RRepoGEO

REPOGEO REPORT · LITE

coleam00/ottomator-agents

Default branch main · commit 2be20d57 · scanned 5/28/2026, 11:57:53 AM

GitHub: 5,606 stars · 1,921 forks

AI VISIBILITY SCORE
28 /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
2 / 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 coleam00/ottomator-agents, 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
  • highreadme#1
    Reposition README opening to emphasize pre-built agent collection

    Why:

    CURRENT
    # What is the Live Agent Studio?

The Live Agent Studio is a community-driven platform developed by oTTomator for you to explore cutting-edge AI agents and learn how to implement them for yourself or your business! All agents on this platform are open source and, over time, will cover a very large variety of use cases.
    COPY-PASTE FIX
    # What is the Live Agent Studio?

The Live Agent Studio is a community-driven platform by oTTomator, offering a curated collection of cutting-edge, open-source AI agents ready for you to explore and deploy. While you can learn how to implement them, the primary goal is to provide practical, ready-to-use agents for a wide variety of use cases.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agents, open-source, llm, generative-ai, agent-platform, automation, ai-studio, pre-built-agents
  • mediumhomepage#3
    Add the Live Agent Studio platform URL as the repository homepage

    Why:

    COPY-PASTE FIX
    https://ottomator.com/live-agent-studio

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 coleam00/ottomator-agents
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. AutoGPT · recommended 1×
  4. Hugging Face Agents · recommended 1×
  5. BabyAGI · recommended 1×
  • CATEGORY QUERY
    Where can I find open source AI agents to learn from and implement?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. Hugging Face Agents
    5. BabyAGI
    6. OpenAI's Function Calling
    7. Stable Baselines3

    AI recommended 7 alternatives but never named coleam00/ottomator-agents. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good platforms for exploring and deploying pre-built AI agents for my projects?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Hub
    2. OpenAI API
    3. Vertex AI
    4. Cloud Vision API
    5. Natural Language API
    6. Media Translation API
    7. AWS AI Services
    8. Amazon Rekognition
    9. Amazon Comprehend
    10. Amazon Polly
    11. Amazon Transcribe
    12. Microsoft Azure AI Services
    13. Azure Cognitive Services
    14. Azure Machine Learning
    15. Replicate
    16. LangChain (langchain-ai/langchain)
    17. LlamaIndex (run-llama/llama_index)

    AI recommended 17 alternatives but never named coleam00/ottomator-agents. 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 coleam00/ottomator-agents?
    pass
    AI named coleam00/ottomator-agents explicitly

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

  • If a team adopts coleam00/ottomator-agents in production, what risks or prerequisites should they evaluate first?
    pass
    AI named coleam00/ottomator-agents 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 coleam00/ottomator-agents solve, and who is the primary audience?
    pass
    AI did not name coleam00/ottomator-agents — likely talking about a different project

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

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