gap-analysis
Identify discrepancies between documented requirements and actual implementation through systematic comparison and analysis
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Updated 10-21 00:11
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Identify discrepancies between documented requirements and actual implementation through systematic comparison and analysis
Read-only review of AFK slice candidates, reporting must-fix issues with contract linkage and causal evidence
Use when raising code quality or test coverage across a .NET, Java, or Python repository.
Root A/B testing: experiment design, statistical significance, sample size power analysis, launch criteria
Introduces controlled failures to test and enhance system resilience in distributed environments.
Use when the user is debugging a bug, tracing an error, or asking why something fails. Examples: "Why is X failing?", "Where does this error come from?",…
Use this skill when creating comprehensive testing strategies for applications. Provides test planning templates, coverage targets, test case structures, and…
Apply Structural Equation Modeling (SEM) to test hypothesized causal structures by combining measurement models (CFA) and structural models (path analysis).…
Review changes since a fixed point on Standards and Spec axes with risk-tiered agents. Use for backlog-backed branches, PRs, work in progress, or Epic closure.
Behavioral testing methodology — test what users experience, not how code is structured. Use when writing tests, reviewing test quality, planning test strategy…
axe-core - accessibility testing engine for automated WCAG compliance checks. USE WHEN: user mentions "axe", "automated accessibility testing", "a11y tests",…
Run a candidate against the baseline over an Opik test suite and read the numbers back — which cases broke, which got fixed, the per-metric deltas, worst rows,…
Take a judge live on production traffic — create an Opik online evaluation rule (LLM-as-judge or Python metric) on a project with sampling, filters, variable…
Turn a failing Opik trace (or a described failure) into a repeatable regression check — a test-suite item with the trace's input and one or two binary…
Decide ship or hold for a candidate from the compare skill's numbers, against an explicit release policy — regressions, pass rate, safety-tagged cases,…
Generate Go unit tests using testify suite/assert patterns. Use when writing test suites with mocks, testing standalone functions, or adding unit test coverage.
Use when migrating test assertions from legacy package:matcher expect() syntax to package:checks fluent assertions.
Build, review, debug, migrate, or plan arbitrary-precision decimal math with decimal.js v10. Use for decimal.js, Decimal, Decimal.clone, Decimal.set,…
Build, review, debug, configure, migrate, teach, or plan Drizzle ORM 1.0 RC (not 0.x) with kit, seed, validators, and Effect drivers. Use for drizzle-orm@rc,…
[Fix & Debug] Use when you need to investigate and explain how existing features or logic work. Flag: --mode=explain produces a one-way developer-narrative…
Ruby static code analyzer and formatter for enforcing style guidelines, detecting bugs, and improving code quality. Supports Rails, RSpec, and Performance…
Use only when the user explicitly asks for TDD, a failing test, or a regression test, OR when the bug has an obvious cheap local test target. Skip when the…
Add an experiment-ref rule to a GrowthBook feature flag to run an A/B test through that flag. Use when the user says "run an experiment through this flag",…
Receive and verify Bitbucket Cloud webhooks. Use when setting up Bitbucket webhook handlers, debugging X-Hub-Signature verification, or handling repository and…