aaronjmars/MiroShark

• highreadme#1

  Clarify 'Miro' name in README to prevent miscategorization

  Why:

  CURRENT

  > **Simulate anything, for $1 & less than 10 min — Universal Swarm Intelligence Engine**
  > Drop in anything — a press release, a news headline, a policy draft, a question you can't answer, a historical what-if — and MiroShark spawns hundreds of agents that react to it hour by hour. Posting, arguing, trading, changing their minds.

  COPY-PASTE FIX

  Copy

  > **MiroShark is not affiliated with Miro (the online whiteboard).** It's a **Universal Swarm Intelligence Engine** that lets you **simulate anything, for $1 & less than 10 min.**
  > Drop in anything — a press release, a news headline, a policy draft, a question you can't answer, a historical what-if — and MiroShark spawns hundreds of agents that react to it hour by hour. Posting, arguing, trading, changing their minds.

  OpenDoneDismiss
• mediumtopics#2

  Expand topics to include agent-based modeling and social simulation

  Why:

  CURRENT

  ai-simulation, financial-forecasting, future-prediction, mirofish, swarm, swarm-intelligence

  COPY-PASTE FIX

  Copy

  ai-simulation, financial-forecasting, future-prediction, mirofish, swarm, swarm-intelligence, agent-based-modeling, social-simulation, prediction-markets, what-if-analysis

  OpenDoneDismiss
• lowreadme#3

  Add a brief comparison to traditional agent-based modeling tools in README

  Why:

  COPY-PASTE FIX

  Copy

  Consider adding a new section or a sentence in the 'What it does' section, such as: "Unlike traditional agent-based modeling platforms like Mesa or NetLogo, MiroShark focuses on rapid, low-cost, and universal scenario simulation with grounded agents and real-time interaction."

  OpenDoneDismiss

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• CATEGORY QUERY

  How can I simulate complex social dynamics and market reactions using AI agents?

  you: not recommended
  AI recommended (in order):

  1. Mesa
  2. NetLogo
  3. Anylogic
  4. GAMA Platform
  5. Repast Simphony
  6. OpenAI Gym
  7. Stable Baselines3
  8. Ray RLlib
  9. HARK

  AI recommended 9 alternatives but never named aaronjmars/MiroShark. This is the gap to close.

  Show full AI answer
• CATEGORY QUERY

  What tools help predict future outcomes by running various "what-if" scenarios with AI?

  you: not recommended
  AI recommended (in order):

  1. AnyLogic
  2. Gurobi Optimizer
  3. CPLEX
  4. H2O.ai
  5. H2O-3 (h2oai/h2o-3)
  6. H2O Driverless AI
  7. DataRobot
  8. Python (python/cpython)
  9. scikit-learn (scikit-learn/scikit-learn)
  10. TensorFlow (tensorflow/tensorflow)
  11. PyTorch (pytorch/pytorch)
  12. SciPy (scipy/scipy)
  13. Tableau
  14. Power BI

  AI recommended 14 alternatives but never named aaronjmars/MiroShark. This is the gap to close.

  Show full AI answer

• Metadata completeness

  pass

• README presence

  pass

• 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 did not name aaronjmars/MiroShark — 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?

• 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?