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WUBING2023/ExamPass-Assistant

把课堂讲义变成考试利器一键将 PPT、Word、PDF 课件转化为结构清晰的知识清单和交互式测试题，让复习事半功倍。适用人群：大学生、各个阶段老师、其他需要对付短期考试的朋友

History

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`SKILL.md`

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View on GitHub Add to my skills

Verified commit 3812643baf5de8b92bac17fbb4e136adcc19c41b

802GitHub stars

7stars in 7 days

1skill in this repository

0commits in 30 days

Heat

3.7

Star growth, last 7 daysNot available
Star growth, last 24 hoursNot available
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Commits, last 30 daysNot available
Accounts asking about it through MCP, last 7 daysNot available
Hot votes this weekNot available

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

Stars over time

Individual skills in this repository

exampass /

How it works

exampass

When your agent uses it

将课程资料（PPT/Word/PDF）按章节生成知识清单+原始PPT对照+自测答案+交互式章节测试，帮助高效期末复习。

What it loads into context

Frontmatter

51 tokens

Always available to the agent

SKILL.md

2,568 tokens

When the skill is activated

Reference documents

42,497 tokens

Loaded on request

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

The playbook

命令路由
默认流程
AI批改流程
技能更新

Scripts executed separately

scripts/__init__.py
scripts/exam_generator.py
scripts/extract_docx.py
scripts/extract_pdf.py
scripts/extract_pptx.py
scripts/extractor.py
scripts/generate_cached.py
scripts/html_generator.py
scripts/image_extractor.py
scripts/knowledge_analyzer.py
scripts/knowledge_graph.py
scripts/ocr_backend.py
scripts/render_chapters.py
scripts/run_exampass.py
scripts/scanner.py
scripts/slide_renderer.py
scripts/template_engine.py
scripts/test_generator.py
scripts/utils.py
scripts/web_research.py
templates/graph.js
templates/test_js_template.js
tests/conftest.py
tests/test_e2e.py
tests/test_exam_generator.py
tests/test_extract_docx.py
tests/test_extract_pdf.py
tests/test_extract_pptx.py
tests/test_extractor.py
tests/test_html_generator.py
tests/test_image_extractor.py
tests/test_integration.py
tests/test_knowledge_analyzer.py
tests/test_knowledge_graph.py
tests/test_scanner.py
tests/test_slide_renderer.py
tests/test_test_generator.py

