Ribix detected a real bug in the token refresh path and matched it to a prior regression pattern in the same checkout flow.
Likely cause
Commit 7c1d2d1 removed the mobile refresh fallback in TokenSession.validate().
GitHub-native triage
Your bug tracker just got a brain.
Ribix enriches every bug report the moment it is filed - causal commit, severity score, and the right owner - in under 60 seconds.
acme/mobile-checkout
mainIssue #1842 opened by support escalation
Checkout retries fail after token refresh on mobile
Customer sessions drop after retry. Regression surfaced 14m after deploy.
How Ribix works
1
Install in 30 seconds
Connect Ribix to your GitHub org. No configuration. No YAML files. No setup calls.
2
File bugs exactly as you do now
Ribix watches in the background. Your team's workflow doesn't change. No new tools to open.
3
Get full enrichment in under 60 seconds
Ribix posts a structured comment: likely cause, similar past bugs, severity, and suggested owner. Right on the issue.
Exactly what Ribix posts on every bug.
The hero promise only matters if the output is immediate and actionable. Ribix confirms it by posting likely cause, related issues, severity, and suggested owner directly in GitHub.
github.com/acme/mobile-checkout/issues/247
GitHub Issue #247: NullPointerException in AuthService
Openopened by support-triage
CriticalRuntime crashUser-facing auth failureAct nowP1
ribix-botbotcommented just now
...Ribix posted triage enrichment with likely cause, related issues, severity, and suggested owner.
-Likely Cause
commit a3f9c2b · @jsmith · Nov 14
Refactored token expiry validation: changed boundary check from >= to > in AuthService:112, off-by-one.
-Related Issues
#198: Similar NPE, same file. Fixed by @jsmith. ↗
-Severity
P1Auth path. Production label. User-facing.-Suggested Owner
@jsmith · last meaningful change to affected files. 3 related fixes.
-Next Step
Review boundary condition at AuthService:112.
What Ribix figures out for you.
Finds what broke it.
Ribix runs git blame across every file in the stack trace and surfaces the most likely causal commit: author, date, and what changed.
Surfaces the history.
Vector search across closed issues finds similar past bugs and how they were resolved, so you don't fix the same thing twice.
Tells you how bad.
P1 / P2 / P3 with a plain-English rationale based on affected paths, user impact, and historical patterns in your repo.
Tags the right person.
Suggests owners based on who last meaningfully touched the affected code, not just the most recent drive-by commit.
Improves with your signals.
Feedback on enrichments (when available) helps calibrate severity and ownership for your repos and issue history over time.
30 seconds to set up.
GitHub App from the Marketplace. No config files, no onboarding call, no permissions beyond what's strictly needed.
<60s
to first triage signal
Cause · Related issues · Severity · Owner
in every GitHub issue comment
No new workflow or config
same GitHub Issues habit for engineers
Questions before you ship it to your team.
When a new issue is opened, Ribix posts a structured comment on that issue. The comment summarizes the likely causal commit, surfaces similar past issues, assigns a severity level with a short rationale, and suggests an owner based on who has meaningfully touched the affected code, not just the last commit.
Ribix is designed to work from issue text plus git metadata needed for blame and history analysis (for example, to attribute lines to commits). It does not clone your repository for arbitrary browsing. For the GitHub App, you grant only the permissions the GitHub App requests at install time; see the docs for the current permission list before you install.
Ribix is not built to bulk-download or store your entire codebase for training. Processing focuses on issue content and the git metadata required to explain likely causes. If you need a strict data-handling policy for your org, review the Privacy page and contact us with requirements.
The first integration is GitHub Issues via the GitHub App. Linear and GitLab are on the roadmap; current product messaging remains GitHub-first while we prioritize next integrations.
We are building Ribix with beta user feedback from real triage workflows. You can react to each enrichment so corrections improve future suggestions for your repo. Early versions improve quickly as feedback quality grows.
A general chat tool does not sit in your GitHub workflow: it does not receive webhooks for every new issue, run blame across the paths implied by the report, or post a consistent comment back to the issue automatically. Ribix is built to do that repeatedly, without manual copy-paste.
