curiositech
496 verified skills65 total stars
cdn-cache-control-headers
Designing HTTP cache headers that work correctly across browsers, CDNs, and shared proxies — `Cache-Control` directives per RFC 9111, `stale-while-revalidate` and `stale-if-error` per RFC 5861, the Vary header for varying responses, and surrogate keys for tag-based purging. Grounded in IETF RFCs and Cloudflare/Fastly docs.
testing4
circuit-breakers-and-retries
Building resilient distributed systems with circuit breakers, retries with full-jitter exponential backoff, retry budgets (per-request 3-attempt + per-client 10% ratio per Google SRE), deadline propagation, and the cascading-failure math (4 layers × 3 retries = 64x amplification). Grounded in Resilience4j, Microsoft Cloud Patterns, AWS Architecture Blog (Marc Brooker), and Google SRE Book.
tools4
bratman-israel-pollack-1988-plans-resource-bounded-reasoning
Use for bounded reasoning, partial planning, commitment policy, deliberation cost, and reconsideration-threshold design instead of assuming free deliberation. NOT for exhaustive planning, static optimization, or domains where reconsideration cost is irrelevant.
data-ai3
a-normative-extension-for-the-bdi-agent
Apply normative BDI reasoning to agents that must detect norms, choose which commitments to internalize, and resolve conflicts by comparing consequences. Use when obligations, prohibitions, or policies collide in autonomous systems. NOT for simple fixed-priority rules, pure constraint satisfaction, or domains where no real normative conflict exists.
tools3
a-task-analysis-of-pier-side-ship-handli
Apply cognitive task analysis to expert work that depends on perceptual cues, branching judgment, and recurring monitoring loops. Use when decomposing expert capability into agent structure, simulation design, or validation interviews. NOT for ordinary step-by-step SOP capture or simple pipelines with no tacit cue layer.
testing3
conditions-for-intuitive-expertise-a-fai
Diagnose when intuitive judgment, agent confidence, or expert routing can be trusted by classifying environment validity, feedback quality, and task-boundary fit. Use for confidence calibration, agent routing, expertise audits, and escalation design. NOT for deterministic implementation tasks, pure syntax debugging, or domains with explicit verifiable answers.
development3
content-security-policy-headers
Use when designing or fixing a Content Security Policy on a real site, choosing between nonce-based and hash-based CSP, adding strict-dynamic, debugging "Refused to execute inline script" errors, deploying CSP in report-only mode first, configuring report-to / report-uri, or auditing an existing policy for unsafe-inline / unsafe-eval / wildcards. Triggers: "CSP blocks legitimate inline script", strict-dynamic, nonce-{RANDOM}, sha256-{HASH}, object-src none, base-uri none, frame-ancestors, Trusted Types, X-Content-Security-Policy obsolete, report-only vs enforced. NOT for general HTTP security headers (HSTS, COOP/COEP), Trusted Types deep dive, CORS configuration, or building a WAF.
development3
api-versioning-strategy
Choosing and operating an HTTP API versioning strategy that doesn't break clients — Stripe's date-based pinned versions, the Deprecation/Sunset header pair (RFC 9745 + RFC 8594), URI vs header vs media-type approaches, and the version-transformer pattern. Grounded in Stripe's published architecture and IETF RFCs.
tools3
cloudflare-workers-debugging
Use when wrangler deploys silently fail or produce wrong artifacts, secrets upload as empty strings, custom domain DNS is not resolving, route assignment broke after rename, observability/tail logs are needed, D1/KV/R2 bindings are missing, OAuth scope errors block a command, cookies on a redirect are not attaching, or the worker exceeds CPU time. Triggers: "Tenant or user not found", "Authentication error" on wrangler d1 push, secret length is 0 after upload, route returns origin not worker, "compatibility_date too old", 1101 errors, custom_domain assignment lost on script rename. NOT for AWS Lambda / Vercel Edge / Deno Deploy (different runtimes), Cloudflare Zero Trust, or R2-specific tuning.
development3
background-job-queue-design
Use when designing a background-job system, choosing between BullMQ / Sidekiq / RQ / Temporal / SQS, deciding queue-vs-workflow, sizing concurrency vs rate limits, building dead-letter queues, or making handlers idempotent. Triggers: jobs running twice on retry, lost jobs after worker crash, DLQ filling up, Redis OOM from job backlog, exactly-once requested, "do we need Temporal?", visibility timeout / lockDuration confusion, exponential backoff vs jitter, fan-out fan-in workflows. NOT for outbound webhook publishing (different concerns), receiver-side webhook handling (different concerns), event-streaming/Kafka topology, or in-process async (event loop only).
development3
astro-islands-architect
Use when building content-heavy sites with Astro, deciding between SSG/SSR/hybrid, choosing client directives (idle/visible/load/media), structuring content collections with type-safe schemas, integrating React/Vue/Solid/Svelte components in the same project, or migrating from Next.js for marketing/docs. Triggers: client:idle vs client:load tradeoffs, content collections schema with zod, image optimization via @astrojs/image, view transitions, server islands, MDX layouts. NOT for SPA-style apps that need full interactivity (use Next/Remix), Astro internals/plugin authoring, or non-content sites where islands provide no benefit.
tools3
bdi-models-and-systems-reducing-the-gap
Implement executable BDI reasoning with explicit negation, paraconsistent revision, trigger-based commitment updates, and abduction. Use for runtime agent semantics and conflicting desires. NOT for purely axiomatic modal logic, black-box planners, or classical logic without operational semantics.
testing3
a-naturalistic-study-of-insight
Use for insight, reframing, contradiction, impasse, and anomaly-driven problem solving when execution effort no longer helps. NOT for routine optimization, error correction, or well-specified tasks with known solution paths.
testing3
automotive-dealer-roadside-signage
Design roadside signs and large-format ads for businesses, especially automotive dealers. Use for pylon signs, monument signs, lot banners, highway billboards, digital roadside boards, service-lane signage, used-car event signs, lease or finance campaign concepts, and other driver-at-speed messaging where legibility, offer hierarchy, and dealer ad compliance matter. Activate on "road sign", "billboard", "dealership sign", "car dealer ad", "pylon sign", "monument sign", "service lane signage", "automotive billboard", "roadside ad", "dealer lease offer", or "drive-by signage". NOT for fabrication drawings, permitting or local sign-code review, web or social ad campaigns, or full brand identity systems.
development3
backend-authoritative-runtime-refactor
Refactor apps so backend owns runtime truth and UI only projects snapshots. Use when tools have split authority. NOT for cosmetic UI work or new features before drift is removed.
tools3
causal-reasoning-initial-report-of-a-nat
Naturalistic causal reasoning for failures and disputed attribution. Use when postmortems or root-cause debates need reframing. NOT for causal inference, fault trees, or fully observed failures.
data-ai3
a-discussion-of-decision-making-applied
Apply crisis decision-making research to agent routing, uncertainty triage, and coordination failure analysis in time-pressured systems. Use when diagnosing handoff failures, analytical paralysis, or expert judgment under incomplete information. NOT for routine coding, simple CRUD design, or static single-agent tasks with complete information.
development3
agentspeak-l-bdi-agents-speak-out-in-a-logical-computable
Design AgentSpeak(L)-style BDI agents with context-guarded plans, selection functions, and intention stacks. Use for interruptible autonomy, agent policy, and multi-agent orchestration in dynamic environments. NOT for simple rule engines, static planners, or centralized workflows.
data-ai3
ai-wiley-wooldridge-an-introduction-to-multi-agent-systems
Choose multi-agent architectures using environment-first analysis, coordination pressure, commitment tuning, and knowledge levels. Use for autonomy design, protocol choice, and coordination failures. NOT for single-agent planning, centralized schedulers, or prompt-only swarms.
data-ai3
bdi-agents-a-soft-model-for-organisation
Model organizations as BDI systems with filtered perception, discourse-shaped desires, accommodations, and abstraction-level hierarchy. Use for socio-technical coordination and organizational modeling. NOT for mechanistic workflows, individual psychology, or non-social domains.
testing3
chen-et-al-2025-hypertree-planning
license: Apache-2.0 NOT for unrelated tasks outside this domain.
data-ai3
dag-convergence-monitor
Tracks iteration progress toward task completion goals. Monitors quality trends, detects plateauing, and recommends when to stop iterating. Activate on 'convergence tracking', 'iteration progress', 'quality trend', 'stop iterating', 'progress monitoring'. NOT for iteration detection (use dag-iteration-detector) or feedback synthesis (use dag-feedback-synthesizer).
development
dag-dynamic-replanner
Modifies DAG structure during execution in response to failures, new requirements, or runtime discoveries. Supports node insertion, removal, and dependency rewiring. Activate on 'replan dag', 'modify workflow', 'add node', 'remove node', 'dynamic modification'. NOT for initial DAG building (use dag-graph-builder) or scheduling (use dag-task-scheduler).
development
dag-feedback-synthesizer
Synthesizes actionable feedback from validation results, confidence scores, and iteration triggers. Creates structured improvement guidance for re-execution. Activate on 'synthesize feedback', 'improvement suggestions', 'actionable feedback', 'iteration guidance', 'feedback generation'. NOT for iteration detection (use dag-iteration-detector) or convergence tracking (use dag-convergence-monitor).
databases
dag-hallucination-detector
Detects fabricated content, false citations, and unverifiable claims in agent outputs. Uses source verification and consistency checking. Activate on 'detect hallucination', 'fact check', 'verify claims', 'check accuracy', 'find fabrications'. NOT for validation (use dag-output-validator) or confidence scoring (use dag-confidence-scorer).
testing
dag-pattern-learner
Learns from DAG execution history to improve future performance. Identifies successful patterns, detects anti-patterns, and provides recommendations. Activate on 'learn patterns', 'execution patterns', 'what worked', 'optimize based on history', 'pattern analysis'. NOT for failure analysis (use dag-failure-analyzer) or performance profiling (use dag-performance-profiler).
data-ai
dag-planner
Builds, validates, schedules, and dynamically modifies DAG execution graphs. Decomposes problems into nodes with dependencies, performs topological sorting, detects cycles, resolves conflicts, and schedules wave-based parallel execution. Use when designing a DAG structure, validating dependencies, planning execution order, or modifying a DAG at runtime. Activate on "build DAG", "plan workflow", "DAG dependencies", "topological sort", "schedule execution", "modify DAG", "replan". NOT for executing DAGs (use dag-runtime), validating outputs (use dag-quality), or matching skills to nodes (use dag-skills-matcher).
development
dag-replay-debugger
Time-travel debugging for DAG executions. Inspect agent state at any node, replay decisions with modified inputs, compare execution traces side-by-side, and identify where reasoning diverged. Inspired by LangGraph Studio's state-editing model and Temporal's event history. Activate on "debug DAG", "replay execution", "time travel debug", "inspect node state", "what went wrong at step", "compare runs", "execution diff". NOT for live monitoring (use dag-runtime + websocket-streaming), failure analysis (use dag-ops), or general code debugging.
development
dag-task-scheduler
Wave-based parallel scheduling for DAG execution. Manages execution order, resource allocation, and parallelism constraints. Activate on 'schedule dag', 'execution waves', 'parallel scheduling', 'task queue', 'resource allocation'. NOT for building DAGs (use dag-graph-builder) or actual execution (use dag-parallel-executor).
development
data-fetching-strategist
Architect data fetching with TanStack Query v5, SWR, optimistic updates, prefetching, and cache invalidation strategies. Activate on: React Query, SWR, optimistic updates, cache invalidation, prefetching, stale-while-revalidate, infinite queries. NOT for: REST API design (use api-architect), database queries (use database skills), GraphQL schema (use graphql-expert).
development
data-viz-2025
State-of-the-art data visualization for React/Next.js/TypeScript with Tailwind CSS. Creates compelling, tested, and accessible visualizations following Tufte principles and NYT Graphics standards. Activate on "data viz", "chart", "graph", "visualization", "dashboard", "plot", "Recharts", "Nivo", "D3". NOT for static images, print graphics, or basic HTML tables.
development
database-design-patterns
Schema design, normalization decisions, indexing strategies, and migration safety for relational databases. Use when designing tables, choosing between normalize vs denormalize, selecting index types, planning zero-downtime migrations, or setting up connection pooling. Activate on "schema design", "normalization", "denormalization", "foreign key", "index strategy", "migration", "connection pooling", "composite key", "surrogate key", "soft delete", "polymorphic association". NOT for PostgreSQL-specific query tuning or EXPLAIN analysis (use postgresql-optimization), NoSQL or document database design, or cloud database provisioning.
testing
dbt-analytics-engineer
dbt Core/Cloud data transformations, testing, documentation, and CI/CD. Activate on: dbt, data transformation, analytics engineering, ref, source, staging model, mart, dbt test. NOT for: orchestration/scheduling (use airflow-dag-orchestrator), data warehouse tuning (use data-warehouse-optimizer).
development
design-accessibility-auditor
Audit designs, color palettes, and UI components for WCAG 2.1 accessibility compliance, providing specific fixes for contrast, touch targets, focus indicators, and screen reader support. NOT for color harmony aesthetics or design system creation.
testing
design-system-bootstrap
Guides the practical path from 'we have no design system' or 'we have a mess' to a real, functional design system. Component inventory, design token extraction, headless UI adoption (Radix, React Aria, Headless UI), migration order of operations, and the assessment-to-rollout pipeline. Activate on 'design system from scratch', 'bootstrap design system', 'no design system', 'design system migration', 'headless UI adoption', 'component audit', 'design token extraction', 'design system strategy'. NOT for building specific components once a system exists (use design-system-creator), not for generating token files/configs (use design-system-generator).
development
digital-estate-planner
Organizing digital life for legacy, emergency access, and death preparedness. Specializes in password management, account documentation, digital asset preservation, and ensuring loved ones can access what they need.
testing
docker-multi-stage-optimizer
Multi-stage Docker build optimizer for minimal, secure production images. Activate on: Dockerfile optimization, multi-stage build, distroless image, container size reduction, Docker security scanning, BuildKit features. NOT for: container orchestration (use kubernetes-manifest-generator), CI/CD pipelines (use github-actions-pipeline-builder), runtime container config (use environment-config-manager).
development
document-generation-pdf
Generate, fill, and assemble PDF documents at scale. Handles legal forms, contracts, invoices, certificates. Supports form filling (pdf-lib), template rendering (Puppeteer, LaTeX), digital signatures (DocuSign), and document assembly. Use for legal tech, HR automation, invoice generation. Activate on "PDF generation", "form filling", "document automation", "digital signatures". NOT for simple PDF viewing, basic file conversion, or OCR text extraction.
tools
drone-inspection-specialist
Advanced CV for infrastructure inspection including forest fire detection, wildfire precondition assessment, roof inspection, hail damage analysis, thermal imaging, and 3D Gaussian Splatting reconstruction. Expert in multi-modal detection, insurance risk modeling, and reinsurance data pipelines. Activate on "fire detection", "wildfire risk", "roof inspection", "hail damage", "thermal analysis", "Gaussian Splatting", "3DGS", "insurance inspection", "defensible space", "property assessment", "catastrophe modeling", "NDVI", "fuel load". NOT for general drone flight control, SLAM, path planning, or sensor fusion (use drone-cv-expert), GPU shader development (use metal-shader-expert), or generic object detection without inspection context (use clip-aware-embeddings).
tools
error-handling-patterns
Design error handling strategies for TypeScript and Python applications — exception hierarchies, Result/Either types, retry patterns, error boundaries, and structured error logging. Use when designing error handling architecture, choosing between exceptions and Result types, implementing retry logic, or building error recovery flows. Activate on "error handling", "exception hierarchy", "Result type", "retry pattern", "circuit breaker", "error boundary", "Pokemon exception". NOT for debugging specific runtime errors, logging infrastructure setup, or monitoring/alerting configuration.
development
expert-knowledge-elicitation
Structured interview and observation techniques for extracting tacit knowledge from domain experts
testing
fancy-yard-landscaper
Expert landscape designer transforming yards through photo mapping, 3D visualization, seasonal planning, and deep plant knowledge. Specializes in fast-growing privacy screens (knows arborvitae pitfalls), architecture-appropriate design, outdoor living spaces, and realistic maintenance expectations. Activate on "landscape design", "yard design", "garden planning", "plant selection", "privacy screen", "outdoor living", "backyard makeover", "arborvitae", "hedge", "fast growing tree", "landscaping ideas". NOT for interior design (use interior-design-expert), hardscape construction (consult contractors), or lawn care chemicals (consult local experts).
development
fipa-00025-interaction-protocol-library
FIPA standard library of agent interaction protocols for structured multi-agent communication
development
flutter-bloc-state-manager
Flutter state management expert with BLoC/Cubit, Riverpod, Provider, and Navigation 2.0 (GoRouter). Activate on: Flutter state management, BLoC pattern, Cubit, Riverpod, Provider, GetX, GoRouter, Flutter navigation, flutter_bloc. NOT for: React Native (use react-native-architect), SwiftUI (use swiftui-data-flow-expert), Jetpack Compose (use jetpack-compose-navigation-expert).
development
frontend-architect
Frontend stack decisions, Cloudflare deployment patterns, component systems, and internal tools architecture. Use for framework selection, deployment strategy, design system bridging, shadcn setup. Activate on "frontend architecture", "tech stack", "Cloudflare Pages", "component library", "internal tools", "shadcn setup". NOT for writing CSS (use frontend-developer), design critique (use design-critic), or backend APIs.
tools
git-best-practices
Expert in Git workflows, conventions, and patterns for modern development teams and AI agents. Activate on: branching strategy, commit conventions, git hooks, pre-commit, husky, lint-staged, trunk-based development, git worktree, monorepo git, PR review workflow, conventional commits, git workflow. NOT for: CI/CD pipelines (use github-actions-pipeline-builder), repository hosting (use devops-automator), multi-agent orchestration (use multi-agent-coordination).
development
graphql-server-architect
DataLoader, subscriptions, federation, and schema stitching for GraphQL APIs. Activate on: GraphQL, DataLoader, subscription, federation, schema stitching, resolver, SDL, Apollo, Yoga. NOT for: REST API design (use api-architect), frontend GraphQL clients (use relevant frontend skill).
tools
hero-section-design
Designs the first screen visitors see — the hero section. Layout patterns (split, centered, asymmetric, full-bleed), navbar design, headline typography, CTAs, background treatments (gradients, video, particles, 3D), scroll cues, and above-the-fold conversion strategy. Activate on 'hero section', 'landing page hero', 'above the fold', 'first impression', 'homepage header', 'navbar design', 'hero layout', 'landing page design'. NOT for full multi-page site architecture (use web-design-expert), not for SEO content strategy (use seo-visibility-expert).
development
hiring-manager-deep-dive
Prepares for hiring manager rounds at Staff+ (L6+) level — scope of impact, influence without authority, ambiguity navigation, mentorship, strategic thinking. Use when practicing HM rounds or calibrating story depth for target level. Activate on "hiring manager round", "HM screen", "staff level", "scope of impact". NOT for coding interviews, system design, behavioral/values rounds, or resume writing.
testing
hrv-alexithymia-expert
Heart rate variability biometrics and emotional awareness training. Expert in HRV analysis, interoception training, biofeedback, and emotional intelligence. Activate on 'HRV', 'heart rate variability', 'alexithymia', 'biofeedback', 'vagal tone', 'interoception', 'RMSSD', 'autonomic nervous system'. NOT for general fitness tracking without HRV focus, simple heart rate monitoring, or diagnosing medical conditions (only licensed professionals diagnose).
data-ai
human-gate-designer
Designs human-in-the-loop review points for DAG workflows. Determines what to present to the human, how to collect feedback, and how to route approve/reject/modify decisions back into the DAG. Use when adding approval gates, designing review UX, or handling human feedback in agent workflows. Activate on "human review", "approval gate", "human-in-the-loop", "human gate", "approval workflow", "user review step". NOT for executing human gates at runtime (use dag-runtime with Temporal signals), general UX design, or chatbot conversation design.
testing
interview-loop-strategist
Orchestrates end-to-end interview preparation for senior ML/AI engineers targeting Anthropic and peer companies. Use for prep timeline generation, story coherence across rounds, mock scheduling, and debrief analysis. Activate on "interview prep", "interview loop", "Anthropic interview", "prep timeline". NOT for resume writing, career narratives, or individual round-type practice.
data-ai
jetpack-compose-navigation-expert
Jetpack Compose navigation expert with type-safe routes, Hilt DI, and MVVM/MVI architecture. Activate on: Jetpack Compose navigation, Compose type-safe routes, Hilt dependency injection, MVVM Android, MVI pattern, Compose state management, NavHost, ViewModel. NOT for: XML layouts (use frontend-architect), iOS SwiftUI (use swiftui-data-flow-expert), React Native (use react-native-architect).
development
klein-1998-sources-of-power
Naturalistic decision-making research showing how experts make decisions through recognition-primed processes
testing
knowledge-distillation-survey
Comprehensive survey of knowledge distillation methods, architectures, and applications in neural network compression
tools
skills/launch-readiness-auditor
--- license: Apache-2.0 category: Productivity & Meta tags: - launch - readiness - audit - checklist - quality --- # Launch Readiness Auditor You are an expert at evaluating software projects for production readiness. You assess codebases holistically to determine what's shippable, what's blocking launch, and how to get from current state to "good enough to charge money for." ## DECISION POINTS ### Primary Routing Decision: Audit Depth ``` Repository Size & Complexity? ├── Small/MV
development
liu-2023-agentbench
Comprehensive benchmark suite for evaluating LLM agents across diverse interactive environments
data-ai
llm-response-caching-layer
Implement semantic and exact-match caching for LLM responses to reduce cost 40-60% and latency. Activate on: LLM caching, semantic cache, reduce API costs, cache AI responses. NOT for: general web caching (caching-strategies), CDN config (cloudflare-worker-dev).
development
log-aggregation-architect
Centralized log pipeline architect with structured logging, Fluentd/Vector, and retention policies. Activate on: log aggregation, structured logging, Fluentd, Vector, Loki, ELK stack, log pipeline, log retention, centralized logging. NOT for: metrics and dashboards (use monitoring-stack-deployer), distributed tracing (use logging-observability), alerting rules (use site-reliability-engineer).
testing
maximalist-wall-decorator
Expert in maximalist interior wall decoration including bold color choices, freehand paintings, statement wallpapers, eclectic lamp arrangements, gallery walls, and curated chaos. Embraces "more is more" philosophy with sophisticated color theory and composition. Activate on "wall decor", "maximalist design", "bold colors", "gallery wall", "statement wallpaper", "freehand painting", "eclectic style", "accent wall", "lamp collection", "more is more", "silly decor". NOT for minimalist design (different aesthetic), exterior design (use fancy-yard-landscaper), or professional murals (consult mural artists).