Files

.gitignoreasset97 bytes
LICENSEasset16,364 bytes
README.mddoc11,431 bytes
README_CN.mddoc10,922 bytes
SKILL.mdcore8,634 bytes
SKILL.mdcore8,634 bytes
SKILL.mdcore8,634 bytes
SKILL.mdcore8,634 bytes
SKILL.mdcore8,634 bytes
agents/item-agent.mddoc10,353 bytes
agents/notes-agent.mddoc11,415 bytes
agents/reviewer-agent.mddoc4,741 bytes
agents/skeleton-agent.mddoc5,141 bytes
agents/solver-agent.mddoc5,111 bytes
docs/superpowers/plans/2026-06-06-knowledge-graph.mddoc46,031 bytes
docs/superpowers/specs/2026-06-06-knowledge-graph-design.mddoc7,801 bytes
docs/superpowers/specs/2026-06-08-multiagent-orchestration.mddoc6,545 bytes
exampass-final.mddoc8,000 bytes
exampass-graph.mddoc3,016 bytes
exampass-writing.mddoc4,459 bytes
prompt-exampass.mddoc16,331 bytes
requirements.txtdoc79 bytes
scripts/__init__.pyruns0 bytes
scripts/exam_generator.pyruns4,364 bytes
scripts/extract_docx.pyruns3,191 bytes
scripts/extract_pdf.pyruns2,105 bytes
scripts/extract_pptx.pyruns3,143 bytes
scripts/extractor.pyruns1,949 bytes
scripts/generate_cached.pyruns3,775 bytes
scripts/html_generator.pyruns720 bytes
scripts/image_extractor.pyruns3,113 bytes
scripts/knowledge_analyzer.pyruns5,007 bytes
scripts/knowledge_graph.pyruns11,395 bytes
scripts/ocr_backend.pyruns3,871 bytes
scripts/render_chapters.pyruns3,990 bytes
scripts/run_exampass.pyruns5,679 bytes
scripts/scanner.pyruns3,244 bytes
scripts/slide_renderer.pyruns7,518 bytes
scripts/template_engine.pyruns41,863 bytes
scripts/test_generator.pyruns4,300 bytes
scripts/utils.pyruns1,325 bytes
scripts/web_research.pyruns1,604 bytes
templates/base.cssasset5,562 bytes
templates/graph.cssasset10,419 bytes
templates/graph.jsruns23,026 bytes
templates/graph_template.htmlasset1,776 bytes
templates/page_template.htmlasset544 bytes
templates/test.cssasset6,262 bytes
templates/test_js_template.jsruns20,716 bytes
templates/test_labels.jsonasset1,026 bytes
tests/conftest.pyruns7,912 bytes
tests/test_e2e.pyruns10,162 bytes
tests/test_exam_generator.pyruns3,284 bytes
tests/test_extract_docx.pyruns2,485 bytes
tests/test_extract_pdf.pyruns2,674 bytes
tests/test_extract_pptx.pyruns2,714 bytes
tests/test_extractor.pyruns2,776 bytes
tests/test_html_generator.pyruns2,850 bytes
tests/test_image_extractor.pyruns2,896 bytes
tests/test_integration.pyruns9,694 bytes
tests/test_knowledge_analyzer.pyruns1,972 bytes
tests/test_knowledge_graph.pyruns8,542 bytes
tests/test_scanner.pyruns3,099 bytes
tests/test_slide_renderer.pyruns11,030 bytes
tests/test_test_generator.pyruns2,501 bytes

No excerpt is shown for this license. Read the source on GitHub.

View the complete source on GitHub

Skills included

exampass

Repository facts

License: No license detected
Created: May 30, 2026
Last pushed: Jun 29, 2026
Forks: 51
Open issues: 1
Project activity: Slowing

Rank over the last 12 weeks

Now #983 · best #658 · down 252 in 30 days

#865 on Oct 20
#876 on Oct 21
#851 on Oct 22
#862 on Oct 23
#818 on Oct 24
#983 since Oct 25

32 earlier periods

#659 on Aug 2
#666 on Aug 4
#660 on Aug 9
#687 on Aug 12
#684 on Aug 13
#682 on Aug 14
#658 on Aug 15
#734 on Aug 25
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#783 on Oct 4
#820 on Oct 7
#824 on Oct 9
#808 on Oct 11
#831 on Oct 12
#835 on Oct 13
#832 on Oct 15
#807 on Oct 18

Before you install

Network or broad shell

Automated signals, not a guarantee

Checked Nov 4, 2026

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

Show 4 notes

SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed

No broad tool permissions
1 dangerous shell commandin 1 file: templates/test_js_template.js:379
25 network referencesin 6 files: scripts/template_engine.py:36 README.md:37 README_CN.md:36 and 3 more
No hidden or obfuscated text
No instruction overrides
37 executable scriptsin 37 files: scripts/__init__.py:1 scripts/exam_generator.py:1 scripts/extract_docx.py:1 and 34 more
1 reference to secretsin 1 file: scripts/ocr_backend.py:118
No requests to vote in Hot

Show all 64 signals by file

`LICENSE`

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Licensed under CC BY-NC 4.0 — free for personal, educational, and

`README.md`

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git clone https://github.com/WUBING2023/ExamPass-Assistant.git

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- Development & Maintenance: [@WUBING2023](https://github.com/WUBING2023)

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- Inspirational Contribution: yaxing@cvc.uab.es - Testing: [@YeMoonlight](https://github.com/YeMoonlight) - Testing: [@Yuzhihan-zyr](https://github.com/Yuzhihan-zyr)

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- Testing: [@YeMoonlight](https://github.com/YeMoonlight)

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- Testing: [@Yuzhihan-zyr](https://github.com/Yuzhihan-zyr)

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[CC BY-NC 4.0](./LICENSE) — free to use, modify, and share for non-commercial purposes. Commercial use requires a separate license.

