RRepoGEO

REPOGEO REPORT · LITE

Profluent-AI/OpenCRISPR

Default branch main · commit c9222958 · scanned 5/14/2026, 8:13:15 AM

GitHub: 1,190 stars · 126 forks

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 Profluent-AI/OpenCRISPR, 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
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    gene-editing, crispr, ai-designed, llm, synthetic-biology, cas9-like-protein, genome-engineering, protein-design
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the text of the Apache-2.0 license.
  • mediumreadme#3
    Strengthen the README's opening sentence to emphasize AI-designed protein systems

    Why:

    CURRENT
    This repository contains releases for OpenCRISPR, a set of free and open gene editing systems designed by Profluent Bio.
    COPY-PASTE FIX
    This repository contains releases for OpenCRISPR, a set of free and open **AI-designed protein gene editing systems** developed by Profluent Bio.

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 Profluent-AI/OpenCRISPR
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
CRISPOR
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. CRISPOR · recommended 1×
  2. CHOPCHOP · recommended 1×
  3. DeepCRISPR · recommended 1×
  4. Cas-OFFinder · recommended 1×
  5. CRISP-ID · recommended 1×
  • CATEGORY QUERY
    What are the best open-source AI-designed systems for precise gene editing applications?
    you: not recommended
    AI recommended (in order):
    1. CRISPOR
    2. CHOPCHOP
    3. DeepCRISPR
    4. Cas-OFFinder
    5. CRISP-ID
    6. PrimeDesign
    7. AlphaFold
    8. RoseTTAFold
    9. DeepVariant
    10. TensorFlow
    11. PyTorch
    12. scikit-learn

    AI recommended 12 alternatives but never named Profluent-AI/OpenCRISPR. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a novel Cas9-like protein for RNA-guided genome engineering with NGG PAM.
    you: not recommended
    AI recommended (in order):
    1. SpCas9
    2. SpCas9-HF1/eSpCas9(1.1)
    3. SaCas9
    4. StCas9
    5. CjCas9
    6. FnCas9

    AI recommended 6 alternatives but never named Profluent-AI/OpenCRISPR. 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 Profluent-AI/OpenCRISPR?
    pass
    AI named Profluent-AI/OpenCRISPR explicitly

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

  • If a team adopts Profluent-AI/OpenCRISPR in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Profluent-AI/OpenCRISPR 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 Profluent-AI/OpenCRISPR solve, and who is the primary audience?
    pass
    AI named Profluent-AI/OpenCRISPR 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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Profluent-AI/OpenCRISPR — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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