reanimated-skia-performance covers gesture-driven animations, spring/timing transitions, and 2d canvas rendering with react-native-reanimated v4 and shopify skia, including performance diagnostics and ui-thread state management patterns.

converts arbitrary write primitives to code execution by selecting from versioned target classes (hooks, vtables, arrays, gadgets) with glibc compatibility matching and protection layer awareness.

core-data covers stack setup, concurrency patterns, and batch operations for legacy Core Data codebases avoiding SwiftData migration. includes NSFetchedResultsController, persistent history tracking, and staged migration guidance.

pubchem-database provides chemical structure and property lookups against 110m+ compounds via pug-rest and pubchempy. covers name/cid/smiles queries, molecular descriptors, similarity searches, and bioactivity retrieval.

coding-standards compiles universal principles and patterns for typescript, javascript, react, and node.js development. covers naming, type safety, component structure, api design, and testing but lacks actionable procedures and failure-mode handling.

atomic-design-fundamentals teaches brad frost's component hierarchy (quarks through pages) for organizing design systems, but stops short of implementation guidance or real-world application patterns.

dimensionality-reduction covers pca, t-sne, umap, and feature selection techniques with working python examples on iris data. provides visualization and model comparison but lacks guidance on technique selection and failure recovery.

ce-release-notes queries github release history for the compound-engineering plugin, summarizing recent releases or answering targeted questions about when features were introduced.

run-acceptance-tests covers invoking Go test functions prefixed with TestAcc for terraform providers, including environment variable setup and basic diagnostic ordering for failures.

python-pro targets modern python 3.12+ codebases with async workflows and performance optimization, but the skill lacks concrete procedural steps and explicit failure handling needed for production reliability.

micro-saas-launcher guides indie developers through rapid saas validation, mvp development, pricing, and launch execution. covers idea validation, 2-week build sprints, pricing frameworks, and distribution strategy with explicit failure modes.

wrap coordinates session closure by invoking reflect to finalize memory state, then cleans git worktrees and prepares context for the next task cycle.

implement-paper guides agents through converting research papers into interactive marimo notebooks by scoping user intent, fetching papers, and building pedagogical implementations with progressive disclosure and runnable code cells.

nodejs-development covers payload cms setup, vue composition api patterns, pinia stores, and zod schema validation. practical examples but lacks operational context and failure handling depth.

cli-to-js-api-wrapper converts command-line tool help text into typed javascript apis via proxy objects, enabling structured invocation of subcommands and flags without shell string concatenation.

ghost-repo-context walks a codebase to detect project structure and dependencies, writing findings to repo.md. works without delegation but lacks clarity on what output actually gets produced and how edge cases are handled.

mobile-ssl-pinning-bypass addresses ssl pinning bypass techniques across android and ios platforms using frida, objection, and framework-specific hooks, though execution guidance remains incomplete.

3d-web-experience covers three.js, react three fiber, spline, and webgl optimization for interactive 3d web products. includes asset pipeline guidance, scroll-driven interactions, and performance anti-patterns but lacks actionable procedural depth.

project-builder enforces a discovery and reference-reading discipline before engineering work begins, routing projects to specialized skills and platform rules to avoid common integration failures.

notion-meeting-intelligence gathers context from notion and codex to draft tailored meeting agendas and pre-reads, with support for multiple meeting templates and iterative enrichment.

printing-press-retro conducts post-generation analysis to identify systemic improvements across the CLI production pipeline (templates, binary, skills, docs). focuses on recurring friction points rather than individual CLI fixes.

multi-search coordinates four search engines with automatic fallback and quota management, supporting both quality-first and cost-optimized modes. content fetching and summarization integration available.

figma-create-new-file creates a blank figma design or figjam file in the user's drafts folder, with optional arguments to specify file type and custom name.

business-analytics-reporter analyzes csv business data to identify weak revenue areas and recommend improvement strategies, but lacks concrete procedural steps and error handling.

