惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

P
Proofpoint News Feed
Vercel News
Vercel News
T
Tailwind CSS Blog
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
博客园 - 聂微东
Hugging Face - Blog
Hugging Face - Blog
WordPress大学
WordPress大学
S
SegmentFault 最新的问题
小众软件
小众软件
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
Apple Machine Learning Research
Apple Machine Learning Research
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
人人都是产品经理
人人都是产品经理
Google DeepMind News
Google DeepMind News
Engineering at Meta
Engineering at Meta
B
Blog RSS Feed
U
Unit 42
Y
Y Combinator Blog
www.infosecurity-magazine.com
www.infosecurity-magazine.com
The Register - Security
The Register - Security
量子位
C
CXSECURITY Database RSS Feed - CXSecurity.com
P
Privacy & Cybersecurity Law Blog
Scott Helme
Scott Helme
GbyAI
GbyAI
Know Your Adversary
Know Your Adversary
月光博客
月光博客
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Stack Overflow Blog
Stack Overflow Blog
S
Secure Thoughts
L
Lohrmann on Cybersecurity
腾讯CDC
P
Palo Alto Networks Blog
MongoDB | Blog
MongoDB | Blog
T
Tor Project blog
博客园_首页
W
WeLiveSecurity
G
Google Developers Blog
K
Kaspersky official blog
爱范儿
爱范儿
V
Visual Studio Blog
T
Threat Research - Cisco Blogs
Simon Willison's Weblog
Simon Willison's Weblog
F
Fortinet All Blogs
T
The Exploit Database - CXSecurity.com
N
News and Events Feed by Topic
Last Week in AI
Last Week in AI
aimingoo的专栏
aimingoo的专栏
A
About on SuperTechFans

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
I Took Cursor Agents Out of the IDE and It Got Weirdly Powerful 🤯
Developer Ha · 2026-05-19 · via DEV Community

Cursor recently released their cursor agents SDK to the public, and it's quietly powering many teams to:

  • invoke agents directly from CI/CD pipelines,
  • create automations for end-to-end workflows,
  • and embedding agents into core products.

Basically, the SDK lets developers deploy agents without overthinking building and maintaining the entire agent stack

in this blog I give a glimpse of what is possible with the cursor agents SDK and how to overcome the restrictions of limited tool access.

Let's start with a brief overview of cursor agents.


A Primer On Cursor Agents SDK

Building an agent from scratch is a massive headache. Cursor SDK skips the
plumbing.

Before the SDK, Cursor was strictly an interactive IDE, but its newly released SDK turns that
agentic power into headless infrastructure.

It uses the same harness that powers the desktop app, meaning you get IDE-grade code generation programmatically.

Harness: context engine, workspace management, and routing

In fact, the cursor harness matters more than the model. Endor Labs benched
GPT-5.5 natively at 61.5% functional correctness. Then, dropping the same model into Cursor's harness, it scored 87.2%.

Proof

Cursor spent years tuning the context management and tool dispatch; the SDK hands you that refined engine.

Here is the spec list for those who care:

Spec / Feature Technical Detail
The Harness Built-in codebase indexing, semantic search, & instant grep.
Execution Cloud (sandboxed VMs with durable state), Self-Hosted, Local.
Models Agnostic. Uses composer-2/composer-3 (default), Claude, or OpenAI.
Integrations Deep MCP support, auto-loaded .cursor/skills/, & hooks.
Subagents Main agent can spawn subagents with distinct prompts/models.

This means we have a perfect stack to build our agent. Let’s get started with the setup.


How to Set Up Cursor Agents SDK

You can install it using npm to get started, then use Cursor's native cursor SDK skill for guidance.

So open your terminal and type:

npm install @cursor/sdk

Enter fullscreen mode Exit fullscreen mode

Output

Once done, install the cursor skill for guiding the cursor / Claude Code. In the same terminal, run:

npm add skills /cursor-sdk

Enter fullscreen mode Exit fullscreen mode

But there is a catch: by default, the Cursor SDK agents ship with a few default tools + MCP support.

However, this means connecting to or configuring multiple MCP servers is such a hassle for a production-grade product.

So let's automate it with Composio as the orchestrator, connect and configure it once, and you get secure access to 1000+ tools with optimized tool calls and context.


Building a Production Agent With Composio MCP + Cursor Agent SDK

Why Composio?

Composio offers a single MCP server you can plug into with the Cursor SDK to access 1000+ apps instantly.

When you’re building an agent that requires interacting with external applications, let’s say a Sales agent with Gong, HubSpot, Salesforce connectors, etc., you’d spend weeks on partnerships and integrations. Composio completely removes this friction, so you build what matters

So, let’s explore one example of a GitHub agent that pulls the repository, analyzes it, creates a dev branch, performs automatic refactoring, pushes the code, and opens a PR for review - a simple but powerful use case.

Let's begin!

Setup Workspace

Head to the terminal and run the following commands

mkdir cursor-agent
cd cursor-agent
npm init -y
npm install typescript ts-node @types/node --save-dev
npx tsc --init

Enter fullscreen mode Exit fullscreen mode

The command will create a new project named cursor_agent , switch to the folder, initialize a blank npm project (ensure package.json gets created), install typescript support for development, and initialize the typescript compiler and linter.

Since our repository is set up, let’s configure environment variables.

Set up Environment Variables

Add a .env file to keep secrets secure and add the following values:

CURSOR_API_KEY=your-cursor-api-key
COMPOSIO_API_KEY=your-composio-api-key

Enter fullscreen mode Exit fullscreen mode

You can get the CURSOR_API_KEY by going to the Cursor integration page and creating a new API key.

Step 1

For COMPOSIO_API_KEY , visit the Composio Dashboard (Platform), log in/sign up to the account, and head to the default project (or create one) → profile→ API KEY.

Step 2

Click “Create One”, it creates one, copy and then paste it into .env . Make sure it starts with ak_ .

Step 3

Time to write the code.


The Code

Now, create a new index.ts file and paste the following code.

// imports
import "dotenv/config";
import * as readline from "node:readline/promises";
import { stdin as input, stdout as output } from "node:process";
import type { SDKAgent } from "@cursor/sdk";
import {
  DEFAULT_USER_ID,
  disposeAllAgents,
  getComposioApiKey,
  getOrCreateRuntime,
  requireEnv,
} from "./runtime.ts";

// log tool calls to stdout
function logToolCall(
  name: string,
  args: unknown,
  status: "running" | "completed" | "error",
): void {
  if (status === "running") {
    console.log(`\n[tool: ${name}] ${JSON.stringify(args)}`);
  } else if (status === "completed") {
    console.log(`[tool: ${name}] done`);
  }
}

// stream assistant text and tool events - act as streaming handler
async function runAgentChatStreaming(agent: SDKAgent, message: string): Promise<void> {
  const run = await agent.send(message);

  process.stdout.write("\nagent > ");
  for await (const event of run.stream()) {
    if (event.type === "assistant") {
      for (const block of event.message.content) {
        if (block.type === "text") process.stdout.write(block.text);
      }
    } else if (event.type === "tool_call") {
      logToolCall(event.name, event.args, event.status);
    }
  }

  const result = await run.wait();
  if (result.status === "error") {
    throw new Error(`Agent run failed (${result.id})`);
  }
  process.stdout.write("\n\n");
}

// runs the chat loop, adds a readline interface and disposes agents on exit
async function main(): Promise<void> {
  requireEnv("CURSOR_API_KEY");
  getComposioApiKey();

  console.log("Setting up Composio session...");
  const runtime = await getOrCreateRuntime(DEFAULT_USER_ID);
  console.log(
    `Ready (user: ${runtime.userId}, session: ${runtime.sessionId}, tools: ${runtime.toolsCount}).`,
  );
  console.log("Type a message, or 'exit' to quit.\n");

  const rl = readline.createInterface({ input, output });

  try {
    while (true) {
      const userInput = (await rl.question("you > ")).trim();
      if (!userInput) continue;
      if (userInput === "exit" || userInput === "quit") break;

      await runAgentChatStreaming(runtime.agent, userInput);
    }
  } finally {
    rl.close();
    await disposeAllAgents();
  }
}

main().catch((err) => {
  console.error(err);
  process.exit(1);
});

Enter fullscreen mode Exit fullscreen mode

Let's look at the code:

  • We start by loading dependencies from .env, readline, and shared helpers from runtime.ts (getOrCreateRuntime, API key checks, and cleanup)
  • For a sanity check, we validate CURSOR_API_KEY and COMPOSIO_API_KEY before the chat loop starts (Composio is also checked when runtime.ts loads).
  • Next, we create a Composio session for the default user and spin up a Cursor agent on composer-2 with the Composio MCP server for tools (handled in runtime.ts).
  • We keep the same agent in the loop for every message, so tools and sessions stay wired throughout the CLI session.
  • We run a terminal chat loop with readline: read input → send to agent → stream assistant text and tool status → repeat until exit or quit.
  • While streaming, we log tool calls on running and completed, and throw if the agent run ends in error.
  • On exit, we close readline, dispose of agents via runtime.ts, and log any failure from main() before exiting with code 1.

If you encounter an issue, refer to the codebase in the project's GitHub repo. Feel free to clone it, tweak it to your liking, or use it as it is.

And that's it, all set, time to run the agent!


Run the agent

To run the agent in the terminal and at the project root, type:

npx ts-node index.ts

Enter fullscreen mode Exit fullscreen mode

and an interactive chat opens up where you can prompt it step by step / direct it to do the entire task at once. Here is a demo of me using it in chat mode (step by step)

As you can see, the cursor agent acts as the brain, calling the Composio GitHub tools to clone the repo, check for changes, create a dev branch, refactor the code, commit to the dev branch, and finally open a PR.

Usually, this takes many human hours, but with a cursor-agent, it takes only 5 minutes.

Also, with the new update, you need to add a GitHub token to use GitHub with the cursor/agent. Using Composio fixes this need as well.

Note: For simplicity I have used terminal , but you can add a ui layer on top of the agent.

With this, we have reached the end of the article. Here is my closing note.


Final Thoughts

In this article, we learned how to use the Cursor SDK and Composio MCP to build a GitHub chatbot while keeping it optimized for asynchronous operations and following best practices, such as masking sensitive variables.

But this is just the tip of the iceberg with what's possible with the cursor agent SDK. Feel free to experiment and build your own assistant/chatbot. You can explore more in the cursor-cookbook.

At the end of the day, building agents / multi-agent systems is not hard; planning and orchestrating them to work efficiently, collaboratively, and securely is. In fact, it's the next valuable skill in 2026.

So what are you waiting for? Get started with Cursor Agents while Composio MCP handles the tooling layer.