Engineering
KernelWiki
Use when the user asks about optimizing NVIDIA Blackwell (SM100, B200) or Hopper (SM90, H100) GPU kernels — tcgen05/TMEM/CLC/NVFP4/2-SM cooperative, warp specialization, FlashAtten…
Business
trafego-analise
Provides narrated Meta Ads traffic analysis using VTSD terminology (Mandala of 18 types, Hidden Urgency, Wall Frame, Drill, Decorated, 3 Identities, HOT/COLD/SUPERCOLD, Quick Box, …
Engineering
optflow
Discover and deliver repository optimization work end to end: identify performance, reliability, maintainability, security, DX, and cost optimization points, prioritize by impact-e…
Productivity
liuyishou
Help workers capture work proof, protect tacit judgment, and grow a personal career moat from day-to-day work. Use when the user wants to log work, review weekly progress, spot AI-…
Web
optel-interpreter
Translate Adobe Operational Telemetry (OpTel) Explorer data into actionable recommendations for AEM Edge Delivery Services sites. OpTel Explorer provides real user monitoring data …
Web
wordpress-performance-best-practices
WordPress performance optimization guidelines for plugin, theme, and custom code development. This skill should be used when writing, reviewing, or refactoring WordPress PHP code t…
Web
wordpress-consultant
Delivers senior WordPress consulting via a fixed 10-section framework covering architecture, performance, security, scalability, WooCommerce, and technical debt, with a scored fina…
Engineering
audit-deep
Composite skill — full project health check across testing, config, hooks, performance, security, MCP, and plugins. Runs audit skills in parallel and reconciles into one severity-r…
Web
cwv-optimizer
Diagnose and fix Core Web Vitals issues on AEM Edge Delivery Services pages. Addresses EDS-specific performance patterns including the 100KB LCP budget, E-L-D loading phases, block…
Web
pagespeed-audit-report-writer
Transforms PageSpeed, Lighthouse, Core Web Vitals, or performance audit data into polished, client-ready reports. Handles single or multi-page audits from raw metrics, screenshots,…
Testing
qa-testing-routing
Routes QA and testing tasks across visual QA, certification, performance, API, accessibility, tools, and workflow optimization. Handles evidence-based bug reporting with screenshot…
Engineering
dotnet-performance-aot-review
Reviews .NET performance posture, Native AOT, and trimming readiness by analyzing .csproj files, trim warnings, benchmarks, and hot-path source for reflection/serialization risks, …
Security
brutal-review
Zero-tolerance multi-agent code review system. Launches parallel reviewers across Security, Architecture, Quality, Performance, and Style with MCP integration and weighted scoring;…
Security
memory-load-check
Reviews PRs and diffs for unbounded memory loading, concurrency issues, oversized payloads, and missing pagination or byte caps. Apply during cleanup jobs, data imports, file parsi…
Engineering
hotspot-optimizer
Scans codebases for performance hotspots including slow loops, N+1 queries, redundant computation, and high-complexity paths, then safely optimizes them behind existing tests. Rank…
Engineering
rad-code-review
Performs blame-aware code reviews with 3-role adversarial analysis, AI slop detection across 14 patterns, framework IDOR checks, WCAG 2.2 compliance, performance heuristics, and se…
Engineering
audit-perf
Static performance audit for routes, pages, server functions, or modules. Detects N+1 queries, missing indexes, oversized SELECTs, sequential awaits, unoptimized React paths, and c…
Testing
auditing-compose-performance
Runs an end-to-end Jetpack Compose performance audit for broad symptoms like sluggishness or rough scrolling. Sequences Measure → Diagnose → Fix → Verify phases across 25 focused s…
Engineering
nfr-assess
Evaluates non-functional requirements across Security, Performance, Reliability, Maintainability, Scalability, and Usability using measurable criteria and evidence-based scoring. I…
Data
planner-cost-model
PostgreSQL planner cost model: estimates query execution cost via costsize.c functions (cost_seqscan, cost_index, cost_nestloop, etc.) and GUCs (seq_page_cost, random_page_cost, cp…
Engineering
gale-v2-refactor
