Metadata-Version: 2.4
Name: sandfish
Version: 0.1.0
Summary: Clean-room multi-agent swarm intelligence system
Project-URL: Homepage, https://github.com/micap/sandfish
Project-URL: Repository, https://github.com/micap/sandfish
Project-URL: Documentation, https://docs.sandfish.ai
Author-email: Jarv <jarv@micap.ai>
License: MIT
Keywords: ai,multi-agent,omp,simulation,swarm
Classifier: Development Status :: 3 - Alpha
Classifier: Intended Audience :: Developers
Classifier: License :: OSI Approved :: MIT License
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Requires-Python: >=3.10
Requires-Dist: fastapi>=0.100.0
Requires-Dist: ompa>=0.3.0
Requires-Dist: pydantic>=2.0.0
Requires-Dist: python-dotenv>=1.0.0
Requires-Dist: uvicorn[standard]>=0.23.0
Provides-Extra: dev
Requires-Dist: bandit>=1.7.0; extra == 'dev'
Requires-Dist: black>=23.0.0; extra == 'dev'
Requires-Dist: httpx>=0.24.0; extra == 'dev'
Requires-Dist: mypy>=1.0.0; extra == 'dev'
Requires-Dist: pytest-asyncio>=0.21.0; extra == 'dev'
Requires-Dist: pytest>=7.0.0; extra == 'dev'
Requires-Dist: ruff>=0.1.0; extra == 'dev'
Requires-Dist: safety>=2.3.0; extra == 'dev'
Description-Content-Type: text/markdown

# SandFish

**A Clean-Room Multi-Agent Swarm Intelligence System**

Built from scratch with security-first principles, zero foreign dependencies, and native OMPA integration.

## Overview

SandFish is a distributed multi-agent simulation engine for prediction, scenario planning, and collective intelligence. Unlike foreign alternatives, SandFish is:

- **100% auditable** — All code in English, fully documented
- **Zero cloud lock-in** — OMPA-native memory (no Zep, no external APIs required)
- **Security-first** — Production-grade from day one
- **ZTB compliant** — Zero token burn, minimal operational cost

## Architecture

```
SandFish/
├── core/           # Simulation engine
├── memory/         # OMPA integration
├── agents/         # Swarm agent definitions
├── api/            # FastAPI REST/WebSocket
├── security/       # Audit, sandbox, crypto
└── tests/          # Comprehensive coverage
```

## Quick Start

```bash
# Install
pip install sandfish

# Configure
export OMPA_VAULT_PATH="/path/to/vault"
export LLM_API_KEY="your-key"

# Run
sandfish orchestrator --config config.yaml
```

## Security

See [SECURITY.md](docs/SECURITY.md) for audit reports and hardening guide.

## License

MIT — See [LICENSE](LICENSE)

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