minimal-run-and-audit captures execution evidence and normalizes outputs for smoke tests and short verification runs in deep learning repos. intended for use after targets and setup are already decided, producing standardized reports on scientific comparability and result status.

having-difficult-conversations guides users through five conversation types using four named frameworks (radical candor, sbi, nvc, structured termination), with emphasis on preparation and role-play practice before high-stakes discussions.

migrate-xml-views-to-jetpack-compose delivers a 10-step methodology for converting android xml layouts to jetpack compose while maintaining visual parity and functional correctness, focusing on ui transformation only.

slack-messaging covers mrkdwn syntax rules, formatting tables, common mistakes, and message structure guidance for composing readable slack communications.

12-agent pipeline for academic paper writing with configurable modes, style calibration from reference papers, and writing quality checks to avoid ai-typical patterns and improve sentence rhythm.

review-animations evaluates motion code against a proprietary design standard derived from Emil Kowalski's philosophy. enforces non-negotiable principles like justified motion and frequency-appropriate timing, escalates violations, and defaults to rejection.

this skill provisions a complete aurora database cluster with instances, managing cluster creation, instance attachment, and password storage via secrets manager for mysql and postgresql engines.

wiki-query retrieves answers from a compiled obsidian wiki by searching cross-referenced content. it enforces strict read-only semantics and delegates write operations to other skills.

trader-memory-core manages thesis lifecycle state from screening through postmortem, bundling candidates, position data, and learned lessons in persistent objects indexed by ticker and thesis type.

serp-features covers SERP types, their obtainability constraints, and content/schema optimization levers. Establishes why feature visibility matters for ctr and keyword strategy prioritization.

code-exemplars-blueprint-generator produces technology-aware prompts that instruct ai tools to scan codebases and extract high-quality code examples organized by language, layer, or pattern type. configurable depth and output format support multiple tech stacks.

mcp-builder guides creation of production mcp-use servers with starter templates, zod-based schema validation, automatic react widget registration, local inspector testing, and cloudhosted deployment.

hyperframes-registry installs reusable blocks and components into HyperFrames compositions via cli. blocks require wiring attributes; components need manual html, css, javascript merging into host compositions.

competitive-intel maps competitor landscape, builds sales battlecards, and tracks win/loss patterns. triggers cover common queries (landscape, battlecard, winloss) but procedure lacks depth and edge cases go unaddressed.

xlsx handles spreadsheet creation, editing, and analysis across multiple formats with formula preservation, financial modeling color conventions, and error detection via pandas and openpyxl backends.

argent-native-profiler wraps xctrace (ios) and perfetto (android) for diagnosing cpu bottlenecks, ui hangs, and memory pressure. provides structured trace parsing and historical session recall, though documentation truncates mid-section.

skills-cli covers discovery, installation, and lifecycle management of agent skills via command line, supporting multiple package sources and installation scopes with lock file persistence.

swiftui-design-principles captures visual consistency patterns from production apps, emphasizing restraint, grid-based spacing, and system-aligned colors. directly applicable to custom views and widgets.

campaign-plan scaffolds marketing campaign generation by collecting goal, audience, and timeline inputs, then outputs a brief with objectives, messaging, channels, calendar, and metrics. execution details remain underspecified.

felo-slides generates presentation decks from outlines and notes via the felo ppt task api, supporting exports to shareable links. covers english and chinese trigger phrases but lacks actionable implementation steps.

interactive-dashboard-builder provides templated patterns for self-contained html dashboards with chart.js, filter controls, and responsive styling. it covers kpi cards, multiple chart types, and data tables, all in a single file without server dependencies.

argent-device-interact provides a unified toolset for automating ios simulator and android emulator interactions via gesture, input, and navigation commands with platform auto-dispatch.

brand-guidelines provides copywriting rules for sentry's product voice, covering tone selection, grammar, punctuation, word choice, and ui element patterns across contexts like buttons, error messages, and empty states.