RRepoGEO

REPOGEO REPORT · LITE

MaxMiksa/Auto-Company

Default branch main · commit ebfab9b4 · scanned 6/1/2026, 6:37:07 AM

GitHub: 694 stars · 69 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 MaxMiksa/Auto-Company, 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
    ai-agents, autonomous-ai, multi-agent-system, ai-company, software-development, product-ideation, marketing-automation, code-generation, llm-applications, agentic-workflows
  • highlicense#2
    Add a LICENSE file and state it in the README

    Why:

    COPY-PASTE FIX
    1. Create a `LICENSE` file in the root of the repository with the MIT License text.
2. Add to README: `This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.`
  • mediumabout#3
    Complete the About section with a precise description and homepage

    Why:

    CURRENT
    An auto-company works for 24/7 on your own PC - Windows/Linux/macOS.
    COPY-PASTE FIX
    Description: `A fully autonomous AI company powered by 14 expert agents that ideate, code, deploy, and market software products 24/7 on your local machine.`
Homepage: `[Add a link to a dedicated project page, demo, or the repository's GitHub Pages here]`

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 MaxMiksa/Auto-Company
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT Enterprise / GPT-4 API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT Enterprise / GPT-4 API · recommended 1×
  2. Google Bard · recommended 1×
  3. Jasper · recommended 1×
  4. Copy.ai · recommended 1×
  5. GitHub Copilot Enterprise · recommended 1×
  • CATEGORY QUERY
    How can I set up an AI team to autonomously develop and market software products?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT Enterprise / GPT-4 API
    2. Google Bard
    3. Jasper
    4. Copy.ai
    5. GitHub Copilot Enterprise
    6. AWS CodeWhisperer
    7. DeepMind AlphaCode 2
    8. SonarQube
    9. Snyk
    10. Cypress
    11. Playwright
    12. Applitools Eyes
    13. Testim.io
    14. Datadog
    15. New Relic
    16. Palo Alto Networks Cortex XSOAR
    17. Splunk SOAR
    18. AWS Lambda
    19. Google Cloud Functions
    20. Azure Functions
    21. HubSpot
    22. Salesforce Einstein
    23. Mutiny
    24. Optimizely
    25. AdCreative.ai
    26. Simplified

    AI recommended 26 alternatives but never named MaxMiksa/Auto-Company. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a system to automate product ideation, coding, and deployment using AI agents.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. AutoGPT
    3. BabyAGI
    4. LangChain
    5. Microsoft Azure OpenAI Service
    6. Azure DevOps
    7. GitHub Actions
    8. Google Cloud Vertex AI
    9. Google Cloud Build
    10. Google Cloud Deploy
    11. Hugging Face Agents

    AI recommended 11 alternatives but never named MaxMiksa/Auto-Company. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 MaxMiksa/Auto-Company?
    pass
    AI named MaxMiksa/Auto-Company explicitly

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

  • If a team adopts MaxMiksa/Auto-Company in production, what risks or prerequisites should they evaluate first?
    pass
    AI named MaxMiksa/Auto-Company 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 MaxMiksa/Auto-Company solve, and who is the primary audience?
    pass
    AI named MaxMiksa/Auto-Company 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 MaxMiksa/Auto-Company. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/MaxMiksa/Auto-Company"><img src="https://repogeo.com/badge/MaxMiksa/Auto-Company.svg" alt="RepoGEO" /></a>
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MaxMiksa/Auto-Company — 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