
Craft compelling fiction and creative nonfiction with attention to structure, voice, prose style, and revision. Supports short stories, novel chapters, essays, and hybrid forms. Triggers on creative writing, fiction writing, story craft, prose style, or literary technique requests.
Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algorithmic art rather than copying existing artists' work to avoid copyright violations.
Design and implement blockchain integrations across chains and frameworks with emphasis on patterns over specific technologies. Use when building Web3 applications, smart contract systems, token mechanics, decentralized identity, or blockchain-verified data. Triggers on blockchain architecture, smart contract design, Web3 integration, token systems, or decentralized application development. Framework-agnostic—applies to Ethereum, Solana, or emerging chains.
Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.
Audio production concepts, DSP fundamentals, mixing/mastering techniques, and DAW workflows. Bridges modular synthesis philosophy with practical audio engineering. Triggers on audio production, mixing, sound design, DSP, or music technology requests.
Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.
Automated code style enforcement with linters, formatters, and pre-commit hooks for consistent codebases
Session-end ritual that walks back through plans authored and atoms touched in this session, assigning each a closure status (DONE-NNN, IRF-XXX-NNN, or `~/.Codex/plans/abandoned/`). Verifies git state. Produces CLOSEOUT_SUMMARY.md. Triggers on "/closeout", "close out the session", "end of session", "wrap up", "session close", or before any planned `git push`. Addresses the 90.4% plan-orphan rate documented in docs/evaluation/self-review-2026-05-05/stale-plans-and-orphan-commits.md.
Systematic approach to refactoring code for improved maintainability, performance, and clarity while preserving functionality
Reflective pass over your memory files — merge duplicates, fix stale facts, prune the index.
Promote creative and technical work through strategic content distribution. Covers platform selection, audience building, content repurposing, and engagement strategies without becoming a full-time marketer. Triggers on promotion, audience building, social media strategy, or content marketing requests.
Manage application configuration across environments with layered config loading, environment variables, secrets management, and validation. Covers 12-factor app patterns and config file formats. Triggers on configuration management, environment variables, or settings architecture requests.
Self-improvement patterns for AI agents to learn from feedback, errors, and successful patterns across sessions
Optimize resumes and CVs for impact, ATS compatibility, and audience targeting. Supports multiple formats (chronological, functional, hybrid), accomplishment framing (STAR/XYZ), and tailoring for specific roles. Triggers on resume review, CV update, job application prep, or career document requests.
Build community platforms with user profiles, discussion forums, event management, and moderation tools. Covers real-time features, content moderation, and community engagement patterns. Triggers on community platform development, forum design, or social feature requests.
Build browser extensions with Manifest V3 for Chrome, Firefox, and cross-browser compatibility. Covers content scripts, background workers, popup UI, storage APIs, and extension messaging. Triggers on browser extension development, Manifest V3, or Chrome extension requests.
Design command-line interfaces with clear argument parsing, subcommands, help text, output formatting, and exit codes. Covers Click, Typer, argparse, and shell completion. Triggers on CLI tool development, argument parsing, or terminal UX design requests.
Transform AI conversations and chat transcripts into publishable content including blog posts, documentation, tutorials, and knowledge base entries. Covers extraction, restructuring, and editorial refinement. Triggers on conversation-to-content, transcript processing, or chat-to-doc requests.
Four-phase protocol for clearing accumulated drift between memory claims, CLAUDE.md citations, and on-disk reality. Detects stale citations, missing files, and orphan plans; classifies findings; emits proposed diffs; codifies prevention. Companion to closeout (closeout discovers orphans; this skill polishes them). Discovery ≠ remediation — Phase 3 emits proposed diffs only; constitutional doc edits require explicit conductor authorization.
Transfer context between AI agent sessions with structured handoff protocols, state serialization, and decision log preservation. Covers multi-agent coordination, context compression, and continuity patterns. Triggers on agent handoff, session transfer, or multi-agent continuity requests.
Comprehensive quality verification system for code changes with build, type, lint, test, and security checks
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.
Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks
Four-phase protocol for clearing accumulated drift between memory claims, CLAUDE.md citations, and on-disk reality. Detects stale citations, missing files, and orphan plans; classifies findings; emits proposed diffs; codifies prevention. Companion to closeout (closeout discovers orphans; this skill polishes them). Discovery ≠ remediation — Phase 3 emits proposed diffs only; constitutional doc edits require explicit conductor authorization.
Dry-run audit + targeted cleanup for shell command history. Currently wraps atuin (stats today, prune, dedup with dated preview artifacts); extensible to zsh/bash/mcfly backends. Always previews before applying — apply commands are echoed for the human to run, never auto-executed. Triggers on "/shell-history-hygiene", "audit atuin", "audit shell history", "clean shell history", "atuin prune", "atuin dedup", "shell history hygiene", "history cleanup". Replaces ad-hoc one-liners (e.g. `... | tee cmd > file.txt` which wrote two files, swallowed dedup output, and left a junk `cmd` file).
Comprehensive quality verification system for code changes with build, type, lint, test, and security checks
Resolve and load any agent capability across the whole fleet from one place. Given an intent, finds the matching skill, command, or agent across Claude, Codex, Gemini, .agents, a-i--skills, OpenCode, and OpenClaw — then loads it through a single portal. Use for cross-agent skill discovery, "which agent has a skill for X", capability routing, or "find a skill that does Y" when capabilities are spread across multiple agent ecosystems.
Resolve and load any agent capability across the whole fleet from one place. Given an intent, finds the matching skill, command, or agent across Claude, Codex, Gemini, .agents, a-i--skills, OpenCode, and OpenClaw — then loads it through a single portal. Use for cross-agent skill discovery, "which agent has a skill for X", capability routing, or "find a skill that does Y" when capabilities are spread across multiple agent ecosystems.
Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas
Build inclusive web experiences following WCAG guidelines. Covers semantic HTML, ARIA, keyboard navigation, color contrast, and testing strategies. Triggers on accessibility, a11y, WCAG, screen readers, or inclusive design requests.
Creates annotated bibliography-style manifests for Claude projects, tracking files, conversation threads, and relationships with unique IDs and annotations. Use when documenting project contents, creating file inventories, tracking conversation history, or building navigable knowledge maps.
Analyzes freelance contracts and Statements of Work (SOW) to identify potential risks, scope creep, and unfavorable terms, providing plain-language explanations.
Test AI agent systems including tool use, multi-turn conversations, error recovery, and non-deterministic outputs. Covers mock strategies, evaluation metrics, and regression testing for agent workflows. Triggers on AI agent testing, LLM evaluation, or agent quality assurance requests.
Curated bundle for building, testing, and coordinating AI agent systems. Includes multi-agent orchestration, agent testing, cross-agent handoff, MCP server building, and prompt engineering. Use when developing AI agent workflows or multi-agent systems.
Design robust APIs with RESTful patterns, GraphQL schemas, versioning strategies, and error handling conventions. Supports OpenAPI/Swagger documentation and SDK generation patterns. Triggers on API design, schema definition, endpoint architecture, or developer experience requests.
Designs multi-agent systems with coordinated agent swarms, task distribution, inter-agent communication, and emergent collective behavior.
Four-phase protocol for clearing accumulated drift between memory claims, CLAUDE.md citations, and on-disk reality. Detects stale citations, missing files, and orphan plans; classifies findings; emits proposed diffs; codifies prevention. Companion to closeout (closeout discovers orphans; this skill polishes them). Discovery ≠ remediation — Phase 3 emits proposed diffs only; constitutional doc edits require explicit conductor authorization.
Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks
Production-ready backend API implementation patterns including REST, GraphQL, authentication, error handling, and data validation
Designs interactive theatrical experiences with branching narratives, audience participation systems, and immersive environmental storytelling.
Prepare for job interviews across formats—behavioral, technical, portfolio reviews, and negotiations. STAR/CAR frameworks for stories, common question patterns, research strategies, and follow-up templates. Triggers on interview prep, job interviews, behavioral questions, or salary negotiation requests.
Designs and builds knowledge graphs to represent entities, relationships, and semantic connections, with query patterns for Neo4j, RDF, and property graphs.
Design knowledge systems using ontological principles—organizing by what things ARE rather than arbitrary hierarchies. Use when structuring personal knowledge bases, designing documentation systems, creating cross-domain linking patterns, building the {OS.me} ecosystem, or architecting information that reveals rather than obscures essential nature. Triggers on knowledge management, documentation architecture, information ontology, or systematic organization of complex domains.
Progressive context retrieval pattern for understanding unfamiliar codebases through iterative refinement
Analyze market positioning, identify underserved segments, and map competitive gaps using systematic frameworks. Covers SWOT analysis, competitive landscape mapping, opportunity scoring, and positioning strategy. Triggers on market analysis, competitive research, or gap identification requests.
Analyze market positioning, identify underserved segments, and map competitive gaps using systematic frameworks. Covers SWOT analysis, competitive landscape mapping, opportunity scoring, and positioning strategy. Triggers on market analysis, competitive research, or gap identification requests.
Curated bundle for managing monorepos with containerized deployment pipelines. Includes monorepo management, Docker containerization, CI/CD deployment, and coding standards. Use when setting up or improving multi-package repository infrastructure.
Designs location-based augmented reality experiences with geospatial anchoring, GPS integration, and real-world interactive overlays.
Apply modular synthesis principles to system design, workflow architecture, and conceptual frameworks. Use when designing modular systems, creating architecture diagrams using synthesis metaphors, applying signal flow thinking to data pipelines, or translating between audio engineering and software concepts. Triggers on modular architecture design, signal flow diagrams, synthesis-inspired system thinking, or "oscillator/patch" metaphors.
Build production Next.js applications with App Router patterns, server components, data fetching strategies, authentication, and deployment. Covers the full stack from database to UI. Triggers on Next.js development, React server components, App Router, or full-stack TypeScript requests.
Manage monorepos and multi-package repositories with workspace tools, dependency management, selective builds, and change detection. Covers npm/pnpm workspaces, Turborepo, and Python monorepo patterns. Triggers on monorepo setup, workspace management, or multi-package repository requests.
Manage monorepos and multi-package repositories with workspace tools, dependency management, selective builds, and change detection. Covers npm/pnpm workspaces, Turborepo, and Python monorepo patterns. Triggers on monorepo setup, workspace management, or multi-package repository requests.
Designs systems for encoding, scoring, and generating choreographic movement using Laban notation, computational geometry, and procedural animation principles.
Build production Next.js applications with App Router patterns, server components, data fetching strategies, authentication, and deployment. Covers the full stack from database to UI. Triggers on Next.js development, React server components, App Router, or full-stack TypeScript requests.
Design effective prompts for LLM agents with structured input/output formats, chain-of-thought reasoning, few-shot examples, and system prompt architecture. Covers Claude-specific patterns and multi-turn conversation design. Triggers on prompt design, LLM interaction patterns, or system prompt architecture requests.
Renames projects and content with dense, meaningful ontological titles that describe essence and function. Combines 3-4 words using separator conventions (- for compound/close words, -- for distant concepts). Provides translations to Latin and Greek. Use when naming projects, repositories, systems, or concepts.
Design effective prompts for LLM agents with structured input/output formats, chain-of-thought reasoning, few-shot examples, and system prompt architecture. Covers Claude-specific patterns and multi-turn conversation design. Triggers on prompt design, LLM interaction patterns, or system prompt architecture requests.
Renames projects and content with dense, meaningful ontological titles that describe essence and function. Combines 3-4 words using separator conventions (- for compound/close words, -- for distant concepts). Provides translations to Latin and Greek. Use when naming projects, repositories, systems, or concepts.
Promote creative and technical work through strategic content distribution. Covers platform selection, audience building, content repurposing, and engagement strategies without becoming a full-time marketer. Triggers on promotion, audience building, social media strategy, or content marketing requests.
Analyzes freelance contracts and Statements of Work (SOW) to identify potential risks, scope creep, and unfavorable terms, providing plain-language explanations.
Craft compelling fiction and creative nonfiction with attention to structure, voice, prose style, and revision. Supports short stories, novel chapters, essays, and hybrid forms. Triggers on creative writing, fiction writing, story craft, prose style, or literary technique requests.
Optimize resumes and CVs for impact, ATS compatibility, and audience targeting. Supports multiple formats (chronological, functional, hybrid), accomplishment framing (STAR/XYZ), and tailoring for specific roles. Triggers on resume review, CV update, job application prep, or career document requests.
Designs ETL/ELT data pipelines with proper extraction, transformation, and loading patterns, including orchestration, error handling, and data quality validation.
Transforms raw data into compelling visual narratives using Python or R, focusing on clarity, insight, and aesthetic presentation.
Designs DeFi trading systems for perpetual futures, liquidity provision, and automated strategies with risk management and MEV protection.
Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users efficiently transfer context, refine content through iteration, and verify the doc works for readers. Trigger when user mentions writing docs, creating proposals, drafting specs, or similar documentation tasks.
Guides the creation of a "Minimal Root" home directory using the XDG Base Directory specification and a Bare Git Repository. Manages config separation, secrets, and cross-platform syncing.
Build dynamic web interfaces with htmx using hypermedia-driven patterns for partial page updates, lazy loading, infinite scroll, and server-sent events without writing JavaScript. Triggers on htmx usage, hypermedia architecture, or progressive enhancement requests.
Create algorithmic and generative art using mathematical patterns, noise functions, particle systems, and procedural generation. Covers flow fields, L-systems, fractals, and creative coding foundations. Triggers on generative art, algorithmic art, creative coding, procedural generation, or mathematical visualization requests.
Design and generate curriculum materials for college composition courses (ENC1101 and similar). Use when creating syllabi, assignment prompts, rubrics, lesson plans, scaffolded writing sequences, peer review guides, or D2L/LMS-formatted content. Triggers on requests for composition pedagogy, writing assignment design, grading criteria, or freshman writing course materials.
Foundational layer beneath PDE. Governs eight-strata substrate (ontology, lineage, constellation, gap-map, agent-fleet, production-stack, internal-magnet, external-contribution) plus four operators (selfish-altruistic loop, magnetic membrane, portfolio operator, reflexive operator) for any domain a flag pierces — chess, fitness, voodoo, education, design, taxidermy. Pre-instantiates engine reuse via Phase 0 portfolio audit and stretching-rack gap diagnosis.
Systematic content evaluation framework progressing through Critique → Reinforcement → Risk Analysis → Growth. Use when reviewing writing, arguments, proposals, code documentation, or any content requiring rigorous multi-dimensional assessment. Supports interactive guided mode or autonomous full-report mode, with output as markdown report, structured checklist, or inline revision suggestions. Triggers on requests to evaluate, critique, improve, strengthen, or review content quality.
End-to-end feature development orchestration from planning through deployment with quality gates
Give effective feedback that promotes learning and growth. Covers written feedback on student work, rubric design, peer review facilitation, and constructive critique techniques. Triggers on grading, feedback, rubrics, peer review, or critique requests.
Manage freelance and client work professionally—proposals, contracts, scope management, invoicing, and client communication. Covers the business side of creative work. Triggers on freelance, client work, proposals, contracts, pricing, or project scope requests.
Systematic approach to building consistent, maintainable frontend UI components with design systems and component libraries
Audits web applications and architectures for compliance with GDPR, CCPA, and other privacy regulations, focusing on consent, data minimization, and user rights.
