SUMMARIZATION
Agentic Slack Decision Triage to Linear and GitHub
An agent reads a flagged Slack thread, extracts the decision and action items, then autonomously routes each one — engineering work to GitHub issues.
How it runs
The automated pipeline, trigger to output.
- TriggerFlag emoji added to a Slack threadSlack
- ActionAgent fetches thread and extracts decision plus action itemsSlack
- LogicAgent classifies each item as engineering or non-engineeringOpenAI
- ActionCreate GitHub issues for engineering itemsGitHub
- ActionCreate assigned Linear issues for non-engineering itemsLinear
- OutputReply in-thread explaining routing with linksSlack
What it does
Not every action item belongs in the same system. This agent-driven workflow reads a flagged Slack thread, extracts the decision and its action items, and reasons about where each item should live. Code or infrastructure work is opened as a GitHub issue in the relevant repository; product, ops, and process items become assigned Linear issues. The agent explains its routing decisions and posts a summary with links to everything it created.
When to use it
Use it when a single discussion spawns mixed work — bug fixes that belong in GitHub alongside product tasks that belong in Linear — and you want the routing decided intelligently rather than dumping everything in one tracker. Best for teams comfortable letting an agent choose the destination per item.
How it works
- 1A flag emoji on a Slack thread fires the trigger.
- 2The agent fetches the full thread and extracts the decision plus action items.
- 3For each action item the agent classifies it as engineering work or non-engineering work.
- 4Engineering items are created as GitHub issues in the inferred repository.
- 5Non-engineering items are created as assigned Linear issues.
- 6The agent posts a thread reply explaining each routing choice with links to the created items.
Set it up
What you configure once, before turning it on.
- 1Connect SlackChannels, DMs, threads, mentions.
- 2Connect OpenAIModels, embeddings, files.
- 3Connect LinearIssues, projects, cycles, triage.
- 4Connect GitHubRepos, issues, pull requests, actions.
- 5Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 6Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 7Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
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