RRepoGEO

REPOGEO REPORT · LITE

HughYau/AcademicForge

Default branch master · commit 941fa815 · scanned 6/24/2026, 2:53:05 PM

GitHub: 1,778 stars · 105 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
40 /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
3 / 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 HughYau/AcademicForge, 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 README opening to clarify project type

    Why:

    CURRENT
    为学术写作整合的 Claude Code / OpenCode 技能集合
    COPY-PASTE FIX
    Academic Forge is an open-source framework and curated collection of AI programming assistant skills, specifically designed to streamline academic writing and research workflows with tools like Claude Code and OpenCode.
  • mediumreadme#2
    Clarify project license in README

    Why:

    COPY-PASTE FIX
    This project is released under a custom license. Please refer to the `LICENSE` file for full details regarding usage and distribution.
  • lowreadme#3
    Add a 'Why Academic Forge?' section to differentiate from alternatives

    Why:

    COPY-PASTE FIX
    ### 💡 Why Academic Forge? (Not just another AI tool)

Unlike general AI writing assistants (e.g., Elicit, QuillBot) or MLOps platforms (e.g., MLflow, W&B), Academic Forge is a specialized *framework* that provides a curated collection of *AI programming assistant skills* (for Claude Code/OpenCode) tailored specifically for academic research workflows. It focuses on integrating and managing these skills, rather than being a standalone research platform or an infrastructure for general machine learning model deployment.

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 HughYau/AcademicForge
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. ChatGPT · recommended 1×
  4. GPT-4 · recommended 1×
  5. QuillBot · recommended 1×
  • CATEGORY QUERY
    How can I integrate AI tools to streamline my academic writing and research workflow?
    you: not recommended
    AI recommended (in order):
    1. Elicit
    2. Scite.ai
    3. ChatGPT
    4. GPT-4
    5. QuillBot
    6. Grammarly Premium
    7. Mendeley
    8. Zotero
    9. Humata AI

    AI recommended 9 alternatives but never named HughYau/AcademicForge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a platform to manage and deploy AI skills specifically for scientific research.
    you: not recommended
    AI recommended (in order):
    1. Weights & Biases (W&B)
    2. MLflow
    3. Kubeflow
    4. Comet ML
    5. Domino Data Lab
    6. SageMaker (AWS)
    7. Azure Machine Learning (Azure)

    AI recommended 7 alternatives but never named HughYau/AcademicForge. 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 HughYau/AcademicForge?
    pass
    AI named HughYau/AcademicForge explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts HughYau/AcademicForge in production, what risks or prerequisites should they evaluate first?
    pass
    AI named HughYau/AcademicForge 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 HughYau/AcademicForge solve, and who is the primary audience?
    pass
    AI named HughYau/AcademicForge explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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HughYau/AcademicForge — 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