Automated Bug Research
Your Linear issues
research themselves.
SpecSource.ai picks up new Linear issues, researches them across Sentry, your codebase, and Slack, and writes detailed specifications — so your team fixes bugs instead of investigating them.
No credit card required
Integrates with your ticket tracker
Manual research
is a time sink
Every new issue starts the same drill — read the description, search Sentry for related errors, dig through code and Slack threads, copy context into a spec. Multiply that by dozens of issues a week.
Issues get researched and documented, automatically
SpecSource.ai picks up new Linear issues, checks Sentry for related errors, gathers code context from GitHub, finds related Slack threads, and enriches the issue with a detailed specification — without anyone lifting a finger.
How It Works
From bare ticket to detailed specification
Connect Linear
Authorize your Linear workspace via OAuth. Add Sentry, GitHub, and Slack for full context.
Issues get researched
New issues trigger an AI agent that checks Sentry for errors, finds related code and PRs, and searches Slack for prior discussion.
Specifications enrich your issues
A detailed specification with full context is written back to your Linear issue — ready for a developer or an AI coding agent to pick up.
Features
Built for teams with growing backlogs
Semantic issue matching
Matches new issues to existing Linear issues using embeddings — no more duplicate specs for the same root cause.
Automatic code context
Pulls the relevant source files, recent PRs, and commits so the specification includes the root cause, not just the bug report.
Real-time or scheduled
Research issues in real time as they're created, or run on a schedule to batch-process your backlog.
AI-ready output
Every specification is structured so Claude, Cursor, or any AI agent can act on it immediately.