RRepoGEO

REPOGEO REPORT · LITE

Imbad0202/academic-research-skills-codex

Default branch main · commit 36cc610f · scanned 6/23/2026, 5:11:41 PM

GitHub: 4,593 stars · 255 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
20 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
0 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

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 Imbad0202/academic-research-skills-codex, 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.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening paragraph to clarify its function as a Codex skill suite

    Why:

    CURRENT
    Codex-native packaging of the Academic Research Skills suite. This is the sibling Codex distribution of Academic Research Skills for Claude Code.
    COPY-PASTE FIX
    This repository provides the **Academic Research Skills suite, natively packaged for Codex**, offering a collection of pre-built skills and agents to automate and assist with human-in-the-loop academic research workflows. It is the dedicated Codex distribution, distinct from the Claude Code version, designed for seamless integration into Codex environments for tasks like literature review, paper writing, and peer feedback.
  • highhomepage#2
    Correct the repository's homepage URL to point to itself

    Why:

    CURRENT
    https://github.com/Imbad0202/academic-research-skills
    COPY-PASTE FIX
    https://github.com/Imbad0202/academic-research-skills-codex
  • mediumlicense#3
    Add a clear statement about the project's license to the README

    Why:

    COPY-PASTE FIX
    ## License

This project is licensed under the Creative Commons Attribution-NonCommercial 4.0 International License. See the `LICENSE` file for full details.

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.

Recall
0 / 2
0% of queries surface Imbad0202/academic-research-skills-codex
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Elicit
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Elicit · recommended 1×
  2. Scite.ai · recommended 1×
  3. ResearchRabbit · recommended 1×
  4. ChatGPT · recommended 1×
  5. GPT-4 · recommended 1×
  • CATEGORY QUERY
    What AI tools can assist with academic research, writing, and literature review?
    you: not recommended
    AI recommended (in order):
    1. Elicit
    2. Scite.ai
    3. ResearchRabbit
    4. ChatGPT
    5. GPT-4
    6. QuillBot
    7. Semantic Scholar
    8. Humata AI

    AI recommended 8 alternatives but never named Imbad0202/academic-research-skills-codex. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to integrate AI skills for human-in-the-loop academic research workflows?
    you: not recommended
    AI recommended (in order):
    1. Prodigy
    2. Label Studio
    3. Snorkel
    4. Argilla
    5. Amazon SageMaker Ground Truth
    6. OpenAI API
    7. Azure OpenAI Service
    8. Hugging Face Transformers Library
    9. Streamlit
    10. Gradio

    AI recommended 10 alternatives but never named Imbad0202/academic-research-skills-codex. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

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 Imbad0202/academic-research-skills-codex?
    pass
    AI did not name Imbad0202/academic-research-skills-codex — 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 Imbad0202/academic-research-skills-codex in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name Imbad0202/academic-research-skills-codex — 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 Imbad0202/academic-research-skills-codex solve, and who is the primary audience?
    pass
    AI did not name Imbad0202/academic-research-skills-codex — 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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Imbad0202/academic-research-skills-codex — 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