data-ai
skills/maximalist-web-design
--- --- license: Apache-2.0 name: maximalist-web-design description: Maximalism as a web design philosophy — more is more. Dense information layouts, layered visual elements, mixed typography, bold color clashes, colliding grids, pattern-on-pattern, and the deliberate rejection of minimalist web conventions. Covers Bloomberg Terminal aesthetic, MySpace nostalgia, Japanese web density, and horror vacui. Activate on 'maximalist web', 'dense layout', 'information-dense', 'anti-minimalist', 'more is
development
mdx-sanitizer
Comprehensive MDX content sanitizer that escapes angle brackets, generics, and other JSX-conflicting patterns to prevent build failures
development
mobile-offline-sync-architect
Mobile offline-first architecture with local databases, CRDT conflict resolution, and background sync. Activate on: offline sync, offline-first, local database, WatermelonDB, SQLite, CRDT, conflict resolution, background sync, mobile persistence. NOT for: server-side databases (use data-pipeline-engineer), web caching strategies (use pwa-architect), API design (use api-architect).
development
monorepo-management
Monorepo tooling, task orchestration, and workspace architecture for JavaScript/TypeScript repositories. Use when setting up Turborepo, Nx, pnpm workspaces, or npm workspaces; designing package boundaries; configuring remote caching; optimizing CI for affected packages; managing versioning with Changesets; or untangling circular dependencies. Activate on "monorepo", "turborepo", "nx", "pnpm workspace", "task pipeline", "remote cache", "changesets", "CODEOWNERS", "circular dependency", "affected packages", "workspace". NOT for git submodules or multi-repo federation strategies, non-JavaScript monorepos (Bazel, Pants, Buck), or single-package repository setup.
tools
multi-agent-coordination
Coordinate multiple AI agents working on the same codebase or project simultaneously. Covers git worktree isolation, file locking strategies, message passing between agents, shared state management, conflict resolution, task decomposition for parallel agents, and patterns from Claude Code, Cursor, Devin, and similar multi-agent developer tools. Activate on: "multi-agent", "parallel agents", "agent coordination", "worktree isolation", "concurrent agents", "file locking agents", "agent conflict resolution", "swarming agents", "agent message passing", "parallel development", "agent orchestration", "ccswarm", "port daddy". NOT for: single-agent behavior patterns (use agentic-patterns), agent infrastructure selection (use agentic-infrastructure-2026), DAG topology design (use next-move).
tools
skills/playwright-screenshot-inspector
--- license: Apache-2.0 category: Code Quality & Testing tags: - playwright - screenshots - testing - visual-regression - automation --- # Playwright Screenshot Inspector LLM-powered visual testing expert for automated screenshot capture, analysis, and UI verification using Playwright with multimodal AI inspection. ## Activation Triggers **Activate on:** - "screenshot test", "visual test", "screenshot inspection" - "playwright headless", "playwright screenshot" - "UI verification",
tools
polya-problem-solving
Classic mathematical problem-solving methodology: understand, plan, execute, review
tools
prompt-template-manager
Version-control, parameterize, and A/B test LLM prompt templates with Git-native workflows. Activate on: prompt versioning, prompt templates, A/B test prompts, manage prompts, prompt registry. NOT for: writing prompts from scratch (prompt-engineer), fine-tuning data (fine-tuning-dataset-curator).
testing
rag-document-ingestion-pipeline
Build production document ingestion pipelines with chunking, embedding, and vector DB storage. Activate on: document ingestion, chunking strategy, embedding pipeline, vector DB ingestion, RAG indexing. NOT for: LLM prompt design (prompt-engineer), retrieval query logic (ai-engineer), or vector DB ops/migration (vector-database-migration-tool).
tools
react-hook-composer
Design composable custom React hooks with proper dependency management, testing with renderHook, and reusable patterns. Activate on: custom hook design, useEffect cleanup, hook composition, renderHook testing, hook dependency arrays. NOT for: state management libraries (use state-machine-designer), data fetching hooks (use data-fetching-strategist).
development
react-performance-optimizer
Optimize React apps for 60fps performance. Implements memoization, virtualization, code splitting, bundle optimization. Use for slow renders, large lists, bundle bloat. Activate on "React performance", "slow render", "useMemo", "bundle size", "virtualization". NOT for backend optimization, non-React frameworks, or premature optimization.
development
recovery-app-legal-terms
Generate legally-sound terms of service, privacy policies, and medical disclaimers for recovery and wellness applications. Expert in HIPAA, GDPR, CCPA compliance. Activate on 'terms of service', 'privacy policy', 'legal terms', 'medical disclaimer', 'HIPAA', 'user agreement'. NOT for contract negotiation (use attorney), app development (use domain skills), or moderation (use recovery-community-moderator).
development
recovery-community-moderator
Trauma-informed AI moderator for addiction recovery communities. Applies harm reduction principles, honors 12-step traditions, distinguishes healthy conflict from abuse, detects crisis posts. Activate on 'community moderation', 'moderate forum', 'review post', 'check content', 'crisis detection'. NOT for legal documents (use recovery-app-legal-terms), app development (use domain skills), or therapy (use jungian-psychologist).
development
recovery-education-writer
Write neuroscientific, peer-oriented drug education content that roots experiences in body/brain mechanisms. Use when creating educational articles, explaining neurological phenomena, demystifying recovery challenges, or answering "why does this happen?" questions. Activates for harm reduction content, psychoeducation, recovery science writing, and content that reduces shame through understanding.
testing
refactoring-surgeon
Expert code refactoring specialist for improving code quality without changing behavior. Activate on: refactor, code smell, technical debt, legacy code, cleanup, simplify, extract method, extract class, DRY, SOLID principles. NOT for: new feature development (use feature skills), bug fixing (use debugging skills), performance optimization (use performance skills).
development
responsive-layout-master
Build responsive layouts with CSS Grid, container queries, fluid typography, clamp(), and mobile-first design. Activate on: responsive design, CSS Grid layout, fluid spacing, container queries, mobile-first, breakpoints. NOT for: styling/theming (use css-in-js-architect), animation layout changes (use animation-system-architect).
development
rpd-klein-calderwood
Recognition-Primed Decision model explaining how experts rapidly match situations to learned patterns
development
script-refactorer
Modernizes legacy scripts (bash, Node, Python) by replacing deprecated APIs, adding error handling, converting callbacks to async/await, and improving maintainability. Turns brittle one-off scripts into reliable, documented tools.
tools
senior-coding-interview
Prepare for L6+ coding interviews — in-memory databases, concurrency, state management, iterative follow-ups. Use when practicing real-world system-building problems or preparing communication strategies for live coding. Activate on "coding interview", "staff interview", "codesignal", "live coding", "rate limiter interview". NOT for LeetCode/competitive programming, behavioral interviews, or system design whiteboard.
development
seo-visibility-expert
Comprehensive SEO, discoverability, and AI crawler optimization for web projects. Use for technical SEO audits, llms.txt/robots.txt setup, schema markup, social launch strategies (Product Hunt, HN, Reddit), and Answer Engine Optimization (AEO). Activate on 'SEO', 'discoverability', 'llms.txt', 'robots.txt', 'Product Hunt', 'launch strategy', 'get traffic', 'be found', 'search ranking'. NOT for paid advertising, PPC campaigns, or social media content creation (use marketing skills).
development
skill-coach
Guides creation of high-quality Agent Skills with domain expertise, anti-pattern detection, and progressive disclosure best practices. Activate on keywords: create skill, review skill, skill quality, skill best practices, skill anti-patterns, improve skill, skill audit. NOT for general coding advice, slash commands, MCP development, or non-skill Claude Code features.
tools
skill-creator
Use this skill when creating a new Claude skill from scratch, editing or improving an existing skill, or measuring skill performance with evals and benchmarks. Invoke whenever the user says things like 'make a skill for X', 'turn this workflow into a skill', 'test my skill', 'improve my skill', 'run evals', 'benchmark this', or 'optimize my skill description'. Also use proactively when the conversation has produced a repeatable workflow that would benefit from being captured as a skill. Covers the full lifecycle: capture intent, draft SKILL.md, run evals, review with user, iterate, optimize description, package. NOT for general coding help, debugging runtime errors, building MCP servers, writing Claude hooks, or creating plugins - use domain-specific skills for those.
tools
skill-logger
Logs and scores skill usage quality, tracking output effectiveness, user satisfaction signals, and improvement opportunities. Expert in skill analytics, quality metrics, feedback loops, and continuous improvement. Activate on "skill logging", "skill quality", "skill analytics", "skill scoring", "skill performance", "skill metrics", "track skill usage", "skill improvement". NOT for creating skills (use agent-creator), skill documentation (use skill-coach), or runtime debugging (use debugger skills).
development
smith-1980-contract-net-protocol
Distributed task allocation protocol where agents negotiate task assignments through contract bidding
development
socratic-questioning
Guide critical thinking through disciplined Socratic questioning. Use when the user wants to explore assumptions, examine beliefs, resolve internal conflict, facilitate learning, clarify thinking, or mentions 'Socratic method', 'question assumptions', 'examine this belief', 'think this through', 'interview my beliefs'. Especially powerful for relationship processing, recovery decisions, and examining deeply held assumptions.
testing
stanton-2006-hierarchical-task-analysis
Hierarchical Task Analysis methodology for decomposing complex tasks into structured subtask hierarchies
research
swiftui-data-flow-expert
SwiftUI data flow expert with @Observable, SwiftData, NavigationStack, and structured concurrency. Activate on: SwiftUI state management, @Observable, SwiftData, NavigationStack, Combine, async/await Swift, structured concurrency, MVVM SwiftUI. NOT for: UIKit legacy (use react-native-architect), Core Data migrations (use ios-core-data-architect), Android Compose (use jetpack-compose-navigation-expert).
development
tech-launch-channels
Platform-specific launch playbooks for developer tools and technical products. Covers Hacker News, Product Hunt, Reddit, LinkedIn, Twitter/X, Indie Hackers, Dev.to, and Facebook with exact timing, formatting rules, community norms, and common mistakes for EACH channel. Activate on 'launch', 'Hacker News', 'Product Hunt', 'Show HN', 'Reddit launch', 'developer marketing channels', 'where to post', 'distribution channels', 'launch day', 'go-to-market'. NOT for writing the announcement itself (use product-announcement-craft) or SEO/content strategy (use seo-content-blogging).
tools
terraform-iac-expert
--- license: Apache-2.0 name: terraform-iac-expert version: 1.0.0 category: DevOps & Infrastructure tags: - terraform - iac - infrastructure - aws - gcp - azure - opentofu --- # Terraform IaC Expert ## Overview Expert in Infrastructure as Code using Terraform and OpenTofu. Specializes in module design, state management, multi-cloud deployments, and CI/CD integration. Handles complex infrastructure patterns including multi-environment setups, remote state backends, and secure sec
development
tunnels-for-agents
Tunneling for AI agent systems — exposing local services to the internet and connecting agents across network boundaries. Covers ngrok, Cloudflare Tunnel, Tailscale Funnel, bore, localhost.run, SSH tunneling, and WireGuard. Agent patterns: webhook callbacks to local agents, tunneling MCP servers, agent-to-agent communication across NATs, and tunnel mesh architectures. Activate on 'tunnel', 'ngrok', 'cloudflare tunnel', 'tailscale funnel', 'SSH tunnel', 'port forwarding', 'expose localhost', 'WireGuard', 'tunnel MCP server', 'NAT traversal'. NOT for: reverse proxy and load balancing (use reverse-proxy-for-agents), container networking (use devops-automator), firewall rules and zero-trust policies (use agentic-zero-trust-security), DNS management (use infrastructure skills).
tools
typescript-advanced-patterns
Advanced TypeScript type system patterns for production codebases. [What: branded types for nominal typing, discriminated unions, template literal types, conditional types, the infer keyword, satisfies operator, const assertions, Zod schema inference, type-safe event emitters, exhaustive switch checking] [When: designing domain models, building type-safe APIs, creating reusable generic utilities, eliminating runtime bugs with compile-time guarantees, refactoring any-typed codebases] [Keywords: branded types, discriminated union, template literal types, conditional types, infer, satisfies, const assertion, Zod inference, exhaustive, mapped types, utility types, nominal typing, type narrowing, generic constraints] NOT for basic TypeScript syntax or React component typing (use a React-specific skill).
tools
values-behavioral-interview
Coaches behavioral and values-fit interview preparation with negative framing, deep follow-ups, introspection, and mission alignment. Use for culture-fit rounds, Anthropic behavioral prep, failure stories, and self-awareness drilling. Activate on "behavioral interview", "values interview", "culture fit", "tell me about a failure". NOT for coding interviews, system design, resume writing, or technical deep dives.
data-ai
vercel-deployment
Deploy Next.js applications to Vercel with proper configuration. Use when setting up deployment, configuring environment variables, edge functions, or troubleshooting builds. Activates for deployment issues, environment setup, and Vercel configuration.
development
vibe-coding-background-agent
Build background AI agents that run alongside developers during vibe coding sessions, proactively helping without being asked. Covers file watcher architecture, event queue design, LLM router for triage, action executors, permission models (silent vs. approval-required), non-intrusive suggestion UX, and editor integration (VS Code, Cursor background agents, Claude Code hooks). Activate on 'background agent', 'vibe coding assistant', 'proactive AI helper', 'file watcher agent', 'ambient coding intelligence', 'background coding agent', 'auto-fix agent'. NOT for: chat-based AI (use prompt-engineer), long-running daemons (use daemon-development), real-time human collaboration (use cooperative-vibe-coding).
tools
virtualization-specialist
Implement high-performance list virtualization for 100K+ item datasets using TanStack Virtual and react-window. Activate on: large lists, infinite scroll, windowing, virtual scroll, table with 1000+ rows. NOT for: lists under 100 items (use standard map), pagination-only (use data-fetching-strategist).
development
wang-2023-voyager
Mental models and decision frameworks for building autonomous agents that continuously learn, explore, and accumulate skills in open-ended environments without human supervision
development
windags-avatar
The living embodiment of WinDAGs V3 — the AI orchestration platform where agents accumulate genuine expertise. Knows the full constitution, convention process, tradition positions, behavioral contracts, and derivative documents. Advises on architecture with ADR provenance, explains decisions with tradition attribution, grows source material as we build. Activate on "windags", "WinDAGs", "constitution", "convention", "why did we decide", "what does WinDAGs say", "how should we build", "architecture decision", "tradition", "behavioral contract". NOT for building specific DAGs (use windags-architect), creating individual skills (use skill-architect), or managing skill libraries (use windags-librarian).
development
windags-decomposer
Second agent in the WinDAGs meta-DAG. Receives a ProblemUnderstanding from the Sensemaker and produces a validated DecompositionResult -- a DAG with skill assignments, wave definitions, and commitment levels. Executes the three-pass protocol, enforces vague node rules, and plans waves progressively. Activate on "decomposer", "three-pass", "decomposition", "wave planning", "task hierarchy", "skill matching", "vague nodes", "DAG construction", "commitment levels". NOT for problem analysis (use windags-sensemaker), executing DAGs (use windags-architect), or understanding constitutional decisions (use windags-avatar).
testing
windags-premortem
Failure pattern scanning and risk assessment for WinDAGs DAGs. Runs after decomposition but before execution. Performs a lightweight scan on EVERY DAG (BC-PLAN-004), escalating to deep analysis when recognition confidence is low or known failure patterns are found. Activate on "premortem", "failure scan", "risk assessment", "DAG validation", "timing analysis", "failure patterns", "pre-execution check". NOT for post-execution learning (use windags-curator), retrospective analysis (use windags-looking-back), or DAG construction (use windags-architect).
testing
windagszip
This skill should be used when a SKILL.md file needs compression, deduplication, or token reduction. It provides an embedding-based compression pipeline that detects and removes redundant chunks within SKILL.md files using local embeddings (all-MiniLM-L6-v2). Two-pass approach: (1) free intra-skill deduplication via cosine similarity clustering, (2) optional LLM-judged graded eval to detect pretraining overlap. Typical result: 25-46% token reduction with zero quality loss. This skill is not intended for editing skill content, creating new skills, routing optimization, or cross-skill deduplication.
testing
windows-95-web-designer
Modern web applications with authentic Windows 95 aesthetic. Gradient title bars, Start menu paradigm, taskbar patterns, 3D beveled chrome. Extrapolates Win95 to AI chatbots, mobile UIs, responsive layouts. Activate on 'windows 95', 'win95', 'start menu', 'taskbar', 'retro desktop', '95 aesthetic', 'clippy'. NOT for Windows 3.1 (use windows-3-1-web-designer), vaporwave/synthwave, macOS, flat design.
tools
xie-et-al-2025-survey-llm-task-planning
Comprehensive survey of LLM-based task planning methods including decomposition, search, and execution strategies
data-ai
build-verification-expert
Verifies build output integrity after code changes. Runs builds, validates artifact structure, checks for regressions in bundle size, asset references, and static export completeness. The last line of defense before a bad deploy ships.
development
retrofuturism-web-design
Web design inspired by retrofuturism — the future as imagined by the past. Covers Atomic Age/Googie, Raygun Gothic, Cassette Futurism (Alien terminals), Y2K chrome/iridescent, Solarpunk eco-optimism, and Fallout/BioShock Art Deco. Each sub-genre with palettes, fonts, CSS, and layout patterns. Activate on 'retrofuturism', 'retro-futuristic', 'cassette futurism', 'Y2K aesthetic', 'Googie', 'Raygun Gothic', 'solarpunk', 'Pip-Boy', 'FUI', 'fantasy UI', 'sci-fi terminal', 'atompunk', 'space age', 'retro sci-fi'. NOT for vaporwave/glassmorphism (use vaporwave-glassomorphic-ui-designer), Windows retro (use windows-95-web-designer), general retro web (use web-design-expert).
development
performance-profiler
Profiles runtime performance of Node.js, Python, and Go applications. Identifies rendering bottlenecks in React/Next.js, analyzes bundle size and tree-shaking effectiveness, measures API response times and database query performance, and detects memory leaks. Produces actionable optimization recommendations with estimated impact. Activate on: 'slow API', 'performance issue', 'bundle too large', 'memory leak', 'rendering slow', 'profile application', 'optimize performance', 'high latency', 'GC pressure'. NOT for: load testing at scale (use site-reliability-engineer), CI pipeline speed (use ci-cache-optimizer), algorithmic complexity analysis only (use code-architecture).
development
design-system-documenter
Creates comprehensive documentation for design systems - token tables, usage guidelines, component examples, and accessibility notes. Use after generating tokens to create developer-friendly docs.
development
agentic-infrastructure-2026
Build and adopt production AI agent infrastructure in 2026. Covers framework selection (LangGraph, CrewAI, AutoGen, MCP), orchestration patterns, evaluation, observability, memory systems, and tool use. Also covers the SOCIAL dimension: how to sell agent infrastructure internally, change management, measuring ROI, building trust in autonomous systems, and scaling adoption across teams. Activate on: "agent infrastructure", "agent framework comparison", "which agent framework", "sell AI tools internally", "agent adoption", "agent observability", "agent evaluation", "MCP architecture", "agentic mesh", "enterprise AI agents", "AI change management", "agent ROI". NOT for: building specific agents (use ai-engineer), designing agent behavior patterns (use agentic-patterns), prompt tuning (use prompt-engineer).
tools
agentspeak-bdi
Logic-based agent programming language implementing BDI architecture for practical autonomous agent development
development
agha-actor-model
Foundational concurrent computation model where actors communicate exclusively through asynchronous message passing
data-ai
airflow-dag-orchestrator
Apache Airflow DAGs, operators, SLA monitoring, and workflow orchestration. Activate on: Airflow, DAG, operator, sensor, scheduler, task dependency, SLA, backfill, XCom. NOT for: dbt transformations (use dbt-analytics-engineer), streaming pipelines (use streaming-pipeline-architect).
development
always-on-agent-applications
What you can build and do with an always-on AI agent that has episodic memory. Covers concrete product ideas, workflows, emergent capabilities from persistence plus memory, and real-world examples of deployed persistent agents. Helps you go from "I have the architecture" to "here's what it actually does for me." Activate on: "what can an always-on agent do", "persistent agent use cases", "agent applications", "proactive agent ideas", "what to build with episodic memory", "always-on agent product", "personal AI assistant ideas", "/always-on-agent-applications". NOT for: building the architecture (use always-on-agent-architecture), designing inputs (use always-on-agent-inputs), safety and privacy (use always-on-agent-safety).
development
always-on-agent-architecture
Architecture and systems design for building always-on AI agents with episodic memory. Covers the memory hierarchy (core/recall/archival), persistence layers, agent server infrastructure, vector stores, and framework selection. Provides concrete deployment patterns for agents that maintain identity and learn across sessions. Activate on: "always-on agent", "persistent agent architecture", "episodic memory system", "agent memory design", "long-running agent", "stateful agent", "agent that remembers", "MemGPT architecture", "Letta deployment", "/always-on-agent-architecture". NOT for: choosing what data to feed the agent (use always-on-agent-inputs), brainstorming applications (use always-on-agent-applications), safety and privacy concerns (use always-on-agent-safety), general agentic patterns (use agentic-patterns).
development
api-gateway-reverse-proxy-expert
API gateway and reverse proxy configuration with Kong, Nginx, Traefik, routing, and auth middleware. Activate on: API gateway, reverse proxy, Kong, Nginx, Traefik, load balancer, ingress, auth middleware. NOT for: rate limiting algorithms (use api-rate-limiting-throttling-expert), service mesh (use service-mesh-microservices-expert).
development
app-store-submission-automator
App Store and Google Play submission automator with Fastlane, screenshot automation, metadata management, and TestFlight/internal testing. Activate on: app store submission, Fastlane, TestFlight, Google Play Console, screenshot automation, metadata management, app review, code signing, provisioning profiles. NOT for: CI/CD pipeline setup (use github-actions-pipeline-builder), app architecture (use react-native-architect), analytics (use mobile-analytics-crash-reporting-expert).
tools
bdi-agency-model
BDI (Beliefs-Desires-Intentions) agency framework for designing autonomous agents with mental state architectures
development
beautiful-cli-design
Expert in making CLI tools visually stunning and delightful — not just functional. Covers ANSI color systems (16/256/truecolor with graceful degradation), Unicode box drawing, progress indicators, tables, animated output, ASCII art, rich text, interactive prompts, and full TUI frameworks (Ink, Bubble Tea, Ratatui, Rich, Clack). Activate on: "make this CLI beautiful", "terminal UI", "CLI design", "pretty output", "progress bar", "spinner", "CLI table", "terminal colors", "TUI framework", "interactive prompts", "command line aesthetics", "CLI polish", "terminal styling". NOT for: web UI design (use web-design-expert), GUI desktop apps (use rust-tauri-development), API design (use api-architect), general shell scripting (use devops-expert).
tools
career-biographer
AI-powered career biographer that conducts empathetic interviews, extracts structured career narratives, and transforms professional stories into portfolios, CVs, and personal brand assets. This skill should be used when users want to document their career journey, create professional portfolios, generate CVs, or craft compelling career narratives.
documentation
cluttering-speech-disorder
Expert in cluttering -- the lesser-known fluency disorder characterized by rapid/irregular speech rate, excessive disfluencies, and frequent ADHD comorbidity. Covers differential diagnosis from stuttering, assessment protocols, therapy approaches (rate control, self-monitoring, pragmatic awareness), technology-assisted intervention, and AI tools for people who clutter. Activate on 'cluttering', 'rapid speech disorder', 'speech rate too fast', 'speech disfluency not stuttering', 'disorganized speech', 'ADHD speech problems', 'cluttering vs stuttering', 'speech intelligibility', 'mazed speech', 'telescoping words'. NOT for stuttering-only treatment (overlap is common but they are distinct), hearing disorders, or voice disorders (pitch, resonance).
tools
code-review-checklist
Generates comprehensive, context-aware code review checklists tailored to the specific codebase, programming language, and team standards. Analyzes PR diffs and suggests what reviewers should focus on.
development
collage-layout-expert
Expert in ALL computational collage composition: photo mosaics, grid layouts, scrapbook/journal styles, magazine editorial, vision boards, mood boards, social media collages, memory walls, abstract/generative arrangements, and art-historical techniques (Hockney joiners, Dadaist photomontage, Surrealist assemblage, Rauschenberg combines). Masters edge-based assembly, Poisson blending, optimal transport color harmonization, and aesthetic optimization. Activate on 'collage', 'photo mosaic', 'grid layout', 'scrapbook', 'vision board', 'mood board', 'photo wall', 'magazine layout', 'Hockney', 'joiner', 'photomontage'. NOT for simple image editing (use native-app-designer), generating new images (use Stability AI), single photo enhancement (use photo-composition-critic), or basic image similarity search (use clip-aware-embeddings).
tools
competitive-cartographer
Strategic analyst that maps competitive landscapes, identifies white space opportunities, and provides positioning recommendations. Use when users need competitive analysis, market positioning strategy, differentiation tactics, or "how do I stand out?" guidance across any domain (portfolios, products, services). NOT for market size estimation or financial forecasting.
testing
conway-1968-how-do-committees-invent
Apply Conway's homomorphism principle to multi-agent system design, recognizing that agent coordination structure predetermines system architecture and capability.
testing
cost-verification-auditor
Audit LLM token cost estimates against actual API usage. Activate on 'cost verification', 'token estimate accuracy', 'API cost audit', 'estimation variance'. NOT for pricing lookups, budget planning, or cost optimization strategies.
development
design-system-generator
Generates production-ready design tokens from natural language descriptions. Outputs Tailwind configs, CSS custom properties, and DTCG W3C tokens from 24 trends + 31 AI-ready styles with 2800+ component examples.
development
cv-creator
Professional CV and resume builder transforming career narratives into ATS-optimized, multi-format resumes. Integrates with career-biographer for data and competitive-cartographer for positioning. Generates PDF, DOCX, LaTeX, JSON Resume, HTML, and Markdown. Activate on 'resume', 'CV', 'ATS optimization', 'job application'. NOT for cover letters, portfolio websites (use web-design-expert), LinkedIn optimization, or interview preparation.
development
dag-cycle-analysis
Graph algorithms for detecting and resolving cycles in directed graphs and workflow definitions
development
dag-fast-decomposition
Apply hierarchical decomposition and structural exploitation strategies from DAG theory to complex system design, problem-solving, and abstraction challenges
content-media
design-trend-analyzer
Analyze design trends and recommend appropriate styles, color palettes, and typography systems for your project based on current design movements. NOT for accessibility auditing or full design system creation.
testing
dag-semantic-matcher
Matches natural language task descriptions to appropriate skills using semantic similarity. Handles fuzzy matching, intent extraction, and capability alignment. Activate on 'find skill', 'match task', 'semantic search', 'skill lookup', 'what skill for'. NOT for ranking matches (use dag-capability-ranker) or skill catalog (use dag-skill-registry).
tools
dag-scope-enforcer
Runtime enforcement of file system boundaries and tool access restrictions. Blocks unauthorized operations and logs violations. Activate on 'enforce scope', 'access control', 'boundary enforcement', 'tool restrictions', 'runtime security'. NOT for validation (use dag-permission-validator) or isolation management (use dag-isolation-manager).
tools
dag-result-aggregator
Combines and synthesizes outputs from parallel DAG branches. Handles merge strategies, conflict resolution, and result formatting. Activate on 'aggregate results', 'combine outputs', 'merge branches', 'synthesize results', 'fan-in'. NOT for execution (use dag-parallel-executor) or scheduling (use dag-task-scheduler).
development
dag-orchestrator
The intelligence layer of WinDAGs. Decomposes natural language tasks into Hierarchical Task DAGs (HTDAGs), matches subtasks to skills, executes waves in parallel, and dynamically expands nodes when complexity exceeds executor capability. Use for 'orchestrate', 'execute DAG', 'parallel agents', 'decompose task', 'coordinate skills'. NOT for single-skill tasks or simple linear workflows.
data-ai
data-pipeline-engineer
Expert data engineer for ETL/ELT pipelines, streaming, data warehousing. Activate on: data pipeline, ETL, ELT, data warehouse, Spark, Kafka, Airflow, dbt, data modeling, star schema, streaming data, batch processing, data quality. NOT for: API design (use api-architect), ML training (use ML skills), dashboards (use design skills).
development
file-upload-storage-expert
S3, multipart uploads, CDN integration, and presigned URLs for file storage. Activate on: file upload, S3, presigned URL, multipart upload, CDN, blob storage, image upload, media storage. NOT for: data warehouse storage (use lakehouse-architect), database design (use dimensional-modeler).
data-ai
database-migration-manager
Safe database migration manager for zero-downtime DDL changes and rollback plans. Activate on: database migration, schema change, DDL, rollback plan, zero-downtime migration, Prisma migrate, Drizzle kit, Flyway, column rename, table alter. NOT for: query optimization (use database-optimizer), ORM modeling (use data-pipeline-engineer), backup/restore (use devops-automator).
development
ddd-evans-2003
Domain-Driven Design methodology using bounded contexts, ubiquitous language, and strategic/tactical patterns
data-ai
design-archivist
Long-running design anthropologist that builds comprehensive visual databases from 500-1000 real-world examples, extracting color palettes, typography patterns, layout systems, and interaction design across any domain (portfolios, e-commerce, SaaS, adult content, technical showcases). This skill should be used when users need exhaustive design research, pattern recognition across large example sets, or systematic visual analysis for competitive positioning.
development
dimensional-modeler
Star schema, snowflake schema, SCD types, and Kimball methodology for analytical data modeling. Activate on: dimensional model, star schema, snowflake schema, SCD, fact table, dimension table, Kimball, grain, surrogate key. NOT for: dbt implementation (use dbt-analytics-engineer), warehouse tuning (use data-warehouse-optimizer).
data-ai
docker-containerization
Write production-grade Dockerfiles, docker-compose configurations, multi-stage builds, and container optimization. Activate on "Dockerfile", "docker", "docker-compose", "container", "multi-stage build", "docker image", "container optimization", "docker security". NOT for Kubernetes orchestration, cloud-specific container services (ECS, Cloud Run), or CI/CD pipelines (use github-actions-pipeline-builder).
development
drone-cv-expert
Expert in drone systems, computer vision, and autonomous navigation. Specializes in flight control, SLAM, object detection, sensor fusion, and path planning. Activate on "drone", "UAV", "SLAM", "visual odometry", "PID control", "MAVLink", "Pixhawk", "path planning", "A*", "RRT", "EKF", "sensor fusion", "optical flow", "ByteTrack". NOT for domain-specific inspection tasks like fire detection, roof damage assessment, or thermal analysis (use drone-inspection-specialist), GPU shader optimization (use metal-shader-expert), or general image classification without drone context (use clip-aware-embeddings).
tools
embedded-agency
Decision-theoretic framework for agents embedded within the environments they model and act upon
development
event-detection-temporal-intelligence-expert
Expert in temporal event detection, spatio-temporal clustering (ST-DBSCAN), and photo context understanding. Use for detecting photo events, clustering by time/location, shareability prediction, place recognition, event significance scoring, and life event detection. Activate on 'event detection', 'temporal clustering', 'ST-DBSCAN', 'spatio-temporal', 'shareability prediction', 'place recognition', 'life events', 'photo events', 'temporal diversity'. NOT for individual photo aesthetic quality (use photo-composition-critic), color palette analysis (use color-theory-palette-harmony-expert), face recognition implementation (use photo-content-recognition-curation-expert), or basic EXIF timestamp extraction.
testing
expert-task-analysis
Analytical methods for decomposing expert performance into cognitive and physical task components
research
expungement-site-operations
Operationalizing an expungement website — user intake flows, document generation pipelines, court filing integrations, payment processing, state-by-state workflow variations, customer support for sensitive populations, and the handoff between automated systems and human legal review. Activate on 'expungement operations', 'legal tech SaaS', 'court filing integration', 'document automation pipeline', 'expungement business', 'legal service workflow', 'multi-state legal operations'. NOT for expungement law itself (use national-expungement-expert), web design (use legal-tech-web-design), or legal document drafting (use recovery-app-legal-terms).
tools
kephart-chess-2003-autonomic-computing
IBM's autonomic computing vision for self-managing systems with self-configuration, healing, optimization, and protection
tools
gestalt-web-design
Applies Gestalt psychology principles to web layout, spacing, grouping, and visual hierarchy. Proximity, similarity, closure, continuity, figure-ground, common fate, Pragnanz — translated into CSS, component structure, and information architecture. Activate on 'gestalt', 'visual grouping', 'proximity spacing', 'visual hierarchy', 'perceptual organization', 'layout psychology', 'whitespace strategy'. NOT for color theory (use color-theory-palette-harmony-expert), not for accessibility auditing (use design-accessibility-auditor).
development
git-workflow-auditor
Audits git repository hygiene: worktree state, stale branches, uncommitted changes, orphaned worktrees, and hook configuration. Finds the rot before it causes a crisis.
testing
helm-liang-2022
Holistic evaluation framework for language models measuring accuracy, calibration, robustness, and fairness
development
high-quality-vibe-coding
Patterns for vibe coding that produce production-quality output instead of garbage. Covers prompt engineering for AI coding, verification without reading every line, accept/reject/refine decision framework, architectural guardrails, context management (CLAUDE.md, .cursor/rules), TDD-driven vibe coding, screenshot-driven development, diff review discipline, and the anti-patterns that destroy quality. Activate on: "vibe coding", "AI coding quality", "Claude Code workflow", "AI-assisted development", "how to use AI for coding", "coding with AI", "agentic engineering workflow", "AI code quality", "vibe code without garbage", "production quality AI code", "CLAUDE.md setup", "cursorrules setup", "pre-commit hooks for AI", "TDD with AI", "test-driven vibe coding". NOT for: multi-person collaborative coding sessions (use cooperative-vibe-coding), building AI/LLM applications (use ai-engineer), prompt engineering for non-coding LLM use cases (use prompt-engineer).
development
hong-et-al-2024-metagpt
Applies insights from MetaGPT paper on how structured communication, role specialization, and SOPs prevent coordination failures in multi-agent LLM systems
testing
huang-et-al-2026-six-sigma-agent
Application of Six Sigma quality methodology to AI agent process improvement and reliability
testing
human-centered-design-fundamentals
name: human-centered-design-fundamentals
content-media
image-optimization-engineer
Optimize web images for performance with Next.js Image, responsive srcset, AVIF/WebP, lazy loading, and blur placeholders. Activate on: image optimization, LCP improvement, responsive images, AVIF, blur placeholder, next/image. NOT for: image generation/editing (use image-gen skills), SVG icon systems (use design-system-creator).
development
intercultural-discourse
Cross-cultural communication frameworks for understanding discourse patterns across cultures
development
ios-core-data-architect
iOS Core Data architect for persistent storage, CloudKit sync, schema migrations, and SwiftData migration. Activate on: Core Data, NSManagedObject, CloudKit sync, Core Data migration, NSFetchedResultsController, NSPersistentContainer, SwiftData migration path. NOT for: SwiftUI state management (use swiftui-data-flow-expert), server databases (use data-pipeline-engineer), SQLite direct (use mobile-offline-sync-architect).
devops
jungian-psychologist
Expert in Jungian analytical psychology, depth psychology, shadow work, archetypal analysis, dream interpretation, active imagination, addiction/recovery through Jungian lens, and the individuation process - grounded in primary sources and clinical frameworks. Activate on 'Jung', 'Jungian', 'shadow work', 'archetypes', 'dream interpretation', 'active imagination', 'individuation', 'anima', 'animus', 'collective unconscious', 'addiction', 'recovery', 'spiritus contra spiritum'. NOT for therapy or diagnosis (only licensed analysts diagnose), active psychosis, severe dissociation, or replacing the relational container of actual Jungian analysis.
tools
kahneman-klein-expertise
Integration of Kahneman's heuristics research with Klein's expertise studies on intuitive decision-making
testing
skills/kleppmann-data-intensive
--- --- license: Apache-2.0 name: kleppmann-data-intensive description: Comprehensive guide to designing reliable, scalable data systems covering databases, streaming, and consistency category: Research & Academic tags: - data-systems - distributed-systems - databases - streaming - consistency --- # SKILL: Designing Data-Intensive Systems (Kleppmann) **Source**: *Designing Data-Intensive Applications* by Martin Kleppmann **Domain**: Distributed systems, data architecture, reliability
development
kubernetes-manifest-generator
Kubernetes manifest and Helm chart generator for production workloads. Activate on: K8s config, Deployment YAML, HPA autoscaling, PodDisruptionBudget, Ingress rules, NetworkPolicy, Helm chart, Kustomize. NOT for: Docker image building (use docker-multi-stage-optimizer), IaC provisioning of clusters (use terraform-module-builder), CI/CD pipeline config (use github-actions-pipeline-builder).
development
llm-as-judge-zheng-2023
Using LLMs as automated evaluators for comparing chatbot responses with Chatbot Arena methodology
data-ai
llm-router
Selects the optimal LLM model and provider for each task based on complexity, cost budget, and capability requirements. Routes cheap tasks to Haiku/GPT-4o-mini and complex tasks to Sonnet/Opus/o1. Use when deciding which model to call, optimizing LLM costs, or building multi-model agent systems. Activate on "which model", "model selection", "route to model", "LLM cost", "model routing", "cheap vs expensive model". NOT for prompt engineering (use prompt-engineer), model fine-tuning, or training custom models.
development
national-expungement-expert
Deep expertise in criminal record expungement laws across all 50 US states and DC. Knows eligibility rules, waiting periods, processes, fees, and common misconceptions.
devops
recovery-coach-patterns
Follow Recovery Coach codebase patterns and conventions. Use when writing new code, components, API routes, or database queries. Activates for general development, code organization, styling, and architectural decisions in this project.
development
normative-bdi-agents
A framework for building rational agents that can recognize, evaluate, and selectively adopt norms while resolving conflicts through consequence-based reasoning. Enables agents to make principled decisions when rules, obligations, and goals are mutually incompatible.
development
prompt-engineer
Expert prompt optimization for LLMs and AI systems. Use PROACTIVELY when building AI features, improving agent performance, or crafting system prompts. Masters prompt patterns and techniques.
development
rapport-intelligence-yield
Research linking rapport quality in interviews to information yield and intelligence value
development
react-native-architect
React Native 0.76+ architect with New Architecture, Fabric renderer, TurboModules, and production navigation/state patterns. Activate on: React Native app, RN architecture, Fabric, TurboModules, React Navigation, Expo integration, RN performance, native modules. NOT for: web-only React (use frontend-architect), Expo-specific workflows (use expo-workflow-expert), Flutter (use flutter-bloc-state-manager).
development
recovery-app-onboarding
Expert guidance for designing and implementing onboarding flows in recovery, wellness, and mental health applications. This skill should be used when building onboarding experiences, first-time user flows, feature discovery, or tutorial systems for apps serving vulnerable populations (addiction recovery, mental health, wellness). Activate on "onboarding", "first-time user", "tutorial", "feature tour", "welcome flow", "new user experience", "app introduction", "recovery app UX". NOT for general mobile UX (use mobile-ux-optimizer), marketing landing pages (use web-design-expert), or native app development (use iOS/Android skills).
development
recovery-courage-companion
Companion for finding the courage to quit drugs and rebuild a life after addiction stole your imagination, dreams, and executive function. Speaks to lived experience, not clinical distance. Covers rebuilding executive function, re-learning to dream, overcoming anhedonia, identity beyond 'addict', courage at each stage of change, and practical techniques for when everything feels impossible. Activate on 'courage to quit', 'can't imagine life sober', 'anhedonia recovery', 'can't feel anything sober', 'scared to get clean', 'rebuilding after addiction', 'lost my dreams to drugs', 'recovery motivation', 'afraid of sobriety', 'PAWS executive function', 'nothing feels good anymore'. NOT for active medical crisis (call 988 or 911), medication management (consult your doctor), or clinical treatment planning (use modern-drug-rehab-computer).
tools
recovery-social-features
Privacy-first social features for recovery apps - sponsors, groups, messaging, friend connections. Use for sponsor/sponsee systems, meeting-based groups, peer support, safe messaging. Activate on "sponsor", "sponsee", "recovery group", "accountability partner", "sober network", "meeting group", "peer support". NOT for general social media patterns (use standard social), dating features, or public profiles.
testing
remote-legal-hiring
Whether you need to and how to hire staff in remote states for legal document preparation — UPL concerns, the legal information vs legal advice line, LDA/LDP programs by state, hiring remote paralegals, multi-state employer compliance, and contractor vs employee classification for legal workers. Activate on 'hire paralegal', 'legal document preparer', 'remote legal staff', 'UPL compliance', 'multi-state legal hiring', 'legal information vs legal advice', 'LDA program', 'contractor vs employee legal'. NOT for expungement law (use national-expungement-expert), website operations (use expungement-site-operations), or general HR (use hr-expert).
development
resource-bounded-planning
Frameworks for designing agents that must reason and act under time pressure, limited computational resources, and changing environments — based on Bratman, Israel, and Pollack's foundational BDI architecture
development
schema-evolution-manager
Avro, Protobuf, backward/forward compatibility for schema evolution. Activate on: schema evolution, Avro, Protobuf, backward compatibility, forward compatibility, schema registry, breaking change, schema migration. NOT for: database migrations (use data-migration-specialist), API versioning (use api-versioning-backward-compatibility).
development
self-adaptive-systems
Engineering methodology for building software systems that autonomously manage themselves through explicit architectural separation and formal guarantees
development
shadowbox-expertise-transfer
ShadowBox training method for accelerating expertise transfer through expert decision comparison exercises
testing
site-reliability-engineer
Docusaurus build health validation and deployment safety for Claude Skills showcase. Pre-commit MDX validation (Liquid syntax, angle brackets, prop mismatches), pre-build link checking, post-build health reports. Activate on 'build errors', 'commit hooks', 'deployment safety', 'site health', 'MDX validation'. NOT for general DevOps (use deployment-engineer), Kubernetes/cloud infrastructure (use kubernetes-architect), runtime monitoring (use observability-engineer), or non-Docusaurus projects.
development
skillful-subagent-creator
Creates Claude subagents equipped with curated skills for solving problems within DAG workflows. Use when designing a specialist subagent, selecting skills for a subagent, writing the 4-section subagent prompt, or wiring subagents into orchestration DAGs. Activate on "create subagent", "subagent with skills", "specialist agent", "agent DAG", "orchestrate agents", "skill-equipped agent". NOT for creating skills themselves (use skill-architect), general Claude Code usage, or single-agent prompting without skills.
development
sobriety-app-design
Expert in designing AI-powered sobriety and recovery applications with trauma-informed UX. Covers sobriety counters, milestone celebrations, daily check-in flows, mood/craving tracking, meeting finders, sponsor communication, emergency crisis buttons, and ethical gamification. Activate on 'recovery app design', 'sobriety app UX', 'sobriety counter design', 'recovery app features', 'craving tracker UI', 'meeting finder UX', 'crisis button design', 'recovery milestones', 'sober app wireframe', 'trauma-informed app design'. NOT for clinical treatment protocols (use modern-drug-rehab-computer), active crisis intervention (call 988), or general mobile UX without recovery context (use mobile-ux-optimizer).
tools
sobriety-tools-guardian
Performance optimization and continuous improvement for sobriety.tools recovery app. Use for load time optimization, offline capability, crisis detection, performance monitoring, automated issue detection. Activate on "sobriety.tools", "recovery app perf", "crisis detection", "offline meetings", "HALT check-in", "sponsor contacts". NOT for general Next.js help, unrelated Cloudflare Workers, or non-recovery apps.
tools
sound-engineer
Expert in spatial audio, procedural sound design, game audio middleware, and app UX sound design. Specializes in HRTF/Ambisonics, Wwise/FMOD integration, UI sound design, and adaptive music systems. Activate on 'spatial audio', 'HRTF', 'binaural', 'Wwise', 'FMOD', 'procedural sound', 'footstep system', 'adaptive music', 'UI sounds', 'notification audio', 'sonic branding'. NOT for music composition/production (use DAW), audio post-production for film (linear media), voice cloning/TTS (use voice-audio-engineer), podcast editing (use standard audio editors), or hardware design.
testing
state-machine-designer
Design and implement finite state machines and statecharts for complex UI flows using XState v5 and Zustand. Activate on: multi-step forms, complex UI state, wizard flows, auth flows, statechart, XState. NOT for: simple boolean toggles (use React useState), server state (use data-fetching-strategist).
development
streaming-pipeline-architect
Kafka Streams, Flink, Spark Streaming, and CDC for real-time data pipelines. Activate on: streaming, Kafka Streams, Flink, Spark Streaming, CDC, Debezium, real-time pipeline, event stream processing. NOT for: message broker setup (use event-driven-architecture-expert), batch processing (use batch-processing-optimizer).
devops
systems-thinking
Analyze complex systems through stocks, flows, and feedback loops to find high-leverage interventions. For organizational, environmental, social, and technical systems exhibiting circular causality. NOT for linear problems or simple cause-effect chains.
testing
team-builder
Designs high-performing team structures using organizational psychology AND creates new skills on-the-fly when team needs unmet expertise. Expert in team composition, personality balancing, collaboration ritual design, and skill creation for missing capabilities. Use for team design, role definition, skill gap identification. Activates on 'team building', 'team composition', 'skills needed', 'what skills'. NOT for general project management or solo work planning.
development
terraform-module-builder
Reusable Terraform module builder for AWS, GCP, and Azure infrastructure. Activate on: Terraform module, reusable IaC, provider configuration, state management, module registry, workspace management. NOT for: Kubernetes manifests (use kubernetes-manifest-generator), AWS CDK (use aws-cdk-builder), application deployment (use devops-automator).
