RRepoGEO

REPOGEO REPORT · LITE

HughYau/AcademicForge

Default branch master · commit 6cbb818a · scanned 5/25/2026, 2:48:11 PM

GitHub: 1,209 stars · 80 forks

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 the README H1 to emphasize its unique integration platform.

    Why:

    CURRENT
    # 🎓 Academic Forge
    COPY-PASTE FIX
    # 🎓 Academic Forge: An Integrated Skill Collection for Claude/OpenCode AI Assistants in Academic Research
  • mediumtopics#2
    Add more specific topics to differentiate from general AI tools.

    Why:

    CURRENT
    ai, ai-for-research, research-tool, scientific-agents, skills
    COPY-PASTE FIX
    ai, ai-for-research, research-tool, scientific-agents, skills, ai-assistant-skills, skill-integration, academic-workflow, claude-code, opencode
  • lowreadme#3
    Clarify the project's license(s) directly in the README.

    Why:

    COPY-PASTE FIX
    ## License

Academic Forge is licensed under [describe your specific license(s) here, e.g., 'a custom license combining elements of X and Y']. Please refer to the [LICENSE file](./LICENSE) 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 HughYau/AcademicForge
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 1×
  2. Elicit · recommended 1×
  3. QuillBot · recommended 1×
  4. Semantic Scholar · recommended 1×
  5. Grammarly · recommended 1×
  • CATEGORY QUERY
    What AI tools can help streamline my academic writing and research workflow?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Elicit
    3. QuillBot
    4. Semantic Scholar
    5. Grammarly
    6. Scite.ai
    7. Zotero
    8. Mendeley

    AI recommended 8 alternatives but never named HughYau/AcademicForge. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I integrate various AI assistant skills for scientific document creation?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Anthropic Claude API
    3. Hugging Face Transformers Library (huggingface/transformers)
    4. Semantic Scholar API
    5. Grammarly Business/API
    6. DeepL API
    7. Mathpix OCR API

    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?

Embed your GEO score

Drop this badge into the README of HughYau/AcademicForge. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/HughYau/AcademicForge.svg)](https://repogeo.com/en/r/HughYau/AcademicForge)
HTML
<a href="https://repogeo.com/en/r/HughYau/AcademicForge"><img src="https://repogeo.com/badge/HughYau/AcademicForge.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

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