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curiositech

@curiositech source repo

722 published skills · page 4 of 8

  1. ▌
    Legal Tech Web Design · curiositech
    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 tokens (use design-system-creator), or legal document content (use recovery-app-legal-terms).
    10 repo stars
  2. ▌
    Logging Observability · curiositech bundle
    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.
    10 repo stars
  3. ▌
    Maximalist Web Design · curiositech
    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 more', 'busy design', 'horror vacui', 'Bloomberg aesthetic', 'MySpace aesthetic', 'visual overload', 'dense dashboard'. NOT for interior design maximalism (use maximalist-wall-decorator), neobrutalism (use neobrutalist-web-designer), collage layouts (use collage-web-design).
    10 repo stars
  4. ▌
    Munger Worldly Wisdom · curiositech
    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.
    10 repo stars
  5. ▌
    Nano Banana Image Gen · curiositech bundle
    Generate images with Google's Nano Banana family (Gemini 2.5 Flash Image, Nano Banana 2, Nano Banana Pro) using character and style references. Use when the user mentions "nano banana", "gemini image", any "gemini-*-image*" model id, character consistency for image generation, style transfer with Gemini, or multi-reference image composition. NOT for Ideogram (use existing Ideogram scripts), Qwen on Apple Silicon (see ~/.claude/QWEN_IMAGE_GUIDE.md), generic prompt engineering, or non-image Gemini calls.
    10 repo stars
  6. ▌
    Neumorphic Web Design · curiositech
    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).
    10 repo stars
  7. ▌
    Performance Profiling · curiositech bundle
    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.
    10 repo stars
  8. ▌
    Playwright E2e Design · curiositech
    Use when designing or fixing a Playwright end-to-end test suite, debugging flaky tests, choosing locator strategies (getByRole vs CSS vs test-id), structuring fixtures and auth-state reuse, configuring parallelism and sharding, mocking third-party APIs via route(), or wiring trace-on-first-retry into CI. Triggers: "tests are flaky", page.waitForTimeout, page.locator with brittle CSS, login runs in every test, third-party API takes test offline, "should I use sleep here", parallel mode, sharding across CI machines, soft vs hard assertions, trace.zip not available on CI failure. NOT for unit testing (Vitest/Jest), Cypress migration playbooks, mobile native testing (Detox/XCUITest), or visual regression testing as a primary concern.
    10 repo stars
  9. ▌
    Polya Problem Solving · curiositech bundle
    Classic mathematical problem-solving methodology: understand, plan, execute, review
    10 repo stars
  10. ▌
    Redis Patterns Expert · curiositech
    Use when designing caching strategies (cache-aside, write-through, write-behind), implementing distributed locks, building rate limiters, leaderboards, real-time streams (XADD/consumer groups), pub/sub, or tuning eviction policies. Triggers: thundering-herd on cache miss, dogpile on key expiry, Redlock vs SET-NX-PX choice, sliding-window rate limiter, hot-key on a single cluster slot, big-key blowup, MULTI/EXEC across slots, KEYS in production. NOT for Redis Cluster operations/admin (different domain), embedded KV (SQLite, leveldb), in-process LRU caches, or Memcached.
    10 repo stars
  11. ▌
    Rust App Distribution · curiositech
    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).
    10 repo stars
  12. ▌
    Rust With Claude Code · curiositech
    Effective Rust development with Claude Code as AI pair programmer. Testing patterns, borrow checker idioms, debugging, toolchain workflow, and GPUI-specific Rust patterns for pd-console.
    10 repo stars
  13. ▌
    Self Adaptive Systems · curiositech bundle
    Engineering methodology for building software systems that autonomously manage themselves through explicit architectural separation and formal guarantees
    10 repo stars
  14. ▌
    SEO Visibility Expert · curiositech bundle
    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).
    10 repo stars
  15. ▌
    Always On Agent Inputs · curiositech
    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).
    10 repo stars
  16. ▌
    Causal Reasoning Klein · curiositech bundle
    Expert causal reasoning and mental model construction for diagnosis and prediction in complex domains
    10 repo stars
  17. ▌
    Color Contrast Auditor · curiositech bundle
    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).
    10 repo stars
  18. ▌
    Cross Platform Desktop · curiositech
    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).
    10 repo stars
  19. ▌
    Dag Fast Decomposition · curiositech bundle
    Apply hierarchical decomposition and structural exploitation strategies from DAG theory to complex system design, problem-solving, and abstraction challenges
    10 repo stars
  20. ▌
    Dag Iteration Detector · curiositech
    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).
    10 repo stars
  21. ▌
    Data Pipeline Engineer · curiositech bundle
    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).
    10 repo stars
  22. ▌
    Dbt Analytics Engineer · curiositech
    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).
    10 repo stars
  23. ▌
    Digital Estate Planner · curiositech bundle
    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.
    10 repo stars
  24. ▌
    Distributed Algorithms · curiositech bundle
    Foundational distributed computing algorithms for consensus, coordination, and fault tolerance
    10 repo stars
  25. ▌
    Hrv Alexithymia Expert · curiositech bundle
    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).
    10 repo stars
  26. ▌
    Interior Design Expert · curiositech bundle
    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.
    10 repo stars
  27. ▌
    LLM Evaluation Harness · curiositech
    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).
    10 repo stars
  28. ▌
    Mermaid Graph Renderer · curiositech bundle
    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.
    10 repo stars
  29. ▌
    Microservices Patterns · curiositech bundle
    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.
    10 repo stars
  30. ▌
    Personal Finance Coach · curiositech bundle
    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.
    10 repo stars
  31. ▌
    Rate Limiting Strategy · curiositech
    Use when designing rate limiting for an API, choosing between token bucket / sliding window / leaky bucket / fixed window, implementing it in Redis, deciding edge (Cloudflare/Upstash) vs origin enforcement, sizing per-user vs per-IP vs per-endpoint quotas, returning the right 429 response with Retry-After, or fixing the boundary-burst bug in fixed-window limiters. Triggers: 429 too many requests, INCR + EXPIRE, ZADD + ZREMRANGEBYSCORE + ZCARD, X-RateLimit-Remaining header, Cloudflare WAF rate limiting rules, Upstash @upstash/ratelimit, leaky bucket shaping vs policing, distributed rate limiter consistency. NOT for DDoS mitigation specifically (different scale), CAPTCHA / bot management, full WAF design, or per-user quota billing.
    10 repo stars
  32. ▌
    React Native Architect · curiositech
    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).
    10 repo stars
  33. ▌
    Rust Tauri Development · curiositech
    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).
    10 repo stars
  34. ▌
    Sober Addict Protector · curiositech bundle
    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.
    10 repo stars
  35. ▌
    Sound Design And Audio · curiositech bundle
    UI sound design + audio engineering for apps, with a worked maritime/agent-fleet sonic identity and the Rust audio stack to ship it. Use for: deciding whether an event should make a sound, designing earcons/auditory-icons, building a coherent sound palette, synthesizing cues, and wiring playback in a native (gpui/Rust) app. Trigger on: UI sound, earcon, auditory icon, sound design, audio engineering, sonification, notification sound, rodio/cpal/kira/fundsp/oddio, synthesis (subtractive/FM/granular), foley, mastering, LUFS, "make it make sound", sonic identity, audio cue. NOT for: music composition for film/games, speech/TTS, or DSP/codec implementation.
    10 repo stars
  36. ▌
    State Machine Designer · curiositech
    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).
    10 repo stars
  37. ▌
    Test Automation Expert · curiositech bundle
    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).