Refactors accumulated CPU/GPU DG optimizations into clean building blocks behind src/sim/'s Sim/Device layer while preserving measured performance. Includes distilled working rules…
Engineering
performance-regression-analysis
Analyzes measured performance regressions against explicit baselines and workloads via profiles, benchmarks, traces, logs, or reproducible experiments. Covers algorithms, I/O, cach…
Engineering
Reddiant
When generating code (follow these points and their priority is in the give order): - Use best practices and industry standards - Give efficient, optimized and highly performant co…
Engineering
rust-invariant-performance
Audit Rust crates for performance while preserving invariants, parse-don't-validate boundaries, typed errors, safety, and API orthogonality. Targets hot paths in numerical, geometr…
Testing
terminal--artillery
Performs load testing and performance testing using Artillery with YAML-based scenario definitions. Activates for mentions of Artillery, YAML load test, WebSocket testing, Socket.i…
Engineering
expert-analysis
Dispatches parallel subagents, one per domain, to analyze a feature against the codebase. Each expert covers architecture, performance, data/state, UI/UX, security, testing, or bui…
Web
webperf-resources
Analyzes network conditions (connection type, bandwidth, RTT, save-data) and applies adaptive loading: compression tiers, critical CSS inlining, autoplay/quality reductions, and pe…
AI / ML
cutile-autotuning
Adds, modifies, optimizes, or debugs CuTile autotuning code. Triggered by exhaustive_search, replace_hints, hints_fn, cuda.tile.tune, autotune filenames, or performance issues. Cov…
Productivity
vscode-doctor
Diagnose slow or freezing editor performance with evidence-first, zero-hardcoded-assumption workflow. Use for reports of lag, typing delay, UI freezes, extension host stalls, file …
Web
enhance-web-web3d
Audit-first skill that adds performant 3D and cinematic motion to existing web apps using Three.js/React Three Fiber, GSAP ScrollTrigger, and Motion/React Spring. Works across any …
Testing
ios-ettrace-performance
Capture and interpret ETTrace profiles for iOS simulator apps, including symbolicated launch and runtime flamegraphs. Use to profile app flows, gather performance traces, identify …
Data
zymtrace-anchored-query
Reusable wrapper for the knowledge-base-first SQL pattern on the zymtrace ClickHouse backend. Anchors the `zymtrace_profiling.events` schema first, derives safe narrow queries, exe…
Engineering
roblox-best-practices
Enforces Luau coding standards for Roblox projects across any framework. Reviews or refactors Scripts, LocalScripts, and ModuleScripts for naming, layout, performance, memory, netw…
Engineering
webgpu-metal-debug-kit
Debug Chrome WebGPU applications on macOS — browser-level via Chrome DevTools MCP, GPU-driver-level via Xcode xctrace Metal System Trace. Use when: WebGPU rendering bugs, GPU perfo…
Web
nuxt-data-audit
Audits Nuxt apps for data-fetching and performance compliance across 14 checklist items. Scans .vue/.ts files for useFetch, useAsyncData, $fetch and related patterns, then scores d…
Web
developing-react-apps
Provides 47 React and Next.js performance best practices for async patterns, bundle optimization, rendering strategies, re-render prevention, and JavaScript efficiency. Applies to …
Engineering
nodejs-performance-and-resilience
Hardens a Node.js service for load and failure after the scaffold exists: event-loop discipline, clustering or worker threads, backpressure, bounded concurrency, circuit breakers, …
Engineering
virtualization-specialist
Implements high-performance list virtualization for datasets exceeding 100K items via TanStack Virtual and react-window. Activate for large lists, infinite scroll, windowing, or ta…
Testing
openai--test-android-apps--android-performance
Gather and interpret Android performance data on an adb target using Simpleperf, Perfetto, Compose traces, gfxinfo, dumpsys, heap dumps, and native allocation traces. Profiles flow…
Data
diagnose-queries
Diagnoses slow database queries or endpoints by selecting the right mode—analyze known query, locate offender, incident triage, proactive audit, or regression chase—then applies EX…
AI / ML
inference-fleet-leaderboard
