REPOGEO REPORT · LITE
lishix520/academic-paper-skills
Default branch main · commit c3255576 · scanned 6/6/2026, 6:37:37 PM
GitHub: 830 stars · 89 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 lishix520/academic-paper-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.
- highreadme#1Reposition the README's opening paragraph to clarify the repo's nature
Why:
CURRENTA systematic framework for planning and writing philosophy and interdisciplinary academic papers using Claude Code. These skills transform your research ideas into submission-ready manuscripts through structured workflows with quality checkpoints.
COPY-PASTE FIXA systematic framework and methodology for planning and writing academic papers using Claude Code. This repository provides a structured, English-language guide with 'skills' (prompts/workflows) to transform your research ideas into submission-ready manuscripts, rather than being a standalone AI tool or a simple knowledge base.
- mediumtopics#2Refine repository topics to emphasize framework and AI application
Why:
CURRENTacademic-writing, claude-code, philosophy, preprint, research-tools
COPY-PASTE FIXacademic-writing, claude-code, philosophy, preprint, research-tools, research-methodology, ai-workflow, research-framework, prompt-engineering
- mediumhomepage#3Add a relevant project homepage URL
Why:
COPY-PASTE FIXAdd a relevant project homepage URL (e.g., a dedicated project page, documentation site, or the GitHub repo URL itself if no external site exists) to the repository's 'About' section.
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×
- GPT-4 · recommended 2×
- Semantic Scholar · recommended 2×
- Elicit · recommended 1×
- Scite.ai · recommended 1×
- CATEGORY QUERYHow to use AI to structure and write academic research papers efficiently?you: not recommendedAI recommended (in order):
- Elicit
- Scite.ai
- ChatGPT
- GPT-4
- OpenAI API/Plus
- Semantic Scholar
- QuillBot
- Grammarly Premium
- Paperpal
AI recommended 9 alternatives but never named lishix520/academic-paper-skills. This is the gap to close.
Show full AI answer
- CATEGORY QUERYTools for identifying research gaps and simulating peer review for academic manuscripts?you: not recommendedAI recommended (in order):
- Connected Papers
- ResearchRabbit
- Scopus
- Web of Science
- ChatGPT
- GPT-4
- Semantic Scholar
- Perplexity AI
- Reviewer Credits
- Publons
- Mendeley
- Zotero
AI recommended 12 alternatives but never named lishix520/academic-paper-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 lishix520/academic-paper-skills?passAI did not name lishix520/academic-paper-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 lishix520/academic-paper-skills in production, what risks or prerequisites should they evaluate first?passAI named lishix520/academic-paper-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 lishix520/academic-paper-skills solve, and who is the primary audience?passAI did not name lishix520/academic-paper-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?
Embed your GEO score
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- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite