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LeadAgent: Universal Orchestrator

LeadAgent is designed to be a "Global Brain" that you can invoke from any project directory.

1. Quick Setup

Run the unified installer. This handles environment setup, CLI building, background daemon startup, and launches the onboarding wizard:

./install.sh [--native | --docker]

2. Global Usage

Once installed, use the leadagent command from any folder:

# General chat
leadagent "Explain this codebase"

# Force a specific agent
leadagent "Refactor this module" --agent claude

# Re-run onboarding
leadagent --onboarding

3. Maintenance & Cleanup

  • Restart Backend: ./start_backend.sh --daemon
  • Total Reset: Run ./nuke.sh to wipe all data and processes.

4. Advanced Features

  • Dashboard: Access the real-time observability dashboard at http://localhost:8000/dashboard. Monitor quotas, agent health, and activity.
  • REST API: Unified gateway at http://localhost:8000/v1/prompt. Standardized MCP-to-model translation.
  • Memory Hygiene: Automatic confidence-weighted decay and pruning.
  • Proactive Indexing: Background file watcher that feeds the knowledge graph incrementally.

5. How it works across projects

  • Context: LeadAgent automatically picks up the context of the directory you are currently in.
  • Memory: All knowledge from all projects is stored in the central Graph DB within your installation directory (e.g., ./data/db).
  • Subscriptions: It leverages your claude CLI login and your Google OAuth token globally.

5. Maintenance

  • Update CLI: If you change the Go code, run go build -o leadagent main.go in the cli/ folder.
  • Update Backend: Simply restart the Python daemon.