RRepoGEO

REPOGEO REPORT · LITE

Thytu/Agentarium

Default branch main · commit caef578b · scanned 6/1/2026, 12:46:57 AM

GitHub: 934 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 Thytu/Agentarium, 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 README opening to emphasize AI agent simulations

    Why:

    CURRENT
    A powerful Python framework for managing and orchestrating AI agents with ease. Agentarium provides a flexible and intuitive way to create, manage, and coordinate interactions between multiple AI agents in various environments.
    COPY-PASTE FIX
    A powerful Python framework for creating and managing **simulations populated with AI-powered agents**. Agentarium provides an intuitive platform for designing complex, interactive environments where agents can act, learn, and evolve, offering a flexible way to create, manage, and coordinate interactions between multiple AI agents.
  • mediumhomepage#2
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://[YOUR_PROJECT_HOMEPAGE_URL_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 Thytu/Agentarium
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mesa
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Mesa · recommended 2×
  2. pnml · recommended 1×
  3. pypnml · recommended 1×
  4. Gymnasium · recommended 1×
  5. Unity ML-Agents · recommended 1×
  • CATEGORY QUERY
    Python framework for creating and managing simulations with autonomous AI-powered agents?
    you: not recommended
    AI recommended (in order):
    1. Mesa
    2. pnml
    3. pypnml
    4. Gymnasium
    5. Unity ML-Agents
    6. SimPy
    7. PsychoPy

    AI recommended 7 alternatives but never named Thytu/Agentarium. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tools for orchestrating and coordinating interactions between multiple AI agents in Python?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. CrewAI
    3. AutoGen
    4. Haystack
    5. SPADE
    6. Mesa

    AI recommended 6 alternatives but never named Thytu/Agentarium. 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 Thytu/Agentarium?
    pass
    AI named Thytu/Agentarium explicitly

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

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

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

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Thytu/Agentarium — 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