A dev's Claude Code agents looped for 5 hours last month. $47K bill. No budget limits, no kill switch.

Stop
babysitting
your agents.

A 5-stage pipeline around Claude Code. Budget limits that can't be bypassed, quality gates that run before you see anything, and memory that grows between sessions.

Get the full system, $99 Clone free core

ml0x

$ ml0x run "Add rate limiting to /api/users"
────────────────────────────────────
 ANALYZE Opus scanned 847 files
 PLAN Redis sliding window + per-IP
 CODE Sonnet wrote 4 files, 187 lines
 TEST Prettier  ESLint  tsc  12/12 
 REVIEW LGTM, NASA P10 compliant
 SHIP PR #312, changelog updated
────────────────────────────────────
Cost $0.43 of $5 limit Time 2m 14s
Cache 91% saved $4.30
$ ▋

Everything below was shipped solo by Michael Lip

140+ PRs merged at GoogleChrome, axios, nicehash. 55+ vulnerability reports filed.

978

repos

140+

PRs merged

50K

users

270

sales/mo

20

extensions

55+

vuln reports

10 live products, all built with this pipeline

Zovo

244K extensions scanned

BeLikeNative

26K users, 4.66 stars

CC Guides

3K+ articles, daily

Early Thunder

247 opportunities

HeyTensor

ScanTheChain

$11B TVL audited

BugBounty

600+ vulns tracked

DeepValue

451 equities screened

IngCalc

Tab Suspender

Merged upstream @GoogleChrome @axios @nicehash @microlinkhq

Same Claude Code you use today.
With guardrails around it.

Stripe ships 1,300 AI PRs a week using this pattern. The open-source core is built for one person.

Budget

$0 runaways

Five layers of enforcement at the gateway. Your agents can't overspend because the limits live outside the agent process.

Routing

-85% cost

74% of calls go to Flash at $0.28/M output. Only 26% actually need Opus. The router picks per-task, not per-session.

Quality

7 gates

Prettier, ESLint, tsc, Vitest, Semgrep, then Opus reviews against NASA Power of 10. All before you see anything.

Memory

∞ context

Sessions flow into logs, logs compile into a wiki, the wiki feeds the next session. It gets better the more you use it.

1 Analyze

→

2 Code

→

3 Test

→

4 Review

→

5 Ship

The math

Without routing, every query hits Opus at $75/M output. With ml0x, 74% go to Flash at $0.28/M. You'll recoup the $99 in your first afternoon.

Model routing -85%

Prompt caching, 90% hit 50x per cached call

Budget enforcement $0 surprises

RouteLLM (ICLR 2025), Anthropic caching docs

Task	Model	$/1M
Architecture	Opus	$75.00
Code gen	Sonnet	$15.00
Lint, format	Flash	$0.28
Changelog	Flash	$0.28

$99, once

The same system behind 50K users and 270 Stripe sales a month. No subscription, no recurring fees. The free core is always available.

80+ production prompts

16 CLAUDE.md templates

Multi-agent orchestration

Extension Engine

All future updates

Founding member perks

Get lifetime access

14-day refund · Free core on GitHub