RRepoGEO

REPOGEO REPORT · LITE

granawkins/rawdog

Default branch main · commit f08ac12b · scanned 5/28/2026, 2:41:55 AM

GitHub: 1,804 stars · 140 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 granawkins/rawdog, 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
    cli, ai-agent, python, script-generation, terminal, automation, llm, generative-ai
  • highreadme#2
    Reposition the README's opening sentence to emphasize 'AI agent'

    Why:

    CURRENT
    # Rawdog
An CLI assistant that responds by generating and auto-executing a Python script.
    COPY-PASTE FIX
    # Rawdog
An AI agent for your terminal that generates and auto-executes Python scripts to automate tasks.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/granawkins/rawdog

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 granawkins/rawdog
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI GPT-4 (or GPT-3.5 Turbo)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI GPT-4 (or GPT-3.5 Turbo) · recommended 1×
  2. ShellGPT · recommended 1×
  3. Aider · recommended 1×
  4. Marvin AI · recommended 1×
  5. Voiceflow · recommended 1×
  • CATEGORY QUERY
    How can I automate complex command-line tasks using natural language prompts?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4 (or GPT-3.5 Turbo)
    2. ShellGPT
    3. Aider
    4. Marvin AI
    5. Voiceflow

    AI recommended 5 alternatives but never named granawkins/rawdog. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best tools for generating and executing Python scripts from natural language?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4
    2. Google Gemini
    3. Anthropic Claude
    4. Cursor
    5. GitHub Copilot
    6. LlamaIndex
    7. LangChain
    8. Hugging Face Transformers

    AI recommended 8 alternatives but never named granawkins/rawdog. 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 granawkins/rawdog?
    pass
    AI named granawkins/rawdog explicitly

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

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