AI agents for coding: categories, comparisons, and what they do not cover
Searchers typing "AI agents for coding" usually mean software that writes, edits or reviews code inside a repository. The phrase rarely means payroll, customer mail or ad campaigns.
That narrow meaning is useful. It is also why high-volume coding keywords bounce founders who wanted a business operated, not a faster diff.
This page sorts the coding-agent category first. Empyre appears once, late, as the operate-the-company category, not as another IDE seat.
Three meanings people collapse into one query
Most comparison pages mix these without saying so. Keeping them separate stops you from buying an editor when you needed deployment, sign-in and revenue.
**IDE and terminal agents** assume you already opened a repo. Cursor, Windsurf and GitHub Copilot sit here. They speed up the person at the keyboard.
**Repo task agents** take a ticket, plan edits, run tests and open a pull request. Devin Cloud and similar cloud workers fit this bucket. The unit of work is a task, not a daily editor habit.
**Business operators** take a brief, build a product, deploy it to a live address and keep marketing, support and finance on schedules. That category uses agents too, but the output is a company, not a mergeable diff.
How to tell which category a product belongs in
| Question | Coding-agent product | Business operator |
|---|---|---|
| What you bring on day one | A repository and a developer | A plain-language brief, often with no engineer |
| Primary artifact | Commits and pull requests | A live site, accounts, and ongoing operations |
| Who keeps working after you close the laptop | Nobody, unless you schedule CI | Multiple agents on cadences (marketing, support, finance) |
| Typical buyer | Engineering team shaving hours | Founder who wants the business run, not just built |
IDE agents: the default answer to "agents for coding"
When analysts say "AI agents for coding," they usually mean an assistant inside VS Code, JetBrains, Xcode or a standalone AI editor.
The agent reads files, proposes edits, runs terminal commands you approve, and stops when you stop. Pricing is a monthly seat plus included model usage. Past that allowance, usage continues and costs more, as spelled out on each vendor's pricing page.
That is the right purchase when you already have a codebase and an engineer who will review every change. It is the wrong purchase when the missing work is everything after the first commit.
For plan-by-plan editor pricing, use the dedicated Cursor, Windsurf and comparison articles linked below rather than repeating figures here.
Repo-task agents: when the agent is the engineer for one job
These products market autonomy inside a repository. The loop is plan, edit, test, hand back a diff:
What they automate
Scoping a GitHub issue, searching the tree, patching files, running checks and opening a pull request with a summary.
What still needs a human
Merge approval, production deploy, security review and anything that touches live customer data without a policy layer.
How they differ from an IDE seat
You assign a task and walk away for a stretch. An IDE agent still assumes you are in the editor most of the day.
Autonomous software engineer vs coding assistant
An autonomous AI software engineer is the repo-task pattern taken seriously: bounded autonomy inside git, not a chat box that completes the next function.
That label is easy to confuse with products that also say "agent" but sell a whole business being built and operated. The engineering agent stops at the repository edge unless you wire the rest yourself.
See the dedicated article on autonomous AI software engineers for the role definition, what gets automated in git, and where the category ends.
What coding agents do not include
None of the coding categories above claim hosting, end-user authentication, payments into your Stripe account, legal pages, customer inbox or marketing on a schedule.
You can use a coding agent to write deployment scripts. That is still your project, your CI, your on-call.
Founders who land on "AI agents for coding" from a revenue question often needed the operator category instead: something that keeps running the company after launch.
The AI website builders vs AI business operators article explains that split with examples. Builders hand you an artifact; operators hold the jobs that start at launch.
Where to read next inside this site
| If you are trying to… | Start here |
|---|---|
| Compare Cursor, Windsurf and Copilot-style seats | https://www.empyre.dev/articles/cursor-competitors |
| Define "autonomous AI software engineer" | https://www.empyre.dev/articles/autonomous-ai-software-engineer |
| Separate builders from operators | https://www.empyre.dev/articles/ai-website-builders-vs-ai-business-operators |
| See why generated apps die after launch | https://www.empyre.dev/articles/why-ai-generated-apps-die |
Where Empyre sits, and why it is not a coding-agent competitor
Empyre is an AI business operator. You describe a business in plain words. Eight agents build it, deploy it within a thirty-minute ceiling from submit, and keep operating it after launch.
The CEO, CTO, CMO, CFO, CSO, CLO, Creative and Tester each run on a schedule. Customer revenue goes to your connected Stripe account. Empyre does not take a cut of sales.
The CTO writes code. That is one role among eight. Empyre is not positioned as the best IDE for an engineer who already has a repository open.
If your search started as "agents for coding" but your real question is who runs the business once the app exists, compare operators instead of editor seats.
Common questions
Are AI agents for coding the same as AI app builders?
No. Coding agents assume a repository and a developer workflow. Chat-to-app builders generate a first product from a prompt and stop unless you operate it yourself. Both use AI; the buyer and the artifact differ.
Is Cursor an AI agent for coding?
Yes, in the IDE sense. Cursor is an AI-native editor where agents edit inside your repo. It is not a substitute for deployment, payments or ongoing marketing unless you build and run that stack yourself.
What is the difference between a coding agent and an autonomous software engineer?
Colloquially, little. Practically, "autonomous software engineer" usually means a repo-task worker that can finish a ticket with less hand-holding. IDE agents still expect you in the editor. See the autonomous software engineer article for a fuller definition.
Can coding agents run my startup after launch?
Not as a seat subscription. They help produce and merge code. Operating a startup also requires live hosting, accounts, support, finance and growth loops on a schedule. That is the operator category, not the coding-agent category.
Is Empyre an AI agent for coding?
Only in the narrow sense that the CTO agent writes code. Empyre's promise is to build and operate the whole business, not to compete with Cursor or Windsurf for the fastest diff inside your existing repo.
Why do coding keywords bounce the wrong visitors?
Volume concentrates on editor comparisons. Founders who wanted revenue and operations click in, find IDE pricing, and leave. Sorting categories early saves that mismatch.
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