Nucleus LogoNucleus
NUCLEUS VS CHATGPT CODEX

Codex runs OpenAI only. Nucleus runs Codex, Claude Code, and Atlas.

One workspace with Claude Code on your Claude Pro, Codex on your ChatGPT Plus, and Atlas — our own agent — running together. Plus auto review on commit, a whole-repo security audit, and assets that land in the codebase. A self-improving codebase, for $20.

TL;DR

Codex runs OpenAI only. Nucleus runs the same Codex you pay for, plus Claude Code on your Claude Pro and Atlas — our own agent — in one workspace, with auto review on commit, repo-wide audit, and assets in the codebase.

At a glance

Same bill. Whole stack.

ChatGPT Plus + Codex
Nucleus Plus
Price
$20 / mo
$20 / mo
Runtimes
Codex (OpenAI only)
Nucleus's own + Claude Code + Codex
Use your Claude / OpenAI sub
OpenAI only
Both — no inference markup
PR review
Ask Codex after the PR is open
Pre-commit in editor + GitHub PR reviews
Whole-repo security audit
Multi-stage investigation pipeline
Asset generation in repo
— (separate ChatGPT image thread)
Image · video · 3D — lands natively in your project
Automations
`AGENTS.md` + Codex Cloud tasks (DIY)
Outcome-driven templates, scheduled
Triggers
Slack · Telegram · WhatsApp · GitHub · Sentry
The four pillars

One bill. Four reasons.

01·BEAUTIFUL

The image, the clip, the GLB — in the repo.

ChatGPT generates images in a separate chat thread. You download, you drag into your editor, you wire it up. Nucleus calls Studio inside the agent shell, drops the asset into the right folder, and wires it into the right file. No second tab.

Inline · in-repo · ready to commit.
Generated natively in Nucleus.
02·MOST AFFORDABLE

Use your existing ChatGPT subscription. Get started in Nucleus for free.

Codex is $20 — bundled in ChatGPT Plus, but it's locked to OpenAI and ships only what OpenAI builds. You still need a PR reviewer (CodeRabbit), a SAST scanner (Snyk), and an asset generator (Midjourney) to ship a real product. The full kit starts at ~$99/mo and balloons into the $1,000s once real usage kicks in. Nucleus plugs into the ChatGPT sub you already pay; that subsidy carries the inference straight through — no markup, no per-token tax. The IDE is free, and the $20 Plus tier bundles everything else.

BYO sub · no markup · no per-token tax
MONTHLY COST · USD
PRICE / MONTH
$3000
$1500
$0
$20
$0
FREE
$99
$20
Codex
ChatGPT Plus · OpenAI only
Nucleus
IDE + ChatGPT Plus
Codex stack
+ CodeRabbit + Snyk + Midjourney
Nucleus stack
everything · one bill
One sub you already pay → the IDE is free. Everything else, $20.
03·SAFEST

AI ships 10× faster. And 10× more vulnerabilities.

AI codegen has us shipping 10× faster — and quietly producing 10× more vulnerabilities. Codex's only review path is ask it again in a thread — no diff surface, no whole-repo audit, no inline guard. Nucleus adds three layers — PR review, multi-stage security review, plus an in-app review as you write.

Three layers · PR + security + in-app · subscription-included.
WHERE THE VULNERABILITIES DIE
01 · 100
Issues from AI codegen
Baseline · 10× human rate
02 · 45
After PR review
Catches diff-level bugs
03 · 12
After security review
Whole-repo AI audit
04 · 3
After in-app review
Inline as you write
Codex~all reach production
NucleusSurvivors get hunted
Codex ships zero review surfaces. Nucleus ships threePR + security + in-app.
04·MOST POWERFUL

Self-improving. Any event in. Any output out.

A trigger fires — a PR opens, a Sentry spike, a 9 a.m. cron. A Nucleus agent spins up in a cloud sandbox, works the brief, and an output lands. Codex ships `AGENTS.md` and Cloud tasks — both config-file engineering. Nucleus wires events to outcomes — every result lands in one inbox.

Any event → any agent → any output. One inbox.
EVENT → AGENT → OUTPUT
PR opened
Issue opened
CI failed
Sentry error
Daily · 9:00 AM
Weekly · Friday
Nucleus
PR review comment
Auto-fix PR
Sentry resolved
Standup digest
Release notes
Unified inbox
CodexAGENTS.md + Cloud tasks
NucleusAny event → any output
Codex ships config files. Nucleus ships event-driven outcomes.

One Subscription. Self Improving Codebase.

TRIGGER FROM
GitHub
Sentry
Slack
Telegram
WhatsApp
GitHub
Sentry
Slack
Telegram
WhatsApp
GitHub
Sentry
Slack
Telegram
WhatsApp

Who switches, honestly.

Stay where you are

Stay on ChatGPT Codex if OpenAI's models are the only thing you want, and a single-lab agent is the entire workflow you need.

Switch

Switch to Nucleus if

  • you want Claude Code and Atlas running alongside the Codex you already pay for
  • PR review at the diff before the commit
  • the whole repo audited for security
  • in-repo asset generation
  • or you don't want to be locked to OpenAI

Nucleus runs 50+ models across 10+ providers, so every new frontier release stays inside the same subscription instead of forcing a switch.

Having the full stack in one place, compounds.

FAQ

The honest answers.

Stop stacking subs. Start shipping.