    10 repo stars
  38. ▌
    Vello Parley Rendering · curiositech bundle
    Render GPU-accelerated 2D vector graphics (bezier paths, fills, strokes, gradients) and high-quality shaped text in Rust with the Linebender stack: Vello (compute-based vector renderer on wgpu) + Parley (text shaping/layout) + kurbo (geometry) + peniko (brushes/color). Covers winit+wgpu surface setup, building a Scene every frame, feeding Parley glyph runs into Vello, the retained-vs-immediate question, vsync/frame pacing, and the version-pinning minefield between vello/wgpu/parley. Activate on: "Vello", "Parley", "Linebender", "GPU vector rendering in Rust", "render text with wgpu", "kurbo bezier", "peniko brush", "draw_glyphs", "Scene::fill", "custom 2D GPU canvas". NOT for: 3D rendering (use wgpu directly or bevy), Metal shader authoring (use metal-text-pipeline / metal-shader-expert), web canvas (use Canvas2D/WebGL), or native OS widgets (use gpui/egui/iced).
    10 repo stars
  39. ▌
    Windags Skill Selector · curiositech bundle
    Stage 3a of the WinDAGs meta-DAG. Given a decomposed subtask graph and a pre-narrowed candidate list per subtask, picks a primary and runner-up skill, plus model tier and cost estimates. Activate on "skill selection", "skill matching", "pick skills for subtasks", "skill cascade", "primary and runner-up", "model tier selection". NOT for pre-narrowing candidates (the SkillSearchService cascade does that), generating subtasks (use windags-decomposer), or building a runnable PredictedDAG (use windags-synthesizer).
    10 repo stars
  40. ▌
    Agentic Skill Discovery · curiositech bundle
    Automated discovery and matching of agent skills for dynamic task routing and capability assessment
    10 repo stars
  41. ▌
    API Versioning Strategy · curiositech
    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.
    10 repo stars
  42. ▌
    Astro Islands Architect · curiositech
    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.
    10 repo stars
  43. ▌
    Cognitive Task Analysis · curiositech bundle
    Methodology for eliciting expert knowledge about cognitive processes, decisions, and mental models in complex tasks
    10 repo stars
  44. ▌
    Dag Chain Decomposition · curiositech bundle
    Algorithms for decomposing DAGs into chains for parallel execution and resource optimization
    10 repo stars
  45. ▌
    Dag Convergence Monitor · curiositech
    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).
    10 repo stars
  46. ▌
    Dag Dependency Resolver · curiositech
    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).
    10 repo stars
  47. ▌
    Dag Mutation Strategist · curiositech
    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).
    10 repo stars
  48. ▌
    Design System Bootstrap · curiositech
    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).
    10 repo stars
  49. ▌
    Design System Generator · curiositech bundle
    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.
    10 repo stars
  50. ▌
    Docker Containerization · curiositech bundle
    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).
    10 repo stars
  51. ▌
    Document Generation PDF · curiositech bundle
    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.
    10 repo stars
  52. ▌
    Error Handling Patterns · curiositech bundle
    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.
    10 repo stars
  53. ▌
    Hierarchical Skill Repr · curiositech bundle
    Representations for hierarchical skill structures including knowledge graphs and ontological decomposition
    10 repo stars
  54. ▌
    Hong Et Al 2024 Metagpt · curiositech bundle
    Applies insights from MetaGPT paper on how structured communication, role specialization, and SOPs prevent coordination failures in multi-agent LLM systems
    10 repo stars
  55. ▌
    Intercultural Discourse · curiositech bundle
    Cross-cultural communication frameworks for understanding discourse patterns across cultures
    10 repo stars
  56. ▌
    IOS Core Data Architect · curiositech
    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).
