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Autonomous Issue Resolution Stack

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Automate the detection, diagnosis, fix, and merge pipeline for software issues with AI-assisted workflows.

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What This Stack Does

Agentless uses a localize-then-repair pipeline to fix GitHub issues at $0.34 average cost. Incident.io provides AI SRE that investigates alerts and drafts fix PRs. Aviator manages merge queues to ensure fixes deploy safely. Sentry detects errors in production to trigger the resolution pipeline. Goose provides autonomous AI coding agent capabilities for complex fixes.

The Bottom Line

The pipeline: Sentry detects production issues, Incident.io investigates and correlates with deployments, Agentless generates targeted patches for well-defined bugs, Goose handles complex multi-file fixes, and Aviator ensures fixes merge safely through the queue. The stack reduces mean time to resolution by automating each step of the issue lifecycle.

Stack Overview

ToolRolePricingOpen Source
AgentlessAutomated Issue FixingFree and open-source (MIT); LLM API costs applyYes
Incident.ioAI Incident InvestigationFree tier; Pro $45/user/mo; On-call add-on $10-20/user/moNo
AviatorMerge Queue SafetyFree tier; Team $10/user/mo; Enterprise customNo
SentryError DetectionDeveloper free (5K errors/mo). Team $26/mo. Business $80/mo. Self-hosted free.Yes
GooseAI Coding AgentFree (bring your own API key)Yes