MiroShark Reviews — Discover what people think of this product.

MiroShark is an open-source universal swarm intelligence engine that lets you stress-test narratives before they hit the real world. Upload a press release, policy draft, or financial report and watch hundreds of AI-driven personas simulate social media reactions, debates, and opinion shifts hour by hour.

Under the hood, MiroShark builds a Neo4j knowledge graph that captures entities, relationships, and per-agent memory, then spins up diverse personas with distinct biases, reaction speeds, and influence levels. These agents post, reply, argue, and evolve their views across a simulated social network, revealing how sentiment, virality, and polarization unfold over time.

Key capabilities include:

• Graph-based narrative modeling with Neo4j-powered entity extraction and long-term agent memory
• Mass persona generation with configurable traits, ideological lean, and influence hierarchy
• Temporal simulations of comment threads, cascades, and sentiment trajectories
• Automated reporting via a dedicated ReportAgent that summarizes dynamics and interviews a virtual focus group
• Interactive exploration where you can chat with individual agents, inspect their history, and query groups.

Run MiroShark locally with Ollama, connect it to OpenAI-compatible APIs, or spin it up via Docker for reproducible experiments. Ideal for researchers, policy teams, comms strategists, and developers exploring multi-agent AI behavior, narrative risk, and synthetic social dynamics in a controlled environment.