Cline in Practice: Deploying an AI Coding Agent in Your IDE and Terminal

A practical walkthrough of Cline's three deployment modes — CLI, VS Code extension, and Kanban — with MCP integration and human-in-the-loop coding workflow patterns.

AgentList Team · 2026年6月21日
ClineVS CodeCoding AgentAI 编程CLIIDE

Cline is not just a code completion tool — it's a full AI coding Agent that runs in your IDE, terminal, or local Kanban board. It can read your entire codebase, execute shell commands, and open PRs autonomously — with your approval at every step.

Three Deployment Modes

Mode Install Best For
VS Code extension VS Marketplace Daily dev, inline diff review
JetBrains plugin JetBrains Marketplace IntelliJ/PyCharm users
CLI npm i -g cline CI/CD, scripted, headless
Kanban npm i -g kanban Multi-agent parallel, dependency chains

The same Cline Agent behaves consistently across all modes.

VS Code Extension

For daily development, with UI embedded in the editor.

Install:

  1. Open VS Code → Extensions → search "Cline" → Install
  2. Cline icon appears in the activity bar — click to open sidebar
  3. Set API key (30+ providers supported)
  4. Pick a model

Supported providers: OpenAI (GPT-4o / GPT-5 series), Anthropic Claude (Sonnet / Opus / Haiku), Google Gemini, DeepSeek, AWS Bedrock, OpenRouter, OpenAI-compatible (local Ollama / vLLM), MiniMax, Z.AI, Qwen, and more.

Automatic context: VS Code extension auto-collects open files, LSP diagnostics, terminal output, selected code, and git status — no manual config needed.

CLI Mode

npm i -g cline
cline                              # interactive
cline --yolo "Add JWT validation"  # one-shot
cline --yolo "Run tests"           # CI/CD

Kanban Multi-Agent

Kanban is Cline's killer feature — a local web app that runs multiple Agents in parallel, each in its own git worktree.

npx kanban

Workflow:

  1. Create tasks — manually or ask the Agent in sidebar chat to decompose
  2. Link tasks — ⌘+click card A to B; B auto-starts when A completes
  3. Start — click play, Kanban creates an isolated worktree
  4. Review — click card to see diff with checkpoint system
  5. Commit or open PR — Agent handles merge conflicts
  6. Clean up — move to trash (recoverable via resume ID)

MCP Integration

Mode Config path
CLI ~/.cline/mcp.json
IDE extension Cline panel → MCP Servers → Configure
{
  "mcpServers": {
    "filesystem": { "command": "npx", "args": ["-y", "@modelcontextprotocol/server-filesystem", "/path"] },
    "github": { "command": "npx", "args": ["-y", "@modelcontextprotocol/server-github"], "env": { "GITHUB_TOKEN": "<token>" } }
  }
}

Supports STDIO (local) and HTTP/SSE (remote, prefer Streamable HTTP).

Current Tool API

Cline runtime tools (SDK/CLI/Kanban, VS Code aligned):

Tool Purpose
bash Shell execution
editor View/edit files
read_files Batch read
apply_patch Apply diffs
search ripgrep search
fetch_web HTTP + HTML→markdown
ask_question Ask user

⚠️ Legacy XML tool names (read_file, replace_in_file, execute_command) are deprecated.

CI/CD Integration

cline --yolo "Run eslint, fix auto-fixable warnings"
cline --yolo "Analyze recent commits, update CHANGELOG.md"
cline --yolo "Review PR diff, flag potential security issues"

When to Use

  • Daily dev (completion, refactor, new features) ✅
  • Cross-file large refactoring ✅ (Kanban parallel)
  • CI/CD integration ✅ (CLI mode)
  • Pure UI/design work ❌

Summary

Cline's differentiation: multi-mode deployment (same Agent across IDE/CLI/Kanban), model-agnostic (30+ providers), human-in-the-loop (every step requires approval).

Docs: docs.cline.bot · Repo: cline/cline · Kanban: cline/kanban