Optimize Google Cloud Platform resource allocation and manage cloud credits efficiently. Use when planning GCP deployments, analyzing cloud spend, maximizing value from expiring credits, right-sizing instances, or designing cost-effective architectures. Triggers on GCP cost optimization, credit management, resource allocation planning, or cloud budget concerns.
Enforces the "Minimal Root" philosophy for repository organization and implements "World-Class README" standards. Moves config clutter to `.config/` and creates high-conversion documentation.
operationalizes GitHub Projects (V2) as a dynamic roadmap system. Defines field taxonomy, "Triage" protocols, and synchronizes Strategy (Roadmap) with Execution (Issues).
Creates algorithmic music composition systems using procedural generation, Markov chains, L-systems, and neural approaches for ambient, adaptive, and experimental music.
Architects high-impact GitHub Profile READMEs using the "Special Repository" mechanism. optimizing for recruitment signaling, visual semiotics, and dynamic automation (Actions, WakaTime).
Organize GitHub repositories for professional presentation and maintainability. README templates, documentation standards, repo organization patterns, and profile optimization. Triggers on GitHub cleanup, repo organization, README writing, or open source presentation requests.
End-to-end protocol for when outbound open-source contributions generate inbound relationship opportunities. Covers contact verification, company research, architectural comparison, conversation preparation with multi-register talking points (technical/humanities/ELI5), response drafting, and honest boundary mapping. Triggers on inbound emails from contribution targets, cold outreach from people who found your PRs, or any signal that an open-source contribution attracted strategic attention.
Deploy applications with confidence using CI/CD pipelines, containerization, and infrastructure as code. Covers GitHub Actions, Docker, Vercel, and cloud deployment patterns. Triggers on deployment, CI/CD, Docker, GitHub Actions, or DevOps requests.
Designs interactive theatrical experiences with branching narratives, audience participation systems, and immersive environmental storytelling.
Systematic approach to refactoring code for improved maintainability, performance, and clarity while preserving functionality
Automated code style enforcement with linters, formatters, and pre-commit hooks for consistent codebases
Write compelling grant proposals for academic research, creative projects, and nonprofit initiatives. Covers federal (NSF, NEA, NEH), foundation, and institutional grants with attention to narrative, budget justification, and review criteria. Triggers on grant writing, funding proposals, research funding, or fellowship applications.
Guides teams through IT outages and security incidents, providing structured workflows for detection, containment, eradication, and post-mortem analysis.
Generate sacred geometry patterns with interfaith symbolism for spiritual visualizations and art. Use when creating visual representations that honor multiple religious traditions, designing meditation aids, building soul journey visualizations, or producing art that bridges sacred traditions through geometric harmony. Triggers on sacred geometry requests, interfaith symbol design, spiritual visualization projects, or multi-tradition sacred art.
Optimize Google Cloud Platform resource allocation and manage cloud credits efficiently. Use when planning GCP deployments, analyzing cloud spend, maximizing value from expiring credits, right-sizing instances, or designing cost-effective architectures. Triggers on GCP cost optimization, credit management, resource allocation planning, or cloud budget concerns.
Designs interactive theatrical experiences with branching narratives, audience participation systems, and immersive environmental storytelling.
Curated bundle for managing monorepos with containerized deployment pipelines. Includes monorepo management, Docker containerization, CI/CD deployment, and coding standards. Use when setting up or improving multi-package repository infrastructure.
Renames projects and content with dense, meaningful ontological titles that describe essence and function. Combines 3-4 words using separator conventions (- for compound/close words, -- for distant concepts). Provides translations to Latin and Greek. Use when naming projects, repositories, systems, or concepts.
Containerize applications with multi-stage Dockerfiles, Docker Compose orchestration, image optimization, and container security. Covers Python, Node.js, and multi-service architectures. Triggers on Docker, containerization, or container orchestration requests.
Manage application configuration across environments with layered config loading, environment variables, secrets management, and validation. Covers 12-factor app patterns and config file formats. Triggers on configuration management, environment variables, or settings architecture requests.
Transform AI conversations and chat transcripts into publishable content including blog posts, documentation, tutorials, and knowledge base entries. Covers extraction, restructuring, and editorial refinement. Triggers on conversation-to-content, transcript processing, or chat-to-doc requests.
Audit document collections to extract features, identify patterns, assess quality, and build structured inventories. Covers metadata extraction, content classification, gap analysis, and coverage mapping. Triggers on document audit, content inventory, or document feature extraction requests.
Curated bundle for the full essay lifecycle from writing through multi-platform distribution. Includes publishing pipeline, creative writing craft, content distribution strategy, and POSSE architecture. Use when building an end-to-end content publishing workflow.
Implement structured logging, error hierarchies, and observability patterns for production systems. Covers structured JSON logging, error classification, correlation IDs, and alerting integration. Triggers on logging architecture, error handling strategy, or observability requests.
Design and validate JSON Schemas for API contracts, configuration files, and data exchange formats. Covers schema composition, conditional validation, and code generation from schemas. Triggers on JSON Schema creation, data validation, or API contract design requests.
Integrate with social media platform APIs for automated posting, scheduling, analytics retrieval, and content syndication. Covers OAuth flows, rate limiting, and multi-platform strategies. Triggers on social media API integration, automated posting, or platform API requests.
Implement vector similarity search with embedding generation, index selection, and hybrid retrieval strategies. Covers ChromaDB, pgvector, FAISS, and RAG pipeline design. Triggers on vector search, embeddings, semantic search, or RAG architecture requests.
Manage database schema changes safely with migration tools, zero-downtime strategies, and rollback procedures. Covers Alembic, SQL migrations, data migrations, and testing strategies. Triggers on database migration, schema changes, or Alembic configuration requests.
Design command-line interfaces with clear argument parsing, subcommands, help text, output formatting, and exit codes. Covers Click, Typer, argparse, and shell completion. Triggers on CLI tool development, argument parsing, or terminal UX design requests.
Curated bundle of governance and quality skills for ORGANVM ecosystem management. Includes promotion readiness, onboarding flows, stranger testing, repository standards, verification, and coding standards. Use when establishing or auditing governance practices for repositories.
Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations.
Audio production concepts, DSP fundamentals, mixing/mastering techniques, and DAW workflows. Bridges modular synthesis philosophy with practical audio engineering. Triggers on audio production, mixing, sound design, DSP, or music technology requests.
Systematic approach to refactoring code for improved maintainability, performance, and clarity while preserving functionality
Implement reliable data backup and recovery strategies with automated scheduling, encryption, rotation policies, and disaster recovery testing. Covers database backups, file system snapshots, and cloud storage patterns. Triggers on backup strategy, disaster recovery, or data protection requests.
Designs DeFi trading systems for perpetual futures, liquidity provision, and automated strategies with risk management and MEV protection.
Containerize applications with multi-stage Dockerfiles, Docker Compose orchestration, image optimization, and container security. Covers Python, Node.js, and multi-service architectures. Triggers on Docker, containerization, or container orchestration requests.
Curated bundle for the full essay lifecycle from writing through multi-platform distribution. Includes publishing pipeline, creative writing craft, content distribution strategy, and POSSE architecture. Use when building an end-to-end content publishing workflow.
Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks
Curated bundle for building, testing, and coordinating AI agent systems. Includes multi-agent orchestration, agent testing, cross-agent handoff, MCP server building, and prompt engineering. Use when developing AI agent workflows or multi-agent systems.
Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas
Design robust APIs with RESTful patterns, GraphQL schemas, versioning strategies, and error handling conventions. Supports OpenAPI/Swagger documentation and SDK generation patterns. Triggers on API design, schema definition, endpoint architecture, or developer experience requests.
Design and implement blockchain integrations across chains and frameworks with emphasis on patterns over specific technologies. Use when building Web3 applications, smart contract systems, token mechanics, decentralized identity, or blockchain-verified data. Triggers on blockchain architecture, smart contract design, Web3 integration, token systems, or decentralized application development. Framework-agnostic—applies to Ethereum, Solana, or emerging chains.
Creates annotated bibliography-style manifests for Claude projects, tracking files, conversation threads, and relationships with unique IDs and annotations. Use when documenting project contents, creating file inventories, tracking conversation history, or building navigable knowledge maps.
Build browser extensions with Manifest V3 for Chrome, Firefox, and cross-browser compatibility. Covers content scripts, background workers, popup UI, storage APIs, and extension messaging. Triggers on browser extension development, Manifest V3, or Chrome extension requests.
Build community platforms with user profiles, discussion forums, event management, and moderation tools. Covers real-time features, content moderation, and community engagement patterns. Triggers on community platform development, forum design, or social feature requests.
Systematic approach to refactoring code for improved maintainability, performance, and clarity while preserving functionality
Self-improvement patterns for AI agents to learn from feedback, errors, and successful patterns across sessions
Craft compelling fiction and creative nonfiction with attention to structure, voice, prose style, and revision. Supports short stories, novel chapters, essays, and hybrid forms. Triggers on creative writing, fiction writing, story craft, prose style, or literary technique requests.
Containerize applications with multi-stage Dockerfiles, Docker Compose orchestration, image optimization, and container security. Covers Python, Node.js, and multi-service architectures. Triggers on Docker, containerization, or container orchestration requests.
Design and generate curriculum materials for college composition courses (ENC1101 and similar). Use when creating syllabi, assignment prompts, rubrics, lesson plans, scaffolded writing sequences, peer review guides, or D2L/LMS-formatted content. Triggers on requests for composition pedagogy, writing assignment design, grading criteria, or freshman writing course materials.
Systematic content evaluation framework progressing through Critique → Reinforcement → Risk Analysis → Growth. Use when reviewing writing, arguments, proposals, code documentation, or any content requiring rigorous multi-dimensional assessment. Supports interactive guided mode or autonomous full-report mode, with output as markdown report, structured checklist, or inline revision suggestions. Triggers on requests to evaluate, critique, improve, strengthen, or review content quality.
Create algorithmic and generative art using mathematical patterns, noise functions, particle systems, and procedural generation. Covers flow fields, L-systems, fractals, and creative coding foundations. Triggers on generative art, algorithmic art, creative coding, procedural generation, or mathematical visualization requests.
Designs engaging gameplay loops, economies, and progression systems, balancing challenge and reward for interactive experiences.
Architects high-impact GitHub Profile READMEs using the "Special Repository" mechanism. optimizing for recruitment signaling, visual semiotics, and dynamic automation (Actions, WakaTime).
Creates algorithmic music composition systems using procedural generation, Markov chains, L-systems, and neural approaches for ambient, adaptive, and experimental music.
Write compelling grant proposals for academic research, creative projects, and nonprofit initiatives. Covers federal (NSF, NEA, NEH), foundation, and institutional grants with attention to narrative, budget justification, and review criteria. Triggers on grant writing, funding proposals, research funding, or fellowship applications.
Guides teams through IT outages and security incidents, providing structured workflows for detection, containment, eradication, and post-mortem analysis.
A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever asked to write some sort of internal communications (status reports, leadership updates, 3P updates, company newsletters, FAQs, incident reports, project updates, etc.).
Designs and builds knowledge graphs to represent entities, relationships, and semantic connections, with query patterns for Neo4j, RDF, and property graphs.
Designs location-based augmented reality experiences with geospatial anchoring, GPS integration, and real-world interactive overlays.
Builds MCP (Model Context Protocol) servers and clients for extending AI assistants with custom tools, resources, and prompts.
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
Guides ML experiment logging, versioning, and reproducibility using tools like MLflow, Weights & Biases, and DVC for systematic model development.
Architects cross-platform and native mobile applications, providing guidance on state management, navigation, and platform-specific best practices for React Native, Flutter, iOS, and Android.
Build professional relationships through strategic outreach—cold emails, LinkedIn engagement, informational interviews, and follow-up sequences. Authentic connection over transactional networking. Triggers on networking, cold outreach, LinkedIn strategy, or informational interview requests.
Curated bundle of governance and quality skills for ORGANVM ecosystem management. Includes promotion readiness, onboarding flows, stranger testing, repository standards, verification, and coding standards. Use when establishing or auditing governance practices for repositories.
Curate and present creative/technical work for maximum impact. Structure case studies, craft project narratives, optimize for different audiences (hiring managers, clients, collaborators). Supports portfolio websites, PDF decks, and presentation formats. Triggers on portfolio review, case study writing, project showcase, or work presentation requests.
Comprehensive product requirements documentation from problem definition through launch planning. Supports both enterprise PRD (full specs, cross-functional alignment) and lean/startup style (hypothesis-driven one-pagers). Framework-agnostic with templates for Agile, Jobs-to-Be-Done, and hybrid approaches. Scaffolds related artifacts including user stories, acceptance criteria, wireframes brief, and technical handoff specs. Triggers on PRD creation, product specs, feature requirements, or product design documentation.
Personal multi-project coordination for creative practitioners managing many concurrent initiatives. Not PM methodology—practical systems for tracking progress, managing energy, and moving projects forward. Triggers on project management, multi-project coordination, progress tracking, or overwhelm with concurrent work.
Structure Python projects for distribution with pyproject.toml, src layouts, dependency management, and publishing workflows. Covers packaging tools (hatch, setuptools, flit, poetry), versioning strategies, and editable installs. Triggers on Python project setup, packaging configuration, or dependency management requests.
Designs self-referential and recursive systems that examine, modify, or generate themselves, including metacognitive architectures and strange loops.
Analyze narrative structures, character arcs, and genre conventions in reality television for academic research and content analysis. Use when studying reality TV editing patterns, mapping contestant storylines, analyzing producer manipulation techniques, comparing show formats, or writing about unscripted television. Triggers on reality TV analysis, unscripted television research, character arc mapping, or genre convention studies.
Systematic methodology for gathering, analyzing, and synthesizing research from multiple sources into coherent insights and actionable knowledge.
Helps users organize knowledge, categorize notes, and discover connections within their personal knowledge management systems (e.g., Obsidian, Notion).
Provides expert guidance on Rust programming, focusing on memory safety, concurrency patterns, and idiomatic architectural choices for systems software.
Mobile-first responsive design patterns with breakpoints, fluid layouts, and adaptive components
Curated bundle of essential security skills for building secure applications. Includes threat modeling, hardening guides, audit checklists, compliance frameworks, and contract analysis. Use when establishing security practices for a project.
Manage AI agent session lifecycles with structured phases (FRAME, SHAPE, BUILD, PROVE), context preservation across sessions, handoff protocols, and session metadata tracking. Triggers on session management, agent lifecycle, or multi-session workflow requests.
Comprehensive security patterns for authentication, authorization, input validation, and common vulnerability prevention
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
A pedagogical aid that uses the Socratic method to guide users to answers through questioning, rather than providing direct solutions, to deepen understanding.
Organize SpecStory AI coding sessions in .specstory/history into year/month folders. Run when user says "organize my history", "clean up specstory", "sort my sessions", or "organize specstory files".
Track all URLs fetched during SpecStory AI coding sessions. Run when user says "show my link trail", "what URLs did I visit", "list fetched links", or "show web fetches".
Install a pre-commit hook that scans .specstory/history for secrets before commits. Run when user says "set up secret scanning", "install specstory guard", "protect my history", or "check for secrets".
