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LAUNCH-RISK INTELLIGENCE

Your code is one commit from a disaster.

Ribix watches every push, catches the bugs that kill launches - data loss, missing rate limits, env parity gaps - writes the failing test, generates the fix, and waits for your approval. Nothing ships without you.

CASE-014acme/mobile-checkout
agent run #14LIVE

Evidence timeline

00:00:12

Change detected

00:00:18

Root cause identified

00:00:34

Failing test written

00:01:07

Fix generated & verified

—

Awaiting your approval

P0 · Criticaldestructive DDLno rollback

Migration drops user_preferences without backup

Filemigrations/0142_user_prefs.sqlCommita3f9c2b
checkout.test.tsFAILING
test("migration preserves existing preferences", async () => {  await runMigration("0142");  const prefs = await db.select().from(userPreferences);  expect(prefs.length).toBeGreaterThan(0);  // TypeError: column "preferences" does not exist});
Confidence91%
Ownercontributor-7

Approval gate

Fix verified

Proposed fix

- DROP COLUMN preferences;+ -- Step 1: back up preferences+ CREATE TABLE preferences_backup AS+   SELECT * FROM user_preferences;+ -- Step 2: add down-migration
Test suite147 passing
Review & approve
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Self-serve for GitHub-connected teams. Free tier, no credit card. Security review on request.

Built for teams shipping with AI

Works with the stack you already use.

GitHubVS CodeJestVitestPytestGo test

< 60 sec

from push to first finding

Reactive detection runs the moment your code hits staging.

10 categories

of AI-smell detection

Data loss, rate limits, env parity, compliance, and 6 more.

100%

approval-first

Ribix never opens a PR without your explicit sign-off.

Live investigation

One case. Five steps. Zero surprises.

Scroll through a real Ribix investigation. Every step is backed by evidence - not vibes.

01

Ribix spots a risky change

A contributor pushes a migration that drops a column without a backup. Ribix flags it within seconds - before it reaches CI.

P0 · Criticaldestructive DDLno rollback
Commita3f9c2b
Filemigrations/0142_user_prefs.sql
Authorcontributor-7
Destructive operation detected. No down-migration found.
02

Why this bug is real

Ribix traces the data flow. The dropped column is read by the checkout service. Losing it corrupts user sessions on next login.

root cause
1

user_preferences column stores checkout theme

2

checkout.service.ts reads column on login

3

Drop = TypeError for 12,400 active sessions

Root-cause confidence91%
03

Ribix writes the failing test

Before anyone asks, Ribix generates a test that reproduces the bug. It fails against the current code - proving the issue is real.

checkout.test.tsFAILING
test("migration preserves existing preferences", async () => {  await runMigration("0142");  const prefs = await db.select().from(userPreferences);  expect(prefs.length).toBeGreaterThan(0);  // TypeError: column "preferences" does not exist});
test writtenreproduces bug
04

Ribix generates and verifies the fix

Ribix proposes a safe migration: back up the column first, add a down-migration. It runs the full test suite - 147 passing, 0 failing.

0142_user_prefs.sqlFIXED
- DROP COLUMN preferences;+ -- Step 1: back up preferences+ CREATE TABLE preferences_backup AS+   SELECT * FROM user_preferences;+ -- Step 2: add down-migration
Fix verified
Test suite147 passing
05

Your call. Ribix waits.

Nothing ships without you. Review the evidence, approve the fix, or reject and ask for a different approach. Ribix never auto-merges.

Awaiting approval

Fix verified. Test suite green. Awaiting human approval before merge.

Approve & merge Request changes
approval-firstno auto-mergefull audit trail
Moonlit frog travelers crossing an arched bridge

"Every bug is a story. Ribix reads the whole narrative - the commit, the data flow, the test, the fix - before it touches your repo."

The Ribix investigation philosophy

EVIDENCE CATEGORIES

10 categories of bugs Ribix catches before they ship.

AI coding assistants help you ship fast. But they systematically miss certain classes of bugs. Ribix detects each one, assigns severity, writes the test, and waits for your call.

P0

Data loss risk

Destructive actions without confirmation. Form data lost on back-navigation. Optimistic updates with no rollback.

ExampleDROP COLUMN without backup
P1

Rate limit blind

No client-side or server-side rate limiting. API calls that will crash on first real traffic spike.

ExampleNo rate limit on /api/search
P1

Env parity gap

Staging secrets hardcoded. Feature flags mismatched. Database configs that differ between dev and prod.

ExampleStaging secrets in .env.example
P1

Third-party resilience

No timeouts on external API calls. Missing retry logic. No graceful degradation when services fail.

Examplefetch() with no timeout
P0

Legal compliance

Missing privacy policy before EU launch. GDPR violations in data handling. Terms of service gaps.

ExampleNo GDPR consent banner (EU)
P3

Copy consistency

Mixed terminology across your product. "Add to cart" vs "Buy now" vs "Purchase". Confuses users, reduces conversion.

Example"Add to cart" vs "Buy now"
P2

Observability gap

Silent failures. Missing error boundaries. Logs that do not help you debug. Alerts that never fire.

ExampleSilent catch in checkout flow
P2

Day-2 failure

Memory leaks. Unbounded data structures. Missing pagination. Issues that only surface after launch.

