RRepoGEO

REPOGEO REPORT · LITE

allwefantasy/auto-coder

Default branch master · commit bf7af36a · scanned 5/9/2026, 2:02:40 AM

GitHub: 1,221 stars · 142 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 allwefantasy/auto-coder, 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
  • highabout#1
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    An autonomous AI agent for generating, refining, and managing entire software projects from high-level prompts, powered by Byzer-LLM.
  • mediumreadme#2
    Add a clear, concise value proposition to the README's opening

    Why:

    CURRENT
    <h3 align="center">
Auto-Coder (powered by Byzer-LLM)
</h3>
    COPY-PASTE FIX
    <h3 align="center">
Auto-Coder (powered by Byzer-LLM)
</h3>

Auto-Coder is an autonomous AI agent designed to generate, refine, and manage entire software projects from high-level natural language prompts. Leveraging Byzer-LLM, it goes beyond simple code completion to automate complex development tasks and accelerate project delivery.

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 allwefantasy/auto-coder
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot · recommended 2×
  2. Tabnine · recommended 2×
  3. Amazon CodeWhisperer · recommended 2×
  4. JetBrains AI Assistant · recommended 2×
  5. Jedi · recommended 1×
  • CATEGORY QUERY
    What are the best AI tools for generating code automatically in Python?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Tabnine
    3. Amazon CodeWhisperer
    4. Jedi
    5. JetBrains AI Assistant

    AI recommended 5 alternatives but never named allwefantasy/auto-coder. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an intelligent coding assistant to automate development tasks and improve productivity.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Tabnine
    3. Codeium
    4. Amazon CodeWhisperer
    5. JetBrains AI Assistant

    AI recommended 5 alternatives but never named allwefantasy/auto-coder. 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 allwefantasy/auto-coder?
    pass
    AI named allwefantasy/auto-coder explicitly

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

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

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

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allwefantasy/auto-coder — RepoGEO report