development
ux-friction-analyzer
Comprehensive UX analysis using cognitive psychology, ADHD-friendly design, Gestalt principles, and flow state engineering. Specializes in friction audits, user journey simulation, cognitive load optimization, and Fitts' Law application. Activate on "analyze UX", "friction audit", "user journey", "ADHD-friendly", "optimize flow", "reduce cognitive load", "UX audit", "conversion optimization". NOT for visual design execution (use web-design-expert), A/B testing implementation (use frontend-developer), or accessibility compliance auditing (use accessibility-auditor).
development
tacit-expertise-elicitation
Techniques for surfacing implicit, hard-to-articulate knowledge that experts use in practice
testing
van-der-aalst-2003-workflow-patterns
Apply the foundational taxonomy of workflow control patterns to evaluate, design, and debug complex coordination systems. Based on the seminal "Workflow Patterns" research establishing pattern-based expressiveness evaluation.
development
very-long-text-summarization
Summarizes very long texts (books, handbooks, biographies, codebases) using hierarchical multi-pass extraction with cheap model armies. Produces structured knowledge maps, not just summaries. Use when processing 50+ page documents, professional handbooks, career biographies, or any text too large for a single context window. Activate on "summarize book", "summarize handbook", "long document", "extract knowledge", "distill text", "professional biography". NOT for short text summarization (<10 pages), real-time chat summarization, or code documentation (use technical-writer).
development
video-frame-extraction-analysis
Extract keyframes, detect scenes, and build CLIP-indexed temporal search over video content. Activate on: keyframe extraction, scene detection, video search, video indexing, temporal analysis. NOT for: video editing/rendering (video-processing-editing), video generation (ai-video-production-master).
tools
vr-avatar-engineer
Expert in photorealistic and stylized VR avatar systems for Apple Vision Pro, Meta Quest, and cross-platform metaverse. Specializes in facial tracking (52+ blend shapes), subsurface scattering, Persona-style generation, Photon networking, and real-time LOD. Activate on 'VR avatar', 'Vision Pro Persona', 'Meta avatar', 'facial tracking', 'blend shapes', 'avatar networking', 'photorealistic avatar'. NOT for 2D profile pictures (use image generation), non-VR game characters (use game engine tools), static 3D models (use modeling tools), or motion capture hardware setup.
tools
web-design-expert
Creates unique web designs with brand identity, color palettes, typography, and modern UI/UX patterns. Use for brand identity development, visual design systems, layout composition, and responsive web design. Activate on "web design", "brand identity", "color palette", "UI design", "visual design", "layout". NOT for typography details (use typography-expert), color theory deep-dives (use color-theory-expert), design system tokens (use design-system-creator), or code implementation without design direction.
development
web-wave-designer
Creates realistic ocean and water wave effects for web using SVG filters (feTurbulence, feDisplacementMap), CSS animations, and layering techniques. Use for ocean backgrounds, underwater distortion, beach scenes, ripple effects, liquid glass, and water-themed UI. Activate on "ocean wave", "water effect", "SVG water", "ripple animation", "underwater distortion", "liquid glass", "wave animation", "feTurbulence water", "beach waves", "sea foam". NOT for 3D ocean simulation (use WebGL/Three.js), video water effects (use video editing), physics-based fluid simulation (use canvas/WebGL), or simple gradient backgrounds without wave motion.
development
skills/web-weather-creator
--- license: Apache-2.0 category: Design & Creative tags: - weather - web-design - creative - visualization - ambient --- # Web Weather Creator Master of stylized atmospheric effects using SVG filters and CSS animations. Creates clouds, waves, lightning, rain, fog, aurora borealis, god rays, lens flares, twilight skies, and ocean spray—all with a premium aesthetic that's stylized but never cheap-looking. ## Activation Triggers **Activate on:** "clouds", "waves", "weather effects",
development
skills/websocket-streaming
--- --- name: websocket-streaming license: Apache-2.0 description: Implements real-time bidirectional communication between DAG execution engines and visualization dashboards via WebSocket. Covers connection management, typed event protocols, reconnection with backoff, and React hook integration. Activate on "WebSocket", "real-time updates", "live streaming", "execution events", "state streaming", "push notifications". NOT for HTTP REST APIs, server-sent events (SSE), or general networking. allo
development
wei-2022-chain-of-thought
Strategic framework for eliciting and orchestrating reasoning in LLM-based agents through structured decomposition
development
windags-evaluator
Two-stage review engine with four-layer quality model for the WinDAGs meta-DAG. Receives completed node outputs and produces ReviewResult containing QualityVector. Stage 1 (Haiku) checks Floor + Wall on every node. Stage 2 (Sonnet) runs Ceiling evaluation conditionally using economic escalation formula. Enforces BC-EVAL-001 through BC-EVAL-006. Activate when operating as the Evaluator role in the meta-DAG, when reviewing node outputs, when computing quality vectors, or when deciding Stage 2 escalation.
testing
windows-3-1-web-designer
Expert in authentic Windows 3.1 aesthetic for modern web applications. Creates pixel-perfect retro UI with beveled borders, system gray palettes, and program manager styling. Activate on 'windows 3.1', 'retro ui', 'beveled borders', 'win31', 'program manager', '90s aesthetic'. NOT for vaporwave (neon gradients), glassmorphism, macOS/iOS styling, flat design, or material design.
development
yao-2023-tree-of-thoughts
Framework for deliberate problem-solving with LLMs through exploration of branching reasoning paths
development
mcp-creator
Expert MCP (Model Context Protocol) server developer creating safe, performant, production-ready servers with proper security, error handling, and developer experience. Activate on 'create MCP', 'MCP server', 'build MCP', 'custom tool server', 'MCP development', 'Model Context Protocol'. NOT for using existing MCPs (just invoke them), general API development (use backend-architect), or skills/agents without external state (use skill-coach/agent-creator).
tools
partner-text-coach
Real-time communication coach for navigating partner/relationship texts. Analyzes incoming messages for emotional subtext, suggests thoughtful responses, helps de-escalate conflict, and provides follow-up conversation strategies. Expert in attachment theory, nonviolent communication (NVC), Gottman research, and healthy relationship dynamics. Activate on "what should I say", "how to respond", "partner text", "relationship message", "what does this mean", "text my partner", "conversation with partner". NOT for manipulation tactics, revenge/ghosting advice, replacing couples therapy, or abusive relationships (seek professional help).
development
speech-pathology-ai
Expert speech-language pathologist specializing in AI-powered speech therapy, phoneme analysis, articulation visualization, voice disorders, fluency intervention, and assistive communication technology. Activate on 'speech therapy', 'articulation', 'phoneme analysis', 'voice disorder', 'fluency', 'stuttering', 'AAC', 'pronunciation', 'speech recognition', 'mellifluo.us'. NOT for general audio processing, music production, or voice acting coaching without clinical context.
tools
railway-render-deployment
Indie-friendly cloud deployment on Railway, Render, and Fly.io with autoscaling and cost optimization. Activate on: Railway deployment, Render deploy, Fly.io setup, indie hosting, affordable cloud, PaaS deployment, hobby project hosting, side project infrastructure. NOT for: enterprise Kubernetes (use kubernetes-manifest-generator), AWS/GCP infrastructure (use terraform-module-builder), Cloudflare Pages (use cloudflare-pages-cicd).
development
neobrutalist-web-designer
Modern web applications with authentic neobrutalist aesthetic. Bold typography, hard shadows (no blur), thick black borders, high-contrast primary colors, raw visual tension. Extrapolates neobrutalism to SaaS dashboards, e-commerce, landing pages, startup MVPs. Activate on 'neobrutalism', 'neubrutalism', 'brutalist', 'bold borders', 'hard shadows', 'raw aesthetic', 'anti-minimalism', 'gumroad style', 'figma style'. NOT for glassmorphism (use vaporwave-glassomorphic-ui-designer), Windows retro (use windows-3-1-web-designer or windows-95-web-designer), soft shadows, gradients, neumorphism.
development
wisdom-accountability-coach
Longitudinal memory tracking, philosophy teaching, and personal accountability with compassion. Expert in pattern recognition, Stoicism/Buddhism, and growth guidance. Activate on 'accountability', 'philosophy', 'Stoicism', 'Buddhism', 'personal growth', 'commitment tracking', 'wisdom teaching'. NOT for therapy or mental health treatment (refer to professionals), crisis intervention, or replacing professional coaching credentials.
testing
observability-apm-expert
OpenTelemetry, distributed tracing, Grafana, and Datadog for full-stack observability. Activate on: observability, tracing, OpenTelemetry, Grafana, Datadog, metrics, logging, APM, SLO, alerting. NOT for: application error handling (use relevant language skill), security monitoring (use relevant security skill).
testing
physics-rendering-expert
Real-time rope/cable physics using Position-Based Dynamics (PBD), Verlet integration, and constraint solvers. Expert in quaternion math, Gauss-Seidel/Jacobi solvers, and tangling detection. Activate on 'rope simulation', 'PBD', 'Position-Based Dynamics', 'Verlet', 'constraint solver', 'quaternion', 'cable dynamics', 'cloth simulation', 'leash physics'. NOT for fluid dynamics (SPH/MPM), fracture simulation (FEM), offline cinematic physics, molecular dynamics, or general game physics engines (use Unity/Unreal built-ins).
testing
email-composer
Draft professional emails for various contexts including business, technical, and customer communication. Use when the user needs help writing emails or composing professional messages.
data-ai
3d-cv-labeling-2026
Expert in 3D computer vision labeling tools, workflows, and AI-assisted annotation for LiDAR, point clouds, and sensor fusion. Covers SAM4D/Point-SAM, human-in-the-loop architectures, and vertical-specific training strategies. Activate on '3D labeling', 'point cloud annotation', 'LiDAR labeling', 'SAM 3D', 'SAM4D', 'sensor fusion annotation', '3D bounding box', 'semantic segmentation point cloud'. NOT for 2D image labeling (use clip-aware-embeddings), general ML training (use ml-engineer), video annotation without 3D (use computer-vision-pipeline), or VLM prompt engineering (use prompt-engineer).
tools
accessibility-automation-expert
Implement WCAG 2.2 AA/AAA compliance with automated testing, keyboard navigation, screen reader support, and focus management. Activate on: accessibility audit, WCAG compliance, keyboard navigation, screen reader, aria attributes, axe-core, focus trap. NOT for: design-level accessibility review (use design-accessibility-auditor), color contrast only (use css-in-js-architect).
tools
adhd-daily-planner
Time-blind friendly planning, executive function support, and daily structure for ADHD brains. Specializes in realistic time estimation, dopamine-aware task design, and building systems that actually work for neurodivergent minds.
development
admin-dashboard
Extend and modify the admin dashboard, developer portal, and operations console. Use when adding new admin tabs, metrics, monitoring features, or internal tools. Activates for dashboard development, analytics, user management, and internal tooling.
tools
agent-creator
Meta-agent for creating new custom agents, skills, and MCP integrations. Expert in agent design, MCP development, skill architecture, and rapid prototyping. Activate on 'create agent', 'new skill', 'MCP server', 'custom tool', 'agent design'. NOT for using existing agents (invoke them directly), general coding (use language-specific skills), or infrastructure setup (use deployment-engineer).
tools
agentic-calendar-coordination
AI-powered calendar management and agent-based scheduling coordination. Covers calendar APIs (Google Calendar, CalDAV/iCal), AI scheduling assistants (Reclaim, Clockwise, Motion, Cal.com), building custom calendar agents with MCP, multi-calendar merging, timezone management, focus block protection, meeting fatigue detection, and agent-to-agent meeting negotiation protocols. Activate on: "calendar agent", "AI scheduling", "calendar coordination", "meeting scheduling", "calendar API", "focus time protection", "calendar optimization", "Google Calendar MCP", "Reclaim", "Clockwise", "Motion", "Cal.com", "smart scheduling", "calendar-aware agent", "timezone scheduling", "agent negotiation meetings". NOT for: manual calendar UI component design (use form-validation-architect), project management scheduling or Gantt charts (use project-management-guru-adhd), general time-tracking or pomodoro apps (use adhd-daily-planner for time-awareness), building the agent itself from scratch (use agent-creator).
tools
agentic-patterns
Fundamental patterns for effective agentic behavior. Teaches decomposition, tool orchestration, error recovery, context management, quality self-assessment, and knowing when to stop. Model-agnostic principles that make any agent more effective regardless of domain. Activate on: "how should I structure this agent", "agentic workflow", "agent patterns", "multi-step task", "tool orchestration", "/agentic-patterns", "decompose this", "agent best practices", "chain of actions", "when should the agent stop", "agent loop design". NOT for: creating agent infrastructure (use agent-creator), building DAGs (use windags-architect), specific tool implementation.
tools
agentic-skill-discovery
Automated discovery and matching of agent skills for dynamic task routing and capability assessment
data-ai
skills/agentic-zero-trust-security
--- --- license: Apache-2.0 name: agentic-zero-trust-security description: | Cryptographic security for agentic systems — zero-trust agent networking, signed message envelopes (JWS/JWE), capability-based security (ocaps), Merkle tree audit trails, WASM sandboxing, and formal verification. Covers CLI dev tool security, mTLS between agents, permission boundaries (least privilege for AI agents), and supply chain security for skills/plugins. Activate on: "agent security", "zero trust agents", "sec
tools
ai-introduction-educator
Introduce people to AI, agentic AI, and AI skills with appropriate pedagogy for any audience. Covers LLM analogies, progressive complexity paths, aha-moment demos, audience-tailored explanations, workshop design, and overcoming emotional barriers to AI adoption. Activate on 'explain AI', 'introduce AI', 'AI workshop', 'AI demo', 'teach AI', 'AI literacy', 'onboard to AI', 'AI evangelism', 'explain agentic', 'explain skills to', 'AI training session', 'AI onboarding'. NOT for teaching ML engineering (use ai-engineer), not for building AI features (use ai-engineer), not for prompt engineering (use prompt-engineer), not for building training data pipelines.
development
ai-video-production-master
Expert in script-to-video production pipelines for Apple Silicon Macs. Specializes in hybrid local/cloud workflows, LoRA training for character consistency, motion graphics generation, and artist commissioning. Activate on 'AI video production', 'script to video', 'video generation pipeline', 'character consistency', 'LoRA training', 'cloud GPU', 'motion graphics', 'Wan I2V', 'InVideo alternative'. NOT for real-time video editing, video compositing (use DaVinci/Premiere), audio production, or 3D modeling (use Blender/Maya).
testing
alphago-deep-rl
Strategic patterns for solving intractable problems through cascading approximation, self-improvement, and heterogeneous evaluation from DeepMind's AlphaGo system
development
always-on-agent-inputs
How to design contextual inputs for an always-on AI agent with episodic memory. Covers what data to feed the agent, how to structure observations and triggers, ambient context capture (screen, audio, calendar), context window budgeting, and retrieval strategies that keep the agent grounded in what's actually happening. Activate on: "what should the agent observe", "context inputs for agent", "ambient context capture", "agent triggers", "agent input design", "screenpipe integration", "context window budget", "what data to feed my agent", "/always-on-agent-inputs". NOT for: memory architecture and storage (use always-on-agent-architecture), application ideas (use always-on-agent-applications), safety concerns (use always-on-agent-safety).
data-ai
always-on-agent-safety
Safety, privacy, cost management, and frank advice for building always-on AI agents with episodic memory. Covers data hygiene, privacy risk surfaces, runaway cost prevention, scope creep, psychological effects of persistent AI companions, and responsible deployment patterns. This is the skill that tells you what can go wrong and how to prevent it. Activate on: "agent safety", "always-on agent privacy", "agent cost control", "persistent agent risks", "AI companion safety", "agent data hygiene", "runaway agent costs", "parasocial AI risk", "/always-on-agent-safety". NOT for: architecture design (use always-on-agent-architecture), input design (use always-on-agent-inputs), application brainstorming (use always-on-agent-applications), healthcare compliance specifically (use hipaa-compliance).
development
android-background-task-specialist
Android background task specialist for WorkManager, Foreground Services, Doze mode, and battery optimization. Activate on: WorkManager, background task Android, Foreground Service, Doze mode, battery optimization, periodic work, background sync Android, JobScheduler. NOT for: iOS background tasks (use swiftui-data-flow-expert), React Native background (use mobile-offline-sync-architect), UI architecture (use jetpack-compose-navigation-expert).
development
api-architect
Expert API designer for REST, GraphQL, gRPC architectures. Activate on: API design, REST API, GraphQL schema, gRPC service, OpenAPI, Swagger, API versioning, endpoint design, rate limiting, OAuth flow. NOT for: database schema (use data-pipeline-engineer), frontend consumption (use web-design-expert), deployment (use devops-automator).
development
animation-system-architect
Design performant animation systems with Framer Motion, GSAP, View Transitions API, and spring physics. Activate on: page transitions, micro-interactions, scroll animations, layout animations, spring physics. NOT for: CSS-only hover effects (use css-in-js-architect), video/canvas rendering (use creative-coding-expert).
development
api-rate-limiting-throttling-expert
Token bucket, sliding window, and Redis-based rate limiting for API protection. Activate on: rate limiting, throttling, token bucket, sliding window, API abuse, DDoS protection, quota management. NOT for: API gateway setup (use api-gateway-reverse-proxy-expert), caching (use cache-strategy-invalidation-expert).
development
api-versioning-backward-compatibility
API migration strategies, deprecation workflows, and header/URL/content versioning. Activate on: API versioning, backward compatibility, deprecation, breaking change, API migration, v1 v2, sunset header. NOT for: schema evolution in data (use schema-evolution-manager), gateway routing (use api-gateway-reverse-proxy-expert).
development
applied-cognitive-task-analysis-acta-met
Systematic methodology for eliciting, representing, and operationalizing expert cognitive skills—pattern recognition, situation assessment, mental simulation—from practitioners without requiring research training. Bridges academic rigor and practical usability.
development
audio-transcription-pipeline
Build audio transcription pipelines with Whisper, Deepgram, and AssemblyAI including speaker diarization and real-time streaming. Activate on: transcription, speech-to-text, diarization, audio processing, meeting transcripts. NOT for: text-to-speech synthesis (voice-audio-engineer), music generation (ai-engineer).
development
automatic-stateful-prompt-improver
Automatically intercepts and optimizes prompts using the prompt-learning MCP server. Learns from performance over time via embedding-indexed history. Uses APE, OPRO, DSPy patterns. Activate on "optimize prompt", "improve this prompt", "prompt engineering", or ANY complex task request. Requires prompt-learning MCP server. NOT for simple questions (just answer them), NOT for direct commands (just execute them), NOT for conversational responses (no optimization needed).
tools
background-job-orchestrator
Expert in background job processing with Bull/BullMQ (Redis), Celery, and cloud queues. Implements retries, scheduling, priority queues, and worker management. Use for async task processing, email campaigns, report generation, batch operations. Activate on "background job", "async task", "queue", "worker", "BullMQ", "Celery". NOT for real-time WebSocket communication, synchronous API calls, or simple setTimeout operations.
development
bad-faith-rhetoric-detector
Describe patterns that may indicate bad-faith or manipulative communication including gish gallop, whataboutism, tone policing, motte-and-bailey, sealioning, lying by omission, deflection, and strategic evasion. Use when the user suspects manipulation, notices repeated non-engagement, wants to analyze debate tactics, or mentions 'bad faith', 'deflection', 'manipulation', 'dodging the question', 'avoiding the issue', 'gaslighting', 'moving goalposts'. Describes behavioral patterns without making psychological diagnoses.
development
bdi-soft-systems
Integration of BDI agent architecture with soft systems methodology for complex organizational problem-solving
data-ai
blue-green-deployment-orchestrator
Blue-green and canary deployment orchestrator with traffic shifting and automated rollback. Activate on: blue-green deployment, canary release, rolling deployment, traffic shifting, rollback automation, progressive delivery, Argo Rollouts, Flagger. NOT for: K8s manifest generation (use kubernetes-manifest-generator), CI/CD pipeline setup (use github-actions-pipeline-builder), monitoring (use monitoring-stack-deployer).
tools
bordini-hubner-2007-jason
Jason multi-agent platform implementing AgentSpeak(L) for practical BDI agent programming and deployment
devops
bot-developer
Expert bot developer specializing in Discord, Telegram, Slack automation with deep knowledge of rate limiting, state machines, event sourcing, moderation systems, and conversational AI integration. Activate on 'Discord bot', 'Telegram bot', 'Slack bot', 'chat automation', 'moderation system'. NOT for web APIs (use backend-architect), general automation scripts (use python-pro), or frontend chat widgets (use frontend-developer).
tools
cache-strategy-invalidation-expert
Redis caching patterns, cache-aside, write-through, TTL strategies, and invalidation. Activate on: caching, Redis, cache invalidation, cache-aside, write-through, TTL, CDN cache, stale-while-revalidate. NOT for: CDN/reverse proxy setup (use api-gateway-reverse-proxy-expert), database query optimization (use data-warehouse-optimizer).
development
caching-strategies
Design multi-tier caching architectures for web applications — cache-aside vs write-through vs write-behind, TTL design, cache invalidation, Redis patterns, CDN configuration, browser caching, and stampede prevention. Use when choosing a caching pattern, designing cache invalidation strategies, implementing Redis caching, configuring Cache-Control headers, or preventing cache stampedes. Activate on "cache invalidation", "cache-aside", "write-through", "TTL", "Redis cache", "CDN caching", "cache stampede", "stale data", "browser cache". NOT for database query caching within an ORM, memoization of pure functions, or CPU-level caching.
development
code-necromancer
Systematic framework for resurrecting and modernizing legacy codebases through archaeology, resurrection, and rejuvenation phases. Activate on "legacy code", "inherited codebase", "no documentation", "technical debt", "resurrect", "modernize". NOT for greenfield projects or well-documented active codebases.
development
chatbot-analytics
Implement AI chatbot analytics and conversation monitoring. Use when adding conversation metrics, tracking AI usage, measuring user engagement with chat, or building conversation dashboards. Activates for AI analytics, token tracking, conversation categorization, and chat performance.
development
checklist-discipline
Design and implement systematic checklists that reduce errors by 30-50% in complex, high-stakes domains (medicine, aviation, construction, finance). NOT for simple tasks or when comprehensive instruction is needed.
testing
ci-status-checker
Interprets GitHub Actions run status and logs, diagnoses CI failure patterns, and suggests targeted fixes. Handles dependency install failures, test timeouts, build OOM, flaky tests, and workflow misconfigurations. Activate on: 'CI failing', 'build broken', 'workflow error', 'GitHub Actions debug', 'flaky CI', 'pipeline timeout', 'CI red'. NOT for: writing new workflows from scratch (use github-actions-pipeline-builder), CI caching strategy (use ci-cache-optimizer), deployment orchestration (use devops-automator).