Analyzes complex SQL queries to improve performance, suggesting indexing strategies, schema refactoring, and query rewrites.
Analyze your SpecStory AI coding sessions in .specstory/history for yak shaving - when your initial goal got derailed into rabbit holes. Run when user says "analyze my yak shaving", "check for rabbit holes", "how distracted was I", or "yak shave score".
Summarize recent SpecStory AI coding sessions in standup format. Use when the user wants to review sessions from .specstory/history, prepare for standups, track work progress, or understand what was accomplished.
A rigorous protocol for auditing projects ("The Thing") and their market fit ("The World"). Uses parallel analysis lanes, friction mapping, and outcome testing to create actionable 30/60/90 day plans.
Scaffold and build interactive 3D visualizations using Three.js with emphasis on algorithmic art, sacred geometry, temporal animations, and modular architecture. Use when creating WebGL visualizations, generative art pieces, interactive 3D experiences, particle systems, flow fields, or projects like gravitational spirals, temporal perspective pieces, or illuminated visual narratives. Triggers on requests for Three.js projects, 3D web graphics, algorithmic visualizations, or sacred geometry renders.
Write effective tests across the stack—unit, integration, E2E, and visual regression. Covers testing philosophy, framework selection, mocking strategies, and CI integration. Triggers on testing, test coverage, TDD, or quality assurance requests.
Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.
Enforce the Orchestrator Voice Constitution during text generation. Provides voice constraints, anti-pattern awareness, and scoring guidance. Use when writing or reviewing prose-heavy documents (READMEs, design docs, essays, manifestos).
Comprehensive quality verification system for code changes with build, type, lint, test, and security checks
Implement vector similarity search with embedding generation, index selection, and hybrid retrieval strategies. Covers ChromaDB, pgvector, FAISS, and RAG pipeline design. Triggers on vector search, embeddings, semantic search, or RAG architecture requests.
Design engaging workshops, conference talks, and educational presentations. Covers learning objectives, activity design, slide craft, and facilitation techniques. Triggers on workshop design, presentation prep, talk structure, or training session requests.
Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks
Build inclusive web experiences following WCAG guidelines. Covers semantic HTML, ARIA, keyboard navigation, color contrast, and testing strategies. Triggers on accessibility, a11y, WCAG, screen readers, or inclusive design requests.
Test AI agent systems including tool use, multi-turn conversations, error recovery, and non-deterministic outputs. Covers mock strategies, evaluation metrics, and regression testing for agent workflows. Triggers on AI agent testing, LLM evaluation, or agent quality assurance requests.
Designs multi-agent systems with coordinated agent swarms, task distribution, inter-agent communication, and emergent collective behavior.
Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.
Audio production concepts, DSP fundamentals, mixing/mastering techniques, and DAW workflows. Bridges modular synthesis philosophy with practical audio engineering. Triggers on audio production, mixing, sound design, DSP, or music technology requests.
Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations.
Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.
Automated code style enforcement with linters, formatters, and pre-commit hooks for consistent codebases
Systematic approach to refactoring code for improved maintainability, performance, and clarity while preserving functionality
Design command-line interfaces with clear argument parsing, subcommands, help text, output formatting, and exit codes. Covers Click, Typer, argparse, and shell completion. Triggers on CLI tool development, argument parsing, or terminal UX design requests.
Promote creative and technical work through strategic content distribution. Covers platform selection, audience building, content repurposing, and engagement strategies without becoming a full-time marketer. Triggers on promotion, audience building, social media strategy, or content marketing requests.
Analyzes freelance contracts and Statements of Work (SOW) to identify potential risks, scope creep, and unfavorable terms, providing plain-language explanations.
Implement reliable data backup and recovery strategies with automated scheduling, encryption, rotation policies, and disaster recovery testing. Covers database backups, file system snapshots, and cloud storage patterns. Triggers on backup strategy, disaster recovery, or data protection requests.
Transforms raw data into compelling visual narratives using Python or R, focusing on clarity, insight, and aesthetic presentation.
Design and generate curriculum materials for college composition courses (ENC1101 and similar). Use when creating syllabi, assignment prompts, rubrics, lesson plans, scaffolded writing sequences, peer review guides, or D2L/LMS-formatted content. Triggers on requests for composition pedagogy, writing assignment design, grading criteria, or freshman writing course materials.
Systematic content evaluation framework progressing through Critique → Reinforcement → Risk Analysis → Growth. Use when reviewing writing, arguments, proposals, code documentation, or any content requiring rigorous multi-dimensional assessment. Supports interactive guided mode or autonomous full-report mode, with output as markdown report, structured checklist, or inline revision suggestions. Triggers on requests to evaluate, critique, improve, strengthen, or review content quality.
End-to-end feature development orchestration from planning through deployment with quality gates
Systematic approach to building consistent, maintainable frontend UI components with design systems and component libraries
Architects high-impact GitHub Profile READMEs using the "Special Repository" mechanism. optimizing for recruitment signaling, visual semiotics, and dynamic automation (Actions, WakaTime).
Enforces the "Minimal Root" philosophy for repository organization and implements "World-Class README" standards. Moves config clutter to `.config/` and creates high-conversion documentation.
Designs and builds knowledge graphs to represent entities, relationships, and semantic connections, with query patterns for Neo4j, RDF, and property graphs.
Configure, deploy, and troubleshoot Model Context Protocol (MCP) servers for AI agent workflows. Use when setting up MCP servers, debugging connection issues, managing multi-server configurations, integrating with Claude Desktop/Code/Cowork, or designing custom tool servers. Triggers on MCP configuration, tool server development, Claude integration issues, or agent infrastructure setup.
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
Distill artist/theorist narrative principles into formal, implementable algorithmic frameworks. Use when asked to extract, formalize, or systematize narrative techniques from any storytelling source—filmmakers, writers, theorists, game designers, showrunners. Triggers on requests involving narrative principle extraction, story structure analysis, craft methodology formalization, or creating implementable storytelling protocols.
Implements OAuth 2.0 and OpenID Connect authentication flows with proper security, token management, and common provider integrations.
Implement POSSE (Publish on Own Site, Syndicate Elsewhere) content distribution with canonical URLs, cross-platform syndication, backfeed collection, and resilient delivery. Covers multi-platform publishing automation and IndieWeb patterns. Triggers on POSSE implementation, content syndication architecture, or IndieWeb publishing requests.
Create compelling pitch decks for startups, projects, and internal proposals. Covers narrative structure, slide design principles, data visualization, and audience-specific adaptation. Triggers on pitch deck creation, presentation design, or fundraising deck requests.
Personal multi-project coordination for creative practitioners managing many concurrent initiatives. Not PM methodology—practical systems for tracking progress, managing energy, and moving projects forward. Triggers on project management, multi-project coordination, progress tracking, or overwhelm with concurrent work.
Curated bundle of essential Python backend development skills. Includes FastAPI patterns, packaging, database migrations, CLI design, and Redis caching. Use when building Python API services or backend systems.
Designs self-referential and recursive systems that examine, modify, or generate themselves, including metacognitive architectures and strange loops.
Analyze narrative structures, character arcs, and genre conventions in reality television for academic research and content analysis. Use when studying reality TV editing patterns, mapping contestant storylines, analyzing producer manipulation techniques, comparing show formats, or writing about unscripted television. Triggers on reality TV analysis, unscripted television research, character arc mapping, or genre convention studies.
Systematic methodology for gathering, analyzing, and synthesizing research from multiple sources into coherent insights and actionable knowledge.
Comprehensive security patterns for authentication, authorization, input validation, and common vulnerability prevention
Helps users organize knowledge, categorize notes, and discover connections within their personal knowledge management systems (e.g., Obsidian, Notion).
Provides expert guidance on Rust programming, focusing on memory safety, concurrency patterns, and idiomatic architectural choices for systems software.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Manage AI agent session lifecycles with structured phases (FRAME, SHAPE, BUILD, PROVE), context preservation across sessions, handoff protocols, and session metadata tracking. Triggers on session management, agent lifecycle, or multi-session workflow requests.
Integrate with social media platform APIs for automated posting, scheduling, analytics retrieval, and content syndication. Covers OAuth flows, rate limiting, and multi-platform strategies. Triggers on social media API integration, automated posting, or platform API requests.
Install a pre-commit hook that scans .specstory/history for secrets before commits. Run when user says "set up secret scanning", "install specstory guard", "protect my history", or "check for secrets".
Evaluate source quality, build annotated bibliographies, and maintain curated reference collections. Covers the CRAAP test, source classification, citation management, and research documentation patterns. Triggers on source evaluation, bibliography creation, or research documentation requests.
Fetch project statistics from SpecStory Cloud. Run when user says "get project stats", "show SpecStory stats", "project statistics", "how many sessions", or "SpecStory metrics".
Organize SpecStory AI coding sessions in .specstory/history into year/month folders. Run when user says "organize my history", "clean up specstory", "sort my sessions", or "organize specstory files".
Validate that documentation, READMEs, and onboarding guides are comprehensible to someone with zero prior context. Systematic approach to testing docs from a stranger's perspective with actionable feedback. Triggers on documentation review, onboarding validation, or README quality assessment requests.
Analyze your SpecStory AI coding sessions in .specstory/history for yak shaving - when your initial goal got derailed into rabbit holes. Run when user says "analyze my yak shaving", "check for rabbit holes", "how distracted was I", or "yak shave score".
Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate a new theme on-the-fly.
Write clear technical analysis, system architecture documents, decision records, and research synthesis. Covers argument structure, evidence-based reasoning, and technical communication patterns. Triggers on technical writing, architecture documentation, ADR creation, or analytical essay requests.
Comprehensive quality verification system for code changes with build, type, lint, test, and security checks
Analyzes time-series data for patterns, trends, seasonality, and anomalies, with forecasting using statistical and machine learning methods.
Designs reliable webhook systems with proper delivery guarantees, retry logic, signature verification, and idempotent processing for event-driven integrations.
Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.
Designs multi-agent systems with coordinated agent swarms, task distribution, inter-agent communication, and emergent collective behavior.
End-to-end feature development orchestration from planning through deployment with quality gates
Enforces the "Minimal Root" philosophy for repository organization and implements "World-Class README" standards. Moves config clutter to `.config/` and creates high-conversion documentation.
Guides teams through IT outages and security incidents, providing structured workflows for detection, containment, eradication, and post-mortem analysis.
Build dynamic web interfaces with htmx using hypermedia-driven patterns for partial page updates, lazy loading, infinite scroll, and server-sent events without writing JavaScript. Triggers on htmx usage, hypermedia architecture, or progressive enhancement requests.
A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever asked to write some sort of internal communications (status reports, leadership updates, 3P updates, company newsletters, FAQs, incident reports, project updates, etc.).
Guides ML experiment logging, versioning, and reproducibility using tools like MLflow, Weights & Biases, and DVC for systematic model development.
Distill artist/theorist narrative principles into formal, implementable algorithmic frameworks. Use when asked to extract, formalize, or systematize narrative techniques from any storytelling source—filmmakers, writers, theorists, game designers, showrunners. Triggers on requests involving narrative principle extraction, story structure analysis, craft methodology formalization, or creating implementable storytelling protocols.
Create compelling pitch decks for startups, projects, and internal proposals. Covers narrative structure, slide design principles, data visualization, and audience-specific adaptation. Triggers on pitch deck creation, presentation design, or fundraising deck requests.
Implement POSSE (Publish on Own Site, Syndicate Elsewhere) content distribution with canonical URLs, cross-platform syndication, backfeed collection, and resilient delivery. Covers multi-platform publishing automation and IndieWeb patterns. Triggers on POSSE implementation, content syndication architecture, or IndieWeb publishing requests.
Personal multi-project coordination for creative practitioners managing many concurrent initiatives. Not PM methodology—practical systems for tracking progress, managing energy, and moving projects forward. Triggers on project management, multi-project coordination, progress tracking, or overwhelm with concurrent work.
Structure Python projects for distribution with pyproject.toml, src layouts, dependency management, and publishing workflows. Covers packaging tools (hatch, setuptools, flit, poetry), versioning strategies, and editable installs. Triggers on Python project setup, packaging configuration, or dependency management requests.
Analyze narrative structures, character arcs, and genre conventions in reality television for academic research and content analysis. Use when studying reality TV editing patterns, mapping contestant storylines, analyzing producer manipulation techniques, comparing show formats, or writing about unscripted television. Triggers on reality TV analysis, unscripted television research, character arc mapping, or genre convention studies.
Use Redis effectively for caching, pub/sub messaging, rate limiting, distributed locks, and session storage. Covers data structure selection, expiration strategies, and cluster patterns. Triggers on Redis usage, caching architecture, or pub/sub messaging requests.
Self-improvement patterns for AI agents to learn from feedback, errors, and successful patterns across sessions
Containerize applications with multi-stage Dockerfiles, Docker Compose orchestration, image optimization, and container security. Covers Python, Node.js, and multi-service architectures. Triggers on Docker, containerization, or container orchestration requests.
Curated bundle for the full essay lifecycle from writing through multi-platform distribution. Includes publishing pipeline, creative writing craft, content distribution strategy, and POSSE architecture. Use when building an end-to-end content publishing workflow.
Curated bundle of essential skills for fullstack web development. Installs API design, testing, deployment, backend patterns, frontend architecture, and code quality skills together. Use when starting a new fullstack project or onboarding onto a codebase.
Implement reliable data backup and recovery strategies with automated scheduling, encryption, rotation policies, and disaster recovery testing. Covers database backups, file system snapshots, and cloud storage patterns. Triggers on backup strategy, disaster recovery, or data protection requests.
Manage application configuration across environments with layered config loading, environment variables, secrets management, and validation. Covers 12-factor app patterns and config file formats. Triggers on configuration management, environment variables, or settings architecture requests.
Transfer context between AI agent sessions with structured handoff protocols, state serialization, and decision log preservation. Covers multi-agent coordination, context compression, and continuity patterns. Triggers on agent handoff, session transfer, or multi-agent continuity requests.
Audit document collections to extract features, identify patterns, assess quality, and build structured inventories. Covers metadata extraction, content classification, gap analysis, and coverage mapping. Triggers on document audit, content inventory, or document feature extraction requests.
Manage database schema changes safely with migration tools, zero-downtime strategies, and rollback procedures. Covers Alembic, SQL migrations, data migrations, and testing strategies. Triggers on database migration, schema changes, or Alembic configuration requests.
Implement structured logging, error hierarchies, and observability patterns for production systems. Covers structured JSON logging, error classification, correlation IDs, and alerting integration. Triggers on logging architecture, error handling strategy, or observability requests.
Build community platforms with user profiles, discussion forums, event management, and moderation tools. Covers real-time features, content moderation, and community engagement patterns. Triggers on community platform development, forum design, or social feature requests.
Build data ingestion pipelines for batch and streaming data from multiple sources. Covers extraction strategies, format normalization, deduplication, validation gates, and staging patterns. Triggers on data ingestion, ETL pipeline, or data import architecture requests.
Deploy generative art projects for exhibition, web galleries, and print production. Covers rendering pipelines, resolution management, gallery hosting, and archival strategies for algorithmic artworks. Triggers on generative art deployment, art exhibition setup, or digital art publishing requests.
