RRepoGEO

REPOGEO REPORT · LITE

Factory-AI/factory

Default branch main · commit a0d9c5f6 · scanned 6/5/2026, 10:23:14 AM

GitHub: 926 stars · 74 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 Factory-AI/factory, 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
  • highreadme#1
    Reposition the README H1 to specify category and core differentiator

    Why:

    CURRENT
    # Factory

The agent-native development platform. Works across CLI, Web, Slack/Teams, Linear/Jira and Mobile.
    COPY-PASTE FIX
    # Factory

The agent-native development platform for building, testing, and deploying robust AI applications and LLM agents with traditional software engineering best practices. Works across CLI, Web, Slack/Teams, Linear/Jira and Mobile.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root that explicitly states the intended licensing terms. Given the 'All rights reserved' notice in the README, clarify if the project is intended to be open source and, if so, under which specific open-source license (e.g., MIT, Apache-2.0), or if it remains proprietary.

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 Factory-AI/factory
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
CodiumAI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. CodiumAI · recommended 2×
  2. GitHub Copilot · recommended 1×
  3. GitHub Actions · recommended 1×
  4. GitLab CI/CD · recommended 1×
  5. Jenkins · recommended 1×
  • CATEGORY QUERY
    How can I automate software development tasks using an AI agent across multiple platforms?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. GitHub Actions
    3. GitLab CI/CD
    4. Jenkins
    5. AWS boto3 (boto/boto3)
    6. Azure SDK
    7. Google Cloud Client Libraries
    8. OpenAI API
    9. GPT-3.5
    10. GPT-4
    11. GitPython (gitpython-developers/GitPython)
    12. Jira API
    13. LangChain (langchain-ai/langchain)
    14. LlamaIndex (run-llama/llama_index)
    15. Anthropic Claude
    16. Google Gemini
    17. Llama 2
    18. Cursor
    19. VS Code (microsoft/vscode)
    20. JetBrains IDEs
    21. CodiumAI
    22. AWS CodeWhisperer
    23. Google Cloud Code
    24. Azure OpenAI Service

    AI recommended 24 alternatives but never named Factory-AI/factory. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide AI-powered code review and automated pull request descriptions for my projects?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. CodeRabbit
    3. CodiumAI
    4. DeepCode.ai (Snyk Code)
    5. GitLab Duo Code Suggestions
    6. Tabnine

    AI recommended 6 alternatives but never named Factory-AI/factory. 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 Factory-AI/factory?
    pass
    AI named Factory-AI/factory explicitly

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

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

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

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Factory-AI/factory — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite