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Cline (GitHub Repo)

Cline (GitHub Repo)

DevOps GitHub
Cline is an open-source, IDE-agnostic coding agent that executes terminal commands and file edits with a human-in-the-loop approval workflow.
What: Cline supports VS Code, JetBrains, and a standalone CLI/desktop app. It utilizes .clinerules for project-specific guidance and allows integration of custom tools via the Model Context Protocol (MCP) or a Node.js SDK.
Why it matters: This represents a shift toward platform-agnostic agentic workflows where coding assistants are integrated into existing infrastructure rather than siloed within a single proprietary code editor.
Takeaway: Try integrating Cline into your CI/CD pipeline using 'npm i -g cline' for headless automation.
Deep dive
  • Features support for multiple LLM backends including Claude, GPT, and local models via Ollama.
  • Operates in 'Plan' and 'Act' modes for structured execution.
  • Includes native checkpointing to allow for easy reversal of agentic changes.
  • Supports multi-agent teams via a coordinator agent architecture.
  • Allows terminal command execution with real-time feedback loops.
Decoder
  • MCP (Model Context Protocol): An open standard developed by Anthropic that allows AI agents to securely connect to external data sources and developer tools.
  • Human-in-the-loop: A design pattern where an AI system requests user validation before executing high-stakes actions like file deletions or terminal commands.
Original article

Cline

The open source coding agent in your IDE, terminal, & desktop.

CLI

Run Cline in your terminal. Interactive chat or fully headless for CI/CD and scripting.

npm i -g cline

Desktop App

Cline as a native app for macOS and Windows. Run agent sessions in any folder, schedule routines, and manage models, plugins, and MCP servers.

VS Code Extension

AI coding assistant in your editor. Create files, run commands, browse the web, and use tools with human-in-the-loop approval.

JetBrains Plugin

The same Cline experience in IntelliJ IDEA, PyCharm, WebStorm, GoLand, and the rest of the JetBrains family.

SDK

Build your own AI agents and integrations powered by the same engine that runs the CLI, desktop app, VS Code extension, and JetBrains plugin. Custom tools, multi-agent teams, connectors, scheduled automations, and more.

npm install @cline/sdk

Index

Product Description Location
SDK Node.js programmatic agent API and extension exports. sdk/
CLI Terminal UI, headless mode, shell commands, and CLI-specific flows. apps/cli/
VS Code Extension The Marketplace extension and extension host integration. /
Desktop App Native macOS and Windows app (Tauri shell, Bun sidecar, Next.js UI). apps/examples/desktop-app/
JetBrains Plugin JetBrains-hosted client that talks to the shared agent core. N/A
Docs site Public documentation pages. docs/

Edits Code Across Your Project

Cline reads your project structure, understands the relationships between files, and makes coordinated changes across your codebase. It monitors linter and compiler errors as it works, fixing issues like missing imports, type mismatches, and syntax errors before you even see them. In VS Code and JetBrains, every edit shows up as a diff you can review, modify, or revert. All changes are tracked with checkpoints, so you can easily undo the agent's work.

Runs Bash Commands

Cline executes commands directly in your terminal and watches the output in real time. Install packages, run build scripts, execute tests, deploy applications, manage databases. For long-running processes like dev servers, Cline continues working in the background and reacts to new output as it appears, catching compile errors, test failures, and server crashes as they happen.

Plan and Act

Toggle between Plan mode and Act mode. In Plan mode, Cline explores your codebase, asks clarifying questions, and lays out a strategy. Once you're aligned, switch to Act mode and Cline executes the plan. Every file edit and terminal command requires your approval, so you stay in control of what actually changes. Or toggle auto-approve and let Cline run autonomously.

Rules and Skills

Define project-specific rules in .clinerules files that guide how Cline works in your codebase: coding standards, architecture conventions, deployment procedures, testing requirements. Rules are picked up automatically by the CLI, VS Code extension, and JetBrains plugin. Use skills to let the model load specific rules when needed.

Works With Every Model

Cline is not locked to a single AI provider. Use whichever model fits your workflow:

  • Anthropic: Claude Opus, Sonnet, Haiku
  • OpenAI: GPT series models
  • Google: Gemini series models
  • OpenRouter: 200+ models from any provider
  • Vercel AI Gateway: Route to many providers through one gateway
  • AWS Bedrock: Claude, Llama, and more
  • Azure / GCP Vertex: All hosted models
  • Cerebras / Groq: Fast inference models
  • Ollama / LM Studio: Run local models on your machine
  • Any OpenAI-compatible API: Self-hosted or third-party endpoints

Extend With Plugins or MCP Servers

Extend Cline's capabilities with plugins. Using the SDK, register tools and lifecycle hooks programmatically through the plugin system for logging, auditing, policy enforcement, or adding domain-specific capabilities.

import { Agent, createTool } from "@cline/sdk"

const deployTool = createTool({
  name: "deploy",
  description: "Deploy the current branch to staging.",
  inputSchema: { type: "object", properties: { env: { type: "string" } }, required: ["env"] },
  execute: async (input) => {
    // your deployment logic
  },
})

const agent = new Agent({ tools: [deployTool], /* ... */ })

...or use MCPs to connect to databases, query APIs, manage cloud infrastructure, and interact with external systems. Use community-built servers or ask Cline to create custom tools on the fly. In the CLI, manage servers with cline mcp.

Multi-Agent Teams

Coordinate multiple agents working together on complex tasks. A coordinator agent breaks the work into subtasks and delegates to specialist agents, each with their own tools and context. Team state persists across sessions so you can pick up where you left off.

cline --team-name auth-sprint "Plan and implement user authentication with tests"

Scheduled Agents

Run agents on cron schedules for recurring automations. Daily PR summaries, weekly dependency checks, codebase health reports. Schedules persist across restarts and run independently of any terminal session.

cline schedule create "PR summary" \
  --cron "0 9 * * MON-FRI" \
  --prompt "List all open PRs and their review status" \
  --workspace /path/to/repo

Connect to Slack, Telegram, Discord, and More

Chat with your agent from any messaging platform: Telegram, Slack, Discord, Google Chat, WhatsApp, and Linear. Each conversation thread maps to an agent session with full context. Set up access control to restrict who can interact with your agent.

# Connect to Telegram
cline connect telegram -k $BOT_TOKEN
# Connect to Slack through webhook
cline connect slack --bot-token $SLACK_TOKEN --signing-secret $SECRET --base-url $URL
# Connect to Slack using socket mode
cline connect slack --bot-token $SLACK_TOKEN --app-token $SLACK_APP_TOKEN

Headless CLI for CI/CD

Run Cline with zero interaction for scripting and automation. Pipe input, get JSON output, chain commands, integrate into CI/CD pipelines.

cline "Run tests and fix any failures"
git diff origin/main | cline "Review these changes for issues"
cline --json "List all TODO comments" | jq -r 'select(.type == "agent_event" and .event.text) | .event.text'
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