AI Agents
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The Enterprise-Grade Multi-Agent Orchestration Framework. Website: https://swarms.ai
★ 7.2k starsApache-2.0
View guide →Offline multi-agent simulation and prediction engine: Neo4j plus Ollama, local.
MiroFish-Offline is an open-source agents project by nikmcfly (nikmcfly/MiroFish-Offline on GitHub). It has 2,574 GitHub stars and 665 forks, is released under the AGPL-3.0 license, and was last updated on GitHub on 24 March 2026.
Set up Neo4j and Ollama locally.
Define the simulation scenario.
Agents interact fully offline.
Review outcomes from the graph.
No cloud; no data leaving.
Agents model complex scenarios.
Relationships stored natively.
Local LLMs drive the agents.
Forecast outcomes from simulations.
Accessible to English users.
Download the source and move into the project folder.
git clone https://github.com/nikmcfly/MiroFish-Offline.git
cd MiroFish-OfflineEvery project documents its own setup; start with install requirements.
cat README.md | head -60Follow the project’s launch command — Docker, pip, npm, or a binary release.
# see README for the exact launch commandIt is an open-source fork at nikmcfly/MiroFish-Offline with 665 forks.
It is AGPL-3.0, which has strong copyleft terms; get legal advice first.
Enough to run Ollama models locally plus Neo4j.
Multi-agent scenarios; define your own.
Privacy and control: nothing leaves your machine.
The Enterprise-Grade Multi-Agent Orchestration Framework. Website: https://swarms.ai
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