`README_CN.md`

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git clone https://github.com/WUBING2023/ExamPass-Assistant.git

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- 开发与维护：[@WUBING2023](https://github.com/WUBING2023)

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- 启发性贡献：yaxing@cvc.uab.es - 测试：[@YeMoonlight](https://github.com/YeMoonlight) - 测试：[@Yuzhihan-zyr](https://github.com/Yuzhihan-zyr)

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- 测试：[@YeMoonlight](https://github.com/YeMoonlight)

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- 测试：[@Yuzhihan-zyr](https://github.com/Yuzhihan-zyr)

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本软件采用 **Creative Commons BY-NC 4.0** 许可证。

`agents/item-agent.md`

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- **干扰项三步法 + 误解建模**：SOTA LLM 在生成干扰项时"先正确解题→模拟多种误解→选定干扰项"，且 LLM 误解模式与真实学生有对齐性。([Cognitively Diverse MCQ Generation, arXiv 2602.03704](https://arxiv.org/pdf/2602.03704)；[GPT Generates Valid MCQs When Misunderstanding Is Hinted, arXiv 2505.058

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- **七个质量维度 + STEM 计算幻觉警告**：([AIG in STEM via LLM prompting, ScienceDirect](https://www.sciencedirect.com/science/article/pii/S2666920X24001474)；[Health professions MCQ systematic review, PMC12758716](https://www.ncbi.nlm.nih.gov/pmc/article

`agents/solver-agent.md`

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- **LLM 不能可靠模拟学生难度（核心边界）**：18 个指令微调模型在两个数据集、三个学科上均不足以可信地模拟考生用于试题预测试。([Do LLMs Give Psychometrically Plausible Responses?, arXiv 2506.09796](https://arxiv.org/html/2506.09796v1))

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- **看原文/不看原文两遍法 + GPT-4 作评估者**：以"是否展示原文"两种条件下的作答来度量 guessability 与 answerability，GPT-4 评估与人类标注一致性高。([Automatic Generation and Evaluation of Reading Comprehension Items, arXiv 2404.07720](https://arxiv.org/pdf/2404.07720))

`scripts/init.py`

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_MATHJAX_SCRIPT = (     '<script defer src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-chtml-full.js"></script>'

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'<script defer src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-chtml-full.js"></script>'

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body = (         '<div class="gr-header">'         '<div class="gr-brand">ExamPass Assistant &nbsp;·&nbsp; <a href="https://github.com/WUBING2023/ExamPass-Assistant" target="_blank">github.com/WUBING2023/ExamPass-Assistant</a></div>'

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'<div class="gr-header">'         '<div class="gr-brand">ExamPass Assistant &nbsp;·&nbsp; <a href="https://github.com/WUBING2023/ExamPass-Assistant" target="_blank">github.com/WUBING2023/ExamPass-Assistant</a></div>'         '<div class="gr

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'<div class="gr-brand">ExamPass Assistant &nbsp;·&nbsp; <a href="https://github.com/WUBING2023/ExamPass-Assistant" target="_blank">github.com/WUBING2023/ExamPass-Assistant</a></div>'

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+ wrong_html         + kc_html         + '<div class="gr-footer">Generated by <a href="https://github.com/WUBING2023/ExamPass-Assistant" target="_blank">ExamPass Assistant</a></div>'

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+ kc_html         + '<div class="gr-footer">Generated by <a href="https://github.com/WUBING2023/ExamPass-Assistant" target="_blank">ExamPass Assistant</a></div>'     )

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+ '<div class="gr-footer">Generated by <a href="https://github.com/WUBING2023/ExamPass-Assistant" target="_blank">ExamPass Assistant</a></div>'

