RRepoGEO

REPOGEO REPORT · LITE

PharMolix/OpenBioMed

Default branch main · commit 5ddc32de · scanned 5/22/2026, 4:38:12 PM

GitHub: 1,065 stars · 128 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
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 PharMolix/OpenBioMed, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    An open-source agent platform for biomedical and life science research, featuring generative AI frameworks like CodeFP for de novo functional protein design and a comprehensive set of skills for drug discovery.
  • mediumreadme#2
    Strengthen the README's opening statement

    Why:

    CURRENT
    Feel free to use our **Agent Platform for Biomedicine and Life Science** at this website!
    COPY-PASTE FIX
    OpenBioMed is an open-source **Agent Platform for Biomedicine and Life Science**, providing comprehensive tools and generative AI frameworks for end-to-end drug discovery and functional protein design.

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 PharMolix/OpenBioMed
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AlphaFold
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AlphaFold · recommended 2×
  2. BioGPT · recommended 1×
  3. OpenAI API · recommended 1×
  4. Hugging Face Transformers Library · recommended 1×
  5. Google Cloud Vertex AI · recommended 1×
  • CATEGORY QUERY
    What AI agent platform can I use for biomedical and life science research?
    you: not recommended
    AI recommended (in order):
    1. BioGPT
    2. AlphaFold
    3. OpenAI API
    4. Hugging Face Transformers Library
    5. Google Cloud Vertex AI
    6. IBM Watson Health
    7. Microsoft Azure AI Platform

    AI recommended 7 alternatives but never named PharMolix/OpenBioMed. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a generative AI framework for de novo functional protein sequence and structure design.
    you: not recommended
    AI recommended (in order):
    1. RFdiffusion
    2. AlphaFold
    3. ProteinMPNN
    4. ProGen
    5. ESMFold
    6. Rosetta
    7. IgFold

    AI recommended 7 alternatives but never named PharMolix/OpenBioMed. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 PharMolix/OpenBioMed?
    pass
    AI named PharMolix/OpenBioMed explicitly

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

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

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

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MARKDOWN (README)
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PharMolix/OpenBioMed — 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