RRepoGEO

REPOGEO REPORT · LITE

HKUDS/AI-Researcher

Default branch main · commit f9a6f848 · scanned 5/19/2026, 2:58:15 PM

GitHub: 5,358 stars · 668 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)

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

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 HKUDS/AI-Researcher, 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
  • hightopics#1
    Expand repository topics for better categorization

    Why:

    CURRENT
    ai-researcher
    COPY-PASTE FIX
    ai-agents, autonomous-research, scientific-discovery, research-automation, llm-orchestration, scientific-innovation, generative-ai
  • highreadme#2
    Add a clear license statement to the README

    Why:

    COPY-PASTE FIX
    ## License
This project is released under the [Your Chosen License Name] license. Please see the [LICENSE](LICENSE) file in the repository root for full details.
  • mediumreadme#3
    Strengthen README's opening statement for category clarity

    Why:

    CURRENT
    Welcome to **AI-Researcher**🤗 AI-Researcher introduces a revolutionary breakthrough in **Automated Scientific Discovery**🔬, presenting a new system that fundamentally **Reshapes the Traditional Research Paradigm**.
    COPY-PASTE FIX
    Welcome to **AI-Researcher**🤗, the leading open-source platform for **Autonomous Scientific Discovery** and **End-to-End Research Automation**. This system fundamentally **Reshapes the Traditional Research Paradigm** by providing a complete AI agent for scientific innovation, from concept to publication.

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 HKUDS/AI-Researcher
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. GPT-4 · recommended 1×
  3. Claude 3 · recommended 1×
  4. Gemini Advanced · recommended 1×
  5. Zotero · recommended 1×
  • CATEGORY QUERY
    How can I automate the entire scientific research process from idea generation to publication?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. GPT-4
    3. Claude 3
    4. Gemini Advanced
    5. Zotero
    6. Mendeley
    7. EndNote
    8. Jupyter Notebook
    9. RStudio
    10. Google Colab
    11. GitHub
    12. GitLab
    13. Bitbucket
    14. Overleaf
    15. Authorea
    16. Benchling
    17. Labguru
    18. ArXiv
    19. bioRxiv
    20. medRxiv

    AI recommended 20 alternatives but never named HKUDS/AI-Researcher. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help with autonomous AI-driven scientific discovery and experiment orchestration?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym / Farama Foundation Gymnasium
    2. DeepChem
    3. ChemOS / Materials OS
    4. Google Cloud AI Platform / AWS SageMaker / Azure Machine Learning
    5. MLflow
    6. Labguru / Benchling
    7. Optuna / Hyperopt

    AI recommended 7 alternatives but never named HKUDS/AI-Researcher. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 HKUDS/AI-Researcher?
    pass
    AI named HKUDS/AI-Researcher explicitly

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

  • If a team adopts HKUDS/AI-Researcher in production, what risks or prerequisites should they evaluate first?
    pass
    AI named HKUDS/AI-Researcher 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 HKUDS/AI-Researcher solve, and who is the primary audience?
    pass
    AI named HKUDS/AI-Researcher 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 HKUDS/AI-Researcher. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HKUDS/AI-Researcher — 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
HKUDS/AI-Researcher — RepoGEO report