RRepoGEO

REPOGEO REPORT · LITE

aaronjmars/MiroShark

Default branch main · commit 92acb3d0 · scanned 5/9/2026, 6:57:29 AM

GitHub: 1,120 stars · 222 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 aaronjmars/MiroShark, 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
    Clarify "Miro" in the README to avoid confusion with Miro boards

    Why:

    COPY-PASTE FIX
    Add this sentence prominently near the top of the README: "Note: MiroShark is a universal swarm intelligence engine and is not affiliated with or related to Miro boards."
  • mediumtopics#2
    Add "agent-based-modeling" to topics

    Why:

    CURRENT
    ai-simulation, financial-forecasting, future-prediction, mirofish, swarm, swarm-intelligence
    COPY-PASTE FIX
    ai-simulation, financial-forecasting, future-prediction, mirofish, swarm, swarm-intelligence, agent-based-modeling
  • mediumabout#3
    Refine description to include "agent-based"

    Why:

    CURRENT
    Simulate anything, for $1 & less than 10 min — Universal Swarm Intelligence Engine
    COPY-PASTE FIX
    Simulate anything, for $1 & less than 10 min — Universal Agent-Based Swarm Intelligence Engine

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 aaronjmars/MiroShark
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. NetLogo · recommended 2×
  3. Repast Simphony · recommended 2×
  4. Anylogic · recommended 1×
  5. GAMA Platform · recommended 1×
  • CATEGORY QUERY
    How can I simulate complex social or market scenarios with AI agents?
    you: not recommended
    AI recommended (in order):
    1. Mesa
    2. NetLogo
    3. Anylogic
    4. GAMA Platform
    5. PsyNeuLink
    6. OpenSpiel
    7. Repast Simphony

    AI recommended 7 alternatives but never named aaronjmars/MiroShark. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to predict market reactions or policy impacts using agent-based models.
    you: not recommended
    AI recommended (in order):
    1. NetLogo
    2. AnyLogic
    3. Mesa
    4. Repast Simphony
    5. GAMA

    AI recommended 5 alternatives but never named aaronjmars/MiroShark. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 aaronjmars/MiroShark?
    pass
    AI named aaronjmars/MiroShark explicitly

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

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

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

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aaronjmars/MiroShark — 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