HR & RECRUITING
Match GitLab Skill Gaps to Targeted Training Courses
Weekly, reads the team's GitLab contribution footprint to find skills required by open roles that no one ships today.
How it runs
The automated pipeline, trigger to output.
- TriggerWeekly schedule fires
- ActionFetch GitLab merge requests and changed filesGitLab
- LogicIntersect gaps with skills, pick coachable owners
- ActionAssemble per-gap learning paths
- OutputPost upskilling plan to SlackSlack
What it does
Where the hire-or-train workflow decides direction, this one builds the training plan. It reads what the team ships in GitLab, intersects that against the skills open roles demand, and isolates the gaps that are coachable internally. For each gap it recommends a concrete course or learning path and the best-positioned engineer to take it on.
When to use it
Use it when you've decided to close gaps by upskilling rather than hiring, and you want named owners and specific resources instead of a vague 'invest in training' line item.
How it works
- 1A weekly schedule fires the run.
- 2It fetches recent merge requests and changed files from GitLab to refresh the demonstrated-skills picture.
- 3A logic step intersects open-role requirements with current skills to surface coachable gaps and the closest candidate per gap.
- 4It assembles a recommended learning path for each gap.
- 5It posts the per-person upskilling plan to the team-development Slack channel.
Set it up
What you configure once, before turning it on.
- 1Connect GitLabRepos, MRs, pipelines, registry.
- 2Connect SlackChannels, DMs, threads, mentions.
- 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 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.