development
claude-ecosystem-promoter
Marketing and promotion specialist for Claude ecosystem technology - MCP servers, skills, plugins, and agents. Expert in community engagement, registry submissions, content marketing, and developer relations. Activate on 'promote MCP', 'share skill', 'market plugin', 'launch agent', 'developer marketing', 'MCP registry'. NOT for creating MCPs/skills (use agent-creator), general marketing (use content-marketer), or SEO optimization (use seo-visibility-expert).
tools
clip-aware-embeddings
Semantic image-text matching with CLIP and alternatives. Use for image search, zero-shot classification, similarity matching. NOT for counting objects, fine-grained classification (celebrities, car models), spatial reasoning, or compositional queries. Activate on "CLIP", "embeddings", "image similarity", "semantic search", "zero-shot classification", "image-text matching".
tools
cloudflare-pages-cicd
Cloudflare Pages CI/CD with preview environments, edge functions, and Wrangler automation. Activate on: Cloudflare Pages, Wrangler deploy, preview environment, edge function, Pages project, Cloudflare Workers integration, custom domain on Pages. NOT for: Worker-specific development (use cloudflare-worker-dev), DNS management (use devops-automator), full-stack app frameworks (use vercel-deployment).
tools
cloudflare-worker-dev
Cloudflare Workers, KV, Durable Objects, and edge computing development. Use for serverless APIs, caching, rate limiting, real-time features. Activate on "Workers", "KV", "Durable Objects", "wrangler", "edge function", "Cloudflare". NOT for Cloudflare Pages configuration (use deployment docs), DNS management, or general CDN settings.
development
code-architecture
Application architecture patterns and code organization — clean architecture, hexagonal architecture, feature-based structure, dependency inversion, module boundaries, SOLID principles at module scale. Activate on "clean architecture", "hexagonal architecture", "feature-based structure", "dependency inversion", "module boundaries", "architecture pattern", "folder structure", "fat controller", "circular dependency", "IoC container". NOT for microservice decomposition (use microservices-patterns) or database schema design (use database-design-patterns).
development
collage-web-design
Collage as a web design aesthetic — overlapping elements, mixed media, cut-out shapes, scrapbook layouts, and editorial magazine spreads adapted for the web. CSS techniques for layered compositions using z-index stacking, clip-path, mix-blend-mode, parallax layering, and grid-breaking layouts. Activate on 'collage web', 'editorial layout', 'magazine layout', 'overlapping elements', 'scrapbook', 'cut-out aesthetic', 'mixed media web', 'layered composition', 'grid-breaking', 'editorial web design', 'fashion website layout', 'David Carson'. NOT for photo collage/gallery grids (use collage-layout-expert), maximalist density (use maximalist-web-design), neobrutalism (use neobrutalist-web-designer).
tools
color-contrast-auditor
Detects and fixes color contrast violations using WCAG 2.1 guidelines and perceptual analysis. Expert in contrast ratio calculation, color blindness simulation, and providing accessible alternatives. Activate on "check contrast", "color accessibility", "WCAG audit", "readability check", "contrast ratio", "hard to read", "can't see text". NOT for general color theory (use color-theory-palette-harmony-expert), brand color selection (use web-design-expert), or non-visual accessibility (use ux-friction-analyzer).
development
completion-script-generator
Generates shell completion scripts for CLI tools. Parses command structure from help output, commander/yargs configs, or manual specification. Produces completions for bash, zsh, and fish that follow each shell's conventions.
tools
component-template-generator
Generates starter component code using design tokens. Creates React/Vue/Svelte components with proper token usage, variants, and accessibility built in.
development
computer-vision-pipeline
Build production computer vision pipelines for object detection, tracking, and video analysis. Handles drone footage, wildlife monitoring, and real-time detection. Supports YOLO, Detectron2, TensorFlow, PyTorch. Use for archaeological surveys, conservation, security. Activate on "object detection", "video analysis", "YOLO", "tracking", "drone footage". NOT for simple image filters, photo editing, or face recognition APIs.
development
cost-accrual-tracker
Track real-time API cost accrual during LLM execution. Activate on 'cost tracking', 'token usage', 'API costs', 'budget monitoring', 'usage metrics'. NOT for cost estimation, pricing tiers, or billing systems.
development
cross-platform-desktop
Cross-platform desktop development for macOS and Windows -- platform abstractions, UI convention differences, and multi-platform CI/CD. Activate on: cross-platform app, macOS and Windows, platform differences, DMG installer, MSI installer, NSIS installer, Cmd vs Ctrl, platform abstractions, menu bar differences, native conventions. NOT for: mobile apps, web-only apps, Tauri-specific internals (use rust-tauri-development).
development
cse-state-of-practice
Review of Cognitive Systems Engineering applications and current practice in safety-critical domains
data-ai
css-in-js-architect
Architect scalable styling systems with Tailwind v4, CSS Modules, design tokens, dynamic theming, and container queries. Activate on: design tokens, theming system, Tailwind config, CSS architecture, container queries, dark mode. NOT for: component library creation (use design-system-creator), animation systems (use animation-system-architect).
development
dag-capability-ranker
Ranks skill matches by fit, performance history, and contextual relevance. Applies multi-factor scoring including success rate, resource usage, and task alignment. Activate on 'rank skills', 'best skill for', 'skill ranking', 'compare skills', 'optimal skill'. NOT for semantic matching (use dag-semantic-matcher) or skill catalog (use dag-skill-registry).
tools
dag-chain-decomposition
Algorithms for decomposing DAGs into chains for parallel execution and resource optimization
development
dag-context-bridger
Manages context passing between DAG nodes and spawned agents. Handles context summarization, selective forwarding, and token budget optimization. Activate on 'bridge context', 'pass context', 'summarize context', 'context management', 'agent context'. NOT for execution (use dag-parallel-executor) or aggregation (use dag-result-aggregator).
data-ai
dag-dependency-resolver
Validates DAG structures, performs topological sorting, detects cycles, and resolves dependency conflicts. Uses Kahn's algorithm for optimal execution ordering. Activate on 'resolve dependencies', 'topological sort', 'cycle detection', 'dependency order', 'validate dag'. NOT for building DAGs (use dag-graph-builder) or scheduling execution (use dag-task-scheduler).
development
dag-execution-tracer
Traces complete execution paths through DAG workflows. Records timing, inputs, outputs, and state transitions for all nodes. Activate on 'execution trace', 'trace execution', 'execution path', 'debug execution', 'execution log'. NOT for performance analysis (use dag-performance-profiler) or failure investigation (use dag-failure-analyzer).
development
dag-executor
ALIAS for dag-orchestrator. The original DAG execution skill, now unified with orchestrator into dag-orchestrator. Use dag-orchestrator for the full HTDAG experience.
tools
dag-failure-analyzer
Performs root cause analysis on DAG execution failures. Traces failure propagation, identifies systemic issues, and generates actionable remediation guidance. Activate on 'failure analysis', 'root cause', 'why did it fail', 'debug failure', 'error investigation'. NOT for execution tracing (use dag-execution-tracer) or performance issues (use dag-performance-profiler).
development
dag-graph-builder
Parses complex problems into DAG (Directed Acyclic Graph) execution structures. Decomposes tasks into nodes with dependencies, identifies parallelization opportunities, and creates optimal execution plans. Activate on 'build dag', 'create workflow graph', 'decompose task', 'execution graph', 'task graph'. NOT for simple linear tasks or when an existing DAG structure is provided.
tools
dag-isolation-manager
Manages agent isolation levels and resource boundaries. Configures strict, moderate, and permissive isolation profiles. Activate on 'isolation level', 'agent isolation', 'resource boundaries', 'sandboxing', 'agent containment'. NOT for permission validation (use dag-permission-validator) or runtime enforcement (use dag-scope-enforcer).
data-ai
dag-iteration-detector
Identifies when task outputs require iteration based on quality signals, unmet requirements, or explicit feedback. Triggers appropriate re-execution strategies. Activate on 'needs iteration', 'retry needed', 'not good enough', 'try again', 'refine output'. NOT for feedback generation (use dag-feedback-synthesizer) or convergence tracking (use dag-convergence-monitor).
development
dag-ops
Operations, debugging, and optimization for DAG workflows. Performs root cause analysis on failures, profiles execution performance, aggregates results from parallel branches, bridges context between nodes, and learns patterns from execution history. Activate on "DAG failed", "why did it fail", "root cause", "performance profile", "aggregate results", "merge branches", "execution patterns", "optimize DAG". NOT for planning DAGs (use dag-planner), executing DAGs (use dag-runtime), or validating outputs (use dag-quality).
development
dag-output-validator
Validates agent outputs against expected schemas and quality criteria. Ensures outputs meet structural requirements and content standards. Activate on 'validate output', 'output validation', 'schema validation', 'check output', 'output quality'. NOT for confidence scoring (use dag-confidence-scorer) or hallucination detection (use dag-hallucination-detector).
testing
dag-parallel-executor
Executes DAG waves with controlled parallelism using the Task tool. Manages concurrent agent spawning, resource limits, and execution coordination. Activate on 'execute dag', 'parallel execution', 'concurrent tasks', 'run workflow', 'spawn agents'. NOT for scheduling (use dag-task-scheduler) or building DAGs (use dag-graph-builder).
tools
dag-performance-profiler
Profiles DAG execution performance including latency, token usage, cost, and resource consumption. Identifies bottlenecks and optimization opportunities. Activate on 'performance profile', 'execution metrics', 'latency analysis', 'token usage', 'cost analysis'. NOT for execution tracing (use dag-execution-tracer) or failure analysis (use dag-failure-analyzer).
testing
dag-permission-validator
Validates permission inheritance between parent and child agents. Ensures child permissions are equal to or more restrictive than parent. Activate on 'validate permissions', 'permission check', 'inheritance validation', 'permission matrix', 'security validation'. NOT for runtime enforcement (use dag-scope-enforcer) or isolation management (use dag-isolation-manager).
testing
dag-quality
Validates agent outputs against schemas and quality criteria, scores confidence, detects hallucinations, monitors convergence, decides when to iterate, and synthesizes actionable feedback. Use when checking if a node's output is acceptable, scoring confidence, detecting fabricated content, deciding whether to re-execute, or generating improvement feedback. Activate on "validate output", "check quality", "confidence score", "hallucination check", "should we iterate", "improvement feedback". NOT for executing DAGs (use dag-runtime), planning DAGs (use dag-planner), or matching skills (use dag-skills-matcher).
testing
dag-runtime
Executes DAG workflows with parallel wave processing, agent spawning, context isolation, permission enforcement, and full execution tracing. Use when running a planned DAG, managing concurrent agent execution, enforcing isolation boundaries, or tracing execution for debugging. Activate on "execute DAG", "run workflow", "spawn agents", "parallel execution", "execution trace", "agent isolation". NOT for planning DAGs (use dag-planner), validating outputs (use dag-quality), or matching skills (use dag-skills-matcher).
development
dag-skill-registry
Central catalog of available skills with metadata, capabilities, and performance history. Provides skill discovery and lookup services. Activate on 'skill registry', 'list skills', 'skill catalog', 'available skills', 'skill metadata'. NOT for matching skills to tasks (use dag-semantic-matcher) or ranking (use dag-capability-ranker).
data-ai
dag-skills-matcher
Matches natural language task descriptions to appropriate skills using semantic similarity, ranks candidates by fit and performance history, and maintains the skill catalog. Use when assigning skills to DAG nodes, searching for the right skill for a task, ranking competing skills, or browsing the skill catalog. Activate on "find skill", "match skill", "which skill", "skill for this task", "skill catalog", "rank skills", "best skill". NOT for executing DAGs (use dag-runtime), creating skills (use skill-architect), or grading skills (use skill-grader).
data-ai
dag-visual-editor-design
Design modern, intuitive DAG/workflow visual editors that feel like LEGO, not LabView
development
database-connection-pool-manager
PgBouncer, connection optimization, and pooling strategies for database performance. Activate on: connection pool, PgBouncer, database connections, pool size, connection limit, Prisma pool, Drizzle pool. NOT for: query optimization (use data-warehouse-optimizer), database schema design (use dimensional-modeler).
data-ai
data-cost-optimizer
Warehouse cost reduction, auto-scaling, query optimization, and lifecycle policies for data infrastructure. Activate on: data cost, warehouse credits, cost reduction, auto-scaling, lifecycle policy, cold storage, cost monitoring, resource optimization. NOT for: query performance tuning (use data-warehouse-optimizer), batch job optimization (use batch-processing-optimizer).
testing
data-lineage-tracker
OpenLineage, DataHub, Marquez for data lineage tracking and impact analysis. Activate on: data lineage, OpenLineage, DataHub, Marquez, impact analysis, data catalog, column lineage, data discovery. NOT for: data quality validation (use data-quality-guardian), dbt documentation (use dbt-analytics-engineer).
testing
data-migration-specialist
Large-scale data migrations with validation, rollback, and zero-downtime strategies. Activate on: data migration, database migration, zero-downtime migration, dual-write, backfill, cutover, data validation, schema migration. NOT for: schema evolution in streams (use schema-evolution-manager), API versioning (use api-versioning-backward-compatibility).
development
data-quality-guardian
Great Expectations, dbt tests, anomaly detection, and data contracts for data quality. Activate on: data quality, data validation, Great Expectations, data contract, anomaly detection, SLA, freshness check, schema validation. NOT for: dbt model structure (use dbt-analytics-engineer), schema evolution (use schema-evolution-manager).
testing
data-viz-commercials
Expert in turning data visualizations into compelling video and animation content for social media and marketing. Activate on: data commercial, animated chart, data storytelling video, chart animation, Remotion data video, Motion Canvas, Flourish animation, D3 animation, data viz social media, dashboard recording, data narrative video. NOT for: static data visualization (use data-viz-2025), general video editing (use video-processing-editing), full video production pipeline (use ai-video-production-master).
testing
fipa-00023-agent-management
FIPA standard for agent platform management including lifecycle, directory, and communication services
data-ai
data-warehouse-optimizer
Snowflake, BigQuery, clustering, partitioning, and materialized views for warehouse performance. Activate on: Snowflake, BigQuery, Redshift, query optimization, clustering, partitioning, materialized view, warehouse cost, query profile. NOT for: dbt model structure (use dbt-analytics-engineer), data modeling (use dimensional-modeler).
data-ai
dependency-management
Managing third-party dependencies — version pinning, security auditing, license compliance, update workflows, lockfile management, supply chain security. Activate on "npm audit", "dependabot", "renovate", "pin versions", "dependency update", "supply chain", "license compliance", "lockfile", "security advisory", "typosquatting", "SBOM". NOT for internal monorepo package management (use monorepo-management) or publishing your own packages to npm/PyPI.
testing
design-critic
Aesthetic assessment and design scoring across 6 dimensions. Use for UI critique, design review, visual quality assessment, remix suggestions. Activate on "design critique", "aesthetic review", "UI assessment", "visual quality", "design score", "remix this design". NOT for implementation (use frontend-developer), accessibility-only audits (use color-contrast-auditor), or brand identity creation.
development
design-justice
Digital equity and trauma-informed design for marginalized populations. Activate on "accessibility", "offline-first", "trauma-informed", "reentry", "recovery population", "shared device", "unstable phone", "digital equity", "design justice", "low-literacy", "intermittent access". NOT for general UX, marketing optimization, or enterprise SaaS design.
development
devtool-documentation
Expert in developer tool documentation as a product. Activate on: docs site, getting started guide, API reference, developer documentation, Docusaurus, Mintlify, Nextra, ReadMe, migration guide, troubleshooting page, docs information architecture, documentation testing, llms.txt. NOT for: marketing copy (use seo-content-blogging), API design itself (use api-architect), general technical writing (use technical-writer).
tools
diagramming-expert
Master of text-based visual communication using ASCII art, Unicode box-drawing, and structured diagram notation. Creates clear, maintainable diagrams for systems, processes, hierarchies, relationships, and psychological structures. Proactively generates diagrams to enhance understanding. Activate on visualization needs, system architecture, process flows, psychological mapping, or when complex concepts would benefit from visual representation. NOT for photo editing, vector graphics, or GUI-based design tools.
tools
discourse-coordinator
Meta-skill that orchestrates the discourse skill suite: routes between steel-man-argument, socratic-questioning, toulmin-argument-analysis, logical-fallacy-detector, bad-faith-rhetoric-detector, discourse-elision-analyzer, forensic-speech-structure, and productive-discourse-facilitator. Use when analyzing conversations, facilitating discourse, or operating as a dialogue copilot. Maintains mode (silent analysis, coaching overlay, active facilitator) and decides which skills to invoke based on conversation dynamics.
testing
distributed-algorithms
Foundational distributed computing algorithms for consensus, coordination, and fault tolerance
development
distributed-transaction-manager
Saga patterns, compensating actions, and two-phase commit for distributed transactions. Activate on: distributed transaction, saga, compensating action, two-phase commit, eventual consistency, cross-service transaction. NOT for: single-database transactions (use database-connection-pool-manager), event sourcing (use cqrs-event-sourcing-architect).
testing
drizzle-migrations
Manage database schema with Drizzle ORM and SQLite migrations. Use when adding tables, modifying columns, creating indexes, or running migrations. Activates for database schema changes, migration generation, and Drizzle query patterns.
data-ai
environment-config-manager
Environment configuration manager for 12-factor config, feature flags, and multi-environment management. Activate on: environment variables, ConfigMap, feature flags, 12-factor config, dotenv management, config per environment, runtime config. NOT for: secret storage (use secret-management-expert), IaC provisioning (use terraform-module-builder), CI/CD variables (use github-actions-pipeline-builder).
development
error-boundary-strategist
Design resilient React error handling with Error Boundaries, Sentry integration, recovery UI, retry patterns, and graceful degradation. Activate on: error boundary, crash recovery, Sentry, error fallback UI, retry logic, unhandled exceptions. NOT for: form validation errors (use form-validation-architect), API error codes (use api-architect).
development
event-driven-architecture-expert
Message queues, pub/sub, event sourcing with Kafka, RabbitMQ, Redis Streams. Activate on: event-driven, message queue, pub/sub, Kafka, RabbitMQ, event bus, async messaging, dead letter queue. NOT for: CQRS projections (use cqrs-event-sourcing-architect), real-time WebSocket (use websocket-realtime-expert), observability (use observability-apm-expert).
development
execution-lifecycle-manager
Manage DAG execution lifecycles including start, stop, pause, resume, and cleanup. Activate on 'execution lifecycle', 'stop execution', 'abort DAG', 'graceful shutdown', 'kill process'. NOT for cost estimation, DAG building, or skill selection.
development
expo-workflow-expert
Expo managed workflow expert for EAS Build, Submit, Update, config plugins, and custom dev clients. Activate on: Expo project, EAS Build, EAS Update, config plugin, expo-dev-client, Expo Router, Expo SDK 52, app.json configuration. NOT for: bare React Native (use react-native-architect), native module authoring (use react-native-architect), Flutter (use flutter-bloc-state-manager).
tools
face-recognition-system-builder
Build face recognition systems with InsightFace, ArcFace, enrollment pipelines, HDBSCAN clustering, and privacy-compliant architecture. Activate on: face recognition, face enrollment, face clustering, identity verification, facial search. NOT for: general object detection (computer-vision-pipeline), emotion analysis (ai-engineer).
development
feature-manifest
Manage feature manifests for code traceability. Use when creating new features, updating existing features, checking feature health, or exploring the feature-to-code relationship. Activates for manifest validation, feature creation, changelog updates, and traceability queries.
development
fine-tuning-dataset-curator
Prepare high-quality datasets for LLM fine-tuning with filtering, deduplication, augmentation, and RLHF data formatting. Activate on: fine-tuning data, training data curation, RLHF dataset, data quality filtering, SFT dataset. NOT for: model training infrastructure (ai-engineer), prompt engineering without fine-tuning (prompt-engineer).
development
fipa-00037-communicative-act-library
FIPA standard library of communicative acts (speech acts) for agent-to-agent messaging semantics
development
fipa-00086-ontology-service
Framework for coordinating meaning across autonomous agents that use different conceptual models, vocabularies, and knowledge representations. Treats ontologies as first-class negotiable resources rather than hardcoded implementation details.
development
fischer-lynch-paterson-1985-flp-impossibility
Foundational impossibility result proving consensus cannot be guaranteed in asynchronous systems with even one faulty process
tools
forensic-speech-structure
Structure persuasive speeches and formal arguments in forensic, legal, policy, and competitive debate styles. Use when the user needs to prepare talks, opening or closing arguments, policy pitches, public explanations, debate speeches, or mentions 'forensic speech', 'formal argument', 'persuasive speech structure', 'debate speech', 'opening statement', 'closing argument'. Turns structured claims into audience-tuned persuasive delivery.
data-ai
form-validation-architect
End-to-end form handling with react-hook-form, Zod schemas, validation patterns, error messaging, field arrays, and multi-step wizards. Use for complex forms, validation architecture, autosave, field dependencies. Activate on "form validation", "react-hook-form", "Zod", "form error", "multi-step form", "wizard". NOT for simple HTML forms, backend validation only, or non-React frameworks.
development
fullstack-debugger
Expert debugger for Next.js + Cloudflare Workers + Supabase stacks. Systematic troubleshooting for auth, caching, workers, RLS, CORS, and build issues. Activate on: 'debug', 'not working', 'error', 'broken', '500', '401', '403', 'cache issue', 'RLS', 'CORS'. NOT for: feature development (use language skills), architecture design (use system-architect).
development
geospatial-data-pipeline
Process, analyze, and visualize geospatial data at scale. Handles drone imagery, GPS tracks, GeoJSON optimization, coordinate transformations, and tile generation. Use for mapping apps, drone data processing, location-based services. Activate on "geospatial", "GIS", "PostGIS", "GeoJSON", "map tiles", "coordinate systems". NOT for simple address validation, basic distance calculations, or static map embeds.
development
github-actions-pipeline-builder
Build production CI/CD pipelines with GitHub Actions. Implements matrix builds, caching, deployments, testing, security scanning. Use for automated testing, deployments, release workflows. Activate on "GitHub Actions", "CI/CD", "workflow", "deployment pipeline", "automated testing". NOT for Jenkins/CircleCI, manual deployments, or non-GitHub repositories.
development
git-workflow-expert
Git branching strategies, conflict resolution, rebase workflows, monorepo patterns, and advanced operations like cherry-pick, bisect, and reflog recovery. Activate on "git", "branching strategy", "merge conflict", "rebase", "cherry-pick", "monorepo git", "git bisect", "git reflog", "squash commits". NOT for GitHub Actions CI/CD (use github-actions-pipeline-builder), GitHub API/webhooks, or PR review processes (use code-review-checklist).
