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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.

PyPI License: MIT Python 3.11+

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

License

MIT

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