Transform AI conversations and chat transcripts into publishable content including blog posts, documentation, tutorials, and knowledge base entries. Covers extraction, restructuring, and editorial refinement. Triggers on conversation-to-content, transcript processing, or chat-to-doc requests.
Design command-line interfaces with clear argument parsing, subcommands, help text, output formatting, and exit codes. Covers Click, Typer, argparse, and shell completion. Triggers on CLI tool development, argument parsing, or terminal UX design requests.
Build production FastAPI applications with dependency injection, middleware, background tasks, and structured project layouts. Covers async patterns, Pydantic models, OpenAPI customization, and testing strategies. Triggers on FastAPI development, Python API, or async web framework requests.
Publish essays and long-form content through a structured pipeline from draft to distribution. Covers markdown-to-HTML conversion, metadata management, cross-posting strategies, and RSS/Atom feed generation. Triggers on essay publishing, content pipeline, or blog deployment requests.
Curated bundle for managing monorepos with containerized deployment pipelines. Includes monorepo management, Docker containerization, CI/CD deployment, and coding standards. Use when setting up or improving multi-package repository infrastructure.
Designs multi-agent systems with coordinated agent swarms, task distribution, inter-agent communication, and emergent collective behavior.
Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.
Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.
Design robust APIs with RESTful patterns, GraphQL schemas, versioning strategies, and error handling conventions. Supports OpenAPI/Swagger documentation and SDK generation patterns. Triggers on API design, schema definition, endpoint architecture, or developer experience requests.
Curated bundle for building, testing, and coordinating AI agent systems. Includes multi-agent orchestration, agent testing, cross-agent handoff, MCP server building, and prompt engineering. Use when developing AI agent workflows or multi-agent systems.
End-to-end protocol for when outbound open-source contributions generate inbound relationship opportunities. Covers contact verification, company research, architectural comparison, conversation preparation with multi-register talking points (technical/humanities/ELI5), response drafting, and honest boundary mapping. Triggers on inbound emails from contribution targets, cold outreach from people who found your PRs, or any signal that an open-source contribution attracted strategic attention.
Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.
Analyzes time-series data for patterns, trends, seasonality, and anomalies, with forecasting using statistical and machine learning methods.
Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate a new theme on-the-fly.
Scaffold and build interactive 3D visualizations using Three.js with emphasis on algorithmic art, sacred geometry, temporal animations, and modular architecture. Use when creating WebGL visualizations, generative art pieces, interactive 3D experiences, particle systems, flow fields, or projects like gravitational spirals, temporal perspective pieces, or illuminated visual narratives. Triggers on requests for Three.js projects, 3D web graphics, algorithmic visualizations, or sacred geometry renders.
Test-driven development workflow with comprehensive coverage requirements including unit, integration, and E2E tests
Organize SpecStory AI coding sessions in .specstory/history into year/month folders. Run when user says "organize my history", "clean up specstory", "sort my sessions", or "organize specstory files".
Analyzes complex SQL queries to improve performance, suggesting indexing strategies, schema refactoring, and query rewrites.
Track all URLs fetched during SpecStory AI coding sessions. Run when user says "show my link trail", "what URLs did I visit", "list fetched links", or "show web fetches".
A pedagogical aid that uses the Socratic method to guide users to answers through questioning, rather than providing direct solutions, to deepen understanding.
Optimize resumes and CVs for impact, ATS compatibility, and audience targeting. Supports multiple formats (chronological, functional, hybrid), accomplishment framing (STAR/XYZ), and tailoring for specific roles. Triggers on resume review, CV update, job application prep, or career document requests.
Transfer context between AI agent sessions with structured handoff protocols, state serialization, and decision log preservation. Covers multi-agent coordination, context compression, and continuity patterns. Triggers on agent handoff, session transfer, or multi-agent continuity requests.
Production-ready backend API implementation patterns including REST, GraphQL, authentication, error handling, and data validation
Designs ETL/ELT data pipelines with proper extraction, transformation, and loading patterns, including orchestration, error handling, and data quality validation.
Personal multi-project coordination for creative practitioners managing many concurrent initiatives. Not PM methodology—practical systems for tracking progress, managing energy, and moving projects forward. Triggers on project management, multi-project coordination, progress tracking, or overwhelm with concurrent work.
Designs parallel agent workstreams for large feature sets by analyzing dependencies, assigning specialized agent types (Explore, Plan, Bash, Edit), maximizing parallelization, and creating execution plans with progress tracking and failure recovery. Use when breaking down large features into parallel agent work.
A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever asked to write some sort of internal communications (status reports, leadership updates, 3P updates, company newsletters, FAQs, incident reports, project updates, etc.).
Build production Next.js applications with App Router patterns, server components, data fetching strategies, authentication, and deployment. Covers the full stack from database to UI. Triggers on Next.js development, React server components, App Router, or full-stack TypeScript requests.
Comprehensive security patterns for authentication, authorization, input validation, and common vulnerability prevention
Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.
Transform AI conversations and chat transcripts into publishable content including blog posts, documentation, tutorials, and knowledge base entries. Covers extraction, restructuring, and editorial refinement. Triggers on conversation-to-content, transcript processing, or chat-to-doc requests.
Build data ingestion pipelines for batch and streaming data from multiple sources. Covers extraction strategies, format normalization, deduplication, validation gates, and staging patterns. Triggers on data ingestion, ETL pipeline, or data import architecture requests.
Transfer context between AI agent sessions with structured handoff protocols, state serialization, and decision log preservation. Covers multi-agent coordination, context compression, and continuity patterns. Triggers on agent handoff, session transfer, or multi-agent continuity requests.
Production-ready backend API implementation patterns including REST, GraphQL, authentication, error handling, and data validation
Optimize resumes and CVs for impact, ATS compatibility, and audience targeting. Supports multiple formats (chronological, functional, hybrid), accomplishment framing (STAR/XYZ), and tailoring for specific roles. Triggers on resume review, CV update, job application prep, or career document requests.
Fetch project statistics from SpecStory Cloud. Run when user says "get project stats", "show SpecStory stats", "project statistics", "how many sessions", or "SpecStory metrics".
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.
Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks
Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks
Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas
Multi-perspective collaborative inquiry. Decomposes a topic into six cognitive lenses (Scope, Logic, Mythos, Bridge, Meta, Pattern) that operate as a chorus rather than a single voice, then synthesizes meta-patterns no single lens could find alone. MANDATORY TRIGGERS: 'expansive inquiry', 'multi-perspective inquiry', 'explore this from every angle', 'six-lens analysis', 'run a chorus on this'. STRONG TRIGGERS: 'help me think through X deeply', 'mythopoetic AND logical analysis'. Do NOT trigger on simple Q&A or failure-focused inquiries — use premortem for those.
Self-improvement patterns for AI agents to learn from feedback, errors, and successful patterns across sessions
Designs interactive theatrical experiences with branching narratives, audience participation systems, and immersive environmental storytelling.
Designs DeFi trading systems for perpetual futures, liquidity provision, and automated strategies with risk management and MEV protection.
Designs engaging gameplay loops, economies, and progression systems, balancing challenge and reward for interactive experiences.
Audit document collections to extract features, identify patterns, assess quality, and build structured inventories. Covers metadata extraction, content classification, gap analysis, and coverage mapping. Triggers on document audit, content inventory, or document feature extraction requests.
Organize SpecStory AI coding sessions in .specstory/history into year/month folders. Run when user says "organize my history", "clean up specstory", "sort my sessions", or "organize specstory files".
Designs DeFi trading systems for perpetual futures, liquidity provision, and automated strategies with risk management and MEV protection.
Analyzes complex SQL queries to improve performance, suggesting indexing strategies, schema refactoring, and query rewrites.
Designs systems for encoding, scoring, and generating choreographic movement using Laban notation, computational geometry, and procedural animation principles.
Designs parallel agent workstreams for large feature sets by analyzing dependencies, assigning specialized agent types (Explore, Plan, Bash, Edit), maximizing parallelization, and creating execution plans with progress tracking and failure recovery. Use when breaking down large features into parallel agent work.
Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.
End-to-end feature development orchestration from planning through deployment with quality gates
Guides users through the process of preparing datasets and fine-tuning local Large Language Models (LLMs) using techniques like LoRA and QLoRA.
Design knowledge systems using ontological principles—organizing by what things ARE rather than arbitrary hierarchies. Use when structuring personal knowledge bases, designing documentation systems, creating cross-domain linking patterns, building the {OS.me} ecosystem, or architecting information that reveals rather than obscures essential nature. Triggers on knowledge management, documentation architecture, information ontology, or systematic organization of complex domains.
Generate sacred geometry patterns with interfaith symbolism for spiritual visualizations and art. Use when creating visual representations that honor multiple religious traditions, designing meditation aids, building soul journey visualizations, or producing art that bridges sacred traditions through geometric harmony. Triggers on sacred geometry requests, interfaith symbol design, spiritual visualization projects, or multi-tradition sacred art.
Generate sacred geometry patterns with interfaith symbolism for spiritual visualizations and art. Use when creating visual representations that honor multiple religious traditions, designing meditation aids, building soul journey visualizations, or producing art that bridges sacred traditions through geometric harmony. Triggers on sacred geometry requests, interfaith symbol design, spiritual visualization projects, or multi-tradition sacred art.
Analyzes freelance contracts and Statements of Work (SOW) to identify potential risks, scope creep, and unfavorable terms, providing plain-language explanations.
Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks
Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas
Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks
Production-ready backend API implementation patterns including REST, GraphQL, authentication, error handling, and data validation
Build inclusive web experiences following WCAG guidelines. Covers semantic HTML, ARIA, keyboard navigation, color contrast, and testing strategies. Triggers on accessibility, a11y, WCAG, screen readers, or inclusive design requests.
Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.
Build community platforms with user profiles, discussion forums, event management, and moderation tools. Covers real-time features, content moderation, and community engagement patterns. Triggers on community platform development, forum design, or social feature requests.
Manage application configuration across environments with layered config loading, environment variables, secrets management, and validation. Covers 12-factor app patterns and config file formats. Triggers on configuration management, environment variables, or settings architecture requests.
Creates annotated bibliography-style manifests for Claude projects, tracking files, conversation threads, and relationships with unique IDs and annotations. Use when documenting project contents, creating file inventories, tracking conversation history, or building navigable knowledge maps.
Transfer context between AI agent sessions with structured handoff protocols, state serialization, and decision log preservation. Covers multi-agent coordination, context compression, and continuity patterns. Triggers on agent handoff, session transfer, or multi-agent continuity requests.
Automated code style enforcement with linters, formatters, and pre-commit hooks for consistent codebases
Promote creative and technical work through strategic content distribution. Covers platform selection, audience building, content repurposing, and engagement strategies without becoming a full-time marketer. Triggers on promotion, audience building, social media strategy, or content marketing requests.
Transform AI conversations and chat transcripts into publishable content including blog posts, documentation, tutorials, and knowledge base entries. Covers extraction, restructuring, and editorial refinement. Triggers on conversation-to-content, transcript processing, or chat-to-doc requests.
Craft compelling fiction and creative nonfiction with attention to structure, voice, prose style, and revision. Supports short stories, novel chapters, essays, and hybrid forms. Triggers on creative writing, fiction writing, story craft, prose style, or literary technique requests.
Designs ETL/ELT data pipelines with proper extraction, transformation, and loading patterns, including orchestration, error handling, and data quality validation.
Build data ingestion pipelines for batch and streaming data from multiple sources. Covers extraction strategies, format normalization, deduplication, validation gates, and staging patterns. Triggers on data ingestion, ETL pipeline, or data import architecture requests.
Transforms raw data into compelling visual narratives using Python or R, focusing on clarity, insight, and aesthetic presentation.
Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users efficiently transfer context, refine content through iteration, and verify the doc works for readers. Trigger when user mentions writing docs, creating proposals, drafting specs, or similar documentation tasks.
Manage database schema changes safely with migration tools, zero-downtime strategies, and rollback procedures. Covers Alembic, SQL migrations, data migrations, and testing strategies. Triggers on database migration, schema changes, or Alembic configuration requests.
Deploy applications with confidence using CI/CD pipelines, containerization, and infrastructure as code. Covers GitHub Actions, Docker, Vercel, and cloud deployment patterns. Triggers on deployment, CI/CD, Docker, GitHub Actions, or DevOps requests.
Implement structured logging, error hierarchies, and observability patterns for production systems. Covers structured JSON logging, error classification, correlation IDs, and alerting integration. Triggers on logging architecture, error handling strategy, or observability requests.
Guides the creation of a "Minimal Root" home directory using the XDG Base Directory specification and a Bare Git Repository. Manages config separation, secrets, and cross-platform syncing.
Publish essays and long-form content through a structured pipeline from draft to distribution. Covers markdown-to-HTML conversion, metadata management, cross-posting strategies, and RSS/Atom feed generation. Triggers on essay publishing, content pipeline, or blog deployment requests.
Design and generate curriculum materials for college composition courses (ENC1101 and similar). Use when creating syllabi, assignment prompts, rubrics, lesson plans, scaffolded writing sequences, peer review guides, or D2L/LMS-formatted content. Triggers on requests for composition pedagogy, writing assignment design, grading criteria, or freshman writing course materials.
Audit document collections to extract features, identify patterns, assess quality, and build structured inventories. Covers metadata extraction, content classification, gap analysis, and coverage mapping. Triggers on document audit, content inventory, or document feature extraction requests.
Create algorithmic and generative art using mathematical patterns, noise functions, particle systems, and procedural generation. Covers flow fields, L-systems, fractals, and creative coding foundations. Triggers on generative art, algorithmic art, creative coding, procedural generation, or mathematical visualization requests.
Build production FastAPI applications with dependency injection, middleware, background tasks, and structured project layouts. Covers async patterns, Pydantic models, OpenAPI customization, and testing strategies. Triggers on FastAPI development, Python API, or async web framework requests.
Manage freelance and client work professionally—proposals, contracts, scope management, invoicing, and client communication. Covers the business side of creative work. Triggers on freelance, client work, proposals, contracts, pricing, or project scope requests.
Systematic approach to building consistent, maintainable frontend UI components with design systems and component libraries
Curated bundle of essential skills for fullstack web development. Installs API design, testing, deployment, backend patterns, frontend architecture, and code quality skills together. Use when starting a new fullstack project or onboarding onto a codebase.
Creates algorithmic music composition systems using procedural generation, Markov chains, L-systems, and neural approaches for ambient, adaptive, and experimental music.
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.
Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algorithmic art rather than copying existing artists' work to avoid copyright violations.
Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algorithmic art rather than copying existing artists' work to avoid copyright violations.
Transform AI conversations and chat transcripts into publishable content including blog posts, documentation, tutorials, and knowledge base entries. Covers extraction, restructuring, and editorial refinement. Triggers on conversation-to-content, transcript processing, or chat-to-doc requests.
Build data ingestion pipelines for batch and streaming data from multiple sources. Covers extraction strategies, format normalization, deduplication, validation gates, and staging patterns. Triggers on data ingestion, ETL pipeline, or data import architecture requests.
Reflective pass over your memory files — merge duplicates, fix stale facts, prune the index.
