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MiroFish

by MiroFish (Shanda Group Incubated) • Beijing, China / Singapore • Founded 2025

Multi-Agent Swarm Intelligence Engine for Scenario Prediction

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Pricing
Basic from $14.99/mo, Pro from $39.99/mo
Platforms
API
Available
Last Updated
May 25, 2026

What is MiroFish?

MiroFish is an AI prediction engine that uses multi-agent swarm intelligence to simulate how people react to decisions before they happen. Users upload seed materials like reports, policy drafts, or market notes, and MiroFish constructs a knowledge graph, spawns thousands of AI agents with independent personas, and runs social simulations across multiple rounds.

The output is a structured prediction report with risk signals, narrative paths, stakeholder reactions, and confidence scores. Built on the OASIS framework and backed by Shanda Group, MiroFish is open-source under AGPL-3.0 and can be self-hosted or used via its hosted platform.

MiroFish — Multi-Agent Swarm Intelligence Engine for Scenario Prediction Whether you're evaluating MiroFish for your team or comparing it to alternatives in the AI Business Tools category, this in-depth review covers everything: features, pricing, real user reviews, pros and cons, integrations, and direct comparisons against competitors.

Key Features 6

Knowledge Graph Extraction From Seed Documents Automatically
Thousands of Independent Agents With Persistent Memory
Multi-Round Social Surface Simulation Across Personas
God's-Eye View Variable Injection During Simulations
Structured Prediction Reports With Confidence Scoring
Deep Post-Simulation Interactive Querying of Generated World

Who Is MiroFish For

1 Strategy Leaders And Decision-Makers
2 Corporate Communications Teams
3 Policy Analysts And Government Advisors
4 Market Researchers And Financial Analysts
5 Product Managers Testing Launch Narratives
6 Crisis Communications Professionals

Pros & Cons

Pros 4 benefits
  • Open-Source And Self-Hostable
  • Multi-Agent Emergent Behavior Modeling
  • Structured Confidence-Scored Reports
  • Shanda-Backed Active Development
Cons 3 limitations
  • High LLM API Costs
  • No Free Trial Available
  • Requires Technical Setup Self-Hosted

Frequently Asked Questions

5 questions

How MiroFish works

MiroFish is positioned as multi-Agent Swarm Intelligence Engine for Scenario Prediction. Under the hood it ships 6 headline capabilities, including Knowledge Graph Extraction From Seed Documents Automatically, Thousands of Independent Agents With Persistent Memory, Multi-Round Social Surface Simulation Across Personas, God's-Eye View Variable Injection During Simulations, Structured Prediction Reports With Confidence Scoring and Deep Post-Simulation Interactive Querying of Generated World. Together these features cover the core workflows most teams expect from a modern ai business tools, from initial setup through day-to-day production use.

MiroFish runs as a self-contained product, so you can adopt it without touching the rest of your stack — useful when you want to evaluate the tool in isolation before wiring up integrations.

Who is MiroFish for?

MiroFish is most useful for Strategy Leaders And Decision-Makers, Corporate Communications Teams, Policy Analysts And Government Advisors and Market Researchers And Financial Analysts. If your team falls into one of those buckets, the feature set lines up well with how you already work — you won't be forcing a square peg into a round hole.

Beyond the obvious use case, the product tends to attract users who want a pay-as-you-grow option in the ai business tools space.

MiroFish pricing explained

MiroFish is a paid product without a permanent free tier. Pricing is positioned around Basic from $14.99/mo, Pro from $39.99/mo. Most teams justify the cost on time saved or output quality rather than treating it as a discretionary line item.

Across the AI Gear Base rubric, we score paid pricing models on transparency, rate-limit honesty, and how predictable spend is at scale. MiroFish's paid approach is common for production-grade tools and tends to be predictable once you size your usage correctly.

Our verdict on MiroFish

MiroFish hasn't been rated by enough reviewers yet to publish an aggregate score. The strongest signal in those reviews is that open-source and self-hostable. The most common complaint is that high llm api costs — worth knowing before you commit, but rarely a deal-breaker for teams that already match the use case.

If you're evaluating MiroFish against alternatives, weigh it on the same 7-criteria rubric we apply to every tool: capability, integrations, pricing transparency, support, security posture, roadmap velocity, and community signal. Built by MiroFish (Shanda Group Incubated), founded in 2025, the product has a clear track record you can verify before adopting it. The bottom line: MiroFish is a solid pick in the ai business tools category, and it deserves a spot on your shortlist if your workflow matches what it was built for.

What's New

weekly
Docker Deployment Support 0.1.2

Added Docker Compose deployment with GHCR image hosting for one-click setup

Mar 1
Initial Public Release and GitHub #1 Trending 1.0

Full swarm simulation engine with knowledge graph building, multi-agent social simulation, and report generation

Mar 1
View all updates

User Base

50K+ GitHub stars
Active Users

Security & Privacy

PCI-compliant payment processing via PayPal and Creem Self-hosted deployment option for full data control

Collaboration & Teams

Version History

Learning & Support

Resources

Documentation Video Tutorials

Community

Discord

Support Channels

Email Priority

Localization

2
UI Languages
50+
Content Languages
Multi-Language UI

Recognition & Trust

VC Funded Open Source
Awards: #1 GitHub Trending Globally
Media: Featured on TechWithTim YouTube, multiple LinkedIn viral posts

All Features of MiroFish

1
Knowledge Graph Extraction From Seed Documents Automatically
2
Thousands of Independent Agents With Persistent Memory
3
Multi-Round Social Surface Simulation Across Personas
4
God's-Eye View Variable Injection During Simulations
5
Structured Prediction Reports With Confidence Scoring
6
Deep Post-Simulation Interactive Querying of Generated World

MiroFish User Reviews

No reviews yet. Be the first to review MiroFish!

MiroFish Pricing

Basic from $14.99/mo, Pro from $39.99/mo

Basic
$14.99 /mo
  • 170 credits per month (17 predictions)
  • Document upload up to 30 MB
  • Standard processing speed
  • Basic support
POPULAR
Pro
$39.99 /mo
  • 450 credits per month (45 predictions)
  • Document upload up to 30 MB
  • High processing speed
  • Priority support
Save 50% with annual billing
View Pricing

Company Info

Company MiroFish (Shanda Group Incubated)
Location Beijing, China / Singapore
Founded 2025
Team Size 1-10

MiroFish Popularity

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