    10 repo stars
  57. ▌
    LLM As Judge Zheng 2023 · curiositech bundle
    Using LLMs as automated evaluators for comparing chatbot responses with Chatbot Arena methodology
    10 repo stars
  58. ▌
    Nau Au Kuter 2003 Shop2 · curiositech bundle
    SHOP2 hierarchical task network planner for automated planning through recursive task decomposition
    10 repo stars
  59. ▌
    Pnpm Workspace Monorepo · curiositech
    Use when configuring a pnpm-workspaces monorepo, debugging hoisting/peer-dep resolution, adopting the catalog protocol, integrating with Turborepo or Nx, fixing "cannot find module" issues that only happen in CI, or migrating from npm/yarn workspaces. Triggers: pnpm-workspace.yaml setup, packageExtensions for broken peer deps, .npmrc tuning (public-hoist-pattern, shamefully-hoist), workspace protocol (workspace:*), filtering with --filter, version mismatches across packages, "Cannot find module \"foo\"" only after lockfile update, ESM/CJS interop in workspace packages. NOT for npm/yarn-specific workspace bugs, monorepos using Bazel/Lerna/Rush, or single-package projects.
    10 repo stars
  60. ▌
    Product Appeal Analyzer · curiositech bundle
    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).
    10 repo stars
  61. ▌
    Prompt Template Manager · curiositech
    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).
    10 repo stars
  62. ▌
    Python Asyncio Pitfalls · curiositech
    Use when debugging asyncio event-loop hangs, blocking calls inside coroutines, asyncio.gather vs TaskGroup choice, cancellation handling, structured concurrency, mixing sync and async, run_in_executor decisions, asyncio task lifetimes, "Task was destroyed but it is pending" warnings, or async context manager bugs. Triggers: event loop blocked by sync I/O, ConnectionResetError on cancellation, asyncio in libraries that also offer sync API, FastAPI/aiohttp performance regressions, queue.Queue used in async code. NOT for trio/anyio (different paradigm), threading without asyncio, or Python 2 sync patterns.
    10 repo stars
  63. ▌
    Senior Coding Interview · curiositech bundle
    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.
    10 repo stars
  64. ▌
    Terraform Module Design · curiositech
    Use when designing Terraform modules for reuse, structuring root vs child modules, choosing variable shapes (object vs flat list), wiring versioning + module registries, managing remote state, detecting and remediating drift, or refactoring monolithic configs. Triggers: module composition, var validation blocks, output contracts, count vs for_each, lifecycle ignore_changes, terraform import, state mv between resources, workspaces vs separate state files, OIDC to provider, drift detection runs. NOT for Pulumi/CDK (different paradigms), CloudFormation, ad-hoc one-off deployments, or Terraform Cloud-specific UX.
    10 repo stars
  65. ▌
    Vitest Testing Patterns · curiositech
    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.
    10 repo stars
  66. ▌
    Webhook Receiver Design · curiositech
    Use when designing webhook endpoints (Stripe/GitHub/Slack/internal), implementing HMAC signature verification, ensuring idempotency on retries, handling out-of-order events, building dead-letter queues, or replaying historical webhooks. Triggers: signature header verification (Stripe-Signature, X-Hub-Signature-256), timestamp window for replay protection, idempotency keys, exactly-once processing semantics, retry storms, webhook handler latency budgets, async vs sync processing, dead-letter capture and replay UIs. NOT for outbound webhook publishing (different concerns), event-driven internal pubsub (Redis Streams skill), or polling-based integrations.
    10 repo stars
  67. ▌
    Wellness App Engagement · curiositech
    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'.
    10 repo stars
  68. ▌
    Windows 95 Web Designer · curiositech bundle
    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.
    10 repo stars
  69. ▌
    AI Introduction Educator · curiositech
    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.
    10 repo stars
  70. ▌
    Airflow Dag Orchestrator · curiositech
    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).
    10 repo stars
  71. ▌
    Competitive Cartographer · curiositech bundle
    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.
    10 repo stars
  72. ▌
    Computer Vision Pipeline · curiositech bundle
    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.
    10 repo stars
  73. ▌
    Crisis Response Protocol · curiositech
    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.
    10 repo stars
  74. ▌
    Dag Feedback Synthesizer · curiositech
    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).
    10 repo stars
  75. ▌
    Dag Performance Profiler · curiositech
    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).
