MiroFish
by MiroFish (Shanda Group Incubated) • Beijing, China / Singapore • Founded 2025
Multi-Agent Swarm Intelligence Engine for Scenario Prediction
Trust Score
Based on ratings & reviews
15 reviews
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
Who Is MiroFish For
Pros & Cons
- Open-Source And Self-Hostable
- Multi-Agent Emergent Behavior Modeling
- Structured Confidence-Scored Reports
- Shanda-Backed Active Development
- High LLM API Costs
- No Free Trial Available
- Requires Technical Setup Self-Hosted
Frequently Asked Questions
5 questionsMiroFish spawns thousands of agents with independent memory and personalities that interact across simulated social surfaces over multiple rounds, producing emergent group behavior rather than a single collapsed answer from one model.
MiroFish accepts plain text, PDF, Markdown, and TXT files as seed inputs. Strategy memos, policy briefs, market notes, and research summaries work best when they contain concrete actors, incentives, and constraints.
Yes. MiroFish is open-source under AGPL-3.0 and supports full self-hosted deployment via Docker or source code. You supply your own LLM API keys and Zep Cloud configuration for memory management.
The official documentation recommends starting with fewer than 40 rounds to manage API costs and processing time. Users can increase rounds as they calibrate the depth of agent interaction needed for their scenario.
MiroFish supports any LLM API compatible with the OpenAI SDK format. The recommended default is Alibaba Qwen-plus via the Bailian Platform, but users can configure alternatives like Llama or other hosted models.
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
weeklyAdded Docker Compose deployment with GHCR image hosting for one-click setup
Full swarm simulation engine with knowledge graph building, multi-agent social simulation, and report generation
User Base
Security & Privacy
Collaboration & Teams
Learning & Support
Resources
Community
Support Channels
Localization
Recognition & Trust
All Features of MiroFish
MiroFish User Reviews
No reviews yet. Be the first to review MiroFish!
MiroFish Pricing
Basic from $14.99/mo, Pro from $39.99/mo
- 170 credits per month (17 predictions)
- Document upload up to 30 MB
- Standard processing speed
- Basic support
- 450 credits per month (45 predictions)
- Document upload up to 30 MB
- High processing speed
- Priority support
Company Info
Compare MiroFish
See how MiroFish stacks up against similar tools
Featured Tools
Curated by AI Gear Base experts
OpenArt
All-in-One AI Art Platform with Advanced Editing and Custom Model Training
Candy AI
Personalized AI companions for unfiltered, realistic digital intimacy.
Genspark AI
AI Super Agent Workspace Combining Search, Research, and Automation
OurDream AI
Ultimate AI Character Playground With Voice And Video Generation
GoLove AI
Free AI Girlfriend App With Video And Photo
MiroFish Popularity
Resources
Report
Found an issue with this listing?
Add MiroFish card to your website
<script src="https://aigearbase.com/embed/mirofish"></script>
Similar Tools
Related Tools to MiroFish
Compare with Madgicx
Side-by-side comparison
Best AI Business Tools Tools
Browse all in this category
AI Glossary
100+ AI terms explained