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curiositech

@curiositech source repo

722 published skills · page 5 of 8

  1. ▌
    Reverse Proxy For Agents · curiositech
    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).
    10 repo stars
  2. ▌
    Schema Evolution Manager · curiositech
    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).
    10 repo stars
  3. ▌
    Secret Management Expert · curiositech
    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).
    10 repo stars
  4. ▌
    Swiftui Data Flow Expert · curiositech
    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).
    10 repo stars
  5. ▌
    Terraform Module Builder · curiositech
    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).
    10 repo stars
  6. ▌
    Video Processing Editing · curiositech bundle
    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.
    10 repo stars
  7. ▌
    Win31 Pixel Art Designer · curiositech
    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.
    10 repo stars
  8. ▌
    Windows 3 1 Web Designer · curiositech bundle
    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.
    10 repo stars
  9. ▌
    2026 Legal Research Agent · curiositech bundle
    Expert legal research agent for finding and scraping expungement data state by state. Knows authoritative sources, URL patterns, Firecrawl configuration, and 2026 legal landscape.
    10 repo stars
  10. ▌
    Agent Interchange Formats · curiositech
    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).
    10 repo stars
  11. ▌
    Bordini Hubner 2007 Jason · curiositech bundle
    Jason multi-agent platform implementing AgentSpeak(L) for practical BDI agent programming and deployment
    10 repo stars
  12. ▌
    Build Verification Expert · curiositech
    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.
    10 repo stars
  13. ▌
    Cdn Cache Control Headers · curiositech
    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.
    10 repo stars
  14. ▌
    Claude Ecosystem Promoter · curiositech bundle
    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).
    10 repo stars
  15. ▌
    Cost Verification Auditor · curiositech bundle
    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.
    10 repo stars
  16. ▌
    Data Migration Specialist · curiositech
    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).
    10 repo stars
  17. ▌
    Error Boundary Strategist · curiositech
    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).
    10 repo stars
  18. ▌
    Forensic Speech Structure · curiositech bundle
    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.
    10 repo stars
  19. ▌
    Form Validation Architect · curiositech bundle
    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.
    10 repo stars
  20. ▌
    Grafana Dashboard Builder · curiositech
    Use when building Grafana dashboards backed by Prometheus, Loki, or Tempo, designing PromQL/LogQL queries, wiring template variables, setting alert rules, building SLO dashboards, or maintaining dashboards as code. Triggers: rate() vs increase() confusion, irate vs rate, label_replace, recording rules, alerting rule expressions, multi-dimensional template variables, ad-hoc filters, dashboard JSON model, provisioning via Terraform/grafonnet, p99 / histogram_quantile usage. NOT for Datadog/New Relic dashboards (vendor-specific), Grafana plugin development, or Loki ingestion pipeline tuning.
    10 repo stars
  21. ▌
    Interview Loop Strategist · curiositech bundle
    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.
    10 repo stars
  22. ▌
    Job Application Optimizer · curiositech
    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).
    10 repo stars
  23. ▌
    Log Aggregation Architect · curiositech
    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).
    10 repo stars
  24. ▌
    Maximalist Wall Decorator · curiositech bundle
    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).
    10 repo stars
  25. ▌
    Model Serving API Builder · curiositech
    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).
    10 repo stars
  26. ▌
    Monitoring Stack Deployer · curiositech
    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).
    10 repo stars
  27. ▌
    Neobrutalist Web Designer · curiositech bundle
    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.
    10 repo stars
  28. ▌
    Operad Task Decomposition · curiositech bundle
    Use operads to formally model hierarchical task decomposition for multi-agent systems. Covers typed composition, wiring diagrams, and the relationship to DAG-of-agents architectures. Use when decomposing complex tasks for multi-agent execution, designing DAG topologies, validating decomposition type-safety, or building compositional agent workflows. NOT for runtime scheduling, individual skill authoring, or generic category-theory tutoring.
    10 repo stars
  29. ▌
    Ostrom Commons Governance · curiositech bundle
    Apply Elinor Ostrom's 8 design principles for governing commons to software architecture and AI agent coordination systems. Use when auditing shared-resource systems for governance gaps, designing agent commons, evaluating whether a coordination daemon satisfies self-governance properties, or building graduated-sanction regimes for misbehaving agents. NOT for environmental policy, generic org consulting, or non-shared-resource UX decisions.
    10 repo stars
  30. ▌
    Postgres Explain Analyzer · curiositech
    Use when a Postgres query is slow, p99 latency regressed after deploy, EXPLAIN ANALYZE output needs interpretation, the planner is choosing the wrong index, dead tuples are blowing up, autovacuum is falling behind, pg_stat_statements review is needed, or query plans regressed between releases. Triggers: "Seq Scan on big_table", "Rows Removed by Filter: 3M", "could not extend file", parameter-sniffing surprises, missing indexes, prepared-statement plan-cache regressions. NOT for schema design from scratch, replication setup, MySQL/Aurora-specific tuning, or pgvector index tuning — different skill domains.
