trace-production-issue
Trace production alerts and issues back through REQ-* to original intent, creating new intent for remediation. Closes feedback loop from Runtime → Intent. Use when production alerts fire or issues discovered.
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Trace production alerts and issues back through REQ-* to original intent, creating new intent for remediation. Closes feedback loop from Runtime → Intent. Use when production alerts fire or issues discovered.
Setup observability platform configuration (Datadog, Prometheus, Splunk) with REQ-* dashboards and alerts. Creates monitors for each requirement with SLA tracking. Use when deploying to production or setting up...
Autogenerate production code from disambiguated business rules (BR-*). Converts BR-* specifications into validators, constants, and logic. Use when requirements have been disambiguated into BR-*, C-*, F-* forma...
Refine requirements from discoveries during TDD/BDD implementation. Captures edge cases, race conditions, and business rules discovered by developers. Enables requirements refinement loop. Use when developers d...
Extract technical constraints (C-*) from ecosystem E(t) - timeouts, API limits, compliance requirements, platform dependencies. Acknowledges given constraints, not design choices. Use to document ecosystem real...
Autogenerate validation functions from business rules (BR-*) that specify formats, patterns, ranges, or constraints. Use when BR-* includes validation specifications like regex patterns, min/max values, or allo...
Create technical solution architecture from requirements with REQ-* traceability. Designs components, APIs, data models, and interactions. Tags all design artifacts with requirement keys. Use after requirements...
Create Architecture Decision Records (ADRs) documenting strategic technical decisions while acknowledging ecosystem E(t) constraints. Use when choosing cloud providers, languages, frameworks, databases, or arch...
Homeostatic sensor detecting requirements without implementation or test coverage. Scans for REQ-* keys in requirements docs and checks if they have corresponding code and tests. Use to find coverage gaps.
Complete Behavior-Driven Development workflow coordinating SCENARIO → STEP DEFINITIONS → IMPLEMENT → REFACTOR cycle with Given/When/Then scenarios. Use when writing BDD tests or implementing features from user...
Complete Test-Driven Development workflow coordinating RED → GREEN → REFACTOR → COMMIT cycle with requirement traceability. Use this when implementing a requirement (REQ-*) or adding new functionality.
Generate comprehensive coverage report with requirement traceability mapping. Shows coverage per REQ-*, gaps, trends, and recommendations. Use for status dashboards, quality reviews, or compliance audits.
Homeostatic actuator auto-generating missing tests for requirements with low coverage. Creates unit tests, edge cases, and error cases for REQ-* without sufficient test coverage. Use when validate-test-coverage...
Homeostatic sensor validating test coverage percentage and detecting requirements without tests. Calculates coverage per requirement (REQ-*) and overall. Use as quality gate or continuous coverage monitoring.
Refactor BDD implementation (scenarios, step definitions, feature code) to improve quality and eliminate tech debt while keeping scenarios passing. Use after implement-feature when scenarios are green.
Homeostatic sensor validating all requirements have design coverage. Checks for requirements without components, APIs, or data models. Quality gate before Code stage. Use to ensure design completeness.
Autogenerate formula implementations from formula specifications (F-*). Converts mathematical formulas, calculations, and algorithms into production code with tests. Use when F-* includes formula specifications...
Break vague requirements into precise business rules (BR-*), constraints (C-*), and formulas (F-*) for code generation. Orchestrates extraction of BR-*, C-*, F-* from REQ-*. Use after requirement-extraction to...
Homeostatic actuator that tags code, tests, and commits with REQ-* keys for traceability. Adds "# Implements:" tags to code and "# Validates:" tags to tests. Use when code or tests are missing requirement tags.
Extract mathematical formulas (F-*) from requirements - calculations, algorithms, conversions. Enables autogeneration of calculation functions with tests. Use when requirements involve math, dates, percentages,...
Extract structured requirements with REQ-* keys from raw intent. Transforms vague user intent into formal requirements with unique keys, acceptance criteria, and business context. Use when starting new features...
Implement feature code to make BDD scenarios pass. Write production code that satisfies Given/When/Then scenarios. Use after implement-step-definitions when step definitions exist but scenarios are failing.
Tag logs, metrics, and distributed traces with REQ-* keys for production traceability. Enables backward traceability from runtime issues to requirements to intent. Use when deploying code or setting up observab...
Validate requirements quality - unique keys, acceptance criteria, testability, clarity. Sensor detecting requirement quality issues. Use before moving to Design stage or as quality gate.
The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.