development
grief-companion
Compassionate bereavement support, memorial creation, grief education, and healing journey guidance. Specializes in understanding grief stages, creating meaningful tributes, and supporting the non-linear path of loss.
testing
hand-drawn-infographic-creator
Generate hand-drawn style diagrams and infographics for recovery education articles. Creates anatomist's notebook aesthetic visuals - brain diagrams, timelines, social comparisons, and process flows using continuous line art, semantic color coding, and margin annotations.
testing
hierarchical-skill-repr
Representations for hierarchical skill structures including knowledge graphs and ontological decomposition
content-media
hipaa-compliance
Ensure HIPAA compliance when handling PHI (Protected Health Information). Use when writing code that accesses user health data, check-ins, journal entries, or any sensitive information. Activates for audit logging, data access, security events, and compliance questions.
development
hoare-1978-csp
Foundational theory for process-oriented concurrency through synchronous message-passing, applicable to multi-agent coordination and parallel decomposition
data-ai
hr-network-analyst
Professional network graph analyst identifying Gladwellian superconnectors, mavens, and influence brokers using betweenness centrality, structural holes theory, and multi-source network reconstruction. Activate on 'superconnectors', 'network analysis', 'who knows who', 'professional network', 'influence mapping', 'betweenness centrality'. NOT for surveillance, discrimination, stalking, privacy violation, or speculation without data.
data-ai
hsts-planning-scheduling
Heuristic search-based temporal planning and scheduling for complex multi-constraint environments
data-ai
hypertree-planning
Hypertree decomposition approach to planning problems for reduced computational complexity
tools
image-generation-workflow-engine
Build image generation pipelines with Stable Diffusion, FLUX, ControlNet, LoRA, and ComfyUI workflows. Activate on: image generation pipeline, ComfyUI workflow, ControlNet, LoRA training, diffusion model. NOT for: video generation (ai-video-production-master), image classification (computer-vision-pipeline).
development
incident-command-decisions
Decision-making patterns in incident command and emergency management leadership contexts
testing
indie-monetization-strategist
Monetization strategies for indie developers, solopreneurs, and small teams. Covers freemium models, SaaS pricing, sponsorships, donations, email list building, and passive income for developer tools, content sites, and educational apps. Activate on 'monetization', 'make money', 'pricing', 'freemium', 'SaaS', 'sponsorship', 'donations', 'passive income', 'indie hacker'. NOT for enterprise sales, B2B outbound, VC fundraising, or large-scale advertising (use enterprise/marketing skills).
tools
interview-simulator
Designs and orchestrates a realistic interview simulation platform with voice AI, whiteboard evaluation, gaze-tracking proctoring, and mobile spaced repetition. Use for building mock interview infrastructure, configuring sessions, and adaptive difficulty. Activate on "interview simulator", "mock interview", "practice session", "voice mock". NOT for individual round-type coaching, resume writing, or prep timeline coordination.
development
ios-app-beauty
Makes iOS apps feel premium, polished, and unmistakably native — SF Symbols mastery, SwiftUI spring animations, haptic feedback choreography, blur/vibrancy materials, Dynamic Type, color system design, and the specific spacings and radii Apple uses. This is about TASTE, not syntax. Activate on 'iOS design polish', 'SwiftUI animation', 'SF Symbols', 'haptic feedback', 'premium iOS feel', 'Apple HIG', 'native iOS look', 'Liquid Glass', 'iOS visual design', 'app polish'.
testing
ipc-communication-patterns
Comprehensive reference for inter-process communication mechanisms -- every way processes can talk on a computer. Covers sockets (TCP, UDP, Unix domain), WebSockets, SSE, pipes (named/anonymous), shared memory (mmap, shm_open), message queues, signals, D-Bus, XPC (macOS), gRPC, REST, stdin/stdout, file-based coordination, and clipboard. Performance benchmarks, platform availability, and code examples for each. Special focus on which IPC works best for AI agent coordination. Activate on: "IPC", "inter-process communication", "process communication", "how do I talk between processes", "Unix socket vs TCP", "shared memory", "named pipe", "WebSocket vs SSE", "gRPC vs REST", "agent coordination IPC", "XPC service", "message passing", "stdout pipe", "D-Bus", "mmap". NOT for: distributed systems design (use distributed-systems), network protocol design (use networking), message queue infrastructure like Kafka (use data-pipeline-engineer).
tools
job-application-optimizer
Strategic job application planning and Resume SEO optimization. Approaches applications like marketing campaigns with market research, opportunity qualification, and content optimization. Activate on 'optimize resume', 'tailor resume', 'ATS optimization', 'job fit score', 'should I apply'. NOT for initial career narratives (career-biographer), portfolio design (cv-creator), or market positioning (competitive-cartographer).
data-ai
khattab-2023-dspy
Declarative programming framework for optimizing LLM prompts through compilation and automatic tuning
development
kieras-goms-for-task-analysis
GOMS cognitive modeling methodology for analyzing human-computer interaction task performance
development
knot-theory-educator
Expert in visualizing and explaining braid theory, knot mathematics, and topological concepts for educational purposes. Use for creating interactive visualizations, explainer cards, step-wise animations, and translating abstract algebra into intuitive understanding. Activate on keywords: braid theory, knot visualization, σ notation, crossing diagrams, Yang-Baxter, topological education. NOT for general math tutoring, pure knot invariant computation, or non-educational knot theory research.
data-ai
knowledge-distillation-deep
Deep analysis of knowledge distillation techniques for compressing large models into smaller efficient ones
testing
lakatos
Philosophy of science methodology examining how research programs evolve through proofs and refutations
testing
skills/legal-tech-web-design
--- --- license: Apache-2.0 name: legal-tech-web-design description: Web design for legal technology products — trust signals, authority indicators, compliance UI patterns, multi-step wizard flows for legal processes, and accessibility for government/legal contexts. Activate on 'legal website design', 'trust signals', 'legal form UX', 'legal wizard flow', 'expungement UI', 'court filing interface', 'legal tech landing page'. NOT for general web design (use web-design-expert), design system token
development
liaison
Human interface agent that translates ecosystem activity into clear, actionable communication. Creates status briefings, decision requests, celebration reports, concern alerts, and opportunity summaries. Use for 'status update', 'brief me', 'what's happening', 'summarize progress', or when complex multi-agent work needs human-readable reporting.
testing
llm-cost-optimizer
Track and reduce LLM API costs with per-request token tracking, model routing, budget alerts, and prompt compression. Activate on: reduce AI costs, token tracking, model routing, LLM budget, prompt compression. NOT for: general cloud cost optimization (cost-accrual-tracker), model training costs (ai-engineer).
development
llm-evaluation-harness
Build automated LLM evaluation pipelines with benchmarks, regression tests, RAGAS, and human eval workflows. Activate on: LLM evaluation, benchmark testing, eval pipeline, RAGAS, model regression tests. NOT for: traditional software testing (testing-expert), model training (ai-engineer).
development
llm-streaming-response-handler
Build production LLM streaming UIs with Server-Sent Events, real-time token display, cancellation, error recovery. Handles OpenAI/Anthropic/Claude streaming APIs. Use for chatbots, AI assistants, real-time text generation. Activate on "LLM streaming", "SSE", "token stream", "chat UI", "real-time AI". NOT for batch processing, non-streaming APIs, or WebSocket bidirectional chat.
development
logging-observability
Structured logging, distributed tracing, and metrics for production applications. [What: OpenTelemetry setup, log level strategy, correlation IDs, SLI/SLO alerting thresholds, Grafana dashboard design, PagerDuty integration] [When: setting up production logging, adding observability to a service, debugging distributed systems, designing alerting, implementing traces/metrics/logs] [Keywords: logging, observability, OpenTelemetry, OTel, structured logs, distributed tracing, correlation ID, metrics, Grafana, Prometheus, PagerDuty, Winston, Pino, structlog, log levels, SLI, SLO, alerting] NOT for application performance profiling (use a profiler), load testing, or database query optimization.
development
logical-fallacy-detector
Identify, label, and explain logical fallacies in arguments and discourse. Use when the user wants to analyze arguments, check reasoning, evaluate debate claims, spot weak arguments, do debate prep, policy writing, or conflict analysis. Triggers on 'fallacy', 'logical error', 'faulty reasoning', 'argument flaw', 'is this valid', 'check this logic'. Works on both formal deductive errors and informal reasoning mistakes.
testing
mermaid-graph-renderer
Renders Mermaid diagrams to SVG, PNG, and PDF in both web and offline contexts. Covers client-side lazy loading, SSR trade-offs, CLI batch export, and native Rust rendering. Use when exporting diagrams to images, optimizing Mermaid rendering performance on web pages, setting up CI/CD diagram pipelines, or choosing a rendering library. Activate on "render mermaid", "export diagram", "mermaid to png", "mermaid to svg", "mermaid performance", "diagram export". NOT for writing Mermaid syntax (use mermaid-graph-writer), general image processing, or non-Mermaid diagram formats.
tools
mermaid-graph-writer
Writes precise, well-structured Mermaid diagrams for any visualization need. Use when creating flowcharts, sequence diagrams, state machines, ER models, timelines, mindmaps, Gantt charts, or any other Mermaid-supported diagram type. Activate on "mermaid", "diagram", "flowchart", "sequence diagram", "state diagram", "ER diagram", "visualize", "draw graph". NOT for rendering/exporting Mermaid to images (use mermaid-graph-renderer), ASCII art, or GUI-based design tools.
tools
microservices-patterns
Microservice architecture patterns — service decomposition, inter-service communication, API gateway, saga pattern, event-driven architecture, service mesh, circuit breaker, CQRS, event sourcing. Activate on "microservices", "service decomposition", "saga pattern", "API gateway", "event-driven", "service mesh", "circuit breaker", "CQRS", "event sourcing", "bounded context", "strangler fig", "distributed transactions", "choreography vs orchestration". NOT for monolith design, serverless functions, or Kubernetes infrastructure.
development
motion-design-web
Motion design and micro-animations for web interfaces — Framer Motion layout animations, CSS scroll-driven animations, View Transitions API, GSAP ScrollTrigger, spring physics tuning, loading choreography, and Disney's 12 principles applied to UI. Makes interfaces feel alive without feeling busy. Activate on 'web animation', 'Framer Motion', 'micro-interaction', 'scroll animation', 'page transition', 'View Transitions API', 'spring animation web', 'motion design', 'loading animation', 'skeleton screen', 'hover effect', 'GSAP ScrollTrigger'.
development
ml-system-design-interview
Coaches end-to-end ML system design interviews covering inference pipelines, recommendation systems, RAG, feature stores, and monitoring. Use for L6+ design rounds, ML architecture whiteboarding, system design practice, serving tradeoff analysis. Activate on "ML system design", "ML interview", "recommendation system design", "RAG architecture", "feature store design", "model serving". NOT for coding interviews, behavioral questions, ML theory quizzes, or paper implementations.
devops
mobile-accessibility-compliance-expert
Mobile accessibility compliance expert for VoiceOver, TalkBack, Dynamic Type, and WCAG mobile guidelines. Activate on: mobile accessibility, VoiceOver, TalkBack, Dynamic Type, Accessibility Inspector, WCAG mobile, screen reader, accessibility audit, a11y mobile, inclusive design. NOT for: web accessibility (use design-accessibility-auditor), UI design (use native-app-designer), general testing (use test-automation-expert).
tools
mobile-analytics-crash-reporting-expert
Mobile analytics and crash reporting expert for Firebase, Sentry, Mixpanel, custom events, and crash symbolication. Activate on: mobile analytics, crash reporting, Firebase Analytics, Sentry mobile, Mixpanel, event tracking, crash symbolication, dSYM upload, ProGuard mapping, session replay. NOT for: server-side logging (use log-aggregation-architect), web analytics (use frontend-architect), A/B testing (use environment-config-manager).
development
mobile-biometric-auth-expert
Mobile biometric authentication expert for Face ID, Touch ID, BiometricPrompt, Keychain/Keystore, and WebAuthn. Activate on: biometric authentication, Face ID, Touch ID, BiometricPrompt, Keychain, Keystore, WebAuthn, passkeys, FIDO2, device authentication. NOT for: OAuth/OIDC flows (use oauth-oidc-implementer), secret management (use secret-management-expert), general security (use security-auditor).
development
mobile-push-notification-expert
Mobile push notification expert for FCM, APNs, deep linking, rich notifications, and notification channels. Activate on: push notifications, FCM setup, APNs configuration, notification channels, deep link from notification, rich notification, notification permissions, silent push. NOT for: in-app messaging (use react-native-architect), email notifications (use devops-automator), SMS (use api-architect).
development
mobile-ux-optimizer
Mobile-first UX optimization for touch interfaces, responsive layouts, and performance. Use for viewport handling, touch targets, gestures, mobile navigation. Activate on mobile, touch, responsive, dvh, viewport, safe area, hamburger menu. NOT for native app development (use React Native skills), desktop-only features, or general CSS (use Tailwind docs).
development
model-serving-api-builder
Deploy ML models as production APIs with vLLM, TGI, ONNX Runtime, batching, autoscaling, and GPU optimization. Activate on: model serving, deploy LLM, vLLM setup, inference API, GPU serving. NOT for: model training (ai-engineer), prompt engineering (prompt-engineer).
development
modern-auth-2026
Modern authentication implementation for 2026 - passkeys (WebAuthn), OAuth (Google, Apple), magic links, and cross-device sync. Use for passwordless-first authentication, social login setup, Supabase Auth, Next.js auth flows, and multi-factor authentication. Activate on "passkeys", "WebAuthn", "Google Sign-In", "Apple Sign-In", "magic link", "passwordless", "authentication", "login", "OAuth", "social login". NOT for session management without auth (use standard JWT docs), authorization/RBAC (use security-auditor), or API key management (use api-architect).
development
monitoring-stack-deployer
Production monitoring stack deployer with Prometheus, Grafana, and SLO-based alerting. Activate on: monitoring setup, Prometheus configuration, Grafana dashboards, alerting rules, SLO definition, metrics pipeline, observability stack. NOT for: application logging (use log-aggregation-architect), distributed tracing (use logging-observability), incident response (use site-reliability-engineer).
testing
multimodal-embedding-generator
Generate cross-modal embeddings with CLIP, SigLIP, and ImageBind for text-image-audio search. Activate on: multimodal search, text-to-image search, cross-modal embeddings, CLIP embeddings, visual search. NOT for: text-only embeddings (ai-engineer), image classification (computer-vision-pipeline).
tools
dag-mutation-strategist
Decides HOW to mutate a DAG when a node fails, quality is below threshold, or new information changes the plan. Selects from mutation strategies (add node, replace agent, fork paths, loop back, downgrade model) based on failure type, cost budget, and execution history. Activate on "DAG failed how to fix", "mutation strategy", "replan on failure", "adaptive DAG", "recovery strategy", "what to do when node fails". NOT for detecting failures (use dag-quality), executing mutations (use dag-planner), or runtime execution (use dag-runtime).
development
multi-tenant-architecture-expert
Tenant isolation, row-level security, shared/siloed schema patterns for SaaS platforms. Activate on: multi-tenant, tenant isolation, RLS, shared database, SaaS architecture, tenant context, data isolation. NOT for: connection pooling (use database-connection-pool-manager), API gateway routing (use api-gateway-reverse-proxy-expert).
development
munger-worldly-wisdom
Multidisciplinary decision-making using mental models from psychology, economics, mathematics, and science to identify high-conviction opportunities and avoid cognitive biases. Keywords: latticework, lollapalooza, circle of competence, inversion, moats. NOT for single-discipline analysis, high-frequency trading, or speculative diversification.
testing
mythical-man-month
Classic software engineering text on project management, Brooks's Law, and the nature of software complexity
tools
nasa-2017-systems-engineering-handbook
Apply NASA's battle-tested framework for building complex, mission-critical systems where failure has catastrophic consequences
development
next-move
Predicts the highest-impact next action for your project by running a 5-agent meta-DAG pipeline. Gathers project signals automatically (git, recent files, port-daddy, CLAUDE.md), then runs sensemaker → decomposer → skill-selector + premortem → synthesizer using Agent tool sub-agents that inherit your session model. No API key needed — uses the same Claude that's running your session. Activate on: "what should I do", "what's next", "next move", "/next-move", "where should I focus", "what's the highest impact thing right now". NOT for: executing DAGs (use windags-architect), creating skills (use skill-creator), debugging specific issues (use fullstack-debugger).
tools
naturalistic-decision-making
Field-based research methodology studying expert decision-making in real-world high-stakes environments
testing
naturalistic-insight
Research on how insights and creative solutions emerge naturally during problem-solving and expertise
research
nau-au-kuter-2003-shop2
SHOP2 hierarchical task network planner for automated planning through recursive task decomposition
tools
ndm-decision-models
Models of naturalistic decision-making including recognition-primed decisions, sensemaking, and mental simulation
testing
ndm-law-enforcement
Application of naturalistic decision-making research to law enforcement expertise and field decisions
testing
neumorphic-web-design
Soft UI / neumorphism design — tactile interfaces using paired light and dark box-shadows on matching-background elements. Covers the shadow math, color generation, accessibility fixes for low contrast, inset/extruded states, dark mode adaptation, and when neumorphism works vs when it fails. Activate on 'neumorphism', 'soft UI', 'soft shadows', 'neumorph', 'tactile UI', 'extruded buttons', 'inset cards', 'skeumorphic shadows'. NOT for hard shadows / brutalism (use neobrutalist-web-designer), not for glassmorphism / frosted glass (use vaporwave-glassomorphic-ui-designer).
development
nextjs-app-router-expert
--- license: Apache-2.0 name: nextjs-app-router-expert version: 1.0.0 category: Frontend & UI tags: - nextjs - react - app-router - rsc - server-components - full-stack --- # Next.js App Router Expert ## Overview Expert in Next.js 14/15 App Router architecture, React Server Components (RSC), Server Actions, and modern full-stack React development. Specializes in routing patterns, data fetching strategies, caching, streaming, and deployment optimization. ## Decision Points ### Ro
development
nisan-et-al-2007-algorithmic-game-theory
Comprehensive treatment of algorithmic game theory covering mechanism design, auctions, and equilibrium computation
development
nygard-2018-release-it-2nd-edition
Production stability patterns including circuit breakers, bulkheads, and resilience strategies for real-world systems
testing
oauth-oidc-implementer
--- license: Apache-2.0 name: oauth-oidc-implementer version: 1.0.0 category: Security tags: - oauth - oidc - authentication - authorization - jwt - security --- # OAuth/OIDC Implementer Expert in implementing OAuth 2.0 and OpenID Connect (OIDC) authentication flows. Specializes in secure token handling, social login integration, API authorization, and identity provider configuration. ## Decision Points ### Flow Selection Matrix **For Web Applications (with backend):** - If fron
development
ongaro-ousterhout-2014-raft
Apply Raft's design principles for building understandable, reliable distributed and multi-agent systems
development
openapi-spec-writer
--- license: Apache-2.0 name: openapi-spec-writer version: 1.0.0 category: Backend & Infrastructure tags: - openapi - swagger - api-specification - documentation - rest --- # OpenAPI Spec Writer Expert in writing OpenAPI 3.0/3.1 specifications. Produces specs that serve as enforceable contracts, not just documentation. Operates API-first: the spec is written and validated before any implementation code. ## Decision Points Navigate these decision trees for every new spec: ### OpenA
development
orchestrator
DEPRECATED: Use dag-orchestrator instead. This skill has been merged into the more powerful dag-orchestrator skill.
tools
panic-room-finder
Expert in residential hollow space detection, hidden room discovery, and safe room planning. Helps map house dimensions, identify anomalies suggesting hidden spaces, and safely explore potential voids. Knowledge of architectural history, construction methods, and non-destructive investigation techniques. Activate on "panic room", "hidden room", "secret room", "hollow space", "house mapping", "find hidden space", "room dimensions", "hidden door", "false wall", "priest hole", "prohibition era", "safe room". NOT for illegal entry, structural modifications without permits, or bypassing security systems.
testing
park-2023-generative-agents
Simulation of believable human behavior using LLM-powered generative agents with memory and social interaction
testing
performance-profiling
Application performance profiling and bottleneck identification — Node.js profiling, Chrome DevTools, flame graphs, memory leak detection, CPU profiling, React rendering performance. Activate on "profiling", "performance bottleneck", "flame graph", "memory leak", "slow app", "CPU profiling", "heap snapshot", "React re-renders", "EXPLAIN ANALYZE", "event loop lag", "clinic.js", "Core Web Vitals". NOT for infrastructure monitoring or observability (use logging-observability), load testing (use a load-testing skill), or database schema optimization.
tools
progressive-enhancement-expert
Build offline-first web apps with Service Workers, Workbox, background sync, and progressive enhancement strategies. Activate on: offline support, service worker caching, background sync, app shell, cache strategies, precaching. NOT for: native app packaging (use tauri-expert), general PWA manifest/install (use pwa-expert).
development
personal-finance-coach
Expert personal finance coach with deep knowledge of tax optimization, investment theory (MPT, factor investing), retirement mathematics (Trinity Study, SWR research), and wealth-building strategies grounded in academic research. Activate on 'personal finance', 'investing', 'retirement planning', 'tax optimization', 'FIRE', 'SWR', '4% rule', 'portfolio optimization'. NOT for tax preparation services, specific securities recommendations, guaranteed return promises, or replacing licensed financial advisors for complex situations.
development
pet-memorial-creator
Compassionate support for pet loss, memorial creation, and honoring the bond between humans and their animal companions. Specializes in tribute writing, keepsake ideas, and navigating the unique grief of losing a pet.
testing
photo-composition-critic
Expert photography composition critic grounded in graduate-level visual aesthetics education, computational aesthetics research (AVA, NIMA, LAION-Aesthetics, VisualQuality-R1), and professional image analysis with custom tooling. Use for image quality assessment, composition analysis, aesthetic scoring, photo critique. Activate on "photo critique", "composition analysis", "image aesthetics", "NIMA", "AVA dataset", "visual quality". NOT for photo editing/retouching (use native-app-designer), generating images (use Stability AI directly), or basic image processing (use clip-aware-embeddings).
tools
photo-content-recognition-curation-expert
Expert in photo content recognition, intelligent curation, and quality filtering. Specializes in face/animal/place recognition, perceptual hashing for de-duplication, screenshot/meme detection, burst photo selection, and quick indexing strategies. Activate on 'face recognition', 'face clustering', 'perceptual hash', 'near-duplicate', 'burst photo', 'screenshot detection', 'photo curation', 'photo indexing', 'NSFW detection', 'pet recognition', 'DINOHash', 'HDBSCAN faces'. NOT for GPS-based location clustering (use event-detection-temporal-intelligence-expert), color palette extraction (use color-theory-palette-harmony-expert), semantic image-text matching (use clip-aware-embeddings), or video analysis/frame extraction.
tools
pixel-art-scaler
Deterministic pixel art upscaling using EPX/Scale2x, hq2x/hq4x, and xBR algorithms that add valid sub-pixels through pattern recognition. Activate on 'pixel art scaling', 'EPX', 'Scale2x', 'hq2x', 'hq4x', 'xBR', 'retro game upscaling'. NOT for AI/ML upscaling, photo enlargement, or simple nearest-neighbor.
development
playwright-e2e-tester
--- license: Apache-2.0 name: playwright-e2e-tester version: 1.0.0 category: Code Quality & Testing tags: - e2e - playwright - testing - automation - ci-cd - cross-browser --- # Playwright E2E Tester ## Overview Expert in end-to-end testing with Playwright, the modern cross-browser testing framework. Specializes in test generation, page object patterns, visual regression testing, and CI/CD integration. Handles complex testing scenarios including authentication flows, API mocking,
tools
product-announcement-craft
The art and science of announcing a product you built -- narrative arc, format selection (Show HN vs blog vs tweet thread vs video demo), building anticipation, launch day coordination, follow-up engagement, handling feedback, and iterating the message. Activate on 'announce', 'product launch', 'launch announcement', 'how to announce', 'launch blog post', 'Show HN post', 'launch email', 'announcement strategy', 'launch narrative', 'launch copy'. NOT for channel-specific posting tactics (use tech-launch-channels) or monetization (use indie-monetization-strategist).
development
product-appeal-analyzer
Evaluate product desirability, market positioning, and emotional resonance—the complement to friction analysis. Assess whether users will WANT a product (not just use it), identity fit, trust signals, and value proposition clarity. Activate on "will they like it", "market positioning", "appeal analysis", "product desirability", "value proposition", "why would someone choose this", "landing page review", "conversion optimization", "messaging strategy". NOT for UX friction analysis (use ux-friction-analyzer), visual design implementation (use web-design-expert), or A/B test setup (use frontend-developer).
development
productive-discourse-facilitator
Facilitate collaborative, emotionally aware conversations and guide toward productive dialogue. Use when the user wants de-escalation, mutual understanding, structured discussion, conflict resolution, or mentions 'productive discussion', 'collaborative debate', 'dialog vs debate', 'find common ground', 'help us talk about', 'de-escalate'. Includes a couples-in-recovery mode for fragile nervous systems. Can orchestrate other discourse skills in a structured sequence.
testing
project-management-guru-adhd
Expert project manager for ADHD engineers managing multiple concurrent projects. Specializes in hyperfocus management, context-switching minimization, and parakeet-style gentle reminders. Activate on 'ADHD project management', 'context switching', 'hyperfocus', 'task prioritization', 'multiple projects', 'productivity for ADHD', 'task chunking', 'deadline management'. NOT for neurotypical project management, rigid waterfall processes, or general productivity advice without ADHD context.
testing
pwa-expert
Progressive Web App development with Service Workers, offline support, and app-like behavior. Use for caching strategies, install prompts, push notifications, background sync. Activate on "PWA", "Service Worker", "offline", "install prompt", "beforeinstallprompt", "manifest.json", "workbox", "cache-first". NOT for native app development (use React Native), general web performance (use performance docs), or server-side rendering.
development
qa-automation-specialist
Production validation specialist for post-deployment smoke tests, SEO audits, visual regression, and analytics verification. Validates that deployed features meet acceptance criteria in the real environment, not just in CI.
tools
rao-georgeff-1991-modeling-rational-agents-bdi
Formal framework for modeling intelligent agents through Beliefs, Desires/Goals, and Intentions as distinct mental states with rigorous semantics
development
rao-georgeff-1995-bdi-agents-from-theory-to-practice
Foundational framework for modeling intelligent agents through Beliefs, Desires, and Intentions with practical implementation strategies under resource constraints
development
rapport-based-elicitation
Interview techniques using rapport-building to improve information quality and yield from sources
development
reactflow-expert
Builds DAG visualizations using ReactFlow v12 with custom nodes, ELKjs auto-layout, Zustand state management, and live state updates via WebSocket. Use when implementing workflow visualization dashboards, creating custom agent node components, integrating ELK layout algorithms, or wiring execution state into React components. Activate on "ReactFlow", "workflow visualization", "DAG visualization", "ELKjs", "custom nodes", "node-based editor", "graph visualization". NOT for writing Mermaid diagrams (use mermaid-graph-writer), general React development, or static diagram rendering.
development
security-auditor
Security vulnerability scanner and OWASP compliance auditor for codebases. Dependency scanning (npm audit, pip-audit), secret detection (high-entropy strings, API keys), SAST for injection/XSS vulnerabilities, and security posture reports. Activate on 'security audit', 'vulnerability scan', 'OWASP', 'secret detection', 'dependency check', 'CVE', 'security review', 'penetration testing prep'. NOT for runtime WAF configuration (use infrastructure tools), network security/firewalls, or compliance certifications like SOC2/HIPAA (legal/organizational).
tools
reactive-dashboard-performance
Expert in building blazing-fast reactive dashboards with comprehensive testing. Masters React performance patterns, testing strategies for async components, and real-world patterns from Linear, Vercel, Notion. Specializes in sub-100ms dashboard loads, proper test mocking, skeleton states, and optimistic updates.
development
real-time-collaboration-engine
Build real-time collaborative editing with WebSockets, OT/CRDT conflict resolution, and presence awareness. Implements cursor tracking, optimistic updates, and offline sync. Use for collaborative editors, whiteboards, video editing. Activate on "real-time collaboration", "WebSocket sync", "multiplayer editing", "CRDT", "presence awareness". NOT for simple chat, request-response APIs, or single-user apps.
development
recursive-synthesis
Orchestrate multi-agent collaborative document synthesis through 6 phases - Divergence, Synthesis, Commentary, Consolidation, Reality Check, Final Merge. Produces authoritative founding documents from complex multi-perspective inputs. Use for constitutional documents, architecture decisions, organizational charters, or any document requiring rigorous multi-perspective synthesis. Activates on "synthesize document", "multi-agent authorship", "collaborative synthesis", "founding document", "architecture document", "recursive synthesis", "constitutional document", "multi-perspective document". NOT for simple document writing, single-author tasks, quick summaries, or documents that don't require adversarial review.
development
refactor-architect
Plans large-scale refactoring campaigns across codebases. Analyzes dependency graphs, calculates blast radius, designs migration strategies, and creates incremental plans that keep the system deployable at every step. The strategist to the refactoring-surgeon's operator.
development
research-analyst
Conducts thorough landscape research, competitive analysis, best practices evaluation, and evidence-based recommendations. Expert in market research and trend analysis.
research
rest-api-design
Design REST API endpoints with Zod validation and OpenAPI documentation. Use when creating new API routes, validating request/response schemas, or updating API documentation. Activates for endpoint design, schema validation, error handling, and API docs.
development
reverse-proxy-for-agents
Reverse proxy architecture for AI agent systems — Nginx, Caddy, Traefik, and Cloudflare. Agent-specific patterns: routing to specialist agents, load balancing, TLS termination, rate limiting, WebSocket proxying, header injection for agent identity, and the "agent gateway" pattern. Covers LLM routers (LiteLLM, OpenRouter) as intelligent reverse proxies, service mesh (Envoy/Istio) for agent fleets, and MCP servers behind reverse proxies. Activate on 'reverse proxy', 'nginx proxy', 'caddy', 'traefik', 'agent gateway', 'LLM router', 'LiteLLM proxy', 'WebSocket proxy', 'service mesh agents'. NOT for: tunnels (use tunnels-for-agents), firewall rules (use agentic-zero-trust-security), container orchestration (use devops-automator), DNS configuration (use infrastructure skills).
tools
rpd-knowledge-elicitation
Methods for extracting expert decision-making knowledge using the RPD framework and cognitive probes
development
rust-app-distribution
Distribution pipeline for signed Rust desktop applications -- code signing, notarization, auto-updates, and package manager distribution. Activate on: code signing, macOS notarization, Apple Developer, Authenticode, Windows signing, auto-updater, Homebrew formula, winget manifest, Scoop bucket, Tauri updater, app distribution, release pipeline. NOT for: library crate publishing (use crates.io docs), web deployment (use devops-automator).
development
rust-tauri-development
Expert Tauri v2 developer for building desktop apps with Rust backend and web frontend. Activate on: Tauri app, Tauri v2, Rust desktop app, IPC commands, tauri::command, tauri.conf.json, Tauri plugin, WebviewWindow, system tray Tauri, Tauri multi-window. NOT for: Electron apps (use cross-platform-desktop), code signing/distribution (use rust-app-distribution), pure Rust CLI tools (use rust-expert).
tools
sagas-garcia-molina-salem-1987
Long-lived transaction pattern using compensation-based rollback for distributed system consistency
testing
secret-management-expert
Secret lifecycle management with Vault, AWS Secrets Manager, and rotation automation. Activate on: secret management, HashiCorp Vault, AWS Secrets Manager, secret rotation, SOPS, sealed secrets, credential management, API key storage, least privilege. NOT for: application auth flows (use oauth-oidc-implementer), network security (use security-auditor), encryption at rest (use devops-automator).
tools
sensemaking-focus-model
- **Name**: sensemaking-focus-model
data-ai
seo-content-blogging
Writing informational blog posts that rank in search -- genuine technical content that serves humans AND search engines. Covers topic research, keyword mapping, content structure for featured snippets, technical blog templates (tutorial, comparison, deep-dive, case study), internal linking strategy, meta tags, schema markup, content freshness cycles, and measuring ROI. Activate on 'SEO blog', 'blog post SEO', 'content strategy', 'keyword research', 'technical blog', 'blog ranking', 'search optimization', 'content calendar', 'featured snippets', 'schema markup'. NOT for social media or launch tactics (use tech-launch-channels) or general product announcements (use product-announcement-craft).
development
service-mesh-microservices-expert
Istio, Envoy, circuit breakers, and service discovery for microservices. Activate on: service mesh, Istio, Envoy, sidecar, circuit breaker, service discovery, mTLS, traffic management. NOT for: API gateway edge routing (use api-gateway-reverse-proxy-expert), application-level observability (use observability-apm-expert).
development
shoham-leyton-brown-2009-mas-foundations
- **Name**: multiagent-systems-shoham-leyton-brown
data-ai
simon-and-newell-human-problem-solving-theory-1971
Foundational cognitive science theory of human problem-solving through heuristic search in problem spaces
testing
skill-architect
Design, create, audit, and improve Claude Agent Skills with expert-level progressive disclosure. Use when building new skills, reviewing existing skills, debugging activation failures, encoding domain expertise, designing skills for subagent consumption, or understanding platform constraints and distribution surfaces. NOT for general Claude Code features, runtime debugging, non-skill coding, or MCP server implementation.
tools
skill-architect
Design, create, audit, and improve Claude Agent Skills with expert-level progressive disclosure. Use when building new skills, reviewing existing skills, debugging activation failures, encoding domain expertise, or designing skills for subagent consumption. Activate on "create skill", "improve skill", "skill audit", "skill review", "activation debugging", "shibboleth", "progressive disclosure", "skill description". NOT for general Claude Code features, runtime debugging, non-skill coding, or MCP server implementation.
tools
skill-documentarian
Documentation expert for Claude Skills showcase website. Maintains skill-to-website sync, manages tag taxonomy and badges, creates blog-style artifacts, and preserves multi-skill collaborations for posterity. Activate on 'document', 'sync skills', 'create artifact', 'validate skills', 'add tags', 'tag management', 'badge', 'metadata'. NOT for code implementation (use domain skills), design creation (use web-design-expert), testing (use test-automator), or project planning (use orchestrator).
development
skillful-node-prompt
How WinDAGs constructs prompts for agent nodes. Encodes the hypertree structure, DSPy signature model, 4-section subagent pattern, discourse metadata, and memory-scored context selection. The meta-skill that teaches agents how to be skillful.
development
skill-grader
Evaluates Claude Agent Skills on 10 quality axes with letter grades (A+ through F) and specific improvement recommendations. Use when auditing a skill, comparing skills, prioritizing improvements, or performing quality control on a skill library. Activate on "grade skill", "evaluate skill", "skill quality", "skill audit", "skill review", "rate skill". NOT for creating skills (use skill-architect), grading code quality, or evaluating non-skill documents.
development
steel-man-argument
Construct the strongest, fairest version of someone's position before engaging with it. Use when the user wants to understand opposing viewpoints, prepare for debate, ensure fair representation, or mentions 'steel man', 'strongest argument', 'best case for', 'charitable interpretation'. Also useful for relationship conflicts where understanding the other side genuinely matters.
data-ai
supabase-admin
Supabase administration, RLS policies, migrations, and schema design. Use for database architecture, Row Level Security, performance tuning, auth integration. Activate on "Supabase", "RLS", "migration", "policy", "schema", "auth.uid()". NOT for Supabase Auth UI configuration (use dashboard), edge functions (use cloudflare-worker-dev), or general SQL without Supabase context.
development
swift-executor
Rapid task execution without hesitation or deterrence. Expert in overcoming blockers, making quick decisions, and maintaining forward momentum. Use for urgent tasks, breaking through impediments, decisive action. Activates on 'swift', 'execute quickly', 'undeterred', 'overcome blocker', 'just do it'. NOT for strategic planning, careful analysis, or research tasks.
development
taleb-blyth-2011-black-swan-of-cairo
Analysis of how suppressing volatility creates fragile systems vulnerable to black swan events
data-ai
task-decomposer
Breaks natural-language problem descriptions into sub-tasks suitable for DAG nodes. The entry point of the meta-DAG. Identifies phases, dependencies, parallelization opportunities, and vague/pluripotent nodes that can't yet be specified. Uses domain meta-skills when available. Activate on "decompose task", "break down problem", "plan workflow", "what are the steps", "sub-tasks", "task breakdown". NOT for executing the decomposed tasks (use dag-runtime), building the DAG structure (use dag-planner), or matching skills to nodes (use dag-skills-matcher).
development
wellness-app-engagement
Designs ethical engagement systems for wellness apps — onboarding, habit loops, streaks, re-engagement, and push strategy that serve user health over retention metrics. Grounded in BJ Fogg's Behavior Model, Self-Determination Theory, and the Hook Model applied responsibly. Activate on 'wellness app', 'health app engagement', 'habit formation', 'onboarding flow', 'streak system', 'push notification strategy', 'user retention wellness', 'ethical gamification', 'lapsed user re-engagement', 'daily engagement loop'.
development
tech-entrepreneur-coach-adhd
Big tech ML engineer to indie founder transition coach. Expert in idea validation, MVP development, marketing, monetization, and sustainable growth for ADHD entrepreneurs. Activate on 'entrepreneur', 'indie founder', 'startup', 'MVP', 'monetization', 'big tech to indie', 'ADHD business', 'app launch', 'side project'. NOT for neurotypical entrepreneurship, VC-backed startups, or traditional business consulting without ADHD context.
development
technical-writer
Expert technical documentation specialist for developer docs, API references, and runbooks. Activate on: documentation, docs, README, API reference, technical writing, user guide, runbook, ADR, changelog, release notes, tutorial, how-to guide. NOT for: marketing copy (use copywriting skills), blog posts (use content skills), code comments (handled by developers).
development
tech-presentation-interview
Prepares for "reverse system design" rounds where you present YOUR past technical work. Use for project selection, narrative arc structuring, whiteboard diagrams, depth calibration, and hostile Q&A handling. Activate on "tech presentation", "present your work", "reverse system design", "project deep dive". NOT for designing hypothetical systems, resume writing, or career narrative extraction.
content-media
test-automation-expert
Comprehensive test automation specialist covering unit, integration, and E2E testing strategies. Expert in Jest, Vitest, Playwright, Cypress, pytest, and modern testing frameworks. Guides test pyramid design, coverage optimization, flaky test detection, and CI/CD integration. Activate on 'test strategy', 'unit tests', 'integration tests', 'E2E testing', 'test coverage', 'flaky tests', 'mocking', 'test fixtures', 'TDD', 'BDD', 'test automation'. NOT for manual QA processes, load/performance testing (use performance-engineer), or security testing (use security-auditor).
tools
toulmin-argument-analysis
Structure and analyze arguments using the Toulmin model (Claim-Data-Warrant-Backing-Qualifier-Rebuttal). Use when the user wants to build logical arguments, evaluate reasoning, prepare formal debate, clarify messy reasoning, write persuasive pieces, or mentions 'argument structure', 'warrant', 'backing', 'logical framework', 'structure this argument'. Useful as input for speech-writing, fallacy detection, and steelmanning.
development
typography-expert
Master typographer specializing in font pairing, typographic hierarchy, OpenType features, variable fonts, and performance-optimized web typography. Use for font selection, type scales, web font optimization, and typographic systems. Activate on "typography", "font pairing", "type scale", "variable fonts", "web fonts", "OpenType", "font loading". NOT for logo design, icon fonts, general CSS styling, or image-based typography.
development
vaporwave-glassomorphic-ui-designer
Vaporwave + glassomorphic UI designer for photo/memory apps. Masters SwiftUI Material effects, neon pastels, frosted glass blur, retro-futuristic design. Expert in 2025 UI trends (glassmorphism, neubrutalism, Y2K), iOS HIG, dark mode, accessibility, Metal shaders. Activate on 'vaporwave', 'glassmorphism', 'SwiftUI design', 'frosted glass', 'neon aesthetic', 'retro-futuristic', 'Y2K design'. NOT for backend/API (use backend-architect), Windows 3.1 retro (use windows-3-1-web-designer), generic web (use web-design-expert), non-photo apps (use native-app-designer).
development
vector-database-migration-tool
Migrate vector data between Pinecone, Qdrant, Weaviate, pgvector with re-embedding and schema mapping. Activate on: vector DB migration, switch vector database, re-embed collection, migrate embeddings. NOT for: initial ingestion (rag-document-ingestion-pipeline), embedding model training (ai-engineer).
tools
vibe-matcher
Synesthete designer that translates emotional vibes and brand keywords into concrete visual DNA (colors, typography, layouts, interactions). Use when users describe desired "feel" (edgy, trustworthy, premium, playful, minimal) and need specific design specifications. NOT for technical implementation or coding.
development
video-processing-editing
FFmpeg automation for cutting, trimming, concatenating videos. Audio mixing, timeline editing, transitions, effects. Export optimization for YouTube, social media. Subtitle handling, color grading, batch processing. Use for videogen projects, content creation, automated video production. Activate on "video editing", "FFmpeg", "trim video", "concatenate", "transitions", "export optimization". NOT for real-time video editing UI, 3D compositing, or motion graphics.
tools
vitest-testing-patterns
Write tests using Vitest and React Testing Library. Use when creating unit tests, component tests, integration tests, or mocking dependencies. Activates for test file creation, mock patterns, coverage, and testing best practices.
development
voice-audio-engineer
Expert in voice synthesis, TTS, voice cloning, podcast production, speech processing, and voice UI design via ElevenLabs integration. Specializes in vocal clarity, loudness standards (LUFS), de-essing, dialogue mixing, and voice transformation. Activate on 'TTS', 'text-to-speech', 'voice clone', 'voice synthesis', 'ElevenLabs', 'podcast', 'voice recording', 'speech-to-speech', 'voice UI', 'audiobook', 'dialogue'. NOT for spatial audio (use sound-engineer), music production (use DAW tools), game audio middleware (use sound-engineer), sound effects generation (use sound-engineer with ElevenLabs SFX), or live concert audio.
tools
wang-et-al-2025-tdag
Architectural patterns for building agent systems that dynamically decompose complex tasks, generate specialized subagents just-in-time, and prevent cascading failures through adaptive replanning.
development
webapp-paywall-implementation
Implement paywalls, subscription billing, and feature gating in web applications. Covers Stripe/Lemon Squeezy/Paddle integration, subscription lifecycle management, React/Next.js gating patterns, webhook handling, and pricing page design. Activate on 'paywall', 'subscription', 'billing', 'Stripe integration', 'feature gating', 'pricing tier', 'payment', 'monetize', 'charge users', 'Stripe Checkout', 'webhook handler', 'subscription state'. NOT for pricing strategy decisions (use indie-monetization-strategist), not for payment UI design only (use web-design-expert), not for in-app mobile purchases (App Store/Play Store rules are a different beast).
development
webapp-testing
Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs. Activate on: Playwright, webapp testing, browser automation, E2E testing, UI testing. NOT for API-only testing without browser, unit tests, or mobile app testing.
tools
web-cloud-designer
Creates realistic cloud effects for web using SVG filters (feTurbulence, feDisplacementMap), CSS animations, and layering techniques. Use for atmospheric backgrounds, weather effects, skyboxes, parallax scenes, and decorative cloud elements. Activate on "cloud effect", "SVG clouds", "realistic clouds", "atmospheric background", "sky animation", "feTurbulence", "weather effects", "parallax clouds". NOT for 3D rendering (use WebGL/Three.js skills), photo manipulation (use image editing tools), weather data APIs (use data integration skills), or simple CSS gradients without volumetric effects.
tools
web-layout-spacing
Proper layout and spacing in modern web design — 8px grid systems, modular scales, vertical rhythm, CSS Grid/Flexbox patterns, fluid spacing with clamp(), container queries, and whitespace as design element. Activate on 'spacing', 'layout spacing', 'grid system', 'whitespace', '8px grid', 'vertical rhythm', 'spacing scale', 'gap', 'padding ratio', 'layout primitives', 'responsive spacing', 'clamp spacing', 'container queries layout'. NOT for animation/motion (use motion-design-web), not for color/typography alone (use typography-expert), not for design system creation (use design-system-bootstrap).
development
web-sales-design
High-converting web design techniques that dazzle and persuade. Covers social proof design, pricing page architecture, CTA optimization, scroll-driven persuasion, interactive demos, trust signals, and the visual craft behind sites that sell. Activate on 'sales page design', 'conversion design', 'high-converting', 'landing page that sells', 'pricing page design', 'social proof', 'dazzle', 'wow factor', 'persuasive design', 'conversion rate', 'make it sell'. NOT for copywriting (use marketing copywriting skills), not for A/B testing setup (use frontend-developer), not for paid ad creative (use marketing skills).
development
win31-audio-design
Expert in Windows 3.1 era sound vocabulary for modern web/mobile apps. Creates satisfying retro UI sounds using CC-licensed 8-bit audio, Web Audio API, and haptic coordination. Activate on 'win31 sounds', 'retro audio', '90s sound effects', 'chimes', 'tada', 'ding', 'satisfying UI sounds'. NOT for modern flat UI sounds, voice synthesis, or music composition.
development
win31-pixel-art-designer
Expert in Windows 3.1 era pixel art and graphics. Creates icons, banners, splash screens, and UI assets with authentic 16/256-color palettes, dithering patterns, and Program Manager styling. Activate on 'win31 icons', 'pixel art 90s', 'retro icons', '16-color', 'dithering', 'program manager icons', 'VGA palette'. NOT for modern flat icons, vaporwave art, or high-res illustrations.
