RRepoGEO

REPOGEO REPORT · LITE

AutoMaker-Org/automaker

Default branch main · commit 5888d2e6 · scanned 5/24/2026, 5:51:55 AM

GitHub: 3,155 stars · 595 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 AutoMaker-Org/automaker, 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
  • highabout#1
    Add a clear description to the About section

    Why:

    COPY-PASTE FIX
    Automaker is an agentic coding platform that allows developers to direct AI agents to implement complex software functionality, orchestrating them to automate code generation and accelerate development workflows.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agents, agentic-coding, llm-orchestration, software-development-automation, code-generation, developer-tools, ai-development
  • mediumlicense#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under the terms found in the `LICENSE` file. Please refer to the `LICENSE` file for full details on usage and distribution.

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 AutoMaker-Org/automaker
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot / GitHub Copilot X
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot / GitHub Copilot X · recommended 1×
  2. Cursor · recommended 1×
  3. Codeium · recommended 1×
  4. Tabnine · recommended 1×
  5. OpenAI API (GPT-4, GPT-3.5 Turbo) · recommended 1×
  • CATEGORY QUERY
    How to leverage AI agents for automating code generation and accelerating software development?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot / GitHub Copilot X
    2. Cursor
    3. Codeium
    4. Tabnine
    5. OpenAI API (GPT-4, GPT-3.5 Turbo)
    6. Smol-developer
    7. Auto-GPT / BabyAGI

    AI recommended 7 alternatives but never named AutoMaker-Org/automaker. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What platforms allow directing AI agents to implement complex coding functionality quickly?
    you: not recommended
    AI recommended (in order):
    1. Cursor (cursor-sh/cursor)
    2. GitHub Copilot X
    3. Replit AI
    4. Codeium (Exafunction/codeium)
    5. Tabnine (tabnine/Tabnine)
    6. OpenAI API
    7. LangChain (langchain-ai/langchain)
    8. Auto-GPT (Significant-Gravitas/Auto-GPT)

    AI recommended 8 alternatives but never named AutoMaker-Org/automaker. 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 AutoMaker-Org/automaker?
    pass
    AI named AutoMaker-Org/automaker explicitly

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

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