Add eval-driven development skill#1013
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Pull request overview
This PR introduces a new skill, eval-driven-dev, which guides Copilot through an eval-driven QA loop for Python LLM applications using the pixie-qa tooling, and wires it into the repo’s skills index.
Changes:
- Added the
skills/eval-driven-devskill with end-to-end instructions for instrumentation, dataset creation, and eval test execution. - Added a bundled reference doc (
references/pixie-api.md) describing pixie CLI and Python APIs. - Registered the new skill in
docs/README.skills.md.
Reviewed changes
Copilot reviewed 3 out of 3 changed files in this pull request and generated 2 comments.
| File | Description |
|---|---|
| skills/eval-driven-dev/SKILL.md | Adds the core skill instructions and templates for running eval-driven QA workflows with pixie. |
| skills/eval-driven-dev/references/pixie-api.md | Provides a concise pixie API/CLI reference to support the skill’s workflow. |
| docs/README.skills.md | Adds the skill to the skills catalog so it shows up in generated listings. |
Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
aaronpowell
approved these changes
Mar 15, 2026
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Pull Request Checklist
npm startand verified thatREADME.mdis up to date.Description
The eval-driven-dev skill guides copilot through the full QA loop for LLM applications:
The skill triggers when user ask for QA/Eval/Testing of LLM-based python code, or making changes that involves LLM calls.
Type of Contribution
Additional Notes
The skill installs and uses
pixie-qapython package for trace, dataset and eval-test utilities. The package is open-sourced (MIT) here: https://github.com/yiouli/pixie-qaAny data are stored locally and LLM calls during eval is also made directly from local machine.
By submitting this pull request, I confirm that my contribution abides by the Code of Conduct and will be licensed under the MIT License.