RRepoGEO

REPOGEO REPORT · LITE

GreatScottyMac/RooFlow

Default branch main · commit 60a801f6 · scanned 5/14/2026, 3:41:38 PM

GitHub: 1,155 stars · 127 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 GreatScottyMac/RooFlow, 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 main tagline to clarify its specific purpose

    Why:

    CURRENT
    **Persistent Project Context and Streamlined AI-Assisted Development**
    COPY-PASTE FIX
    **Deep AI Assistant Customization & Enhanced Memory for Roo Code (with ☢️Footgun Power☢️)**
  • lowhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/RooVetGit/Roo-Code

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 GreatScottyMac/RooFlow
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. Anthropic Claude · recommended 1×
  3. Llama 3 · recommended 1×
  4. Google Gemini · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    How to deeply customize AI assistant behavior for coding while maintaining efficient token usage?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Anthropic Claude
    3. Llama 3
    4. Google Gemini
    5. LangChain
    6. LlamaIndex

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

    Show full AI answer
  • CATEGORY QUERY
    What tools offer persistent project context and alternative prompt formats for streamlined AI coding assistance?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. GitHub Copilot Chat
    3. Codeium
    4. Tabnine
    5. Continue
    6. Smol-AI
    7. Open Interpreter

    AI recommended 7 alternatives but never named GreatScottyMac/RooFlow. 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 GreatScottyMac/RooFlow?
    pass
    AI named GreatScottyMac/RooFlow explicitly

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

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

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite