/shenlun-review-pro/SKILL.md

Week of Nov 2, 2026 · Line counts unavailable

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First observation → 66c49941aaad

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Verified commit 66c49941aaadc2737e13b6d887363b3950629734

git clone --filter=blob:none --no-checkout https://github.com/liuyuexi1987/shenlun-review-pro.git .hotskills/liuyuexi1987-shenlun-review-pro && git -C .hotskills/liuyuexi1987-shenlun-review-pro checkout --detach 66c49941aaadc2737e13b6d887363b3950629734 # Copy each selected skill directory from .hotskills/liuyuexi1987-shenlun-review-pro into .claude/skills/<skill-name>/
108GitHub stars
Not availablestars in 7 days
1skill in this repository
0commits in 30 days

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Heat never changes the order by stars, and sponsorship never touches it. How heat works

Stars over time

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30-day change not yet available: not enough history.

Individual skills in this repository

How it works

shenlun-review-pro

When your agent uses it

申论材料精读、整卷解析、作答评分、诊断修改、二稿对比和学情追踪的一体化助手。用户上传或发送任何申论试卷、题目、材料、作答、参考答案、PDF、图片或文档时都应使用，即使用户没有额外输入“申论解析”。触发词包括"申论复盘""批改申论""申论解析""给这份作答评分""申论审题""提取材料要点""对照参考答案""修改二稿""申论学情报告"。

What it loads into context

Frontmatter

139 tokens

Always available to the agent

SKILL.md

2,631 tokens

When the skill is activated

Reference documents

67,424 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

  1. 第一铁律：完整正文直发
  2. 先判断任务
  3. 普通批改执行锁
  4. 普通解析执行锁
  5. 容错与严格边界
  6. 点池与评分原则
  7. 输出要求
  8. 资源按需读取
  9. 失败与降级

Scripts executed separately

  • scripts/pretooluse_guard.py
  • scripts/review_engine.py
  • scripts/safe_review_runner.py
  • scripts/shenlun_mcp_server.py
  • tests/test_v0380_behavior.py
  • tests/test_v0381_normal_flow.py
  • tests/test_v0386_normalization_boundaries.py
  • tests/test_v0387_analysis_shortpath.py
  • tests/test_v0391_input_compiler.py
  • tests/test_v0392_analysis_task_guard.py
  • tests/test_v0393_analysis_finalize.py
  • tests/test_v0394_full_output_lock.py
  • tests/test_v0395_reference_gap_and_granularity.py
  • tests/test_v0396_analysis_route_and_score.py
  • tests/test_v0399_prototype_fallback_matrix.py
  • tests/test_v0400_analysis_application_stem_guard.py
  • tests/test_v0405_essay_analysis_depth.py
  • tests/test_v0406_summary_boundaries.py
  • tests/test_v0410_balanced_tier_ranges.py
  • tests/test_v1001_safe_transport.py

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  • agents/openai.yamlasset298 bytes
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View the complete source on GitHub

Skills included

  • shenlun-review-pro

Repository facts

License
GPL-3.0
Created
Jul 19, 2026
Last pushed
Aug 3, 2026
Forks
6
Open issues
1
Project activity
Slowing

Before you install

Local scripts

Automated signals, not a guarantee

Checked Nov 6, 2026

Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.

Show 2 notes
  • plugins/shenlun-review/hooks/claude-hooks.json:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
  • plugins/shenlun-review/skills/shenlun-review-pro/scripts/review_engine.py:10765 Analysis incomplete: regex work limit reached
Show all 56 signals by file

