CONTENT CREATION
Release Notes Publish to Readme Docs and Discord
When a release is tagged, drafts versioned release notes from the diff and publishes them straight to your Readme changelog.
How it runs
The automated pipeline, trigger to output.
- TriggerGitLab release tag publishedGitLab
- ActionCollect MRs included in the tagGitLab
- ActionDraft developer release notes with LLMOpenAI
- ActionPublish Readme changelog entryReadMe
- OutputAnnounce new version in DiscordDiscord
What it does
Keeps your hosted product docs and developer community in sync with each tagged release. It builds versioned release notes from the MRs in the tag, publishes them as a Readme changelog entry, and posts a release announcement to your Discord developer community channel.
When to use it
For API and developer-tooling products that maintain a public changelog on Readme and engage developers in Discord. It removes the manual step of writing the same release twice in two places.
How it works
- 1A GitLab release-tag event triggers the flow with the version.
- 2The flow collects the MRs included in the tag and their descriptions.
- 3An LLM step drafts developer-oriented release notes with code-relevant detail.
- 4The notes are published as a new Readme changelog entry for that version.
- 5A formatted announcement with the changelog link is posted to Discord.
Set it up
What you configure once, before turning it on.
- 1Connect GitLabRepos, MRs, pipelines, registry.
- 2Connect OpenAIModels, embeddings, files.
- 3Connect ReadMeAPI docs, changelog, auth.
- 4Connect DiscordCommunity channels + voice + bots.
- 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.
More Content Creation workflows
Build a Dropbox B-roll library from exported blog drafts
Triggers when a new blog draft file lands in a Dropbox folder, generates a Replicate B-roll clip for each paragraph.
Generate B-roll clips when a blog post is marked Ready in Notion
Watches a Notion blog database for posts flipped to 'Ready', splits the body into paragraphs, and generates a short B-roll video clip for each paragraph with Replicate.
On-demand: turn a blog URL into narrated B-roll clips
Accepts a blog URL via webhook, scrapes the article, generates a B-roll clip per paragraph with Replicate and a voiceover with ElevenLabs.
On-Demand Screenshot Freshness Report from a Slack Command
A writer requests a freshness check in Slack for a specific docs page; the workflow inspects every screenshot on that page, scores each by age and version gap.
Sync a Figma master frame into localized hero renders
Pulls the current master hero frame and its text layers from Figma, generates a localized image variant for each locale defined in Airtable.
Research-driven localized hero banners tuned per market
An agent researches cultural and seasonal cues for each target market, adapts the master hero concept to fit local context, generates a tailored image per locale.
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.

Run this workflow in your colony.
14-day trial. No DevOps. No Sales call. Provisioned in under a minute.
