RRepoGEO

REPOGEO REPORT · LITE

ClawBio/ClawBio

Default branch main · commit a505ea35 · scanned 6/8/2026, 8:42:23 PM

GitHub: 929 stars · 192 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 ClawBio/ClawBio, 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
    Clarify ClawBio's unique category in the README's opening

    Why:

    CURRENT
    The first bioinformatics-native AI agent skill library.
    COPY-PASTE FIX
    ClawBio is the first bioinformatics-native AI agent skill library, providing ready-to-use, reproducible skills for AI agents, unlike traditional bioinformatics libraries that offer raw functions.
  • mediumreadme#2
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled 'How ClawBio Compares' or 'ClawBio vs. Workflow Tools' that clarifies ClawBio's role as an *agent skill library* for *AI agent development*, distinct from workflow orchestrators like Snakemake or environment managers like Conda. Example sentence: 'Unlike workflow managers (e.g., Snakemake, Nextflow) or environment tools (e.g., Conda), ClawBio provides the *skills* for AI agents to execute, rather than orchestrating entire pipelines or managing environments.'
  • lowtopics#3
    Add more specific topics related to AI agent skills and libraries

    Why:

    CURRENT
    ai-agents, bioinformatics, equity, genomics, local-first, openclaw, population-genetics, reproducibility
    COPY-PASTE FIX
    ai-agents, bioinformatics, equity, genomics, local-first, openclaw, population-genetics, reproducibility, ai-agent-skills, agent-library, skill-library, large-language-models, llm-agents

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 ClawBio/ClawBio
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Bio.jl
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Bio.jl · recommended 1×
  2. Biopython · recommended 1×
  3. BioJava · recommended 1×
  4. Bioconductor · recommended 1×
  5. SeqAn · recommended 1×
  • CATEGORY QUERY
    I need an AI agent skill library specifically designed for bioinformatics tasks.
    you: not recommended
    AI recommended (in order):
    1. Bio.jl
    2. Biopython
    3. BioJava
    4. Bioconductor
    5. SeqAn
    6. Pysam

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

    Show full AI answer
  • CATEGORY QUERY
    What tools enable reproducible, local-first AI agent development for genomics research?
    you: not recommended
    AI recommended (in order):
    1. Conda/Miniconda
    2. Mamba (mamba-org/mamba)
    3. Snakemake (snakemake/snakemake)
    4. Nextflow (nextflow-io/nextflow)
    5. DVC (iterative/dvc)
    6. MLflow (mlflow/mlflow)
    7. JupyterLab/Jupyter Notebooks
    8. Papermill (nteract/papermill)
    9. Docker
    10. Singularity (apptainer/apptainer)

    AI recommended 10 alternatives but never named ClawBio/ClawBio. 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 ClawBio/ClawBio?
    pass
    AI named ClawBio/ClawBio explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite