RRepoGEO

REPOGEO REPORT · LITE

PaddlePaddle/PaddleHelix

Default branch dev · commit 8e3991ab · scanned 5/28/2026, 2:06:52 AM

GitHub: 1,114 stars · 227 forks

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 PaddlePaddle/PaddleHelix, 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 to clearly state its purpose as a bio-computing platform

    Why:

    CURRENT
    The current README starts with language selection and 'Latest News'.
    COPY-PASTE FIX
    Add the following text immediately after the language selection links:

"PaddleHelix is a comprehensive bio-computing platform leveraging large-scale representation learning and multi-task deep learning to accelerate research and development in drug discovery, protein structure prediction, and other life sciences applications."
  • mediumhomepage#2
    Add a dedicated project homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    https://paddlehelix.baidu.com/
  • lowlicense#3
    Clarify the specific terms of the existing license in the README

    Why:

    COPY-PASTE FIX
    Add a section in the README, perhaps under a 'License' heading or in an 'About' section: "PaddleHelix is released under a custom license, primarily for non-commercial academic research as noted for HelixFold3. Please refer to the LICENSE file for full details regarding usage and distribution."

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 PaddlePaddle/PaddleHelix
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AlphaFold2
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AlphaFold2 · recommended 1×
  2. RoseTTAFold · recommended 1×
  3. ESMFold · recommended 1×
  4. OmegaFold · recommended 1×
  5. AlphaFold-Multimer · recommended 1×
  • CATEGORY QUERY
    What are the best deep learning tools for accurate protein structure prediction?
    you: not recommended
    AI recommended (in order):
    1. AlphaFold2
    2. RoseTTAFold
    3. ESMFold
    4. OmegaFold
    5. AlphaFold-Multimer
    6. trRosetta

    AI recommended 6 alternatives but never named PaddlePaddle/PaddleHelix. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a biocomputing platform for large-scale molecule design and drug discovery research.
    you: not recommended
    AI recommended (in order):
    1. Schrödinger (Maestro)
    2. Dassault Systèmes BIOVIA (Discovery Studio/Pipeline Pilot)
    3. OpenEye Scientific Software (Orion/FRED/OMEGA)
    4. KNIME
    5. RDKit (rdkit/rdkit)
    6. ChemAxon (MarvinSketch/JChem/Instant JChem)
    7. GROMACS (gromacs/gromacs)
    8. AMBER (ambermd/amber)
    9. NAMD (NAMD/NAMD)
    10. VMD
    11. PyMOL (schrodinger/pymol)

    AI recommended 11 alternatives but never named PaddlePaddle/PaddleHelix. 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 PaddlePaddle/PaddleHelix?
    pass
    AI named PaddlePaddle/PaddleHelix explicitly

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

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

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

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PaddlePaddle/PaddleHelix — 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