No. Enrichment appears as a comment on the issue in GitHub Issues, the same place your team already triages. There is no separate inbox for day-to-day use.
The goal is install-from-marketplace style setup: connect the GitHub App, grant the requested scopes, and start filing issues. Exact steps and any org policies you need (SSO, branch protection, etc.) are documented on the Docs page.
Use the Privacy and Terms pages linked in the footer. They describe what this site collects today and the rules for using the site. As we prepare for broad beta, we are finalizing product security docs. Contact us if your team needs details before launch.
Selected answer
What does Ribix actually do on each issue?
When a new issue is opened, Ribix posts a structured comment on that issue. The comment summarizes the likely causal commit, surfaces similar past issues, assigns a severity level with a short rationale, and suggests an owner based on who has meaningfully touched the affected code, not just the last commit.
When a new issue is opened, Ribix posts a structured comment on that issue. The comment summarizes the likely causal commit, surfaces similar past issues, assigns a severity level with a short rationale, and suggests an owner based on who has meaningfully touched the affected code, not just the last commit.
Ribix is designed to work from issue text plus git metadata needed for blame and history analysis (for example, to attribute lines to commits). It does not clone your repository for arbitrary browsing. For the GitHub App, you grant only the permissions the GitHub App requests at install time; see the docs for the current permission list before you install.
Ribix is not built to bulk-download or store your entire codebase for training. Processing focuses on issue content and the git metadata required to explain likely causes. If you need a strict data-handling policy for your org, review the Privacy page and contact us with requirements.
The first integration is GitHub Issues via the GitHub App. Linear and GitLab are on the roadmap; current product messaging remains GitHub-first while we prioritize next integrations.
We are building Ribix with beta user feedback from real triage workflows. You can react to each enrichment so corrections improve future suggestions for your repo. Early versions improve quickly as feedback quality grows.
A general chat tool does not sit in your GitHub workflow: it does not receive webhooks for every new issue, run blame across the paths implied by the report, or post a consistent comment back to the issue automatically. Ribix is built to do that repeatedly, without manual copy-paste.
No. Enrichment appears as a comment on the issue in GitHub Issues, the same place your team already triages. There is no separate inbox for day-to-day use.
The goal is install-from-marketplace style setup: connect the GitHub App, grant the requested scopes, and start filing issues. Exact steps and any org policies you need (SSO, branch protection, etc.) are documented on the Docs page.
Use the Privacy and Terms pages linked in the footer. They describe what this site collects today and the rules for using the site. As we prepare for broad beta, we are finalizing product security docs. Contact us if your team needs details before launch.
Simple, honest pricing.
Indicative targets before launch; numbers may change as beta usage data improves.
Solo
$19/mo
For the serious dev.
- Unlimited enrichments
- Up to 3 repos
- Full enrichment suite
Team
$49/mo
For your whole team.
- Up to 10 repos
- Shared team context
- Slack alerts
- 15 seats
Billing and checkout will arrive with general availability. Ribix is not designed to bulk-store your full codebase; see Docs.
Built by a solo founder who has lived triage pain.
Pre-launch trust starts with builder visibility. This is a one person product and company in pre-launch, built in public with direct feedback from early users.
Vladislav Kondratyev
AI System Engineer
Ex Intel and ex CNF Tech Engineer, building Ribix end to end from product direction to GitHub App implementation.
LinkedIn profile ↗A roadmap measured in shipped months.
We publish the near-term product roadmap clearly and use early adopter feedback to decide what lands next.
April 2026
MVP release
The first Ribix MVP ships for GitHub Issues with likely cause, severity, and suggested owner delivered as an issue comment.
May 2026
Related issues via vector search
Post-MVP, Ribix adds retrieval of similar past issues so teams can reuse prior fixes instead of re-triaging from scratch.
Summer 2026
Linear integration
Over the summer of 2026, Ribix expands beyond GitHub-first workflows with Linear support as the next global product step.
Your next bug is being filed right now.
Install now to get your first triage enrichment in under 60 seconds, directly in GitHub Issues.
ribix-bot
commented now