RRepoGEO

REPOGEO REPORT · LITE

allwefantasy/auto-coder

Default branch master · commit bf7af36a · scanned 6/18/2026, 8:57:46 PM

GitHub: 1,222 stars · 143 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 description to the About section

    Why:

    COPY-PASTE FIX
    An autonomous AI agent for project-level code generation, debugging, and development tasks, powered by Byzer-LLM.
  • mediumreadme#2
    Enhance the README's opening statement with a clear value proposition

    Why:

    CURRENT
    <h3 align="center">
Auto-Coder (powered by Byzer-LLM)
</h3>
    COPY-PASTE FIX
    <h3 align="center">
Auto-Coder: Your Autonomous AI Agent for Project-Level Code Generation and Development (powered by Byzer-LLM)
</h3>

<p align="center">An advanced AI coding assistant designed to automate complex software development tasks, from generating code to debugging and refactoring, using a multi-agent framework.</p>

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. GPT-4 · recommended 1×
  5. Claude 3 Opus/Sonnet · recommended 1×
  • CATEGORY QUERY
    What are the best AI tools for automating code generation and development tasks?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Tabnine
    3. Amazon CodeWhisperer
    4. GPT-4
    5. Claude 3 Opus/Sonnet
    6. CodiumAI
    7. MutableAI
    8. Replit AI

    AI recommended 8 alternatives but never named allwefantasy/auto-coder. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI coding assistant to help generate and refactor Python code efficiently.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Tabnine
    3. Codeium
    4. JetBrains AI Assistant
    5. Amazon CodeWhisperer

    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?

Embed your GEO score

Drop this badge into the README of allwefantasy/auto-coder. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/allwefantasy/auto-coder.svg)](https://repogeo.com/en/r/allwefantasy/auto-coder)
HTML
<a href="https://repogeo.com/en/r/allwefantasy/auto-coder"><img src="https://repogeo.com/badge/allwefantasy/auto-coder.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

allwefantasy/auto-coder — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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