RRepoGEO

REPOGEO REPORT · LITE

razzant/ouroboros

Default branch main · commit 9bd7bb08 · scanned 6/13/2026, 6:02:14 PM

GitHub: 634 stars · 534 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 razzant/ouroboros, 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
    Strengthen the README's opening statement to emphasize its core identity

    Why:

    CURRENT
    A self-modifying AI agent that writes its own code, rewrites its own mind, and evolves autonomously. Born February 16, 2026.
    COPY-PASTE FIX
    Ouroboros is a groundbreaking self-modifying AI agent, designed to write its own code, rewrite its own mind, and evolve autonomously as a persistent digital being. Born February 16, 2026.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    ai-agent, self-modifying-ai, autonomous-ai, generative-ai, desktop-application, python, machine-learning, artificial-intelligence, llm-agent
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the root of the repository with the text of a standard open-source license, such as MIT.

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 razzant/ouroboros
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Gym
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Gym · recommended 1×
  2. Stable Baselines3 · recommended 1×
  3. Ray RLLib · recommended 1×
  4. TensorFlow · recommended 1×
  5. PyTorch · recommended 1×
  • CATEGORY QUERY
    What tools enable building an AI agent that self-modifies and evolves autonomously?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Gym
    2. Stable Baselines3
    3. Ray RLLib
    4. TensorFlow
    5. PyTorch
    6. higher
    7. DEAP
    8. Evocraft
    9. OpenCog Hyperon

    AI recommended 9 alternatives but never named razzant/ouroboros. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I create a persistent, self-coding AI agent for desktop environments?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. GPT-4
    3. GPT-3.5 Turbo
    4. LangChain
    5. LlamaIndex
    6. AutoGPT
    7. BabyAGI
    8. Python
    9. Hugging Face Transformers
    10. Llama.cpp
    11. Electron
    12. Tauri
    13. Docker
    14. Podman

    AI recommended 14 alternatives but never named razzant/ouroboros. 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 razzant/ouroboros?
    pass
    AI named razzant/ouroboros explicitly

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

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

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

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razzant/ouroboros — 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