One command to create, start, and manage AI agent firms — inter-session Hebbian memory included
Project description
firm-cli
One command to create, start, and manage AI agent firms with inter-session Hebbian memory.
Install
pip install firm-cli
Quick start
# Generate a fintech startup firm
firm init --sector fintech --size startup --output ./my-firm
# Start both MCP servers (138 + 18 tools)
cd my-firm && firm start
# Check status
firm status
# View Hebbian memory dashboard
firm memory status
What it does
firm init generates a complete VS Code Copilot agent firm — a pyramidal organization of AI agents (CEO → Departments → Specialists) pre-configured for your industry sector.
| Size | Departments | Agents |
|---|---|---|
| startup | 4 | ~20 |
| scaleup | 12 | ~60 |
| enterprise | 18 | ~100+ |
15 sectors: generic, legal, medtech, ecommerce, fintech, saas, manufacturing, education, realestate, logistics, media, automotive, energy, hr, consulting
7 stacks: typescript, python, java, dotnet, go, rust, mixed
Commands
| Command | Description |
|---|---|
firm init |
Generate a new AI agent firm |
firm start |
Start MCP servers (openclaw-extensions + memory) |
firm stop |
Stop MCP servers |
firm status |
Show ecosystem component status |
firm memory status |
Hebbian memory dashboard (weights, drift) |
firm memory analyze |
Run Hebbian clustering analysis |
firm config set <k> <v> |
Set configuration |
firm config show |
Show current configuration |
Part of the Firm Ecosystem
- firm-ecosystem — Architecture docs
- mcp-openclaw-extensions — 138 MCP tools
- Memory-os-ai — Semantic memory engine
License
MIT
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