CHATBOTS
Discord Bot: Is This Test Flaky or Really Broken?
A Discord command that takes a failing test name, queries historical CI run data in Axiom.
How it runs
The automated pipeline, trigger to output.
- TriggerDiscord slash command with test name and branchDiscord
- ActionQuery Axiom for test outcome historyAxiom
- LogicCompute flake rate and classify flaky vs regression
- OutputReply with verdict, flake rate, and recommendation in DiscordDiscord
What it does
When a contributor's pipeline fails on a test, they ask the bot whether it's their fault. The bot queries Axiom for that test's recent pass/fail history across all pipelines and answers whether the failure looks like a known intermittent flake or a real regression that their change likely introduced.
When to use it
Use this on repos plagued by flaky tests, where contributors waste time debugging failures that aren't theirs. It gives a data-backed verdict ("this test failed 14 of the last 200 runs on unrelated branches — likely flaky") instead of a guess.
How it works
- 1A contributor runs a Discord slash command with the failing test name and their branch.
- 2The bot queries Axiom for the test's outcome history over a recent window.
- 3A logic step computes the baseline flake rate and compares it against this branch's behavior.
- 4It classifies the result as likely-flaky, likely-regression, or inconclusive.
- 5The bot replies in Discord with the verdict, the flake rate, and a recommendation to retry or investigate.
Set it up
What you configure once, before turning it on.
- 1Connect DiscordCommunity channels + voice + bots.
- 2Connect AxiomLog streams, queries, dashboards.
- 3Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 4Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 5Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
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Run this workflow in your colony.
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