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  • Executable scriptline 1
    #!/usr/bin/env python3

plugins/shenlun-review/skills/shenlun-review-pro/scripts/safe_review_runner.py

  • Executable scriptline 1
    #!/usr/bin/env python3

plugins/shenlun-review/skills/shenlun-review-pro/scripts/shenlun_mcp_server.py

  • Executable scriptline 1
    #!/usr/bin/env python3
  • Access to secretsline 204
    [Credential-related source omitted]

plugins/shenlun-review/skills/shenlun-review-pro/tests/test_v0380_behavior.py

  • Executable scriptline 1
    Executable file

plugins/shenlun-review/skills/shenlun-review-pro/tests/test_v0381_normal_flow.py

  • Executable scriptline 1
    Executable file

plugins/shenlun-review/skills/shenlun-review-pro/tests/test_v0386_normalization_boundaries.py

  • Executable scriptline 1
    Executable file

plugins/shenlun-review/skills/shenlun-review-pro/tests/test_v0387_analysis_shortpath.py

  • Executable scriptline 1
    Executable file

plugins/shenlun-review/skills/shenlun-review-pro/tests/test_v0391_input_compiler.py

  • Executable scriptline 1
    Executable file

plugins/shenlun-review/skills/shenlun-review-pro/tests/test_v0392_analysis_task_guard.py

  • Executable scriptline 1
    Executable file

plugins/shenlun-review/skills/shenlun-review-pro/tests/test_v0393_analysis_finalize.py

  • Executable scriptline 1
    Executable file

plugins/shenlun-review/skills/shenlun-review-pro/tests/test_v0394_full_output_lock.py

  • Executable scriptline 1
    Executable file

plugins/shenlun-review/skills/shenlun-review-pro/tests/test_v0395_reference_gap_and_granularity.py

  • Executable scriptline 1
    Executable file

plugins/shenlun-review/skills/shenlun-review-pro/tests/test_v0396_analysis_route_and_score.py

  • Executable scriptline 1
    Executable file

plugins/shenlun-review/skills/shenlun-review-pro/tests/test_v0399_prototype_fallback_matrix.py

  • Executable scriptline 1
    Executable file

plugins/shenlun-review/skills/shenlun-review-pro/tests/test_v0400_analysis_application_stem_guard.py

  • Executable scriptline 1
    Executable file

plugins/shenlun-review/skills/shenlun-review-pro/tests/test_v0405_essay_analysis_depth.py

  • Executable scriptline 1
    Executable file

plugins/shenlun-review/skills/shenlun-review-pro/tests/test_v0406_summary_boundaries.py

  • Executable scriptline 1
    Executable file

plugins/shenlun-review/skills/shenlun-review-pro/tests/test_v0410_balanced_tier_ranges.py

  • Executable scriptline 1
    Executable file

plugins/shenlun-review/skills/shenlun-review-pro/tests/test_v1001_safe_transport.py

  • Executable scriptline 1
    Executable file

How the signals fit together

Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

Some files could not be read; the facts below still hold.

Signal confidence: 21 facts

Works with

Agent compatibility, from the files in this repository
AgentStatusEvidenceInstall to
Claude CodeNativeManifest .claude-plugin/marketplace.json.claude/skills/<skill-name>/
CodexCompatibleStandard SKILL.md plugins/shenlun-review/skills/shenlun-review-pro/SKILL.md.agents/skills/<skill-name>/
CursorCompatibleStandard SKILL.md plugins/shenlun-review/skills/shenlun-review-pro/SKILL.md.cursor/skills/<skill-name>/
Gemini CLICompatibleStandard SKILL.md plugins/shenlun-review/skills/shenlun-review-pro/SKILL.md.gemini/skills/<skill-name>/
GitHub CopilotCompatibleStandard SKILL.md plugins/shenlun-review/skills/shenlun-review-pro/SKILL.md.github/skills/<skill-name>/
OpenCodeCompatibleStandard SKILL.md plugins/shenlun-review/skills/shenlun-review-pro/SKILL.md.opencode/skills/<skill-name>/
  • Native The repository ships a manifest, folder or frontmatter field for this agent.
  • Compatible A standard SKILL.md that this agent can read.
  • Unknown No evidence either way.

Derived automatically from paths, manifests and frontmatter. Not tested on each agent.

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