Codela watches your production incidents, extracts failure patterns from APM data, and injects them as GitHub PR comments — before the same bug ships twice.
N+1 External API Call Pattern
This diff matches a pattern seen in your production environment.
Fix: Use inventory.get_batch(item_ids) instead of calling get() in a loop.
The problem
22%+
of merged code is now AI-authored — and rising. So are the failure rates that come with it.
Blind spot
APM tools see every production incident in detail. AI coding agents see none of it. That knowledge stays locked in a dashboard.
2 weeks
The same AI-generated bug ships again — different service, different engineer, same pattern. Nobody remembered to tell the agent.
How it works
Deploy detected
GitHub deployment webhook fires. Codela captures the commit SHA, timestamp, and environment.
APM signals pulled
Pre/post snapshots fetched from Datadog, New Relic, or Grafana — latency, error rate, traces, logs.
Pattern extracted
Claude analyzes the APM delta and PR diff together, extracting a named failure pattern with evidence.
Next PR flagged
When any future PR matches the pattern, Codela posts an inline comment with the production proof and fix.
Works with your existing APM stack
Features
⚙️
GitHub App
Zero per-developer install. Works at the merge gate. Inline comments exactly where the code lives.
🔌
APM connectors
Datadog, New Relic, and Grafana out of the box. Plug in your API key and it starts watching immediately.
⚡
Day-1 value
Ships with 13 seed patterns. Automatically bootstraps from your last 90 days of deploys on first startup.
🏢
Company memory
Every incident your team has seen becomes a pattern. Private, scoped to your environment.
🌐
Industry patterns
Anonymized cross-company library so you benefit from incidents you've never had yet. Coming soon.
🧠
LLM-powered
Claude analyzes APM deltas and diffs together — not static rules. Catches novel failure patterns, not just known ones.
Get started
Install the GitHub App on your repo
Codela listens for deployment events and pull request webhooks. No per-developer setup.
Add your APM credentials and repo to .env
Start the server
Historical bootstrap runs automatically in the background, scanning your last 90 days of deploys.