MiroShark/MiroShark

Health v2 · maintenance only

Flags: no_releases young no_readme

Adoption not part of the score

1439 stars · 299 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

MiroShark is a universal swarm-intelligence engine that turns any document or scenario into a simulated world: it builds a Neo4j knowledge graph, grounds hundreds of AI personas in it, and runs them hour by hour across Twitter-like, Reddit-like, and prediction-market surfaces. Each run produces a citing report, trajectory charts, and interactive surfaces where you can DM agents, inject breaking news, or fork the timeline with counterfactual events.

Use cases

• simulate how the public reacts to a press release or product launch
• forecast market and community response to a policy draft
• run historical what-if and counterfactual scenarios
• red-team a message or announcement before sending it
• model sentiment and trading behavior around a news headline
• explore emergent narratives in simulated social media and prediction markets

When to choose

• you want crowd-level emergent behavior rather than a single LLM opinion
• you need fast, cheap (~$1/run) scenario simulations with cited, auditable reports
• you want to inject events mid-run or fork timelines to compare counterfactuals
• you need grounded personas tied to a real knowledge graph instead of generic agents

When to avoid

• you need precise, validated numerical forecasts rather than plausible simulated behavior
• you require strict data privacy since scenarios are processed by hosted LLM services
• you want a lightweight local library without Neo4j, OpenRouter, or per-run payment dependencies
• your use case is deterministic modeling or traditional statistical forecasting

Facets

service · maturity active

agent-framework simulation machine-learning llm-inference rag data-visualization analytics artificial-intelligence simulation large-language-models analytics fintech python cloud self-hosted swarm-intelligence multi-agent-simulation prediction-market knowledge-graph neo4j counterfactual-analysis persona-simulation social-simulation x402-payments scenario-forecasting ai-agents web-server

Member repositories

For agents

markdown · JSON · MCP: product_card(name="MiroShark/MiroShark")