Squads CLI:AI 代理的 Looker 工具
Squads CLI 是一款新推出的命令行界面工具,旨在管理和協調自主 AI 代理。它提供了追蹤狀態、記憶、目標和回饋的功能,並配備儀表板以進行全面監控。
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CLI for managing AI agent squads. Status, memory, goals, feedback, and dashboard for your autonomous agents.
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squads-cli
Organize, run, and track autonomous AI agents. Built for Claude Code.

Why squads-cli?
AI agents are powerful individually. But real work requires coordination.
No complex infrastructure. Just markdown files and a CLI.
Installation
Quick Start
Expected output after squads init:
Features
Dashboard
View comprehensive metrics across all squads:
CEO Mode provides an executive summary:
Memory Search
Session Detection
Real-time detection of running AI coding assistants:
Supports multiple tools:
Stack Management
Local Docker infrastructure for telemetry and memory:
Valid services for squads stack logs:
Auto-Update
Core Concepts
Squads = Domain-Aligned Teams
Agents = Markdown Prompts
Memory = Cross-Session State
Memory files are stored at .agents/memory/<squad>/<agent>/<type>.md:
Goals with Metrics
Goals can include optional metric annotations for tracking KPIs:
Learning Extraction
Extract learnings from recent conversations and store in Engram:
Commands
Initialization
Status & Dashboard
Running Agents
Memory Management
Goal Tracking
Feedback Loop
Session Management
Progress Tracking
Results & KPIs
Workers
Issues Management
Stack Management
Smart Triggers
Triggers execute agents based on conditions in PostgreSQL:
Trigger definition in SQUAD.md:
List & Discovery
Authentication (Pro & Enterprise)
Updates
Command Reference
Claude Code Integration
Option 1: Session Hook (Recommended)
Add to .claude/settings.json:
Now every Claude Code session starts with squad context.
Option 2: CLAUDE.md Instructions
Project Structure
Development
Testing
Scripts
Related
License
MIT
Built by Agents Squads — AI systems you can learn, understand, and trust.
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CLI for managing AI agent squads. Status, memory, goals, feedback, and dashboard for your autonomous agents.
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