Design and implement blockchain integrations across chains and frameworks with emphasis on patterns over specific technologies. Use when building Web3 applications, smart contract systems, token mechanics, decentralized identity, or blockchain-verified data. Triggers on blockchain architecture, smart contract design, Web3 integration, token systems, or decentralized application development. Framework-agnostic—applies to Ethereum, Solana, or emerging chains.
Translate internal markdown artifacts (pitch decks, business plans, research) into per-persona client-facing storefront surfaces in the client's domain language with ELI5/TLDR layers. Sits above Product Domain Engine and 8-Strata Domain Ideal-Whole; invokes voice-enforcement against persona-specific voice_constitution. Triggers on requests for client-facing surfaces, persona-tuned translation, ELI5/TLDR projections, or storefront-style client deliverables. Render is scaffold-and-curate (never auto-publish) to protect client trust.
Guided Cowork setup — install role-matched plugins, connect your tools, try a skill.
Comprehensive dramaturgical analysis of screenplays and scripts. Use when asked to analyze, break down, map, or provide feedback on a script. Triggers on requests involving beat mapping, act structure analysis, scene-by-scene breakdown, first-reader reports, production notes, or any comprehensive script coverage. Claude assumes combined roles of aesthete, dramaturgist, narratologist, art historian, cinephile, rhetorician, producer, academic, and first-reader.
Build inclusive web experiences following WCAG guidelines. Covers semantic HTML, ARIA, keyboard navigation, color contrast, and testing strategies. Triggers on accessibility, a11y, WCAG, screen readers, or inclusive design requests.
Curated bundle for building, testing, and coordinating AI agent systems. Includes multi-agent orchestration, agent testing, cross-agent handoff, MCP server building, and prompt engineering. Use when developing AI agent workflows or multi-agent systems.
Designs multi-agent systems with coordinated agent swarms, task distribution, inter-agent communication, and emergent collective behavior.
Test AI agent systems including tool use, multi-turn conversations, error recovery, and non-deterministic outputs. Covers mock strategies, evaluation metrics, and regression testing for agent workflows. Triggers on AI agent testing, LLM evaluation, or agent quality assurance requests.
Design robust APIs with RESTful patterns, GraphQL schemas, versioning strategies, and error handling conventions. Supports OpenAPI/Swagger documentation and SDK generation patterns. Triggers on API design, schema definition, endpoint architecture, or developer experience requests.
Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algorithmic art rather than copying existing artists' work to avoid copyright violations.
Audio production concepts, DSP fundamentals, mixing/mastering techniques, and DAW workflows. Bridges modular synthesis philosophy with practical audio engineering. Triggers on audio production, mixing, sound design, DSP, or music technology requests.
Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.
Production-ready backend API implementation patterns including REST, GraphQL, authentication, error handling, and data validation
Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations.
Creates annotated bibliography-style manifests for Claude projects, tracking files, conversation threads, and relationships with unique IDs and annotations. Use when documenting project contents, creating file inventories, tracking conversation history, or building navigable knowledge maps.
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.
operationalizes GitHub Projects (V2) as a dynamic roadmap system. Defines field taxonomy, "Triage" protocols, and synchronizes Strategy (Roadmap) with Execution (Issues).
Install a pre-commit hook that scans .specstory/history for secrets before commits. Run when user says "set up secret scanning", "install specstory guard", "protect my history", or "check for secrets".
Give effective feedback that promotes learning and growth. Covers written feedback on student work, rubric design, peer review facilitation, and constructive critique techniques. Triggers on grading, feedback, rubrics, peer review, or critique requests.
Build browser extensions with Manifest V3 for Chrome, Firefox, and cross-browser compatibility. Covers content scripts, background workers, popup UI, storage APIs, and extension messaging. Triggers on browser extension development, Manifest V3, or Chrome extension requests.
Builds MCP (Model Context Protocol) servers and clients for extending AI assistants with custom tools, resources, and prompts.
Self-improvement patterns for AI agents to learn from feedback, errors, and successful patterns across sessions
Orchestrate a full directory-graph autopsy across an ORGANVM workspace, then emit migration signals that unite repositories under canonical governance. Thin wrapper over organvm ecosystem + organvm irf + promotion-readiness-checklist. Triggers on auto-autopsy, map all directories, governance migration, ecosystem discovery, or "send the signal to unite" requests.
Curated bundle of governance and quality skills for ORGANVM ecosystem management. Includes ecosystem autopsy and discovery, promotion readiness, onboarding flows, stranger testing, repository standards, verification, and coding standards. Use when establishing or auditing governance practices for repositories.
Conducts a full automated autopsy of the current workspace directory to map files, identifies structural issues, proposes a restructuring plan (the signal), and establishes unified governance using templates. Use this skill when a user asks to map, restructure, reorganize, or apply new governance to an existing messy repository.
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.
Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks
Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks
Multi-perspective collaborative inquiry. Decomposes a topic into six cognitive lenses (Scope, Logic, Mythos, Bridge, Meta, Pattern) that operate as a chorus rather than a single voice, then synthesizes meta-patterns no single lens could find alone. MANDATORY TRIGGERS: 'expansive inquiry', 'multi-perspective inquiry', 'explore this from every angle', 'six-lens analysis', 'run a chorus on this'. STRONG TRIGGERS: 'help me think through X deeply', 'mythopoetic AND logical analysis'. Do NOT trigger on simple Q&A or failure-focused inquiries — use premortem for those.
Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas
Session-end ritual that walks back through plans authored and atoms touched in this session, assigning each a closure status (DONE-NNN, IRF-XXX-NNN, or `~/.Codex/plans/abandoned/`). Verifies git state. Produces CLOSEOUT_SUMMARY.md. Triggers on "/closeout", "close out the session", "end of session", "wrap up", "session close", or before any planned `git push`. Addresses the 90.4% plan-orphan rate documented in docs/evaluation/self-review-2026-05-05/stale-plans-and-orphan-commits.md.
Orchestrate a full directory-graph autopsy across an ORGANVM workspace, then emit migration signals that unite repositories under canonical governance. Thin wrapper over organvm ecosystem + organvm irf + promotion-readiness-checklist. Triggers on auto-autopsy, map all directories, governance migration, ecosystem discovery, or "send the signal to unite" requests.
A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever asked to write some sort of internal communications (status reports, leadership updates, 3P updates, company newsletters, FAQs, incident reports, project updates, etc.).
Progressive context retrieval pattern for understanding unfamiliar codebases through iterative refinement
Design knowledge systems using ontological principles—organizing by what things ARE rather than arbitrary hierarchies. Use when structuring personal knowledge bases, designing documentation systems, creating cross-domain linking patterns, building the {OS.me} ecosystem, or architecting information that reveals rather than obscures essential nature. Triggers on knowledge management, documentation architecture, information ontology, or systematic organization of complex domains.
Designs and builds knowledge graphs to represent entities, relationships, and semantic connections, with query patterns for Neo4j, RDF, and property graphs.
Guides users through the process of preparing datasets and fine-tuning local Large Language Models (LLMs) using techniques like LoRA and QLoRA.
Designs location-based augmented reality experiences with geospatial anchoring, GPS integration, and real-world interactive overlays.
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
Publish essays and long-form content through a structured pipeline from draft to distribution. Covers markdown-to-HTML conversion, metadata management, cross-posting strategies, and RSS/Atom feed generation. Triggers on essay publishing, content pipeline, or blog deployment requests.
Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.
Build browser extensions with Manifest V3 for Chrome, Firefox, and cross-browser compatibility. Covers content scripts, background workers, popup UI, storage APIs, and extension messaging. Triggers on browser extension development, Manifest V3, or Chrome extension requests.
Foundational layer beneath PDE. Governs eight-strata substrate (ontology, lineage, constellation, gap-map, agent-fleet, production-stack, internal-magnet, external-contribution) plus four operators (selfish-altruistic loop, magnetic membrane, portfolio operator, reflexive operator) for any domain a flag pierces — chess, fitness, voodoo, education, design, taxidermy. Pre-instantiates engine reuse via Phase 0 portfolio audit and stretching-rack gap diagnosis.
Guides ML experiment logging, versioning, and reproducibility using tools like MLflow, Weights & Biases, and DVC for systematic model development.
Designs systems for encoding, scoring, and generating choreographic movement using Laban notation, computational geometry, and procedural animation principles.
Systematic methodology for gathering, analyzing, and synthesizing research from multiple sources into coherent insights and actionable knowledge.
Build dynamic web interfaces with htmx using hypermedia-driven patterns for partial page updates, lazy loading, infinite scroll, and server-sent events without writing JavaScript. Triggers on htmx usage, hypermedia architecture, or progressive enhancement requests.
Assess repository readiness for promotion through governance states (LOCAL, CANDIDATE, PUBLIC_PROCESS, GRADUATED) with structured checklists, quality gates, and evidence requirements. Triggers on promotion assessment, readiness review, or governance state transition requests.
Curated bundle of essential Python backend development skills. Includes FastAPI patterns, packaging, database migrations, CLI design, and Redis caching. Use when building Python API services or backend systems.
Build interactive 3D experiences in React using react-three-fiber (R3F), drei helpers, and shader integration. Covers scene composition, performance optimization, and animation patterns. Triggers on R3F development, React + Three.js, or declarative 3D scene requests.
Use Redis effectively for caching, pub/sub messaging, rate limiting, distributed locks, and session storage. Covers data structure selection, expiration strategies, and cluster patterns. Triggers on Redis usage, caching architecture, or pub/sub messaging requests.
Build fault-tolerant systems with circuit breakers, retries with backoff, bulkheads, timeouts, and graceful degradation. Covers distributed system failure modes and recovery strategies. Triggers on reliability engineering, fault tolerance, or distributed system resilience requests.
Write clear technical analysis, system architecture documents, decision records, and research synthesis. Covers argument structure, evidence-based reasoning, and technical communication patterns. Triggers on technical writing, architecture documentation, ADR creation, or analytical essay requests.
Manage freelance and client work professionally—proposals, contracts, scope management, invoicing, and client communication. Covers the business side of creative work. Triggers on freelance, client work, proposals, contracts, pricing, or project scope requests.
Create algorithmic and generative art using mathematical patterns, noise functions, particle systems, and procedural generation. Covers flow fields, L-systems, fractals, and creative coding foundations. Triggers on generative art, algorithmic art, creative coding, procedural generation, or mathematical visualization requests.
Creates algorithmic music composition systems using procedural generation, Markov chains, L-systems, and neural approaches for ambient, adaptive, and experimental music.
Enforces the "Minimal Root" philosophy for repository organization and implements "World-Class README" standards. Moves config clutter to `.config/` and creates high-conversion documentation.
Write compelling grant proposals for academic research, creative projects, and nonprofit initiatives. Covers federal (NSF, NEA, NEH), foundation, and institutional grants with attention to narrative, budget justification, and review criteria. Triggers on grant writing, funding proposals, research funding, or fellowship applications.
Design robust APIs with RESTful patterns, GraphQL schemas, versioning strategies, and error handling conventions. Supports OpenAPI/Swagger documentation and SDK generation patterns. Triggers on API design, schema definition, endpoint architecture, or developer experience requests.
Build browser extensions with Manifest V3 for Chrome, Firefox, and cross-browser compatibility. Covers content scripts, background workers, popup UI, storage APIs, and extension messaging. Triggers on browser extension development, Manifest V3, or Chrome extension requests.
Design command-line interfaces with clear argument parsing, subcommands, help text, output formatting, and exit codes. Covers Click, Typer, argparse, and shell completion. Triggers on CLI tool development, argument parsing, or terminal UX design requests.
Designs location-based augmented reality experiences with geospatial anchoring, GPS integration, and real-world interactive overlays.
Audits web applications and architectures for compliance with GDPR, CCPA, and other privacy regulations, focusing on consent, data minimization, and user rights.
Design and validate JSON Schemas for API contracts, configuration files, and data exchange formats. Covers schema composition, conditional validation, and code generation from schemas. Triggers on JSON Schema creation, data validation, or API contract design requests.
Design effective prompts for LLM agents with structured input/output formats, chain-of-thought reasoning, few-shot examples, and system prompt architecture. Covers Claude-specific patterns and multi-turn conversation design. Triggers on prompt design, LLM interaction patterns, or system prompt architecture requests.
Design and validate JSON Schemas for API contracts, configuration files, and data exchange formats. Covers schema composition, conditional validation, and code generation from schemas. Triggers on JSON Schema creation, data validation, or API contract design requests.
Prepare for job interviews across formats—behavioral, technical, portfolio reviews, and negotiations. STAR/CAR frameworks for stories, common question patterns, research strategies, and follow-up templates. Triggers on interview prep, job interviews, behavioral questions, or salary negotiation requests.
Build production Next.js applications with App Router patterns, server components, data fetching strategies, authentication, and deployment. Covers the full stack from database to UI. Triggers on Next.js development, React server components, App Router, or full-stack TypeScript requests.
Designs systems for encoding, scoring, and generating choreographic movement using Laban notation, computational geometry, and procedural animation principles.
Manage monorepos and multi-package repositories with workspace tools, dependency management, selective builds, and change detection. Covers npm/pnpm workspaces, Turborepo, and Python monorepo patterns. Triggers on monorepo setup, workspace management, or multi-package repository requests.
Apply modular synthesis principles to system design, workflow architecture, and conceptual frameworks. Use when designing modular systems, creating architecture diagrams using synthesis metaphors, applying signal flow thinking to data pipelines, or translating between audio engineering and software concepts. Triggers on modular architecture design, signal flow diagrams, synthesis-inspired system thinking, or "oscillator/patch" metaphors.
Apply modular synthesis principles to system design, workflow architecture, and conceptual frameworks. Use when designing modular systems, creating architecture diagrams using synthesis metaphors, applying signal flow thinking to data pipelines, or translating between audio engineering and software concepts. Triggers on modular architecture design, signal flow diagrams, synthesis-inspired system thinking, or "oscillator/patch" metaphors.
Analyze market positioning, identify underserved segments, and map competitive gaps using systematic frameworks. Covers SWOT analysis, competitive landscape mapping, opportunity scoring, and positioning strategy. Triggers on market analysis, competitive research, or gap identification requests.
Design knowledge systems using ontological principles—organizing by what things ARE rather than arbitrary hierarchies. Use when structuring personal knowledge bases, designing documentation systems, creating cross-domain linking patterns, building the {OS.me} ecosystem, or architecting information that reveals rather than obscures essential nature. Triggers on knowledge management, documentation architecture, information ontology, or systematic organization of complex domains.
Guides users through the process of preparing datasets and fine-tuning local Large Language Models (LLMs) using techniques like LoRA and QLoRA.
Progressive context retrieval pattern for understanding unfamiliar codebases through iterative refinement
Curated bundle for managing monorepos with containerized deployment pipelines. Includes monorepo management, Docker containerization, CI/CD deployment, and coding standards. Use when setting up or improving multi-package repository infrastructure.
Designs parallel agent workstreams for large feature sets by analyzing dependencies, assigning specialized agent types (Explore, Plan, Bash, Edit), maximizing parallelization, and creating execution plans with progress tracking and failure recovery. Use when breaking down large features into parallel agent work.
Design and validate JSON Schemas for API contracts, configuration files, and data exchange formats. Covers schema composition, conditional validation, and code generation from schemas. Triggers on JSON Schema creation, data validation, or API contract design requests.
Generate sacred geometry patterns with interfaith symbolism for spiritual visualizations and art. Use when creating visual representations that honor multiple religious traditions, designing meditation aids, building soul journey visualizations, or producing art that bridges sacred traditions through geometric harmony. Triggers on sacred geometry requests, interfaith symbol design, spiritual visualization projects, or multi-tradition sacred art.
Prepare for job interviews across formats—behavioral, technical, portfolio reviews, and negotiations. STAR/CAR frameworks for stories, common question patterns, research strategies, and follow-up templates. Triggers on interview prep, job interviews, behavioral questions, or salary negotiation requests.
operationalizes GitHub Projects (V2) as a dynamic roadmap system. Defines field taxonomy, "Triage" protocols, and synchronizes Strategy (Roadmap) with Execution (Issues).
Deploy generative art projects for exhibition, web galleries, and print production. Covers rendering pipelines, resolution management, gallery hosting, and archival strategies for algorithmic artworks. Triggers on generative art deployment, art exhibition setup, or digital art publishing requests.
Audits web applications and architectures for compliance with GDPR, CCPA, and other privacy regulations, focusing on consent, data minimization, and user rights.
Curated bundle of essential skills for fullstack web development. Installs API design, testing, deployment, backend patterns, frontend architecture, and code quality skills together. Use when starting a new fullstack project or onboarding onto a codebase.
Build production FastAPI applications with dependency injection, middleware, background tasks, and structured project layouts. Covers async patterns, Pydantic models, OpenAPI customization, and testing strategies. Triggers on FastAPI development, Python API, or async web framework requests.
Curated bundle for the full essay lifecycle from writing through multi-platform distribution. Includes publishing pipeline, creative writing craft, content distribution strategy, and POSSE architecture. Use when building an end-to-end content publishing workflow.
Publish essays and long-form content through a structured pipeline from draft to distribution. Covers markdown-to-HTML conversion, metadata management, cross-posting strategies, and RSS/Atom feed generation. Triggers on essay publishing, content pipeline, or blog deployment requests.
Guides the creation of a "Minimal Root" home directory using the XDG Base Directory specification and a Bare Git Repository. Manages config separation, secrets, and cross-platform syncing.
Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users efficiently transfer context, refine content through iteration, and verify the doc works for readers. Trigger when user mentions writing docs, creating proposals, drafting specs, or similar documentation tasks.
Designs ETL/ELT data pipelines with proper extraction, transformation, and loading patterns, including orchestration, error handling, and data quality validation.
Systematic content evaluation framework progressing through Critique → Reinforcement → Risk Analysis → Growth. Use when reviewing writing, arguments, proposals, code documentation, or any content requiring rigorous multi-dimensional assessment. Supports interactive guided mode or autonomous full-report mode, with output as markdown report, structured checklist, or inline revision suggestions. Triggers on requests to evaluate, critique, improve, strengthen, or review content quality.
Audits web applications and architectures for compliance with GDPR, CCPA, and other privacy regulations, focusing on consent, data minimization, and user rights.
Deploy generative art projects for exhibition, web galleries, and print production. Covers rendering pipelines, resolution management, gallery hosting, and archival strategies for algorithmic artworks. Triggers on generative art deployment, art exhibition setup, or digital art publishing requests.
Build inclusive web experiences following WCAG guidelines. Covers semantic HTML, ARIA, keyboard navigation, color contrast, and testing strategies. Triggers on accessibility, a11y, WCAG, screen readers, or inclusive design requests.
Test AI agent systems including tool use, multi-turn conversations, error recovery, and non-deterministic outputs. Covers mock strategies, evaluation metrics, and regression testing for agent workflows. Triggers on AI agent testing, LLM evaluation, or agent quality assurance requests.
Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algorithmic art rather than copying existing artists' work to avoid copyright violations.
Audio production concepts, DSP fundamentals, mixing/mastering techniques, and DAW workflows. Bridges modular synthesis philosophy with practical audio engineering. Triggers on audio production, mixing, sound design, DSP, or music technology requests.
Production-ready backend API implementation patterns including REST, GraphQL, authentication, error handling, and data validation
Design and implement blockchain integrations across chains and frameworks with emphasis on patterns over specific technologies. Use when building Web3 applications, smart contract systems, token mechanics, decentralized identity, or blockchain-verified data. Triggers on blockchain architecture, smart contract design, Web3 integration, token systems, or decentralized application development. Framework-agnostic—applies to Ethereum, Solana, or emerging chains.
Systematic approach to refactoring code for improved maintainability, performance, and clarity while preserving functionality
Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations.
Automated code style enforcement with linters, formatters, and pre-commit hooks for consistent codebases
Build community platforms with user profiles, discussion forums, event management, and moderation tools. Covers real-time features, content moderation, and community engagement patterns. Triggers on community platform development, forum design, or social feature requests.
End-to-end feature development orchestration from planning through deployment with quality gates
Transfer context between AI agent sessions with structured handoff protocols, state serialization, and decision log preservation. Covers multi-agent coordination, context compression, and continuity patterns. Triggers on agent handoff, session transfer, or multi-agent continuity requests.
Designs DeFi trading systems for perpetual futures, liquidity provision, and automated strategies with risk management and MEV protection.
Build data ingestion pipelines for batch and streaming data from multiple sources. Covers extraction strategies, format normalization, deduplication, validation gates, and staging patterns. Triggers on data ingestion, ETL pipeline, or data import architecture requests.
Implement reliable data backup and recovery strategies with automated scheduling, encryption, rotation policies, and disaster recovery testing. Covers database backups, file system snapshots, and cloud storage patterns. Triggers on backup strategy, disaster recovery, or data protection requests.
Deploy applications with confidence using CI/CD pipelines, containerization, and infrastructure as code. Covers GitHub Actions, Docker, Vercel, and cloud deployment patterns. Triggers on deployment, CI/CD, Docker, GitHub Actions, or DevOps requests.
Guides the creation of a "Minimal Root" home directory using the XDG Base Directory specification and a Bare Git Repository. Manages config separation, secrets, and cross-platform syncing.
Optimize Google Cloud Platform resource allocation and manage cloud credits efficiently. Use when planning GCP deployments, analyzing cloud spend, maximizing value from expiring credits, right-sizing instances, or designing cost-effective architectures. Triggers on GCP cost optimization, credit management, resource allocation planning, or cloud budget concerns.
Audits web applications and architectures for compliance with GDPR, CCPA, and other privacy regulations, focusing on consent, data minimization, and user rights.
Build production FastAPI applications with dependency injection, middleware, background tasks, and structured project layouts. Covers async patterns, Pydantic models, OpenAPI customization, and testing strategies. Triggers on FastAPI development, Python API, or async web framework requests.
Builds MCP (Model Context Protocol) servers and clients for extending AI assistants with custom tools, resources, and prompts.
Deploy generative art projects for exhibition, web galleries, and print production. Covers rendering pipelines, resolution management, gallery hosting, and archival strategies for algorithmic artworks. Triggers on generative art deployment, art exhibition setup, or digital art publishing requests.
Architects high-impact GitHub Profile READMEs using the "Special Repository" mechanism. optimizing for recruitment signaling, visual semiotics, and dynamic automation (Actions, WakaTime).
operationalizes GitHub Projects (V2) as a dynamic roadmap system. Defines field taxonomy, "Triage" protocols, and synchronizes Strategy (Roadmap) with Execution (Issues).
Distill artist/theorist narrative principles into formal, implementable algorithmic frameworks. Use when asked to extract, formalize, or systematize narrative techniques from any storytelling source—filmmakers, writers, theorists, game designers, showrunners. Triggers on requests involving narrative principle extraction, story structure analysis, craft methodology formalization, or creating implementable storytelling protocols.
Designs location-based augmented reality experiences with geospatial anchoring, GPS integration, and real-world interactive overlays.
Implement POSSE (Publish on Own Site, Syndicate Elsewhere) content distribution with canonical URLs, cross-platform syndication, backfeed collection, and resilient delivery. Covers multi-platform publishing automation and IndieWeb patterns. Triggers on POSSE implementation, content syndication architecture, or IndieWeb publishing requests.
Transform any data, document, deck, README, manifest, config, report, or compilation by (1) extracting every piece of dynamic information — names, links, statistics, costs, identifiers, dates, thresholds, contact details — into configurable environment variables instead of hard-coding, and (2) enforcing that every factual assertion carries at least two independent citations. Use this skill whenever the user provides compiled data and asks to debrand, parametrize, sanitize, generalize, abstract, anonymize, make reusable, harden against drift, or remove hard-coded values. Also use whenever reviewing or refactoring content that mixes brand-specific particulars with reusable structure, or that makes claims without verifiable sources. Triggers on phrases like "remove branding," "make this reusable," "transmute this," "parametrize," "no hard-coded values," "configurable," "needs citations," "verify these claims," or any request to convert a one-off artifact into a parameterized template.
Analyze market positioning, identify underserved segments, and map competitive gaps using systematic frameworks. Covers SWOT analysis, competitive landscape mapping, opportunity scoring, and positioning strategy. Triggers on market analysis, competitive research, or gap identification requests.
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
Configure, deploy, and troubleshoot Model Context Protocol (MCP) servers for AI agent workflows. Use when setting up MCP servers, debugging connection issues, managing multi-server configurations, integrating with Claude Desktop/Code/Cowork, or designing custom tool servers. Triggers on MCP configuration, tool server development, Claude integration issues, or agent infrastructure setup.
Apply modular synthesis principles to system design, workflow architecture, and conceptual frameworks. Use when designing modular systems, creating architecture diagrams using synthesis metaphors, applying signal flow thinking to data pipelines, or translating between audio engineering and software concepts. Triggers on modular architecture design, signal flow diagrams, synthesis-inspired system thinking, or "oscillator/patch" metaphors.
Manage monorepos and multi-package repositories with workspace tools, dependency management, selective builds, and change detection. Covers npm/pnpm workspaces, Turborepo, and Python monorepo patterns. Triggers on monorepo setup, workspace management, or multi-package repository requests.
Build professional relationships through strategic outreach—cold emails, LinkedIn engagement, informational interviews, and follow-up sequences. Authentic connection over transactional networking. Triggers on networking, cold outreach, LinkedIn strategy, or informational interview requests.
Create compelling pitch decks for startups, projects, and internal proposals. Covers narrative structure, slide design principles, data visualization, and audience-specific adaptation. Triggers on pitch deck creation, presentation design, or fundraising deck requests.
Implements OAuth 2.0 and OpenID Connect authentication flows with proper security, token management, and common provider integrations.
Renames projects and content with dense, meaningful ontological titles that describe essence and function. Combines 3-4 words using separator conventions (- for compound/close words, -- for distant concepts). Provides translations to Latin and Greek. Use when naming projects, repositories, systems, or concepts.
Curate and present creative/technical work for maximum impact. Structure case studies, craft project narratives, optimize for different audiences (hiring managers, clients, collaborators). Supports portfolio websites, PDF decks, and presentation formats. Triggers on portfolio review, case study writing, project showcase, or work presentation requests.
Advanced PostgreSQL patterns for performance optimization, complex queries, indexing strategies, and database design
Conductor skill that formalizes any domain-tied product through a 5-phase protocol (identify-map-encode-express-deploy) expressed through four rhetorical modes (logos-ethos-pathos-kairos). Orchestrates seven existing skills.
Comprehensive product requirements documentation from problem definition through launch planning. Supports both enterprise PRD (full specs, cross-functional alignment) and lean/startup style (hypothesis-driven one-pagers). Framework-agnostic with templates for Agile, Jobs-to-Be-Done, and hybrid approaches. Scaffolds related artifacts including user stories, acceptance criteria, wireframes brief, and technical handoff specs. Triggers on PRD creation, product specs, feature requirements, or product design documentation.
A strategic guide for managing complex creative portfolios as a system of "organs" (Art, Commerce, Tools), diagnosing lifecycle stages (Nigredo, Albedo, Rubedo), and balancing the "Four Fields" of creative labor.
Design effective prompts for LLM agents with structured input/output formats, chain-of-thought reasoning, few-shot examples, and system prompt architecture. Covers Claude-specific patterns and multi-turn conversation design. Triggers on prompt design, LLM interaction patterns, or system prompt architecture requests.
Verify claims in a session/PR/transcript against on-disk reality. Produce a verification report (verified / false-positive / false-negative / partial) with explicit owners. STOP at verification — do not execute remediation without explicit approval.
Structure Python projects for distribution with pyproject.toml, src layouts, dependency management, and publishing workflows. Covers packaging tools (hatch, setuptools, flit, poetry), versioning strategies, and editable installs. Triggers on Python project setup, packaging configuration, or dependency management requests.
Implement real-time features with WebSockets, Server-Sent Events, and long polling. Covers connection management, room-based messaging, presence tracking, and scaling strategies. Triggers on WebSocket implementation, real-time communication, or live update feature requests.
Analyze narrative structures, character arcs, and genre conventions in reality television for academic research and content analysis. Use when studying reality TV editing patterns, mapping contestant storylines, analyzing producer manipulation techniques, comparing show formats, or writing about unscripted television. Triggers on reality TV analysis, unscripted television research, character arc mapping, or genre convention studies.
Use when substantive inline content delivered during a session lives only in the JSONL transcript and needs promotion to a durable, surface-discoverable, remote-backed artifact. Triggers on "persist this", "promote to a plan", "make this survive context exit", "engine log N", or when closeout flags a deliverable as "inline only — not file-persisted". Provides the four-phase extract → frontmatter → propagate → register protocol. Sibling to artifact-resurfacing (which reconciles citations pointing at nothing); this one rescues content that exists without citation.
Designs self-referential and recursive systems that examine, modify, or generate themselves, including metacognitive architectures and strange loops.
Onboard new repositories into a managed ecosystem with seed.yaml contracts, CI/CD setup, documentation standards, and governance integration. Covers the full lifecycle from repo creation through promotion readiness. Triggers on new repository setup, repo onboarding, or ecosystem integration requests.
Configure, deploy, and troubleshoot Model Context Protocol (MCP) servers for AI agent workflows. Use when setting up MCP servers, debugging connection issues, managing multi-server configurations, integrating with Claude Desktop/Code/Cowork, or designing custom tool servers. Triggers on MCP configuration, tool server development, Claude integration issues, or agent infrastructure setup.
Architects cross-platform and native mobile applications, providing guidance on state management, navigation, and platform-specific best practices for React Native, Flutter, iOS, and Android.
Guides ML experiment logging, versioning, and reproducibility using tools like MLflow, Weights & Biases, and DVC for systematic model development.
Mobile-first responsive design patterns with breakpoints, fluid layouts, and adaptive components
Designs reliable webhook systems with proper delivery guarantees, retry logic, signature verification, and idempotent processing for event-driven integrations.
Install a pre-commit hook that scans .specstory/history for secrets before commits. Run when user says "set up secret scanning", "install specstory guard", "protect my history", or "check for secrets".
Provides expert guidance on Rust programming, focusing on memory safety, concurrency patterns, and idiomatic architectural choices for systems software.
Apply modular synthesis principles to system design, workflow architecture, and conceptual frameworks. Use when designing modular systems, creating architecture diagrams using synthesis metaphors, applying signal flow thinking to data pipelines, or translating between audio engineering and software concepts. Triggers on modular architecture design, signal flow diagrams, synthesis-inspired system thinking, or "oscillator/patch" metaphors.
