CLI Call System

One-Liner

The CLI Call System is a unified AI model invocation framework — Provides a consistent interface for calling multiple AI models (Gemini, Qwen, Codex, Claude) with standardized prompts, modes, and templates.

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Pain Points Solved

Pain Point	Current State	CLI Call Solution
Single model limitation	Can only use one AI model	Multi-model collaboration
Inconsistent prompts	Different prompt formats per model	Unified prompt template
No mode control	AI can modify files unexpectedly	analysis/write/review modes
No templates	Reinvent prompts each time	30+ pre-built templates

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vs Traditional Methods

Dimension	Direct API	Individual CLIs	CCW CLI
Multi-model	Manual switch	Multiple tools	Unified interface
Prompt format	Per-model	Per-tool	Standardized template
Permission	Unclear	Unclear	Explicit modes
Templates	None	None	30+ templates

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Core Concepts

Concept	Description	Usage
Tool	AI model backend	--tool gemini/qwen/codex/claude
Mode	Permission level	analysis/write/review
Template	Pre-built prompt	--rule analysis-review-code
Session	Conversation continuity	--resume <id>

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Usage

Basic Command

ccw cli -p "Analyze authentication flow" --tool gemini --mode analysis

With Template

ccw cli -p "PURPOSE: Security audit
TASK: • Check SQL injection • Verify CSRF tokens
MODE: analysis
CONTEXT: @src/auth/**/*
EXPECTED: Report with severity levels
CONSTRAINTS: Focus on authentication" --tool gemini --mode analysis --rule analysis-assess-security-risks

Session Resume

ccw cli -p "Continue analysis" --resume

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Configuration

// ~/.claude/cli-tools.json
{
  "tools": {
    "gemini": {
      "enabled": true,
      "primaryModel": "gemini-2.5-flash",
      "tags": ["analysis", "debug"]
    },
    "qwen": {
      "enabled": true,
      "primaryModel": "coder-model"
    }
  }
}

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Available Templates

Category	Templates
Analysis	analysis-review-code, analysis-diagnose-bug, analysis-assess-security
Planning	planning-plan-architecture, planning-breakdown-task
Development	development-implement-feature, development-refactor-codebase

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Related Links

• Spec System - Constraint injection
• Memory System - Persistent context
• CodexLens - Code indexing