    10 repo stars
  31. ▌
    Windags Librarian · curiositech bundle
    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).
    10 repo stars
  32. ▌
    Windags Premortem · curiositech bundle
    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).
    10 repo stars
  33. ▌
    Adhd Daily Planner · curiositech bundle
    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.
    10 repo stars
  34. ▌
    Adhd Design Expert · curiositech bundle
    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.
    10 repo stars
  35. ▌
    Caching Strategies · curiositech bundle
    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.
    10 repo stars
  36. ▌
    CI Cache Optimizer · curiositech
    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).
    10 repo stars
  37. ▌
    Collage Web Design · curiositech
    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).
    10 repo stars
  38. ▌
    Cse Design Process · curiositech bundle
    Cognitive Systems Engineering design methodology for joint cognitive systems and human-centered automation
    10 repo stars
  39. ▌
    Daemon Development · curiositech
    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).
    10 repo stars
  40. ▌
    Dag Cycle Analysis · curiositech bundle
    Graph algorithms for detecting and resolving cycles in directed graphs and workflow definitions
    10 repo stars
  41. ▌
    Dag Scope Enforcer · curiositech
    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).
    10 repo stars
  42. ▌
    Dag Skill Registry · curiositech
    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).
    10 repo stars
  43. ▌
    Dag Skills Matcher · curiositech
    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).
    10 repo stars
  44. ▌
    Dag Task Scheduler · curiositech
    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).
    10 repo stars
  45. ▌
    Diagramming Expert · curiositech bundle
    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.
    10 repo stars
  46. ▌
    Drizzle Migrations · curiositech
    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.
    10 repo stars
  47. ▌
    Frontend Architect · curiositech bundle
    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.
    10 repo stars
  48. ▌
    Evaluating The Benefits Of A Rapport Bas · curiositech bundle
    Apply rapport-based elicitation to resistant or semi-cooperative humans and agents. Use when coercive prompting or brittle handoffs damage cooperation. NOT for routine cooperative tasks, pure technical debugging, or already reliable exchanges.
    10 repo stars
  49. ▌
    Fast And Practical Dag Decomposition Wit · curiositech bundle
    Apply practical DAG decomposition, transitive-edge reduction, and reachability indexing to dense dependency graphs. Use when low width and repeated queries justify preprocessing. NOT for cyclic graphs, one-off graph checks, or exact-minimum-chain requirements.
    10 repo stars
  50. ▌
    Hierarchical Skills And Skill Based Repr · curiositech bundle
    Use for affordances, hierarchical control, nullspace composition, and information-seeking action selection in embodied agents. NOT for pure symbolic planning, generic RL tuning, or domains without sensorimotor grounding.
    10 repo stars
  51. ▌
    Knowledge Elicitation Of Recognition Pri · curiositech bundle
    license: Apache-2.0 NOT for unrelated tasks outside this domain.
    10 repo stars
  52. ▌
    Law Enforcement Decision Making During C · curiositech bundle
    license: Apache-2.0 NOT for unrelated tasks outside this domain.
    10 repo stars
  53. ▌
    Mastering The Game Of Go With Deep Neura · curiositech bundle
    license: Apache-2.0 NOT for unrelated tasks outside this domain.
    10 repo stars
  54. ▌
    Nisan Et Al 2007 Algorithmic Game Theory · curiositech bundle
    Comprehensive treatment of algorithmic game theory covering mechanism design, auctions, and equilibrium computation
    10 repo stars
  55. ▌
    Revisiting Interview Data Analysing Turn · curiositech bundle
    license: Apache-2.0 NOT for unrelated tasks outside this domain.
    10 repo stars
  56. ▌
    Shoham Leyton Brown 2009 Mas Foundations · curiositech bundle
    - **Name**: multiagent-systems-shoham-leyton-brown
    10 repo stars
  57. ▌
    The Belief Desire Intention Model Of Age · curiositech bundle
    license: Apache-2.0 NOT for unrelated tasks outside this domain.
    10 repo stars
  58. ▌
    The Impact Of Rapport On Intelligence Yi · curiositech bundle
    Use for rapport, elicitation, transcript audit, interview design, and disclosure-yield analysis by auditing attention, coordination, and typed yield instead of vague warmth or self-report. NOT for coercive extraction, generic tone polishing, or persuasion tasks that do not depend on genuine disclosure.
    10 repo stars
  59. ▌
    The State Of Cognitive Systems Engineeri · curiositech bundle
    license: Apache-2.0 NOT for unrelated tasks outside this domain.