Designs systems for encoding, scoring, and generating choreographic movement using Laban notation, computational geometry, and procedural animation principles.
Evaluate source quality, build annotated bibliographies, and maintain curated reference collections. Covers the CRAAP test, source classification, citation management, and research documentation patterns. Triggers on source evaluation, bibliography creation, or research documentation requests.
Curated bundle of essential security skills for building secure applications. Includes threat modeling, hardening guides, audit checklists, compliance frameworks, and contract analysis. Use when establishing security practices for a project.
Conducts systematic security analyses using methodologies like STRIDE to identify vulnerabilities in software architectures and propose mitigations.
Manage AI agent session lifecycles with structured phases (FRAME, SHAPE, BUILD, PROVE), context preservation across sessions, handoff protocols, and session metadata tracking. Triggers on session management, agent lifecycle, or multi-session workflow requests.
Orchestrate multi-skill workflows with prompt-based skill chaining. Define sequential or parallel skill invocations using YAML chain definitions, track progress through chains, and use pre-built chains for development, documentation, and career workflows. Use when coordinating multiple skills for complex tasks.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Toolkit for creating animated GIFs optimized for Slack, with validators for size constraints and composable animation primitives. This skill applies when users request animated GIFs or emoji animations for Slack from descriptions like "make me a GIF for Slack of X doing Y".
Validate that documentation, READMEs, and onboarding guides are comprehensible to someone with zero prior context. Systematic approach to testing docs from a stranger's perspective with actionable feedback. Triggers on documentation review, onboarding validation, or README quality assessment requests.
Specification-Driven Development (SDD) toolkit. Transforms ideas into executable specifications, implementation plans, and task lists. Use for feature planning, PRD creation, or when user invokes /speckit.specify, /speckit.plan, /speckit.tasks commands.
Fetch project statistics from SpecStory Cloud. Run when user says "get project stats", "show SpecStory stats", "project statistics", "how many sessions", or "SpecStory metrics".
Summarize recent SpecStory AI coding sessions in standup format. Use when the user wants to review sessions from .specstory/history, prepare for standups, track work progress, or understand what was accomplished.
Analyze your SpecStory AI coding sessions in .specstory/history for yak shaving - when your initial goal got derailed into rabbit holes. Run when user says "analyze my yak shaving", "check for rabbit holes", "how distracted was I", or "yak shave score".
Distill artist/theorist narrative principles into formal, implementable algorithmic frameworks. Use when asked to extract, formalize, or systematize narrative techniques from any storytelling source—filmmakers, writers, theorists, game designers, showrunners. Triggers on requests involving narrative principle extraction, story structure analysis, craft methodology formalization, or creating implementable storytelling protocols.
Enforce the Orchestrator Voice Constitution during text generation. Provides voice constraints, anti-pattern awareness, and scoring guidance. Use when writing or reviewing prose-heavy documents (READMEs, design docs, essays, manifestos).
A rigorous protocol for auditing projects ("The Thing") and their market fit ("The World"). Uses parallel analysis lanes, friction mapping, and outcome testing to create actionable 30/60/90 day plans.
Write effective tests across the stack—unit, integration, E2E, and visual regression. Covers testing philosophy, framework selection, mocking strategies, and CI integration. Triggers on testing, test coverage, TDD, or quality assurance requests.
Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.
Design engaging workshops, conference talks, and educational presentations. Covers learning objectives, activity design, slide craft, and facilitation techniques. Triggers on workshop design, presentation prep, talk structure, or training session requests.
Designs parallel agent workstreams for large feature sets by analyzing dependencies, assigning specialized agent types (Explore, Plan, Bash, Edit), maximizing parallelization, and creating execution plans with progress tracking and failure recovery. Use when breaking down large features into parallel agent work.
Build professional relationships through strategic outreach—cold emails, LinkedIn engagement, informational interviews, and follow-up sequences. Authentic connection over transactional networking. Triggers on networking, cold outreach, LinkedIn strategy, or informational interview requests.
Helps users organize knowledge, categorize notes, and discover connections within their personal knowledge management systems (e.g., Obsidian, Notion).
Implements OAuth 2.0 and OpenID Connect authentication flows with proper security, token management, and common provider integrations.
Curated bundle of governance and quality skills for ORGANVM ecosystem management. Includes ecosystem autopsy and discovery, promotion readiness, onboarding flows, stranger testing, repository standards, verification, and coding standards. Use when establishing or auditing governance practices for repositories.
Renames projects and content with dense, meaningful ontological titles that describe essence and function. Combines 3-4 words using separator conventions (- for compound/close words, -- for distant concepts). Provides translations to Latin and Greek. Use when naming projects, repositories, systems, or concepts.
Translate internal markdown artifacts (pitch decks, business plans, research) into per-persona client-facing storefront surfaces in the client's domain language with ELI5/TLDR layers. Sits above Product Domain Engine and 8-Strata Domain Ideal-Whole; invokes voice-enforcement against persona-specific voice_constitution. Triggers on requests for client-facing surfaces, persona-tuned translation, ELI5/TLDR projections, or storefront-style client deliverables. Render is scaffold-and-curate (never auto-publish) to protect client trust.
Design and implement blockchain integrations across chains and frameworks with emphasis on patterns over specific technologies. Use when building Web3 applications, smart contract systems, token mechanics, decentralized identity, or blockchain-verified data. Triggers on blockchain architecture, smart contract design, Web3 integration, token systems, or decentralized application development. Framework-agnostic—applies to Ethereum, Solana, or emerging chains.
Create compelling pitch decks for startups, projects, and internal proposals. Covers narrative structure, slide design principles, data visualization, and audience-specific adaptation. Triggers on pitch deck creation, presentation design, or fundraising deck requests.
Transform any data, document, deck, README, manifest, config, report, or compilation by (1) extracting every piece of dynamic information — names, links, statistics, costs, identifiers, dates, thresholds, contact details — into configurable environment variables instead of hard-coding, and (2) enforcing that every factual assertion carries at least two independent citations. Use this skill whenever the user provides compiled data and asks to debrand, parametrize, sanitize, generalize, abstract, anonymize, make reusable, harden against drift, or remove hard-coded values. Also use whenever reviewing or refactoring content that mixes brand-specific particulars with reusable structure, or that makes claims without verifiable sources. Triggers on phrases like "remove branding," "make this reusable," "transmute this," "parametrize," "no hard-coded values," "configurable," "needs citations," "verify these claims," or any request to convert a one-off artifact into a parameterized template.
Give effective feedback that promotes learning and growth. Covers written feedback on student work, rubric design, peer review facilitation, and constructive critique techniques. Triggers on grading, feedback, rubrics, peer review, or critique requests.
Optimize Google Cloud Platform resource allocation and manage cloud credits efficiently. Use when planning GCP deployments, analyzing cloud spend, maximizing value from expiring credits, right-sizing instances, or designing cost-effective architectures. Triggers on GCP cost optimization, credit management, resource allocation planning, or cloud budget concerns.
Implement POSSE (Publish on Own Site, Syndicate Elsewhere) content distribution with canonical URLs, cross-platform syndication, backfeed collection, and resilient delivery. Covers multi-platform publishing automation and IndieWeb patterns. Triggers on POSSE implementation, content syndication architecture, or IndieWeb publishing requests.
Advanced PostgreSQL patterns for performance optimization, complex queries, indexing strategies, and database design
Curate and present creative/technical work for maximum impact. Structure case studies, craft project narratives, optimize for different audiences (hiring managers, clients, collaborators). Supports portfolio websites, PDF decks, and presentation formats. Triggers on portfolio review, case study writing, project showcase, or work presentation requests.
Run a premortem on any plan, launch, product, hire, strategy, or decision. Assumes it already failed 6 months from now and works backward to find every reason why. Produces a revised plan with blind spots exposed. MANDATORY TRIGGERS: 'premortem this', 'run a premortem', 'what could kill this', 'future-proof this', 'stress test this plan', 'what am i missing here', 'find the blind spots'. STRONG TRIGGERS: 'poke holes in this', 'devil's advocate this', 'where will this break'. Do NOT trigger on factual questions or LLM Council requests. DO trigger when the cost of being wrong is high.
A strategic guide for managing complex creative portfolios as a system of "organs" (Art, Commerce, Tools), diagnosing lifecycle stages (Nigredo, Albedo, Rubedo), and balancing the "Four Fields" of creative labor.
Conductor skill that formalizes any domain-tied product through a 5-phase protocol (identify-map-encode-express-deploy) expressed through four rhetorical modes (logos-ethos-pathos-kairos). Orchestrates seven existing skills.
Comprehensive product requirements documentation from problem definition through launch planning. Supports both enterprise PRD (full specs, cross-functional alignment) and lean/startup style (hypothesis-driven one-pagers). Framework-agnostic with templates for Agile, Jobs-to-Be-Done, and hybrid approaches. Scaffolds related artifacts including user stories, acceptance criteria, wireframes brief, and technical handoff specs. Triggers on PRD creation, product specs, feature requirements, or product design documentation.
Assess repository readiness for promotion through governance states (LOCAL, CANDIDATE, PUBLIC_PROCESS, GRADUATED) with structured checklists, quality gates, and evidence requirements. Triggers on promotion assessment, readiness review, or governance state transition requests.
Personal multi-project coordination for creative practitioners managing many concurrent initiatives. Not PM methodology—practical systems for tracking progress, managing energy, and moving projects forward. Triggers on project management, multi-project coordination, progress tracking, or overwhelm with concurrent work.
Curated bundle of essential Python backend development skills. Includes FastAPI patterns, packaging, database migrations, CLI design, and Redis caching. Use when building Python API services or backend systems.
Structure Python projects for distribution with pyproject.toml, src layouts, dependency management, and publishing workflows. Covers packaging tools (hatch, setuptools, flit, poetry), versioning strategies, and editable installs. Triggers on Python project setup, packaging configuration, or dependency management requests.
Verify claims in a session/PR/transcript against on-disk reality. Produce a verification report (verified / false-positive / false-negative / partial) with explicit owners. STOP at verification — do not execute remediation without explicit approval.
Build interactive 3D experiences in React using react-three-fiber (R3F), drei helpers, and shader integration. Covers scene composition, performance optimization, and animation patterns. Triggers on R3F development, React + Three.js, or declarative 3D scene requests.
Implement real-time features with WebSockets, Server-Sent Events, and long polling. Covers connection management, room-based messaging, presence tracking, and scaling strategies. Triggers on WebSocket implementation, real-time communication, or live update feature requests.
Analyze narrative structures, character arcs, and genre conventions in reality television for academic research and content analysis. Use when studying reality TV editing patterns, mapping contestant storylines, analyzing producer manipulation techniques, comparing show formats, or writing about unscripted television. Triggers on reality TV analysis, unscripted television research, character arc mapping, or genre convention studies.
Curated bundle of essential skills for fullstack web development. Installs API design, testing, deployment, backend patterns, frontend architecture, and code quality skills together. Use when starting a new fullstack project or onboarding onto a codebase.
Use Redis effectively for caching, pub/sub messaging, rate limiting, distributed locks, and session storage. Covers data structure selection, expiration strategies, and cluster patterns. Triggers on Redis usage, caching architecture, or pub/sub messaging requests.
Onboard new repositories into a managed ecosystem with seed.yaml contracts, CI/CD setup, documentation standards, and governance integration. Covers the full lifecycle from repo creation through promotion readiness. Triggers on new repository setup, repo onboarding, or ecosystem integration requests.
Designs self-referential and recursive systems that examine, modify, or generate themselves, including metacognitive architectures and strange loops.
Build fault-tolerant systems with circuit breakers, retries with backoff, bulkheads, timeouts, and graceful degradation. Covers distributed system failure modes and recovery strategies. Triggers on reliability engineering, fault tolerance, or distributed system resilience requests.
Systematic methodology for gathering, analyzing, and synthesizing research from multiple sources into coherent insights and actionable knowledge.
Mobile-first responsive design patterns with breakpoints, fluid layouts, and adaptive components
Create a scheduled task that can be run on demand or automatically on an interval. Distills the current session into a self-contained reusable prompt with cronExpression or fireAt, then calls the create_scheduled_task tool. Use when the user wants a recurring or one-time task scheduled — e.g. 'remind me every Friday', 'run this hourly', 'schedule a daily inbox check'.
Provides expert guidance on Rust programming, focusing on memory safety, concurrency patterns, and idiomatic architectural choices for systems software.
Curated bundle of essential security skills for building secure applications. Includes threat modeling, hardening guides, audit checklists, compliance frameworks, and contract analysis. Use when establishing security practices for a project.
Conducts systematic security analyses using methodologies like STRIDE to identify vulnerabilities in software architectures and propose mitigations.
Comprehensive security patterns for authentication, authorization, input validation, and common vulnerability prevention
Manage AI agent session lifecycles with structured phases (FRAME, SHAPE, BUILD, PROVE), context preservation across sessions, handoff protocols, and session metadata tracking. Triggers on session management, agent lifecycle, or multi-session workflow requests.
Guided Cowork setup — install role-matched plugins, connect your tools, try a skill.
Dry-run audit + targeted cleanup for shell command history. Currently wraps atuin (stats today, prune, dedup with dated preview artifacts); extensible to zsh/bash/mcfly backends. Always previews before applying — apply commands are echoed for the human to run, never auto-executed. Triggers on "/shell-history-hygiene", "audit atuin", "audit shell history", "clean shell history", "atuin prune", "atuin dedup", "shell history hygiene", "history cleanup". Replaces ad-hoc one-liners (e.g. `... | tee cmd > file.txt` which wrote two files, swallowed dedup output, and left a junk `cmd` file).
Orchestrate multi-skill workflows with prompt-based skill chaining. Define sequential or parallel skill invocations using YAML chain definitions, track progress through chains, and use pre-built chains for development, documentation, and career workflows. Use when coordinating multiple skills for complex tasks.
Mobile-first responsive design patterns with breakpoints, fluid layouts, and adaptive components
Build fault-tolerant systems with circuit breakers, retries with backoff, bulkheads, timeouts, and graceful degradation. Covers distributed system failure modes and recovery strategies. Triggers on reliability engineering, fault tolerance, or distributed system resilience requests.
Onboard new repositories into a managed ecosystem with seed.yaml contracts, CI/CD setup, documentation standards, and governance integration. Covers the full lifecycle from repo creation through promotion readiness. Triggers on new repository setup, repo onboarding, or ecosystem integration requests.
Designs self-referential and recursive systems that examine, modify, or generate themselves, including metacognitive architectures and strange loops.
Implement real-time features with WebSockets, Server-Sent Events, and long polling. Covers connection management, room-based messaging, presence tracking, and scaling strategies. Triggers on WebSocket implementation, real-time communication, or live update feature requests.
Build interactive 3D experiences in React using react-three-fiber (R3F), drei helpers, and shader integration. Covers scene composition, performance optimization, and animation patterns. Triggers on R3F development, React + Three.js, or declarative 3D scene requests.
Curated bundle of essential Python backend development skills. Includes FastAPI patterns, packaging, database migrations, CLI design, and Redis caching. Use when building Python API services or backend systems.
