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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.

AgentlessAutomated Issue Fixing
Free and open-source (MIT); LLM API costs apply
Incident.ioAI Incident Investigation
Basic free; Team $19/mo or $15 annual + on-call $10; Pro $25/mo + on-call $20; Enterprise custom
AviatorMerge Queue Safety
Free tier; Team $10/user/mo; Enterprise custom
SentryError Detection
Developer free (5K errors/mo). Team $26/mo. Business $80/mo. Self-hosted free.
GooseAI Coding Agent
Free (bring your own API key)

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

AgentlessAutomated Issue Fixing
Pricing
Free and open-source (MIT); LLM API costs apply
Open Source
Yes
Incident.ioAI Incident Investigation
Pricing
Basic free; Team $19/mo or $15 annual + on-call $10; Pro $25/mo + on-call $20; Enterprise custom
Open Source
No
AviatorMerge Queue Safety
Pricing
Free tier; Team $10/user/mo; Enterprise custom
Open Source
No
SentryError Detection
Pricing
Developer free (5K errors/mo). Team $26/mo. Business $80/mo. Self-hosted free.
Open Source
No
GooseAI Coding Agent
Pricing
Free (bring your own API key)
Open Source
Yes