REPOGEO REPORT · LITE
zLanqing/codex-claude-academic-skills
Default branch main · commit 7ed6377f · scanned 6/17/2026, 3:18:16 AM
GitHub: 746 stars · 62 forks
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface zLanqing/codex-claude-academic-skills, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- hightopics#1Add specific topics to improve categorization
Why:
COPY-PASTE FIXacademic-skills, claude-code, codex, llm-prompts, research-writing, scientific-computing, data-analysis, matlab, python, academic-office, chinese-researchers, ai-assistant
- highreadme#2Reposition README opening to clarify unique value
Why:
CURRENT> 三个面向中国科研工作者的学术技能包,覆盖论文写作、学术 Office 文档生成与科研计算三大场景。 > 所有 skill 均可在 **Claude Code** 和 **Codex** 两个平台上直接使用。
COPY-PASTE FIXThis repository provides a curated collection of advanced academic skills (prompt sets) for Chinese researchers, leveraging Claude Code and Codex for paper writing, academic document generation, and scientific computing. > 三个面向中国科研工作者的学术技能包,覆盖论文写作、学术 Office 文档生成与科研计算三大场景。 > 所有 skill 均可在 **Claude Code** 和 **Codex** 两个平台上直接使用。
- mediumabout#3Provide an English translation for the About description
Why:
CURRENT本仓库包含三个面向学术科研人员的Skills,覆盖从文献阅读、论文写作到科学计算的完整研究工作流。office-academic-skill 负责论文阅读报告与学术 PPT/Word 文档生成;research-writing-skill 提供论文写作、润色与审稿回复辅助;scientific-toolkit-skill 整合 MATLAB/Python 科学计算与期刊级图表生成。三个 Skill 专为中文科研用户设计,可在 Claude Code 和 codex 中一键调用。
COPY-PASTE FIXThis repository contains three academic skills (prompt sets) for researchers, covering the complete research workflow from literature review and paper writing to scientific computing. The office-academic-skill handles paper reading reports and academic PPT/Word document generation; the research-writing-skill assists with paper writing, polishing, and peer review responses; the scientific-toolkit-skill integrates MATLAB/Python scientific computing and journal-quality chart generation. These three skills are specifically designed for Chinese research users and can be invoked with one click in Claude Code and Codex.
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- ChatGPT · recommended 2×
- QuillBot · recommended 1×
- Grammarly · recommended 1×
- Elicit · recommended 1×
- SciSpace · recommended 1×
- CATEGORY QUERYWhat AI tools assist with academic paper writing, editing, and responding to peer reviews?you: not recommendedAI recommended (in order):
- ChatGPT
- QuillBot
- Grammarly
- Elicit
- SciSpace
- Paperpal
- Trinka AI
AI recommended 7 alternatives but never named zLanqing/codex-claude-academic-skills. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking an AI assistant for scientific data analysis, plot generation, and academic document creation.you: not recommendedAI recommended (in order):
- ChatGPT
- Claude 3 Opus
- Copilot
- Google Gemini Advanced
- Perplexity AI
AI recommended 5 alternatives but never named zLanqing/codex-claude-academic-skills. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of zLanqing/codex-claude-academic-skills?passAI did not name zLanqing/codex-claude-academic-skills — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts zLanqing/codex-claude-academic-skills in production, what risks or prerequisites should they evaluate first?passAI named zLanqing/codex-claude-academic-skills explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo zLanqing/codex-claude-academic-skills solve, and who is the primary audience?passAI did not name zLanqing/codex-claude-academic-skills — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
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- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite