MiroFish

What is MiroFish?

MiroFish is a multi-agent prediction engine that describes itself as an open-source swarm intelligence engine. You provide seed material, such as a news report, policy draft, financial signal or a story, and describe in natural language what you want to predict. MiroFish extracts entities and relationships, builds a graph, and constructs a parallel digital world where agents with their own personalities, long-term memory and behavior rules interact and evolve. You can inject variables from a god's-eye view to test scenarios, then a ReportAgent writes a prediction report and you can chat with any individual agent in the simulated world. The workflow runs in five steps: graph construction, environment setup, simulation, report generation and deep interaction. Demos on the site include a public opinion prediction for a university and a prediction of the lost ending of Dream of the Red Chamber. The site invites visitors to join a waitlist for launch, and the code is licensed under AGPL-3.0. No pricing is published.

Use cases

• Predict public opinion reactions
• Stress-test policy or PR decisions
• Simulate scenarios from news and reports
• Forecast outcomes in a digital sandbox
• Predict story endings creatively
• Chat with simulated individuals

Who it's for

• Decision-makers and strategists
• Researchers and analysts
• Developers
• Creative writers

Why use MiroFish

• You describe the prediction need in natural language and supply seed material, so no modeling code is needed.
• Rehearsing a decision across many simulated runs lets you see different outcomes before acting.
• Chatting with individual agents helps you understand why a group reacts the way it does.
• Open-source code lets you inspect how the simulation and report agent work.
• It covers both serious forecasting and playful uses such as predicting story endings.

MiroFish features

• Seed extraction from reports, news and stories
• GraphRAG graph construction
• Persona generation with long-term memory
• Dual-platform parallel simulation
• Dynamic temporal memory updates
• Variable injection from a god's-eye view
• ReportAgent that writes prediction reports
• Chat with any agent in the simulated world
• Open-source AGPL-3.0 code

How to get started with MiroFish

1. Upload seed material such as a report or news article and describe what you want to predict.
2. MiroFish extracts entities and builds a knowledge graph with individual and collective memory.
3. It generates personas and sets up the simulation environment.
4. Agents run in parallel simulations while you inject variables to test scenarios.
5. Read the ReportAgent's prediction report and chat with agents to dig deeper.

MiroFish limitations

• Predictions are simulations, not guaranteed forecasts
• The site offers a waitlist and a static demo console not connected to an LLM
• AGPL-3.0 license has network-use obligations
• Self-hosting means you run the infrastructure

MiroFish pricing

MiroFish is open source, so you can use and self-host it for free.

Prices can change and may vary by country or exclude tax. Check the official pricing page.

MiroFish alternatives

The main MiroFish alternatives listed on Debuly are AgentScope, AgentGPT, goose, DeerFlow, AutoGen and QwenPaw. The table compares pricing and platforms; order is A–Z.

1. 

   AgentGPT

   Browser-based tool from Reworkd where you name an autonomous AI agent, give it a goal and watch it plan and run tasks.

   Automation and agentsResearch and searchProductivity
   FreemiumVisit AgentGPT (official site)
2. 

   AgentScope

   Python agent framework with an SDK, web UI and multi-tenant backend for building, sandboxing and deploying AI agents.

   Developer platformsAutomation and agentsCoding
   Open sourceVisit AgentScope (official site)
3. 

   AutoGen

   Microsoft's MIT-licensed Python and .NET framework for multi-agent AI apps, now archived; new projects are pointed to Microsoft Agent Framework.

   Developer platformsAutomation and agentsCoding
   Open sourceVisit AutoGen (official site)
4. 

   DeerFlow

   Open-source SuperAgent harness and app that researches, codes and creates using sandboxes, memory, skills and subagents.

   Automation and agentsResearch and searchDeveloper platforms
   Open sourceVisit DeerFlow (official site)
5. 

   goose

   Open source AI agent that runs on your machine as a desktop app, CLI or API and connects to tools through MCP extensions.

   Automation and agentsCodingDeveloper platforms
   Open sourceVisit goose (official site)
6. 

   QwenPaw

   Open-source personal AI assistant you run locally or in the cloud, with layered memory, skills, multi-agent support and chat channels.

   Automation and agentsChat assistantsDeveloper platforms
   Open sourceVisit QwenPaw (official site)

MiroFish FAQ

Sources & verification

Facts on this page come from the official sources below, each with the date we read it. Written by Debuly; the vendor did not review this page.

Image credits

• Logo: from mirofish.ai · fetched 23 Oct 2026 · Vendor trademark, used only to identify the product; removed on request
• Cover: none collected yet, so a generated tile is shown.

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