Your logs need treatment.
Connect GitHub, send your logs, and get fix-ready prompts grounded in your actual codebase.
No SDK required · Read-only GitHub access · Server-side redaction by default
Production Error
TypeError: Cannot read properties
of undefined (reading 'id')
at processUser (user.service.ts:42:21)
at async handleWebhook (webhook.ts:18:5)Repo Context
// user.service.ts
interface User {
id?: string; // missing in prod DB
}Fix Prompt
Update user.service.ts to handle optional id. The webhook payload occasionally omits this field.
Copy prompt for Cursor / Claude Code / Codex →
How it works
Four steps from production error to fix prompt.
TaskNode never changes your code. It produces evidence-grounded prompts you can paste into the coding agent you already use.
- Step 1
Connect GitHub
Install the TaskNode GitHub App with read-only access to one repository. No write permissions, no PRs, no commits.
- Step 2
Send 60-second log batches
Your AI coding agent adds a tiny in-process buffer (no SDK required) that flushes structured logs to TaskNode over plain HTTPS every 60 seconds.
- Step 3
AI triage groups real issues
An AI Batch Triage Agent runs on every batch. Most return no_issue. The ones that don't get grouped by fingerprint into a single issue report.
- Step 4
Get a repo-aware fix prompt
A multi-agent pipeline reads just the relevant files via the GitHub App, forms a root-cause hypothesis, and produces a copy-paste fix prompt for your AI coding agent.
The difference
Normal AI shows what failed. TaskNode shows what to fix.
Generic AI fix prompt
- Invents file paths that don't exist in your repo.
- Generic Stack Overflow-style suggestions.
- No awareness of your project conventions.
- Doesn't know which files are safe to edit.
TaskNode fix prompt
- References only files verified to exist via your GitHub App.
- Reads your README, framework, and logger to match your conventions.
- Lists files NOT to edit (sensitive areas flagged by the scanner).
- Includes structured evidence: representative logs + repo context.
Safe by default
Your secrets stay yours.
TaskNode is read-only on your code, hashes every API key at rest, and follows OWASP logging guidance. Untrusted log text is fenced before reaching any AI prompt.
Read-only GitHub access
The TaskNode GitHub App requests only metadata:read and contents:read. No write, no PRs, no commits — ever.
Server-side redaction
Every batch is re-redacted on the server: passwords, tokens, cookies, auth headers, payment data, DB URLs, and private keys are stripped before storage.
Tenant isolation
Every database row is scoped to an organization. Requests for resources outside your org return 404 — not 403, not data — to prevent IDOR.
Never auto-edits your code
TaskNode generates prompts, not commits. You stay in control. Your AI coding agent does the work, with your review.
Pricing
Simple, USD pricing.
Indian customers are billed in INR via Razorpay; rest of the world in USD via Dodo Payments. An issue report is a new or regressed grouped issue — not every raw log event.
Free
Try the loop end-to-end on one repo.
- 1 connected repository
- 50 issue credits / month
- 60-second batch log ingest
- AI Batch Triage on every batch
- Repo-aware fix prompts
- Read-only GitHub App access
Pro
For shipping individual developers and small teams.
- 1 connected repository
- 200 issue credits / month
- Everything in Free, plus:
- Priority support
- 30-day soft-delete history
Pro Plus
For teams running multiple services in production.
- Up to 3 connected repositories
- 1000 issue credits / month
- Everything in Pro, plus:
- Multi-app per project
- Priority + Discord support
Questions