Renders cross-model fleet leaderboards from local perf-report campaigns: latency tiers, throughput peaks, and Pareto frontiers across decode latency, TTFT, and cost. Auto-discovers…
AI / ML
inference-value-ledger
Tracks inference performance wins versus FlashInfer/TRT-LLM and tuned vLLM baselines, grouping deployable results by status and linking each to live campaign data. Surfaces the nex…
Web
motion-dev-animations
Builds 120fps GPU-accelerated animations using Motion.dev for React, Next.js, Svelte, and Astro. Generates production-grade TypeScript code with reduced-motion support and performa…
Testing
armstat
Lightweight per-arm turn-log analyzer reporting billable turns, HTTP status counts, cache metrics with 5m/1h split, token-weighted hit rate, and thinking budget. Safe on live NDJSO…
Engineering
perf-instrument
Adds or removes performance markers like `SMATCHET_UI_PERF_SCOPE("perf_temp:...")` following rules from perf-detective or spike-hunter. Handles scope naming, nesting limits, prefix…
Testing
customer-audit
Multi-surface audit that fans one agent per interface and exercises every control with real interaction, before/after screenshots, and verification across functionality, trust, UX …
Web
eds-project-health
Audit an AEM Edge Delivery Services project's codebase for best practices, boilerplate currency, CSS scoping issues, block structure quality, performance patterns, and configuratio…
Design
design-motion-audit
Audit codebases, routes, components, or scenes for motion quality—token consistency, physics, performance risks, reduced-motion support, and accessibility gaps—delivering a priorit…
DevOps
asus-esc8000-gpu-bios-tuning
Configure low-latency GPU-serving BIOS profiles on ASUS ESC8000-E12P servers via Redfish: compare settings, stage changes, reboot, and validate. Supports performance power tuning, …
Productivity
pm-rate-team
Assesses individual contributions across a configurable window (default 2 weeks). Generates contributor metrics including merged PRs, review cycles, issue throughput, participation…
Data
fabric-udf-perf-remediate
Diagnose and fix performance problems in Fabric User Data Functions, including timeouts, capacity overuse, cold starts, and connection issues. Analyzes logs, metrics, and invocatio…
Data
profiling-transaction-fingerprints
Analyzes transaction fingerprints from aggregated statistics to detect high-retry patterns, contention, and commit latency issues. Enables historical transaction-level investigatio…
Engineering
blow-compiler-gamedev
Designs languages and game engine code in the style of Jonathan Blow, emphasizing programmer productivity, compile-time execution, and rejecting unnecessary complexity. Use for lan…
Web
frontend-performance
Optimize frontend load times to a performance budget: split bundles by route, lazy-load non-critical assets, compress images/fonts, reduce hydration overhead, eliminate render-bloc…
Engineering
lisa-parity-coderabbit
Provides thorough PR-style code reviews across the full diff, covering bugs, security, performance, and maintainability with concrete fixes and a structured summary. Independent, v…
Engineering
complexity-optimizer
Analyzes a codebase for algorithmic complexity and performance hotspots, then proposes or implements safe optimizations without breaking behavior. Use when scanning many files to f…
Business
team-ops
AI-powered team performance auditing using the Elon Algorithm for ruthless evaluation of output velocity, quality, independence, and initiative. Delivers A/B/C stack ranking with p…
Security
phy-graphql-schema-audit
Scans GraphQL SDL or introspection JSON files to flag N+1 risks, unbounded depth, deprecated fields, naming issues, circular refs, missing pagination, and loose scalars. Produces p…
Web
audit-bundle-size
Analyses and reduces JavaScript bundle size across any web app or framework. Detects bundlers, runs production builds with analysis, flags large chunks, duplicates, and missing spl…
Engineering
godot-master
Expert reference for Godot 4.x game and app development. Coordinates 94 specialized blueprints covering architecture, anti-patterns, performance budgets, and Server API patterns fo…
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