code-review
code-review
【开发与工程】Review code changes for correctness, regressions, and unintended scope. Use when reviewing a pull request, branch, commit, patch, or local diff, including when invoked with /code-review.
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code-review
【开发与工程】Review code changes for correctness, regressions, and unintended scope. Use when reviewing a pull request, branch, commit, patch, or local diff, including when invoked with /code-review.
llm-parsability
【效率与协作】Use when auditing content pages for AI discoverability. Applies to any informational page intended to appear in AI-generated answers, search snippets, or knowledge base extraction.
reading-level
【开发与工程】Use when reviewing content pages for user experience and SEO. Applies to blog posts, landing pages, how-to guides, and any long-form content intended for a broad audience.
twitter-cards
【开发与工程】Use when applies to any page intended to be shared on X (Twitter). Use when auditing social sharing previews or adding social meta tags to a new site.
brand-perception-psychologist
【设计与创意】Audit visual, verbal, and behavioral brand signals and propose alignment changes when market perception differs from the intended position.
git-pushing
【开发与工程】Safely stage, commit, and push intended git changes with conventional commit messages. Use for ordinary non-release pushes when explicitly asked to push, save work remotely, or share a completed change.
git-pushing
【开发与工程】Safely stage, commit, and push intended git changes with conventional commit messages. Use for ordinary non-release pushes when explicitly asked to push, save work remotely, or share a completed change.
geofeed-tuner
【开发与工程】Use this skill whenever the user mentions IP geolocation feeds, RFC 8805, geofeeds, or wants help creating, tuning, validating, or publishing a self-published IP geolocation feed in CSV format. Intended user audience is a network operator, ISP, mobile carrier, cloud provider, hosting company, IXP, or satellite provider asking about IP geolocation acc…
intended-vs-implemented
【文档与办公】The method for finding the gap between what a system is supposed to do and what the code actually does — the class of bug generic scanners miss because they have no model of intent. Defines what counts as documented intent, what counts as implementation evidence, which mismatches matter, and how to avoid hand-wavy findings. Use when auditing AI-built…
authoring-model-cards
【文档与办公】Generate a model card for an OpenMed clinical NER or de-identification model documenting intended use, quantitative metrics, subgroup performance, limitations, and a medical-device disclaimer for clinical AI governance. Use when the user wants to write or update a model card, a README model section, or governance documentation, or to turn OpenMed eva…
sotif-analysis
【数据与研究】Safety of the Intended Functionality (ISO 21448) analysis support
snapshot-testing
【开发与工程】Use Verify for snapshot testing in .NET. Approve API surfaces, HTTP responses, rendered emails, and serialized outputs. Detect unintended changes through human-reviewed baseline files.
bio-primer-design-primer-specificity
【设计与创意】Checks whether a PCR primer PAIR amplifies only the intended target genome-wide, using pair-aware in-silico PCR (MFEprimer-3.0, UCSC isPcr, NCBI Primer-BLAST) plus a primer3-py 3'-end-stability prefilter, against the correct database. Covers why plain BLAST is the wrong tool (it scores per-primer similarity, blind to 3'-terminal anchoring and to whet…
leverage-and-response-design
【设计与创意】Design a wise systems intervention from an existing analysis. Maps proposed actions against Meadows' leverage points, checks for unintended consequences, and generates alternatives.
writing-espresso-tests
【数据与研究】Use this skill to write Espresso 3.7.0 tests against Android Views — `onView(matcher).perform(action).check(matches(...))`, `onData(...)` for `AdapterView`, `RecyclerViewActions`, `Intents.intended/intending`, and `IdlingResource` registration. Covers the full `ViewMatchers` / `ViewActions` / `ViewAssertions` catalog, the `RootMatchers.DEFAULT` exclu…
deep-trajectory-analysis
【设计与创意】Reconstruct and visually analyze paired agent, game, or policy trajectories to determine whether changed actions produced their intended effects. Use for move-history audits, replay/trace analysis, policy regressions, behavior calibration, causal first-divergence studies, reply-survival analysis, agent personality validation, promotion decisions, and…
code-refactoring
【设计与创意】Turn a cleanup packet into one behavior-preserving refactor brief. Use when simplifying a messy function/component/service, freezing behavior before touching fragile legacy code, splitting a cleanup-heavy diff into reviewable slices, or planning a repeated migration / codemod without changing intended behavior. Route diagnosis to debugging, review ju…
generating-semantic-game-mutants
【开发与工程】Injects controlled, game-specific semantic defects — timing/order, identity and lifecycle, scoring and economy, persistence/save, RNG/determinism, input buffering, animation-gameplay sync, content/configuration — into a game or its trace reducer, and records a withheld manifest of intended defect mechanism, precondition, expected symptom, violated in…