ExampleUnbounded in-memory cache
P3

Code architecture

Circular dependencies. God files. 100%-mocked test suites. Mixed async patterns. Tech debt that slows every future change.

ExampleCircular import: auth → user → auth
P3

Onboarding drop-off

Empty states that confuse first-time users. Missing tooltips on complex features. Flows that lose users before they see value.

ExampleEmpty state = blank screen

WORKFLOW

From vibe-coded commit to verified fix in 3 steps.

Connect once. Ribix runs autonomously, finds bugs, proves them with tests, generates fixes, and waits for your approval before touching your repo.

Phase 01

Connect

Two-minute setup. VS Code extension, CLI, or GitHub App. Ribix reads your repo, learns your patterns, and watches your staging environment.

Phase 02

Catch AI smells

Ribix runs after every push. Finds the issues AI coding tools miss - data loss risks, blind rate limits, staging/prod parity gaps, legal compliance holes, and architectural debt that accumulates silently.

Phase 03

Approve & ship

Review the diff. The test proves the bug is real. One click opens the PR. You stay in control - Ribix just does the mechanical work.

Review plans

Simple, honest pricing.

Start with GitHub issue enrichment. Add CLI, shared team context, and incident workflows as Ribix becomes part of how your team actually investigates bugs.

Billing

Free

$0/mo

Validate the workflow on a real bug.

  • 25 enrichments/month · 3 agent runs/month
  • 1 active repository
  • Proactive bug discovery + failing test generation
  • Fix generation with full suite verification

Best for proving the agent loop before committing to a paid plan.

Start free

Solo

$39/mo

Ship with confidence, not crossed fingers.

  • Unlimited enrichments · 30 proactive scans/month
  • Up to 3 repositories
  • Proactive + reactive (enrichment) modes
  • CLI access + one-click PR approval

Every AI coding tool makes bugs cheaper to create. Ribix makes them cheaper to eliminate - before they reach production.

Choose Solo

Team

$299/mo

Deploy fast. Trust what you ship. $30/seat.

  • Unlimited enrichments · 100 proactive scans/month · 10 seats
  • Up to 10 repositories
  • Shared findings dashboard + approval workflow
  • PR conflict briefs + shared team context

Cursor accelerates writing software. Ribix accelerates trusting it. Catches the bugs that escape review when everyone moves fast with AI.

Choose Team

Enterprise

Custom

Security reviews, SSO, SLAs, and dedicated support.

  • Unlimited repositories + custom scan volume
  • Advanced org controls + SSO
  • SLA, audit logs, custom deployment
  • Dedicated onboarding + support

Pricing based on team size and deployment requirements. We work with your procurement and security review process.

Talk to us

Compare plans

Feature comparison across Ribix tiers
CapabilityFreeSoloTeamOrg
Issue enrichments / mo25UnlimitedUnlimitedUnlimited
Proactive scans / mo330100Custom
Repositories monitored1310Unlimited
Team seats1110Custom
CLI & one-click PR approval-IncludedIncludedIncluded
SSO, SLA, audit logs---Included

Plan descriptions reflect live product surfaces. Some org-only capabilities land via staged rollout instead of self-serve toggles. Annual pricing bills once per year ($390 Solo, $2,990 Team). Enterprise pricing is custom - contact us. Ribix is not designed to bulk-store your full codebase; see Docs.

Questions before you connect.

AI coding assistants help you write code faster. Ribix catches the bugs they systematically miss - the "AI smells" that only show up in real usage. Data loss, missing rate limits, env parity gaps, legal compliance holes. Ribix runs the full loop: detect, reproduce, fix, verify, get approval, PR.

Patterns of bugs that AI coding tools consistently generate: data loss risks, blind rate limits, staging/prod mismatches, missing error handling, legal compliance gaps, architectural debt. Ribix detects 10 categories of AI-smell specifically.

Yes. Ribix is built for founders and solo devs who ship fast with AI assistance. It catches the issues that accumulate when you move quickly - before your users find them in production.

Ribix writes a failing test that proves the bug is real, generates a fix, runs your test suite against the patch, and presents it to you for approval. Nothing ships without your sign-off.

No. Ribix always requires your explicit approval before creating any PR. You review the fix diff and test results first.

Ribix currently supports Jest, Vitest, Pytest, and Go test. Additional framework support is in progress.

An agent run is one session where Ribix scans your codebase and staging environment - triggered by a code push or manually. Each run may find zero or more bugs.

No. Ribix never stores your source code in a database. It reads your repo to generate fixes but does not persist your code.

Yes. Day-2 failures - memory leaks, unbounded data structures, missing pagination, log rotation gaps - accumulate as your codebase grows. Ribix tracks these across runs and shows you whether the count is increasing, stable, or decreasing.

Selected answer

How is this different from Cursor, Copilot, or Windsurf?

AI coding assistants help you write code faster. Ribix catches the bugs they systematically miss - the "AI smells" that only show up in real usage. Data loss, missing rate limits, env parity gaps, legal compliance holes. Ribix runs the full loop: detect, reproduce, fix, verify, get approval, PR.

BUILT BY

Engineers who lived triage pain.

Small team, built in public, shipping fast. Direct feedback from early users shapes every release.

Vladislav Kondratyev

Vladislav Kondratyev

AI System Engineer

Architected systems at Intel and CNF. Now building Ribix fullstack; from product vision to code to GitHub infrastructure deployment.

LinkedIn

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