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SpecSource – AI That Writes Linear Specs from Sentry, GitHub, & Slack

SpecSource – AI That Writes Linear Specs from Sentry, GitHub, & Slack

by bring-shrubbery·Apr 12, 2026·2 points·2 comments
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AI Analysis

●●SolidSolve My ProblemShip It

Automates bug triage context gathering, but Linear's native AI could replicate this soon.

Strengths
  • •Automates the tedious context gathering phase of bug triage specifically for Linear users.
  • •Clear pricing with a usable free tier.
Weaknesses
  • •Dependent on API stability of four different services.
  • •Linear is building native AI features that could replicate this.
Target Audience

Engineering managers, software development teams

Similar To

Jira AI · Sweep · HoneyHive

Post Description

Hi HN, I'm Antoni. I built SpecSource to automate the tedious research you do for every new Linear ticket - matching with Sentry errors, finding the relevant code, searching Slack for context, checking for duplicates in Linear.

You connect your ticketing system like Linear to tools like Sentry, GitHub, Slack, and when a new ticket comes in, an AI agent cross-references everything and writes a structured specification. Takes about 30 seconds. The output works well as input for AI coding agents too.

Free tier: 100 credits/month (enough for ~20 tickets in my experience). Pro: $10/month for 1,000 credits.

Happy to answer questions about the approach or architecture :)

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