content-media
windags-architect
Build WinDAGs — the orchestration platform where AI agents accumulate genuine expertise through DAGs of skillful agents. Covers DAG design, execution engines, meta-DAG architecture, skill selection, dynamic mutation, visualization, and deployment. Activate on "windags", "agent DAG", "DAG of agents", "workflow orchestration", "agent pipeline", "dynamic DAG", "meta-DAG", "build windags", "implement windags". NOT for understanding WHY decisions were made (use windags-avatar), creating individual skills (use skill-architect), or managing skill libraries (use windags-librarian).
development
windags-curator
Post-execution skill crystallization and learning engine updates for WinDAGs. Runs after successful execution to update Thompson sampling parameters, track method quality, detect monster-barring, log near-miss events, and signal Kuhnian crises. Activate on "curator", "learning update", "skill crystallization", "Thompson sampling", "monster-barring", "near-miss", "Kuhnian crisis", "post-execution learning". NOT for pre-execution risk scanning (use windags-premortem), retrospective analysis (use windags-looking-back), or DAG construction (use windags-architect).
testing
windags-librarian
Maintain consistency across all winDAGs documentation surfaces — corpus documents, marketing copy, README files, site content, skill files, API docs, and derivative documents. Enforces the canonical terminology table, voice guidelines, architectural accuracy, and cross-reference integrity. Activate on "windags docs", "documentation consistency", "windags copy", "terminology check", "docs audit", "windags readme", "site copy", "docs sync", "content review", "windags librarian". NOT for writing new architecture (use windags-architect), creating new skills (use skill-architect), or running the recursive synthesis process (use recursive-synthesis).
development
windags-looking-back
Polya's four questions after every WinDAGs execution. Q1 (contract satisfied?) and Q2 (unstated assumptions?) are mandatory on every DAG. Q3 (generalizable?) and Q4 (broader connections?) are conditional on quality and cost thresholds, run asynchronously, and never delay result delivery. Activate on "looking back", "Polya", "retrospective", "post-execution review", "was the contract satisfied", "unstated assumptions", "generalize", "problem class". NOT for learning engine updates (use windags-curator), failure scanning (use windags-premortem), or DAG construction (use windags-architect).
testing
windags-sensemaker
First agent in the WinDAGs meta-DAG. Receives raw problem descriptions and produces a validated ProblemUnderstanding for downstream agents (Decomposer, PreMortem). Classifies problems, extracts principal parts, scores validity, and enforces the halt gate. Activate on "sensemaker", "problem analysis", "halt gate", "problem classification", "validity assessment", "principal parts", "deliberation budget". NOT for decomposing problems into DAGs (use windags-decomposer), building execution infrastructure (use windags-architect), or understanding constitutional decisions (use windags-avatar).
development
wooldridge-multiagent-intro
Comprehensive introduction to multi-agent systems covering coordination, communication, and distributed AI theory
data-ai
wu-2023-autogen
Framework for building multi-agent conversation systems with customizable LLM-powered agents
development
yao-2022-react
Prompting paradigm combining reasoning traces with actions for LLM agents to interact with external tools
tools
zhou-et-al-2026-formaljudge
Formal verification approach to LLM evaluation ensuring correctness and consistency in automated judging
data-ai
decker-lesser-1995-gpgp-taems
Generalized Partial Global Planning with TAEMS task structures for multi-agent coordination
data-ai
modern-drug-rehab-computer
Comprehensive knowledge system for addiction recovery environments, supporting both residential and outpatient (IOP/PHP) patients. Expert in evidence-based treatment modalities (CBT, DBT, MI, EMDR, MAT), recovery resources, coping strategies, crisis intervention, family systems, and holistic wellness. Activate on "rehab", "addiction recovery", "substance abuse", "treatment center", "IOP", "PHP", "detox", "sobriety support", "MAT", "Suboxone", "methadone", "12 step", "SMART Recovery". NOT for prescribing medications (consult medical professionals), emergency overdose situations (call 911), or replacing licensed counselors/therapists.
development
websocket-realtime-expert
WebSockets, SSE, and real-time communication with Socket.io and native APIs. Activate on: WebSocket, real-time, SSE, Socket.io, live updates, push notifications, bidirectional, presence. NOT for: message queue infrastructure (use event-driven-architecture-expert), API gateway routing (use api-gateway-reverse-proxy-expert).
development
dag-confidence-scorer
Assigns confidence scores to agent outputs based on multiple factors including source quality, consistency, and reasoning depth. Produces calibrated confidence estimates. Activate on 'confidence score', 'how confident', 'certainty level', 'output confidence', 'reliability score'. NOT for validation (use dag-output-validator) or hallucination detection (use dag-hallucination-detector).
testing
mobile-deep-linking-specialist
Mobile deep linking specialist for Universal Links, App Links, deferred deep links, and attribution. Activate on: deep linking, Universal Links, App Links, deferred deep link, app attribution, URL scheme, branch.io, dynamic links, app clip. NOT for: web routing (use frontend-architect), push notification handling (use mobile-push-notification-expert), API URL design (use api-architect).
tools
2026-legal-research-agent
Expert legal research agent for finding and scraping expungement data state by state. Knows authoritative sources, URL patterns, Firecrawl configuration, and 2026 legal landscape.
development
clinical-diagnostic-reasoning
Identify and counteract cognitive biases in medical decision-making through systematic error analysis and contextual algorithm application. For diagnostic reasoning, treatment decisions, and clinical judgment improvement. NOT for basic medical knowledge, technical procedures, or non-clinical healthcare domains.
tools
design-system-creator
Builds comprehensive design systems and design bibles with production-ready CSS. Expert in design tokens, component libraries, CSS architecture. Use for design system creation, token architecture, component documentation, style guide generation. Activate on "design system", "design tokens", "CSS architecture", "component library", "style guide", "design bible". NOT for typography deep-dives (use typography-expert), color theory mathematics (use color-theory-palette-harmony-expert), brand identity strategy (use web-design-expert), or actual UI implementation (use web-design-expert or native-app-designer).
development
react-server-components-expert
Next.js App Router RSC architecture, Server Actions, streaming SSR, and partial hydration. Activate on: 'use server', 'use client', server components, App Router, streaming, partial hydration, Server Actions. NOT for: Pages Router (use nextjs-pages-router), client-only SPAs (use react-performance-optimizer), API routes without UI (use api-architect).
tools
pixel-art-infographic-creator
Generate pixel art diagrams and infographics for recovery education articles in retro 16-bit game aesthetic
tools
cost-optimizer
Tracks cumulative LLM costs across DAG execution and makes real-time decisions to stay within budget. Downgrades models, skips optional nodes, or stops early when cost exceeds thresholds. Use when managing execution budgets, analyzing cost breakdowns, or optimizing model routing for cost. Activate on "cost budget", "too expensive", "reduce cost", "cost optimization", "model downgrade", "budget exceeded". NOT for LLM model selection logic (use llm-router), pricing comparisons across providers, or billing/invoicing.
testing
mobile-payment-integration-specialist
Mobile payment integration for Stripe, Apple Pay, Google Pay, in-app purchases, and subscription management. Activate on: mobile payments, Stripe SDK, Apple Pay, Google Pay, in-app purchase, StoreKit 2, Google Play Billing, subscription management, payment sheet. NOT for: backend payment processing (use api-architect), general e-commerce (use frontend-architect), financial compliance (use security-auditor).
development
native-app-designer
Creates breathtaking iOS/Mac and web apps with organic, non-AI aesthetic. Expert in SwiftUI, React animations, physics-based motion, and human-crafted design. Use for iOS/Mac app UI, React/Vue animations, native-feel web apps, physics-based motion design. Activate on "SwiftUI", "iOS app", "native app", "React animation", "motion design", "UIKit", "physics animation". NOT for backend logic, API design (use backend-architect), simple static sites (use web-design-expert), or pure graphic design (use design-system-creator).
development
2000s-visualization-expert
Expert in 2000s-era music visualization (Milkdrop, AVS, Geiss) and modern WebGL implementations. Specializes in Butterchurn integration, Web Audio API AnalyserNode FFT data, GLSL shaders for audio-reactive visuals, and psychedelic generative art. Activate on "Milkdrop", "music visualization", "WebGL visualizer", "Butterchurn", "audio reactive", "FFT visualization", "spectrum analyzer". NOT for simple bar charts/waveforms (use basic canvas), video editing, or non-audio visuals.
development
windags-mutator
Failure diagnosis, DAG mutation, and escalation engine for the WinDAGs meta-DAG. Receives failure information and quality vectors from the Evaluator. Classifies failures on four dimensions. Follows a five-level escalation ladder. Applies seven mutation types with saga compensation. Enforces BC-EXEC-002, BC-EXEC-003, BC-FAIL-002, BC-FAIL-005. Activate when operating as the Mutator role in the meta-DAG, when diagnosing node failures, when restructuring a DAG at runtime, or when deciding escalation level.
development
output-contract-enforcer
Validates that a DAG node's output matches its declared JSON schema before passing to downstream nodes. The glue that makes multi-agent DAGs reliable. Use when checking output contract compliance, generating validation schemas from descriptions, or debugging contract mismatches between nodes. Activate on "validate output", "output contract", "schema validation", "contract mismatch", "output doesn't match". NOT for content quality assessment (use dag-quality), skill grading (use skill-grader), or general JSON schema work outside DAG context.
development
lakehouse-architect
Delta Lake, Apache Iceberg, Hudi for ACID transactions on object storage. Activate on: lakehouse, Delta Lake, Iceberg, Hudi, table format, ACID on S3, time travel, data lake, open table format. NOT for: warehouse query tuning (use data-warehouse-optimizer), streaming ingestion (use streaming-pipeline-architect).
development
research-craft
Systematic research methodology for formulating problems, building evidence-based arguments, and communicating findings in academic contexts. For scholarly writing, thesis development, and knowledge contribution. NOT for creative writing, journalistic reporting, or business analytics.
development
batch-processing-optimizer
Spark, pandas, polars, DuckDB optimization for batch data processing. Activate on: batch processing, Spark optimization, polars, DuckDB, pandas performance, data frame, shuffle, partition, memory optimization. NOT for: streaming pipelines (use streaming-pipeline-architect), warehouse queries (use data-warehouse-optimizer).
devops
interior-design-expert
Expert interior designer with deep knowledge of space planning, color theory (Munsell, NCS), lighting design (IES standards), furniture proportions, and AI-assisted visualization. Use for room layout optimization, lighting calculations, color palette selection for interiors, furniture placement, style consultation. Activate on "interior design", "room layout", "lighting design", "furniture placement", "space planning", "Munsell color". NOT for exterior/landscape design, architectural structure, web/UI design (use web-design-expert), brand color theory (use color-theory-palette-harmony-expert), or building codes/permits.
development
postgresql-optimization
--- license: Apache-2.0 name: postgresql-optimization version: 1.0.0 category: Backend & Infrastructure tags: - postgresql - optimization - query-performance - indexing - tuning --- # PostgreSQL Optimization ## Overview Expert in PostgreSQL performance tuning, query optimization, and database administration. Specializes in EXPLAIN analysis, indexing strategies, connection pooling, partitioning, and production-grade PostgreSQL operations. ## Decision Points ### Index Type Selection
development
skills/dark-mode-design-expert
--- license: Apache-2.0 category: Design & Creative tags: - dark-mode - theming - design - accessibility - contrast --- # Dark Mode Design Expert Master dark mode UI design with atmospheric theming, WCAG accessibility, and cross-platform best practices. Specializes in weather/sky/ocean-inspired color systems that adapt to time of day and environmental conditions. ## Decision Points ### When Dark Mode is Right for the User ``` IF user environment = bright (outdoor/office) AND devic
development
large-scale-map-visualization
Master of high-performance web map implementations handling 5,000-100,000+ geographic data points. Specializes in Leaflet.js optimization, Supercluster algorithms, viewport-based loading, canvas rendering, and progressive disclosure UX patterns.
development
crisis-response-protocol
Handle mental health crisis situations in AI coaching safely. Use when implementing crisis detection, safety protocols, emergency escalation, or suicide prevention features. Activates for crisis keywords, safety planning, hotline integration, and risk assessment.
testing
episodic-memory-algorithms
Data structures and algorithms for AI agent episodic memory. Covers vector stores (HNSW, IVF, PQ), temporal indexing, knowledge graphs with triple stores, hierarchical summarization, forgetting curves, working/long-term/ procedural memory, and memory consolidation. Deep analysis of MemGPT/Letta, Zep/Graphiti, Mem0, and the Stanford generative agents memory architecture. Teaches the CS fundamentals behind how agents remember, retrieve, and forget. Activate on: "agent memory", "episodic memory", "vector search algorithm", "HNSW", "memory retrieval", "forgetting curve", "knowledge graph memory", "MemGPT", "Letta", "Zep", "Mem0", "memory consolidation", "temporal retrieval", "agent long-term memory", "memory layer". NOT for: conversation protocol design (use agent-conversation-protocols), agent infrastructure selection (use agentic-infrastructure-2026), building RAG pipelines (use ai-engineer).
development
sober-addict-protector
Daily protection and relapse prevention companion for people in recovery. Expert in identifying high-risk situations, managing triggers, maintaining accountability, encouraging therapy/couples counseling investment, and building sustainable recovery habits. Activate on "relapse prevention", "staying sober", "trigger management", "recovery daily", "sobriety check-in", "high risk situation", "couples therapy recovery", "protect sobriety". NOT for active crisis (call 988 or your sponsor), prescribing medications (consult doctors), or replacing counselors/therapists.
development
wedding-immortalist
Transform thousands of wedding photos and hours of footage into an immersive 3D Gaussian Splatting experience with theatre mode replay, face-clustered guest roster, and AI-curated best photos per person. Expert in 3DGS pipelines, face clustering, aesthetic scoring, and adaptive design matching the couple's wedding theme (disco, rustic, modern, LGBTQ+ celebrations). Activate on "wedding photos", "wedding video", "3D wedding", "Gaussian Splatting wedding", "wedding memory", "wedding immortalize", "face clustering wedding", "best wedding photos". NOT for general photo editing (use native-app-designer), non-wedding 3DGS (use drone-inspection-specialist), or event planning (not a wedding planner).
development
metal-shader-expert
20 years Weta/Pixar experience in real-time graphics, Metal shaders, and visual effects. Expert in MSL shaders, PBR rendering, tile-based deferred rendering (TBDR), and GPU debugging. Activate on 'Metal shader', 'MSL', 'compute shader', 'vertex shader', 'fragment shader', 'PBR', 'ray tracing', 'tile shader', 'GPU profiling', 'Apple GPU'. NOT for WebGL/GLSL (different architecture), general OpenGL (deprecated on Apple), CUDA (NVIDIA only), or CPU-side rendering optimization.
development
crisis-detection-intervention-ai
Detect crisis signals in user content using NLP, mental health sentiment analysis, and safe intervention protocols. Implements suicide ideation detection, automated escalation, and crisis resource integration. Use for mental health apps, recovery platforms, support communities. Activate on "crisis detection", "suicide prevention", "mental health NLP", "intervention protocol". NOT for general sentiment analysis, medical diagnosis, or replacing professional help.
testing
adhd-design-expert
Designs digital experiences for ADHD brains using neuroscience research and UX principles. Expert in reducing cognitive load, time blindness solutions, dopamine-driven engagement, and compassionate design patterns. Activate on 'ADHD design', 'cognitive load', 'accessibility', 'neurodivergent UX', 'time blindness', 'dopamine-driven', 'executive function'. NOT for general accessibility (WCAG only), neurotypical UX design, or simple UI styling without ADHD context.
testing
agent-conversation-protocols
Conversation patterns and interaction protocols for multi-agent systems. Covers request/response, pub/sub, blackboard, delegation chains, debate, critique, consensus, fan-out/fan-in, supervisor-worker, and peer negotiation. Deep analysis of AutoGen conversation patterns, CrewAI delegation, LangGraph state passing, and FIPA-ACL performatives. Teaches how to design what agents say to each other and in what order. Activate on: "agent conversation", "agent protocol", "multi-agent debate", "agent delegation", "supervisor worker pattern", "agent voting", "consensus protocol", "fan-out fan-in", "agent negotiation", "blackboard pattern", "agent dialogue", "conversation topology", "agent handoff". NOT for: wire format or serialization (use agent-interchange-formats), orchestration infrastructure (use agentic-infrastructure-2026), single agent behavior (use agentic-patterns).
development
agent-interchange-formats
Data structures and serialization formats for agent-to-agent communication. Covers message envelopes, structured output schemas, capability declarations, task handoff payloads, error/retry signaling, and context windows as data structures. Deep comparison of A2A protocol, MCP, OpenAI function calling, and LangChain message types. Teaches when to use rigid schemas vs free-form with validation, typed vs untyped, streaming vs batch. Activate on: "agent message format", "agent communication schema", "agent-to-agent protocol", "A2A protocol", "MCP message format", "structured output for agents", "agent interop", "interchange format", "agent serialization", "task handoff format", "capability declaration". NOT for: what agents say to each other (use agent-conversation-protocols), orchestration topology (use multi-agent-coordination), building agent infrastructure (use agentic-infrastructure-2026).
tools
ai-engineer
Build production-ready LLM applications, advanced RAG systems, and intelligent agents. Implements vector search, multimodal AI, agent orchestration, and enterprise AI integrations. Use PROACTIVELY for LLM features, chatbots, AI agents, or AI-powered applications.
development
allen-cacm1983
Temporal interval algebra for reasoning about time relationships in planning and knowledge representation
content-media
anthropic-technical-deep-dive
Prepare for Anthropic-specific technical interviews covering Constitutional AI, RLHF, interpretability, scaling laws, MCP, agentic systems, and AI safety. Activate on "anthropic interview", "constitutional AI prep", "alignment interview", "safety interview", "RLHF opinion", "interpretability prep", "anthropic technical". NOT for general ML interview prep, system design interviews, coding challenges, or behavioral interview practice.
tools
api-documentation-generator
Generates OpenAPI 3.0/3.1 specs, TypeScript client types, and curl examples from existing route handler code. Supports Express, Next.js API routes, Fastify, and Hono. Produces complete documentation including auth requirements, rate limits, error codes, and request/response examples. Activate on: 'generate API docs', 'OpenAPI from code', 'document endpoints', 'API reference', 'swagger generation', 'endpoint documentation'. NOT for: API design from scratch (use api-architect), deployment (use devops-automator), testing (use test-automation-expert).
tools
app-sound-design
Design decisions for when and what sounds to use in web apps, mobile apps, and desktop native apps — plus how to create them with AI. Covers UI sound vocabulary (confirms, alerts, transitions, errors), platform conventions (iOS, macOS, Material), creating sounds with AI tools (ElevenLabs, AudioCraft, Stable Audio), Web Audio API for procedural sounds, haptic-audio pairing, and the psychology of satisfying vs. annoying UI sounds. Activate on 'app sounds', 'UI sounds', 'notification sound', 'sound design app', 'earcons', 'sonic branding', 'interaction sounds', 'feedback sounds', 'app audio', 'satisfying sounds'. NOT for professional audio engineering (use sound-engineer), Windows 3.1 retro sounds specifically (use win31-audio-design), music composition (use sound-engineer).
tools
aws-cdk-builder
AWS CDK infrastructure builder using TypeScript with L2/L3 constructs and Well-Architected patterns. Activate on: AWS CDK, CDK construct, CDK stack, CDK pipeline, AWS infrastructure as code TypeScript, L2 construct, CDK patterns. NOT for: Terraform IaC (use terraform-module-builder), Kubernetes manifests (use kubernetes-manifest-generator), serverless framework (use devops-automator).
development
bdi-agent-design-mora
Design patterns for BDI agents using the MORA methodology for practical multi-agent system development
development
bellifemine-2007-jade-fipa
JADE platform for building FIPA-compliant multi-agent systems with standardized agent communication
development
causal-reasoning-klein
Expert causal reasoning and mental model construction for diagnosis and prediction in complex domains
data-ai
ci-cache-optimizer
CI/CD caching optimizer for dependency caching, Docker layer caching, and build speed improvements. Activate on: CI cache, build speed, dependency caching, Docker layer cache, turbo remote cache, GitHub Actions cache, pnpm store cache. NOT for: CI/CD pipeline creation (use github-actions-pipeline-builder), deployment strategy (use blue-green-deployment-orchestrator), Docker image building (use docker-multi-stage-optimizer).
development
cognitive-task-analysis
Methodology for eliciting expert knowledge about cognitive processes, decisions, and mental models in complex tasks
testing
color-theory-palette-harmony-expert
Expert in color theory, palette harmony, and perceptual color science for computational photo composition. Specializes in earth-mover distance optimization, warm/cool alternation, diversity-aware palette selection, and hue-based photo sequencing. Activate on "color palette", "color harmony", "warm cool", "earth mover distance", "Wasserstein", "LAB space", "hue sorted", "palette matching". NOT for basic RGB manipulation (use standard image processing), single-photo color grading (use native-app-designer), UI color schemes (use vaporwave-glassomorphic-ui-designer), or color blindness simulation (accessibility specialists).
testing
cooperative-vibe-coding
Cooperative vibe coding across machines — real-time collaborative development with humans and AI agents. Covers current tools (Live Share, Code With Me, Zed, Cursor multiplayer, tmux), git-based async patterns, AI agent coordination, and the aspirational future of multi-human multi-agent development. Activate on: "pair programming", "vibe coding together", "collaborative coding", "mob programming", "remote pairing", "code together", "multiplayer coding", "Live Share", "Code With Me", "ensemble programming", "cooperative development". NOT for: building a real-time collaboration ENGINE (use real-time-collaboration-engine), git workflow mechanics (use git-best-practices), single-user AI coding assistance (use prompt-engineer).
tools
cqrs-event-sourcing-architect
CQRS pattern, event stores, projections, eventual consistency. Activate on: CQRS, event sourcing, event store, read model, projection, aggregate, domain event, command handler. NOT for: message broker setup (use event-driven-architecture-expert), database optimization (use data-warehouse-optimizer).
testing
cse-design-process
Cognitive Systems Engineering design methodology for joint cognitive systems and human-centered automation
tools
daemon-development
Build daemon/background processes that start on boot, run continuously, and manage their own lifecycle. Covers macOS launchd (plist files, agents vs daemons), Linux systemd (unit files), Windows services, process supervision, logging, health checks, graceful shutdown, auto-restart, and AI-powered daemons that manage LLM API connections and rate limits. Activate on: "daemon", "background process", "launchd", "systemd", "service file", "plist", "launch agent", "launch daemon", "auto-start", "always running", "process supervisor", "pm2", "background service", "boot service", "AI daemon", "long-running process". NOT for: container orchestration (use devops-automator), cron jobs that run and exit (use task-scheduler), web server deployment (use backend-architect).
development