ENGINEERING
Uncovered-diff test-stub authoring agent
When an MR is labeled coverage-regression, an agent reads the uncovered diff lines, drafts matching test stubs.
How it runs
The automated pipeline, trigger to output.
- Triggercoverage-regression label addedGitLab
- ActionFetch MR diff + uncovered linesGitLab
- ActionAgent drafts targeted test stubsOpenAI
- LogicValidate stubs map to real symbols
- ActionPost stubs as MR suggestionGitLab
- OutputNotify author in SlackSlack
What it does
When a merge request carries the `coverage-regression` label, this agent-driven workflow pulls the specific uncovered added lines, reasons about what behavior they introduce, and drafts test stubs that target those paths. It posts the proposed tests back on the MR as a suggestion the author can apply with one click.
When to use it
Use it when coverage gates keep catching MRs but authors stall on writing the tests. The agent turns a regression flag into a concrete starting point, lowering the effort to close the gap. Best for teams comfortable reviewing AI-drafted tests before merging.
How it works
- 1A GitLab label-added webhook fires for the `coverage-regression` label.
- 2The flow fetches the MR diff and the uncovered-line set from the pipeline coverage artifact.
- 3An agent reads the uncovered code plus nearby context and drafts targeted test stubs.
- 4A logic step verifies the drafts reference real symbols and skips files it cannot map.
- 5It posts the stubs as a suggested-changes comment and notifies the author in Slack.
Set it up
What you configure once, before turning it on.
- 1Connect GitLabRepos, MRs, pipelines, registry.
- 2Connect OpenAIModels, embeddings, files.
- 3Connect SlackChannels, DMs, threads, mentions.
- 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 Engineering workflows
Upgrade Impact Router to Module Code Owners
Maps a dependency-bump PR's affected modules to their CODEOWNERS, then DMs each owner on Slack with only the changelog slice that touches code they own.
Re-Voice IVR Prompts on Phone-Tree Config Merge
When a phone-tree config change merges in GitHub, regenerates the ElevenLabs audio for any prompt whose script changed in the diff and opens a follow-up PR adding the new audio…
Agent reviews model-license fit and suggests compliant swaps on the PR
When a PR adds a Hugging Face model, an agent reads the model card and license, judges fit against your commercial-use policy.
Scan for deprecated endpoints and email consumers a weekly sunset countdown
On a weekly schedule, scans the OpenAPI spec for endpoints marked deprecated with a sunset date, and emails each consuming team a countdown of how many days remain before removal.
Publish a versioned API changelog to Confluence on each release tag
On a new semver release tag, gathers the contract changes since the last release and writes a clean.
Gate breaking API PRs behind downstream consumer acknowledgement
When a PR introduces a breaking contract change, comments the impact summary back on the PR, applies a blocking label.
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.