Agent skill

Final Review

by lucianwhy in lucianwhy/final-review

用于期末复习、考前突击、题目生成、知识点辅导、复习资料清洗等场景。基于用户上传课程资料开展工作,优先参考历年真题、老师PPT、平时作业和 Markdown 资料;先用 markitdown 转 Markdown,再清洗材料,最后生成题目、答案和偏考试得分导向的解析。

No licenceAuto-check passedDocuments & Office

Install Final Review

skills CLI
$ npx skills add lucianwhy/final-review --skill final-review -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install lucianwhy/final-review final-review --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
final-review
GitHub stars
113
Token cost
~1.3k tokens
SKILL.md length
388 words
Files
420 (incl. scripts)
Skills in repo
1
Repo updated
First seen
Licence
None found

At a glance

用于期末复习、考前突击、题目生成、知识点辅导、复习资料清洗等场景。基于用户上传课程资料开展工作,优先参考历年真题、老师PPT、平时作业和 Markdown 资料;先用 markitdown 转 Markdown,再清洗材料,最后生成题目、答案和偏考试得分导向的解析。

  • Works in 6 steps: 考试题型:这门课考什么题型?有题型样例或考试范围吗? → 资料位置:复习资料放在哪些位置?每份是什么来源?(授课… → 重点章节:老师强调的必考/重点章节有哪些?有不考的范围吗? → …
  • Tasks that involve Document parsing
  • SKILL.md covers 引导对话, 核心规则, 题源优先级 and 材料处理流程, plus 6 more sections
  • Calls markitdown

What it does

Final Review is an agent skill from lucianwhy/final-review. 用于期末复习、考前突击、题目生成、知识点辅导、复习资料清洗等场景。基于用户上传课程资料开展工作,优先参考历年真题、老师PPT、平时作业和 Markdown 资料;先用 markitdown 转 Markdown,再清洗材料,最后生成题目、答案和偏考试得分导向的解析。

Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 425 other files, including scripts (for example `.github/workflows/test.yml`, `AGENT.md` and `README.en.md`).

It sits in Documents & Office, covering Document parsing and Markdown. It works with MarkItDown. The repository describes itself as: 基于 LangGraph、LangChain 和 SurrealDB 的期末复习 Agent 后端:RAG 问答、模拟出题、自动评测与薄弱点反馈.

When your agent uses it

  • Tasks that involve Document parsing
  • Tasks that involve Markdown

Example prompts

  • “/final-review”

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. 考试题型:这门课考什么题型?有题型样例或考试范围吗?
  2. 资料位置:复习资料放在哪些位置?每份是什么来源?(授课 PPT、课后作业、速成课、历年真题…)
  3. 重点章节:老师强调的必考/重点章节有哪些?有不考的范围吗?
  4. 考试日期:什么时候考?(可选,方便排序和提醒)
  5. 用户偏好:输出格式偏好(文本 / HTML)、要不要模拟考试等。(可选)
  6. md 格式资料路径:仓库里已经有的 .md 格式复习资料,分别在哪些路径?

What it can do on your machine

Read from SKILL.md and the folder at commit 500c57d. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/, which the agent can run.

    Shell commands in SKILL.md call:

    • markitdown

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Final Review loads about 1.3k tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 388 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~37
When it runs · the whole SKILL.md, loaded when a task matches
~1.3k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 388 words (~1,273 tokens).

name
final-review

Read the full SKILL.md on GitHub

Files

SKILL.md and 419 other files (scripts) in the repository root of lucianwhy/final-review.

  • SKILL.md
  • .dockerignore
  • .env.example
  • .github/workflows/test.yml
  • .gitignore
  • AGENT.md
  • Dockerfile
  • README.en.md
  • README.md
  • backups/course-chat-live-deepseek.json
  • backups/m1-09-acceptance-15fb1f5c/batch-slides.analysis/candidate.json
  • backups/m1-09-acceptance-15fb1f5c/batch-slides.analysis/readings/336376acd3e59eb201f2a4b5e2dfce09c878a6f77962c8d12f09ee9307797c7f.json
  • backups/m1-09-acceptance-15fb1f5c/batch-slides.analysis/readings/54736bd1f84f966c195c518aec02c8fdb28d5aecf60226fc3c2c12fc7ccb54cd.json
  • backups/m1-09-acceptance-15fb1f5c/batch-slides.analysis/readings/5ae37af2ffc259151ac61f1592124dac76f8f98a680cf8302021d3c18888426b.json
  • backups/m1-09-acceptance-15fb1f5c/batch-slides.analysis/readings/8f38a319d414171053f9555e023959743a79bad40de586dfff4a34ff5b866811.json
  • … and 405 more

Open the folder on GitHubat commit 500c57d

Compare with similar skills

Final Review next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Final Review compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Final Review this skilllucianwhy/final-review113—~1.3kAutomated safety check: PassNone
MarkitdownImCa0/just-laws78114 repos~3.2kAutomated safety check: NotesMIT
Huashu Markdown Publishing Pipelinealchaincyf/huashu-md-html910—~4.8kAutomated safety check: PassMIT
Doc To Markdowndaymade/claude-code-skills1.4k—~2.5kAutomated safety check: PassMIT
Markdown Converterintellectronica/agent-skills2954 repos~492Automated safety check: PassCC0-1.0
Word to Markdown Convertergithub/awesome-copilot40k—~1.6kAutomated safety check: PassMIT

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Works with

Questions about Final Review

What does Final Review do?

用于期末复习、考前突击、题目生成、知识点辅导、复习资料清洗等场景。基于用户上传课程资料开展工作,优先参考历年真题、老师PPT、平时作业和 Markdown 资料;先用 markitdown 转 Markdown,再清洗材料,最后生成题目、答案和偏考试得分导向的解析。. Final Review is an agent skill from lucianwhy/final-review.

When should I use Final Review?

Final Review fits situations like: tasks that involve Document parsing; tasks that involve Markdown.

How do I install Final Review in Claude Code?

Run `npx skills add lucianwhy/final-review --skill final-review -a claude-code`. Or copy the skill folder (the lucianwhy/final-review repository) into .claude/skills/final-review in your project. Claude Code loads it when a task matches its description.

How do I install Final Review in Codex?

Run `npx skills add lucianwhy/final-review --skill final-review -a codex`. Or copy the skill folder (the lucianwhy/final-review repository) into .agents/skills/final-review in your project. Codex loads it when a task matches its description.

Can I use Final Review in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add lucianwhy/final-review --skill final-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/final-review, .gemini/skills/final-review, .github/skills/final-review and .opencode/skills/final-review in your project.

What does Final Review need to run?

Going by SKILL.md and its folder, Final Review needs the command-line tools its instructions call (markitdown).

Does Final Review access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Final Review safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Final Review use?

No licence was found for Final Review or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Final Review use?

About 1.3k tokens (SKILL.md is roughly 5.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Final Review?

Skills that share tags, products or a category with Final Review: Markitdown (ImCa0/just-laws, 781 stars), Huashu Markdown Publishing Pipeline (alchaincyf/huashu-md-html, 910 stars), Doc To Markdown (daymade/claude-code-skills, 1.4k stars) and Markdown Converter (intellectronica/agent-skills, 295 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Final Review?

lucianwhy (a GitHub user) maintains it in lucianwhy/final-review, which has 113 GitHub stars. The repository was last updated on October 8, 2026.

Source: lucianwhy/final-review on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.