    10 repo stars
  60. ▌
    Thinking Inside The Box The Shadowbox Me · curiositech bundle
    license: Apache-2.0 NOT for unrelated tasks outside this domain.
    10 repo stars
  61. ▌
    Towards A Taxonomy Of Cognitive Task Ana · curiositech bundle
    Use for cognitive task analysis, CTA method selection, knowledge capture, tacit expertise routing, and representation design by matching elicitation methods to knowledge type. NOT for generic ontology naming, benchmark-only model evaluation, or ML architecture tuning.
    10 repo stars
  62. ▌
    How To Solve It A New Aspect Polya G 7564 · curiositech bundle
    Use when stuck on a hard problem, decomposition is unclear, a related problem is needed, or explicit looking-back review will improve transfer. NOT for routine execution with a known procedure, rote checklist work, or domain questions that need specialized subject matter expertise instead of heuristic search.
    10 repo stars
  63. ▌
    Photo Content Recognition Curation Expert · curiositech bundle
    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.
    10 repo stars
  64. ▌
    Event Detection Temporal Intelligence Expert · curiositech bundle
    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.
    10 repo stars
  65. ▌
    Fischer Lynch Paterson 1985 Flp Impossibility · curiositech bundle
    Foundational impossibility result proving consensus cannot be guaranteed in asynchronous systems with even one faulty process
    10 repo stars
  66. ▌
    Rao Georgeff 1991 Modeling Rational Agents Bdi · curiositech bundle
    Formal framework for modeling intelligent agents through Beliefs, Desires/Goals, and Intentions as distinct mental states with rigorous semantics
    10 repo stars
  67. ▌
    The Role Of Cognitive Systems Engineerin · curiositech bundle
    license: Apache-2.0 NOT for unrelated tasks outside this domain.
    10 repo stars
  68. ▌
    Simon And Newell Human Problem Solving Theory 1971 · curiositech bundle
    Foundational cognitive science theory of human problem-solving through heuristic search in problem spaces
    10 repo stars
  69. ▌
    Rao Georgeff 1995 Bdi Agents From Theory To Practice · curiositech bundle
    Foundational framework for modeling intelligent agents through Beliefs, Desires, and Intentions with practical implementation strategies under resource constraints
    10 repo stars
  70. ▌
    Agentspeak L Bdi Agents Speak Out In A Logical Computable · curiositech bundle
    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.
    10 repo stars
  71. ▌
    AI Wiley Wooldridge An Introduction To Multi Agent Systems · curiositech bundle
    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.
    10 repo stars
  72. ▌
    Designing Data Intensive Applications The Big Ideas Behind · curiositech bundle
    1. The Fault/Error/Failure Hierarchy NOT for unrelated tasks outside this domain.
    10 repo stars
  73. ▌
    Bratman Israel Pollack 1988 Plans Resource Bounded Reasoning · curiositech bundle
    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.
    10 repo stars
  74. ▌
    Kubernetes Deployment Automation · curiositech
    Automate Kubernetes deployment lifecycle: kubectl rollouts, GitOps sync (ArgoCD/Flux), namespace and secret management, rollout monitoring, and failed deployment troubleshooting. Use when deploying manifests to clusters, debugging stuck rollouts, setting up GitOps pipelines, or managing multi-environment promotion. NOT for: generating K8s manifests (use kubernetes-manifest-generator), blue-green/canary traffic shifting (use blue-green-deployment-orchestrator), cluster provisioning (use terraform-module-builder), CI/CD pipeline config (use github-actions-pipeline-builder).
    10 repo stars
  75. ▌
    Manager Driven Team Orchestrator · curiositech bundle
    Plan and run manager-led, role-based teams where assignments change by round, roles may be added midstream, and the manager decides when the work is ready to ship. Use when delegation should adapt to emerging evidence rather than a fixed review loop. NOT for static approval chains, uncoordinated message swarms, or blackboard-style shared-state diagnosis.
    10 repo stars
  76. ▌
    Mechanism Design For Agent Labor · curiositech bundle
    Design agent-labor markets with bond pricing, escrow settlement, oracle incentives, cold-start bootstraps, and collusion-resistant marketplace rules. Use for collateralized task contracts, Float Plan bond sizing, settlement design, and incentive analysis for agent work. NOT for general auction theory teaching, DeFi tokenomics, payment gateway integration without marketplace incentives, or generic game theory tutoring.
    10 repo stars
  77. ▌
    Multi Tenant Architecture Expert · curiositech
    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).
    10 repo stars
  78. ▌
    Productive Discourse Facilitator · curiositech bundle
    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.
    10 repo stars
  79. ▌
    React Server Components Boundary · curiositech
    Drawing the `'use client'` boundary correctly in React Server Components apps (Next.js App Router, RSC frameworks) — leaf-pushing, slot composition, serialization rules, and environment poisoning prevention. Grounded in react.dev and Next.js 16 docs.
