REPOGEO REPORT · LITE
Master-cai/Research-Paper-Writing-Skills
Default branch main · commit 9ee5eddc · scanned 5/10/2026, 2:57:27 AM
GitHub: 2,331 stars · 120 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 Master-cai/Research-Paper-Writing-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 README H1 and opening paragraph to clarify "AI agent skill package"
Why:
CURRENT# Skills: Research Paper Writing [中文介绍](./README_zh.md). > Important Attribution > Most writing knowledge and methodology in this repository comes from Prof. Peng Sida (彭思达)'s open study notes: > https://pengsida.notion.site/c1a22465a0fa4b15a12985223916048e > Prof. Peng's original repository: > https://github.com/pengsida/learning_research > I sincerely thank Prof. Peng for openly sharing these valuable experiences. > My contribution is organization, structured adaptation, and packaging as reusable Skills.
COPY-PASTE FIX# Research Paper Writing Skills for AI Agents (Codex, Claude Code, Gemini) This repository offers a structured skill package specifically designed to augment AI agents (such as Codex, Claude Code, and Gemini) in the process of writing, refining, and reviewing ML/CV/NLP research papers. It provides curated methodologies and reusable assets, adapted from Prof. Peng Sida's open notes, to improve academic writing quality and efficiency. [中文介绍](./README_zh.md). > Important Attribution > Most writing knowledge and methodology in this repository comes from Prof. Peng Sida (彭思达)'s open study notes: > https://pengsida.notion.site/c1a22465a0fa4b15a12985223916048e > Prof. Peng's original repository: > https://github.com/pengsida/learning_research > I sincerely thank Prof. Peng for openly sharing these valuable experiences. > My contribution is organization, structured adaptation, and packaging as reusable Skills.
- hightopics#2Add specific topics to improve categorization
Why:
CURRENT(none)
COPY-PASTE FIXai-agents, research-paper-writing, academic-writing, machine-learning, computer-vision, natural-language-processing, prompt-engineering, claude-code, codex, gemini
- mediumhomepage#3Add a homepage URL to the original source material
Why:
CURRENT(none)
COPY-PASTE FIXhttps://github.com/pengsida/learning_research
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.
- Grammarly · recommended 2×
- QuillBot · recommended 2×
- DeepL Write · recommended 2×
- Trinka AI · recommended 1×
- Writefull · recommended 1×
- CATEGORY QUERYWhat AI tools help improve the structure and clarity of machine learning research papers?you: not recommendedAI recommended (in order):
- Grammarly
- QuillBot
- DeepL Write
- Trinka AI
- Writefull
- Semantic Scholar
AI recommended 6 alternatives but never named Master-cai/Research-Paper-Writing-Skills. This is the gap to close.
Show full AI answer
- CATEGORY QUERYHow can I use AI to draft and refine sections of my scientific research manuscript?you: not recommendedAI recommended (in order):
- ChatGPT
- GPT-4
- Elicit
- QuillBot
- Grammarly
- DeepL Write
- Scite.ai
AI recommended 7 alternatives but never named Master-cai/Research-Paper-Writing-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 Master-cai/Research-Paper-Writing-Skills?passAI did not name Master-cai/Research-Paper-Writing-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 Master-cai/Research-Paper-Writing-Skills in production, what risks or prerequisites should they evaluate first?passAI did not name Master-cai/Research-Paper-Writing-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?
- In one sentence, what problem does the repo Master-cai/Research-Paper-Writing-Skills solve, and who is the primary audience?passAI did not name Master-cai/Research-Paper-Writing-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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Master-cai/Research-Paper-Writing-Skills — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite