RRepoGEO

REPOGEO REPORT · LITE

ur-whitelab/chemcrow-public

Default branch main · commit e7ebd519 · scanned 6/16/2026, 1:26:49 AM

GitHub: 925 stars · 144 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 ur-whitelab/chemcrow-public, 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
  • highreadme#1
    Reposition the README's opening to emphasize 'AI agent framework'

    Why:

    CURRENT
    ChemCrow is an open source package for the accurate solution of reasoning-intensive chemical tasks. Built with Langchain, it uses a collection of chemical tools including RDKit, paper-qa, as well as some relevant databases in chemistry, like Pubchem and chem-space.
    COPY-PASTE FIX
    ChemCrow is an open-source AI agent framework designed for the accurate and autonomous solution of reasoning-intensive chemical tasks. Built with Langchain, it integrates a collection of specialized chemical tools including RDKit, paper-qa, and relevant databases like Pubchem and chem-space.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://huggingface.co/spaces/doncamilom/ChemCrow

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 ur-whitelab/chemcrow-public
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChemAxon MarvinSketch
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChemAxon MarvinSketch · recommended 1×
  2. MarvinBeans · recommended 1×
  3. KNIME Analytics Platform · recommended 1×
  4. rdkit/rdkit · recommended 1×
  5. pandas-dev/pandas · recommended 1×
  • CATEGORY QUERY
    How to automate complex chemical reasoning tasks using AI and scientific databases?
    you: not recommended
    AI recommended (in order):
    1. ChemAxon MarvinSketch
    2. MarvinBeans
    3. KNIME Analytics Platform
    4. RDKit (rdkit/rdkit)
    5. Pandas (pandas-dev/pandas)
    6. NumPy (numpy/numpy)
    7. Scikit-learn (scikit-learn/scikit-learn)
    8. DeepChem (deepchem/deepchem)
    9. PyTorch (pytorch/pytorch)
    10. TensorFlow (tensorflow/tensorflow)
    11. Schrödinger
    12. Maestro
    13. LiveDesign
    14. FEP+
    15. IBM RXN for Chemistry
    16. Graphext
    17. Materials Project API
    18. CAS SciFinder-n
    19. Reaxys

    AI recommended 19 alternatives but never named ur-whitelab/chemcrow-public. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source AI agent frameworks integrate chemistry tools like RDKit and PubChem?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. AutoGen (microsoft/autogen)
    4. Haystack (deepset-ai/haystack)
    5. CrewAI (joaomdmoura/crewai)
    6. Open Interpreter (OpenInterpreter/open-interpreter)
    7. Marvin (PrefectHQ/marvin)

    AI recommended 7 alternatives but never named ur-whitelab/chemcrow-public. 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 ur-whitelab/chemcrow-public?
    pass
    AI named ur-whitelab/chemcrow-public explicitly

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

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

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

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ur-whitelab/chemcrow-public — RepoGEO report