SUMMARIZATION
Weekly GitLab Release-Window Digest to Discord
On a weekly schedule, gathers all MRs merged in the past 7 days, summarizes them into a tidy 'what shipped this week' digest, and posts it to a Discord community channel.
How it runs
The automated pipeline, trigger to output.
- TriggerWeekly schedule fires
- ActionPull MRs merged in last 7 daysGitLab
- LogicSkip if no customer-facing MRs
- ActionSummarize week into highlights with OpenAIOpenAI
- OutputPost weekly digest to DiscordDiscord
What it does
Produces a once-a-week recap of everything that shipped, written for your community, and drops it into Discord so users and customers see momentum without reading the repo.
When to use it
Use it when you release continuously rather than on tagged versions, and want a predictable weekly heartbeat post in your Discord community or customer channel.
How it works
- 1A weekly schedule (e.g. Friday 16:00) triggers the run.
- 2The flow pulls every MR merged into the default branch in the trailing 7-day window from GitLab.
- 3A logic step checks whether any customer-facing MRs exist; if the week was quiet it skips posting entirely.
- 4OpenAI condenses the MRs into a short, upbeat digest with 3-6 bullet highlights and a one-line summary.
- 5The digest is delivered as a formatted Discord message with the week's date range in the title.
Set it up
What you configure once, before turning it on.
- 1Connect GitLabRepos, MRs, pipelines, registry.
- 2Connect OpenAIModels, embeddings, files.
- 3Connect DiscordCommunity channels + voice + bots.
- 4Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 5Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 6Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
More Summarization workflows
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Front Escalation War-Room Brief to Slack
On a Front escalation, posts a concise threat-assessment brief to a Slack channel only when the AI judges the situation high-severity.
VIP Front Escalation Instant Exec Page-Out
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Release health note per Vercel deploy
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Rollback recommendation when a deploy spikes errors
When a Sentry alert fires for an error spike, attributes it to the most recent deploy, summarizes whether the spike is dominated by new error classes introduced by that release.
Run it inside a business
This workflow drops into a full company template. Import the org, and this is one of the playbooks its agents run.

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