    10 repo stars
  80. ▌
    Server Sent Events Vs Websockets · curiositech
    Choosing between Server-Sent Events and WebSockets for real-time client connections, and implementing whichever you pick correctly — SSE wire format per WHATWG, WebSocket frame format per RFC 6455, automatic reconnection with `Last-Event-ID`, ping/pong heartbeats, the HTTP/1.1 6-connection-per-origin limit, and the proxy-buffering trap that silently breaks SSE. Grounded in WHATWG, RFC 6455, MDN.
    10 repo stars
  81. ▌
    Smith 1980 Contract Net Protocol · curiositech bundle
    Distributed task allocation protocol where agents negotiate task assignments through contract bidding
    10 repo stars
  82. ▌
    Zero Downtime Database Migration · curiositech
    Use when changing schema on a live production database without dropping traffic, doing expand/contract migrations, backfilling new columns on million-plus-row tables, dual-writing across schemas, renaming a hot column, splitting a table, or adding a foreign key to a big table. Triggers: ALTER TABLE locks the world, "must be removed in a separate deploy", expand-contract-cleanup phases, NOT NULL on populated column, foreign-key add on big table, dropping a column still read by old replicas, lock_timeout choice, gh-ost vs pt-online-schema-change. NOT for greenfield schema design, ORM-managed migration mechanics (Prisma/Drizzle), D1/Supabase CLI quirks, or NoSQL document migrations.
    10 repo stars
  83. ▌
    Jetpack Compose Navigation Expert · curiositech
    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).
    10 repo stars
  84. ▌
    Service Mesh Microservices Expert · curiositech
    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).
    10 repo stars
  85. ▌
    Android Background Task Specialist · curiositech
    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).
    10 repo stars
  86. ▌
    Automatic Stateful Prompt Improver · curiositech bundle
    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).
    10 repo stars
  87. ▌
    Automotive Dealer Roadside Signage · curiositech bundle
    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.
    10 repo stars
  88. ▌
    Blue Green Deployment Orchestrator · curiositech
    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).
    10 repo stars
  89. ▌
    Cache Strategy Invalidation Expert · curiositech
    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).
    10 repo stars
  90. ▌
    Human Centered Design Fundamentals · curiositech
    name: human-centered-design-fundamentals
    10 repo stars
  91. ▌
    Nygard 2018 Release It 2nd Edition · curiositech bundle
    Production stability patterns including circuit breakers, bulkheads, and resilience strategies for real-world systems
    10 repo stars
  92. ▌
    Proverif Tamarin Protocol Modeling · curiositech bundle
    Formal protocol verification with ProVerif and Tamarin Prover for multi-agent coordination systems. Use when modeling secrecy properties (escrow opacity, session note confidentiality), replay resistance (token dismissal finality, backup-restore attacks), delegation chain correctness, or append-only log integrity in applied pi calculus. Use when deciding between ProVerif and Tamarin for a given property. Use when extending existing .pv models (e.g., harbor_card_v3_delegation.pv) with new security queries. NOT for general cryptography tutorials, TLS certificate management, key management operations (rotation, storage, HSM integration), or smart contract verification (use Solidity-specific tools).
    10 repo stars
  93. ▌
    API Rate Limiting Throttling Expert · curiositech
    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).
    10 repo stars
  94. ▌
    Color Theory Palette Harmony Expert · curiositech bundle
    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).
    10 repo stars
  95. ▌
    Political Philosophy Of Computation · curiositech bundle
    Applies political philosophy frameworks (Hobbes, Locke, Rousseau, Rawls, Sen, Ostrom) to software architecture decisions -- authority models, resource allocation, capability assignment, and commons governance. NOT FOR general philosophy courses, ethics of AI alignment, trolley problems, or moral philosophy of consciousness.
    10 repo stars
  96. ▌
    Vaporwave Glassomorphic UI Designer · curiositech bundle
    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).
    10 repo stars
  97. ▌
    Conway 1968 How Do Committees Invent · curiositech bundle
    Apply Conway's homomorphism principle to multi-agent system design, recognizing that agent coordination structure predetermines system architecture and capability.
    10 repo stars
  98. ▌
    Fipa 00037 Communicative Act Library · curiositech bundle
    FIPA standard library of communicative acts (speech acts) for agent-to-agent messaging semantics
    10 repo stars
  99. ▌
    Taleb Blyth 2011 Black Swan Of Cairo · curiositech bundle
    Analysis of how suppressing volatility creates fragile systems vulnerable to black swan events
    10 repo stars
  100. ▌
    Van Der Aalst 2003 Workflow Patterns · curiositech bundle
    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.
    10 repo stars