`scripts/test_generator.py`

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`tests/conftest.py`

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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: 1 fact

Network access in code of documentationREADME.md:37Low confidence

Works with

Agent compatibility, from the files in this repository
Agent	Status	Evidence	Install to
Claude Code	Compatible	Standard SKILL.md SKILL.md	`.claude/skills/<skill-name>/`
Codex	Compatible	Standard SKILL.md SKILL.md	`.agents/skills/<skill-name>/`
Cursor	Compatible	Standard SKILL.md SKILL.md	`.cursor/skills/<skill-name>/`
Gemini CLI	Compatible	Standard SKILL.md SKILL.md	`.gemini/skills/<skill-name>/`
GitHub Copilot	Compatible	Standard SKILL.md SKILL.md	`.github/skills/<skill-name>/`
OpenCode	Compatible	Standard SKILL.md 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.

WUBING2023/ExamPass-Assistant

History

SKILL.md

Share this page

Heat

Stars over time

Individual skills in this repository

How it works

exampass

Frontmatter

SKILL.md

Reference documents

The playbook

Scripts executed separately

Files

Skills included

Repository facts

Rank over the last 12 weeks

Before you install

LICENSE

README.md

README_CN.md

agents/item-agent.md

agents/solver-agent.md

scripts/__init__.py

scripts/exam_generator.py

scripts/extract_docx.py

scripts/extract_pdf.py

scripts/extract_pptx.py

scripts/extractor.py

scripts/generate_cached.py

scripts/html_generator.py

scripts/image_extractor.py

scripts/knowledge_analyzer.py

scripts/knowledge_graph.py

scripts/ocr_backend.py

scripts/render_chapters.py

scripts/run_exampass.py

scripts/scanner.py

scripts/slide_renderer.py

scripts/template_engine.py

scripts/test_generator.py

scripts/utils.py

scripts/web_research.py

templates/graph.js

templates/test_js_template.js

tests/conftest.py

tests/test_e2e.py

tests/test_exam_generator.py

tests/test_extract_docx.py

tests/test_extract_pdf.py

tests/test_extract_pptx.py

tests/test_extractor.py

tests/test_html_generator.py

tests/test_image_extractor.py

tests/test_integration.py

tests/test_knowledge_analyzer.py

tests/test_knowledge_graph.py

tests/test_scanner.py

tests/test_slide_renderer.py

tests/test_test_generator.py

How the signals fit together

Works with

You might also use

mattpocock/skills

obra/superpowers

NousResearch/hermes-agent

multica-ai/andrej-karpathy-skills

anthropics/skills

DietrichGebert/ponytail

`SKILL.md`

`LICENSE`

`README.md`

`README_CN.md`

`agents/item-agent.md`

`agents/solver-agent.md`

`scripts/init.py`

`scripts/exam_generator.py`

`scripts/extract_docx.py`

`scripts/extract_pdf.py`

`scripts/extract_pptx.py`

`scripts/extractor.py`

`scripts/generate_cached.py`

`scripts/html_generator.py`

`scripts/image_extractor.py`

`scripts/knowledge_analyzer.py`

`scripts/knowledge_graph.py`

`scripts/ocr_backend.py`

`scripts/render_chapters.py`

`scripts/run_exampass.py`

`scripts/scanner.py`

`scripts/slide_renderer.py`

`scripts/template_engine.py`

`scripts/test_generator.py`

`scripts/utils.py`

`scripts/web_research.py`

`templates/graph.js`

`templates/test_js_template.js`

`tests/conftest.py`

`tests/test_e2e.py`

`tests/test_exam_generator.py`

`tests/test_extract_docx.py`

`tests/test_extract_pdf.py`

`tests/test_extract_pptx.py`

`tests/test_extractor.py`

`tests/test_html_generator.py`

`tests/test_image_extractor.py`

`tests/test_integration.py`

`tests/test_knowledge_analyzer.py`

`tests/test_knowledge_graph.py`

`tests/test_scanner.py`

`tests/test_slide_renderer.py`

`tests/test_test_generator.py`