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.
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:
- Open VS Code → Extensions → search "Cline" → Install
- Cline icon appears in the activity bar — click to open sidebar
- Set API key (30+ providers supported)
- 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:
- Create tasks — manually or ask the Agent in sidebar chat to decompose
- Link tasks — ⌘+click card A to B; B auto-starts when A completes
- Start — click play, Kanban creates an isolated worktree
- Review — click card to see diff with checkpoint system
- Commit or open PR — Agent handles merge conflicts
- 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