    10 repo stars
  76. ▌
    Dag Permission Validator · curiositech
    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).
    10 repo stars
  77. ▌
    Dag Visual Editor Design · curiositech
    Design modern, intuitive DAG/workflow visual editors that feel like LEGO, not LabView
    10 repo stars
  78. ▌
    Data Fetching Strategist · curiositech
    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).
    10 repo stars
  79. ▌
    Data Warehouse Optimizer · curiositech
    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).
    10 repo stars
  80. ▌
    Database Design Patterns · curiositech bundle
    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.
    10 repo stars
  81. ▌
    Design System Documenter · curiositech bundle
    Creates comprehensive documentation for design systems - token tables, usage guidelines, component examples, and accessibility notes. Use after generating tokens to create developer-friendly docs.
    10 repo stars
  82. ▌
    Geospatial Data Pipeline · curiositech bundle
    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.
    10 repo stars
  83. ▌
    GRAPHQL Server Architect · curiositech
    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).
    10 repo stars
  84. ▌
    High Quality Vibe Coding · curiositech
    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).
    10 repo stars
  85. ▌
    Hiring Manager Deep Dive · curiositech bundle
    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.
    10 repo stars
  86. ▌
    Hsts Planning Scheduling · curiositech bundle
    Heuristic search-based temporal planning and scheduling for complex multi-constraint environments
    10 repo stars
  87. ▌
    Kahneman Klein Expertise · curiositech bundle
    Integration of Kahneman's heuristics research with Klein's expertise studies on intuitive decision-making
    10 repo stars
  88. ▌
    Kleppmann Data Intensive · curiositech bundle
    Comprehensive guide to designing reliable, scalable data systems covering databases, streaming, and consistency
    10 repo stars
  89. ▌
    Legal Advertorial Writer · curiositech bundle
    Writes legal-tech advertorials, landing pages, and blog-to-CTA copy for expungement, debt relief, housing rights, and related services. Use when turning educational legal content into honest, trauma-informed conversion copy with clear competitive framing and non-hyped CTAs. NOT for legal advice, courtroom filings, or manipulative direct-response copy that overstates results.
    10 repo stars
  90. ▌
    Logical Fallacy Detector · curiositech bundle
    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.
    10 repo stars
  91. ▌
    Multi Agent Coordination · curiositech
    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).
    10 repo stars
  92. ▌
    Muscettola Nicola 1993 1 · curiositech bundle
    license: Apache-2.0 NOT for unrelated tasks outside this domain.
    10 repo stars
  93. ▌
    Node Memory Leak Hunting · curiositech
    Use when a Node.js process is growing memory unbounded in production, hits OOM, restarts on schedule, or shows monotonic RSS in Grafana. Triggers: heap snapshot diff (Comparison mode in Chrome DevTools), v8.writeHeapSnapshot, --heapsnapshot-signal=SIGUSR2, clinic doctor / clinic heap, Allocation sampling vs Allocation instrumentation timeline, --max-old-space-size, retainers / dominators, EventEmitter listener leak, closures over big objects, Buffer.allocUnsafe, intern caches that never evict. NOT for CPU profiling (use clinic doctor for the smoke signal then a CPU-specific skill), Go pprof, browser-side memory leaks, or worker_threads-only debugging.
    10 repo stars
  94. ▌
    Observability Apm Expert · curiositech
    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).
    10 repo stars
  95. ▌
    Output Contract Enforcer · curiositech
    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.
    10 repo stars
  96. ▌
    Photo Composition Critic · curiositech bundle
    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).
    10 repo stars
  97. ▌
    Physics Rendering Expert · curiositech bundle
    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).
    10 repo stars
  98. ▌
    QA Automation Specialist · curiositech
    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.
    10 repo stars
  99. ▌
    Responsive Layout Master · curiositech
    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).
    10 repo stars
  100. ▌
    Retrofuturism Web Design · curiositech
    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).
    10 repo stars