ForceInjection

Systematically consume QA quality gate outputs and apply prioritized fixes for high-severity issues, NFR failures, and test coverage gaps. Use when quality review identifies issues requiring remediation.

Structured root cause analysis methodology with three-test isolation and prevention analysis

Defines unit testing standards for the Sigil project. Applies when writing tests, reviewing test code, creating fixtures or mocks, or answering questions about testing conventions. Covers test structure, fixtures, mocks, assertions, table tests, and type safety in tests.

Small skill with basic content for token testing

Set up Python projects using nix/direnv with uv for environment management. Use when creating new Python projects, initializing Python environments, or when the user wants automatic Python virtual environment setup with nix flakes.

use when adding API to this project that exists in numpy, especially if the user mentions a stream in the numpy-api-parity plan.

Authoritative guidelines for writing production-grade ROS 2 (Humble) Python 3.11+ code (leveraging 3.12+ features where compatible) for Physical AI applications.

Connect to REST APIs, handle authentication, and process JSON responses