666ghj

    666ghj/MiroFish

    #105 this week

    A Simple and Universal Swarm Intelligence Engine, Predicting Anything. 简洁通用的群体智能引擎,预测万物

    backend
    agent-memory
    financial-forecasting
    future-prediction
    knowledge-graph
    llms
    Python
    AGPL-3.0
    79.5K stars
    12.1K forks
    79.5K GitHub watchers
    Updated Oct 16, 2026
    View on GitHub

    Build with Backblaze B2

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    Where it stands

    Rank, growth pace and release cadence relative to everything GStars tracks.

    Ranks #105 of 2,503 repositories GStars tracks this week (top 4%).

    No releases in the last 90 days; the most recent was 222 days ago, with 16 contributors on GitHub.

    Peaked at #1 in the weekly ranking the week of Mar 8, its best in the past year.

    Use Cases & Benefits

    • Implements a swarm intelligence engine that simulates multi-agent interactions to predict future outcomes based on real-world seed data.
    • Enables high-fidelity parallel digital worlds with autonomous agents for dynamic, interactive, and precise future scenario simulations.
    • Use for forecasting financial markets by simulating agent behaviors responding to economic signals and news events.
    • Use for analyzing public opinion trends and social dynamics through multi-agent social prediction and opinion evolution.
    • Use for creative storytelling by simulating complex narrative outcomes and exploring alternative endings in literary works.

    Should you depend on it?

    License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.

    License

    AGPL 3.0

    Network copyleft: like the GPL, and also triggered by offering the software over a network.

    Community files

    • README: present

    Watch-outs

    • AGPL-style copyleft also applies when the software is offered over a network.

    General guidance from repository metadata, not legal advice. How we score

    From the README

    简洁通用的群体智能引擎,预测万物

    A Simple and Universal Swarm Intelligence Engine, Predicting Anything

    MiroFish 是一款基于多智能体技术的新一代 AI 预测引擎。通过提取现实世界的种子信息(如突发新闻、政策草案、金融信号),自动构建出高保真的平行数字世界。在此空间内,成千上万个具备独立人格、长期记忆与行为逻辑的智能体进行自由交互与社会演化。你可透过「上帝视角」动态注入变量,精准推演未来走向——让未来在数字沙盘中预演,助决策在百战模拟后胜出。

    你只需:上传种子材料(数据分析报告或者有趣的小说故事),并用自然语言描述预测需求 MiroFish 将返回:一份详尽的预测报告,以及一个可深度交互的高保真数字世界

    MiroFish 致力于打造映射现实的群体智能镜像,通过捕捉个体互动引发的群体涌现,突破传统预测的局限:

    从严肃预测到趣味仿真,我们让每一个如果都能看见结果,让预测万物成为可能。

    Excerpt from the 666ghj/MiroFish README on GitHub (AGPL-3.0 license). © its authors.Read the full README on GitHub

    Daily snapshots

    Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots

    Jul 28: +35Aug 8: +324Aug 9: +32Aug 13: +24Aug 31: +18Sep 14: +723Sep 15: +568Sep 16: +177Sep 17: +90Sep 21: +110Sep 22: +57Sep 23: +53Sep 27: +91Oct 6: +157Oct 10: +388Oct 11: +342Oct 12: +124Oct 13: +269Oct 14: +485Oct 15: +244Oct 16: +295

    +10,611 stars over 89 days across 31 snapshot days; best day +723 on Sep 14.

    Forks

    12.1K+1.3K

    Open issues

    147-166

    Compared with peers in Backend

    Fastest-growing repositories GStars tracks in this cohort for the week of Oct 11, by 7-day star growth

    666ghj/MiroFish compared with Backend repositories by stars, 7-day star growth, health score and last release
    RepositoryStars+7dHealthLast release
    DuarteSantos8/openGym12.3K+3.8K605 days ago
    anthropics/knowledge-work-plugins29.8K+2.4K75—
    666ghj/MiroFish79.5K+2.4K23222 days ago
    microsoft/mxc2.8K+1.3K758 days ago
    danyuchn/asd-ste100-skill4.7K+1.0K75—
    longbridge/gpui-kit17.6K+964753 days ago
    Category median12.3K+1.3K75—

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