A strategic guide for managing complex creative portfolios as a system of "organs" (Art, Commerce, Tools), diagnosing lifecycle stages (Nigredo, Albedo, Rubedo), and balancing the "Four Fields" of creative labor.
Advanced PostgreSQL patterns for performance optimization, complex queries, indexing strategies, and database design
Curate and present creative/technical work for maximum impact. Structure case studies, craft project narratives, optimize for different audiences (hiring managers, clients, collaborators). Supports portfolio websites, PDF decks, and presentation formats. Triggers on portfolio review, case study writing, project showcase, or work presentation requests.
Implements OAuth 2.0 and OpenID Connect authentication flows with proper security, token management, and common provider integrations.
Build professional relationships through strategic outreach—cold emails, LinkedIn engagement, informational interviews, and follow-up sequences. Authentic connection over transactional networking. Triggers on networking, cold outreach, LinkedIn strategy, or informational interview requests.
Configure, deploy, and troubleshoot Model Context Protocol (MCP) servers for AI agent workflows. Use when setting up MCP servers, debugging connection issues, managing multi-server configurations, integrating with Claude Desktop/Code/Cowork, or designing custom tool servers. Triggers on MCP configuration, tool server development, Claude integration issues, or agent infrastructure setup.
Builds MCP (Model Context Protocol) servers and clients for extending AI assistants with custom tools, resources, and prompts.
Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
Write compelling grant proposals for academic research, creative projects, and nonprofit initiatives. Covers federal (NSF, NEA, NEH), foundation, and institutional grants with attention to narrative, budget justification, and review criteria. Triggers on grant writing, funding proposals, research funding, or fellowship applications.
Organize GitHub repositories for professional presentation and maintainability. README templates, documentation standards, repo organization patterns, and profile optimization. Triggers on GitHub cleanup, repo organization, README writing, or open source presentation requests.
Test AI agent systems including tool use, multi-turn conversations, error recovery, and non-deterministic outputs. Covers mock strategies, evaluation metrics, and regression testing for agent workflows. Triggers on AI agent testing, LLM evaluation, or agent quality assurance requests.
Curated bundle for building, testing, and coordinating AI agent systems. Includes multi-agent orchestration, agent testing, cross-agent handoff, MCP server building, and prompt engineering. Use when developing AI agent workflows or multi-agent systems.
Design engaging workshops, conference talks, and educational presentations. Covers learning objectives, activity design, slide craft, and facilitation techniques. Triggers on workshop design, presentation prep, talk structure, or training session requests.
Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.
Enforce the Orchestrator Voice Constitution during text generation. Provides voice constraints, anti-pattern awareness, and scoring guidance. Use when writing or reviewing prose-heavy documents (READMEs, design docs, essays, manifestos).
Implement vector similarity search with embedding generation, index selection, and hybrid retrieval strategies. Covers ChromaDB, pgvector, FAISS, and RAG pipeline design. Triggers on vector search, embeddings, semantic search, or RAG architecture requests.
Scaffold and build interactive 3D visualizations using Three.js with emphasis on algorithmic art, sacred geometry, temporal animations, and modular architecture. Use when creating WebGL visualizations, generative art pieces, interactive 3D experiences, particle systems, flow fields, or projects like gravitational spirals, temporal perspective pieces, or illuminated visual narratives. Triggers on requests for Three.js projects, 3D web graphics, algorithmic visualizations, or sacred geometry renders.
Write effective tests across the stack—unit, integration, E2E, and visual regression. Covers testing philosophy, framework selection, mocking strategies, and CI integration. Triggers on testing, test coverage, TDD, or quality assurance requests.
Test-driven development workflow with comprehensive coverage requirements including unit, integration, and E2E tests
Analyzes complex SQL queries to improve performance, suggesting indexing strategies, schema refactoring, and query rewrites.
Summarize recent SpecStory AI coding sessions in standup format. Use when the user wants to review sessions from .specstory/history, prepare for standups, track work progress, or understand what was accomplished.
Specification-Driven Development (SDD) toolkit. Transforms ideas into executable specifications, implementation plans, and task lists. Use for feature planning, PRD creation, or when user invokes /speckit.specify, /speckit.plan, /speckit.tasks commands.
A pedagogical aid that uses the Socratic method to guide users to answers through questioning, rather than providing direct solutions, to deepen understanding.
Toolkit for creating animated GIFs optimized for Slack, with validators for size constraints and composable animation primitives. This skill applies when users request animated GIFs or emoji animations for Slack from descriptions like "make me a GIF for Slack of X doing Y".
Orchestrate multi-skill workflows with prompt-based skill chaining. Define sequential or parallel skill invocations using YAML chain definitions, track progress through chains, and use pre-built chains for development, documentation, and career workflows. Use when coordinating multiple skills for complex tasks.
Conducts systematic security analyses using methodologies like STRIDE to identify vulnerabilities in software architectures and propose mitigations.
Curated bundle of essential security skills for building secure applications. Includes threat modeling, hardening guides, audit checklists, compliance frameworks, and contract analysis. Use when establishing security practices for a project.
Onboard new repositories into a managed ecosystem with seed.yaml contracts, CI/CD setup, documentation standards, and governance integration. Covers the full lifecycle from repo creation through promotion readiness. Triggers on new repository setup, repo onboarding, or ecosystem integration requests.
Use Redis effectively for caching, pub/sub messaging, rate limiting, distributed locks, and session storage. Covers data structure selection, expiration strategies, and cluster patterns. Triggers on Redis usage, caching architecture, or pub/sub messaging requests.
Implement real-time features with WebSockets, Server-Sent Events, and long polling. Covers connection management, room-based messaging, presence tracking, and scaling strategies. Triggers on WebSocket implementation, real-time communication, or live update feature requests.
Build interactive 3D experiences in React using react-three-fiber (R3F), drei helpers, and shader integration. Covers scene composition, performance optimization, and animation patterns. Triggers on R3F development, React + Three.js, or declarative 3D scene requests.
Structure Python projects for distribution with pyproject.toml, src layouts, dependency management, and publishing workflows. Covers packaging tools (hatch, setuptools, flit, poetry), versioning strategies, and editable installs. Triggers on Python project setup, packaging configuration, or dependency management requests.
Assess repository readiness for promotion through governance states (LOCAL, CANDIDATE, PUBLIC_PROCESS, GRADUATED) with structured checklists, quality gates, and evidence requirements. Triggers on promotion assessment, readiness review, or governance state transition requests.
A strategic guide for managing complex creative portfolios as a system of "organs" (Art, Commerce, Tools), diagnosing lifecycle stages (Nigredo, Albedo, Rubedo), and balancing the "Four Fields" of creative labor.
Advanced PostgreSQL patterns for performance optimization, complex queries, indexing strategies, and database design
Curate and present creative/technical work for maximum impact. Structure case studies, craft project narratives, optimize for different audiences (hiring managers, clients, collaborators). Supports portfolio websites, PDF decks, and presentation formats. Triggers on portfolio review, case study writing, project showcase, or work presentation requests.
Build professional relationships through strategic outreach—cold emails, LinkedIn engagement, informational interviews, and follow-up sequences. Authentic connection over transactional networking. Triggers on networking, cold outreach, LinkedIn strategy, or informational interview requests.
Architects cross-platform and native mobile applications, providing guidance on state management, navigation, and platform-specific best practices for React Native, Flutter, iOS, and Android.
Guides ML experiment logging, versioning, and reproducibility using tools like MLflow, Weights & Biases, and DVC for systematic model development.
Builds MCP (Model Context Protocol) servers and clients for extending AI assistants with custom tools, resources, and prompts.
A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever asked to write some sort of internal communications (status reports, leadership updates, 3P updates, company newsletters, FAQs, incident reports, project updates, etc.).
Guides teams through IT outages and security incidents, providing structured workflows for detection, containment, eradication, and post-mortem analysis.
Build dynamic web interfaces with htmx using hypermedia-driven patterns for partial page updates, lazy loading, infinite scroll, and server-sent events without writing JavaScript. Triggers on htmx usage, hypermedia architecture, or progressive enhancement requests.
Write compelling grant proposals for academic research, creative projects, and nonprofit initiatives. Covers federal (NSF, NEA, NEH), foundation, and institutional grants with attention to narrative, budget justification, and review criteria. Triggers on grant writing, funding proposals, research funding, or fellowship applications.
Organize GitHub repositories for professional presentation and maintainability. README templates, documentation standards, repo organization patterns, and profile optimization. Triggers on GitHub cleanup, repo organization, README writing, or open source presentation requests.
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Creates algorithmic music composition systems using procedural generation, Markov chains, L-systems, and neural approaches for ambient, adaptive, and experimental music.
Create algorithmic and generative art using mathematical patterns, noise functions, particle systems, and procedural generation. Covers flow fields, L-systems, fractals, and creative coding foundations. Triggers on generative art, algorithmic art, creative coding, procedural generation, or mathematical visualization requests.
Designs engaging gameplay loops, economies, and progression systems, balancing challenge and reward for interactive experiences.
Manage freelance and client work professionally—proposals, contracts, scope management, invoicing, and client communication. Covers the business side of creative work. Triggers on freelance, client work, proposals, contracts, pricing, or project scope requests.
Implement structured logging, error hierarchies, and observability patterns for production systems. Covers structured JSON logging, error classification, correlation IDs, and alerting integration. Triggers on logging architecture, error handling strategy, or observability requests.
Containerize applications with multi-stage Dockerfiles, Docker Compose orchestration, image optimization, and container security. Covers Python, Node.js, and multi-service architectures. Triggers on Docker, containerization, or container orchestration requests.
Deploy applications with confidence using CI/CD pipelines, containerization, and infrastructure as code. Covers GitHub Actions, Docker, Vercel, and cloud deployment patterns. Triggers on deployment, CI/CD, Docker, GitHub Actions, or DevOps requests.
Manage database schema changes safely with migration tools, zero-downtime strategies, and rollback procedures. Covers Alembic, SQL migrations, data migrations, and testing strategies. Triggers on database migration, schema changes, or Alembic configuration requests.
Craft compelling fiction and creative nonfiction with attention to structure, voice, prose style, and revision. Supports short stories, novel chapters, essays, and hybrid forms. Triggers on creative writing, fiction writing, story craft, prose style, or literary technique requests.
Self-improvement patterns for AI agents to learn from feedback, errors, and successful patterns across sessions
Manage application configuration across environments with layered config loading, environment variables, secrets management, and validation. Covers 12-factor app patterns and config file formats. Triggers on configuration management, environment variables, or settings architecture requests.
Build community platforms with user profiles, discussion forums, event management, and moderation tools. Covers real-time features, content moderation, and community engagement patterns. Triggers on community platform development, forum design, or social feature requests.
Implement reliable data backup and recovery strategies with automated scheduling, encryption, rotation policies, and disaster recovery testing. Covers database backups, file system snapshots, and cloud storage patterns. Triggers on backup strategy, disaster recovery, or data protection requests.
Analyzes freelance contracts and Statements of Work (SOW) to identify potential risks, scope creep, and unfavorable terms, providing plain-language explanations.
Promote creative and technical work through strategic content distribution. Covers platform selection, audience building, content repurposing, and engagement strategies without becoming a full-time marketer. Triggers on promotion, audience building, social media strategy, or content marketing requests.
Creates annotated bibliography-style manifests for Claude projects, tracking files, conversation threads, and relationships with unique IDs and annotations. Use when documenting project contents, creating file inventories, tracking conversation history, or building navigable knowledge maps.
Build browser extensions with Manifest V3 for Chrome, Firefox, and cross-browser compatibility. Covers content scripts, background workers, popup UI, storage APIs, and extension messaging. Triggers on browser extension development, Manifest V3, or Chrome extension requests.
Design and implement blockchain integrations across chains and frameworks with emphasis on patterns over specific technologies. Use when building Web3 applications, smart contract systems, token mechanics, decentralized identity, or blockchain-verified data. Triggers on blockchain architecture, smart contract design, Web3 integration, token systems, or decentralized application development. Framework-agnostic—applies to Ethereum, Solana, or emerging chains.
Design robust APIs with RESTful patterns, GraphQL schemas, versioning strategies, and error handling conventions. Supports OpenAPI/Swagger documentation and SDK generation patterns. Triggers on API design, schema definition, endpoint architecture, or developer experience requests.
Curated bundle for building, testing, and coordinating AI agent systems. Includes multi-agent orchestration, agent testing, cross-agent handoff, MCP server building, and prompt engineering. Use when developing AI agent workflows or multi-agent systems.
Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas
Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks
Designs reliable webhook systems with proper delivery guarantees, retry logic, signature verification, and idempotent processing for event-driven integrations.
Analyzes time-series data for patterns, trends, seasonality, and anomalies, with forecasting using statistical and machine learning methods.
Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate a new theme on-the-fly.
Write clear technical analysis, system architecture documents, decision records, and research synthesis. Covers argument structure, evidence-based reasoning, and technical communication patterns. Triggers on technical writing, architecture documentation, ADR creation, or analytical essay requests.
Validate that documentation, READMEs, and onboarding guides are comprehensible to someone with zero prior context. Systematic approach to testing docs from a stranger's perspective with actionable feedback. Triggers on documentation review, onboarding validation, or README quality assessment requests.
Specification-Driven Development (SDD) toolkit. Transforms ideas into executable specifications, implementation plans, and task lists. Use for feature planning, PRD creation, or when user invokes /speckit.specify, /speckit.plan, /speckit.tasks commands.
Evaluate source quality, build annotated bibliographies, and maintain curated reference collections. Covers the CRAAP test, source classification, citation management, and research documentation patterns. Triggers on source evaluation, bibliography creation, or research documentation requests.
Toolkit for creating animated GIFs optimized for Slack, with validators for size constraints and composable animation primitives. This skill applies when users request animated GIFs or emoji animations for Slack from descriptions like "make me a GIF for Slack of X doing Y".
Orchestrate multi-skill workflows with prompt-based skill chaining. Define sequential or parallel skill invocations using YAML chain definitions, track progress through chains, and use pre-built chains for development, documentation, and career workflows. Use when coordinating multiple skills for complex tasks.
Conducts systematic security analyses using methodologies like STRIDE to identify vulnerabilities in software architectures and propose mitigations.
Build fault-tolerant systems with circuit breakers, retries with backoff, bulkheads, timeouts, and graceful degradation. Covers distributed system failure modes and recovery strategies. Triggers on reliability engineering, fault tolerance, or distributed system resilience requests.
Onboard new repositories into a managed ecosystem with seed.yaml contracts, CI/CD setup, documentation standards, and governance integration. Covers the full lifecycle from repo creation through promotion readiness. Triggers on new repository setup, repo onboarding, or ecosystem integration requests.
Use Redis effectively for caching, pub/sub messaging, rate limiting, distributed locks, and session storage. Covers data structure selection, expiration strategies, and cluster patterns. Triggers on Redis usage, caching architecture, or pub/sub messaging requests.
Implement real-time features with WebSockets, Server-Sent Events, and long polling. Covers connection management, room-based messaging, presence tracking, and scaling strategies. Triggers on WebSocket implementation, real-time communication, or live update feature requests.
Build interactive 3D experiences in React using react-three-fiber (R3F), drei helpers, and shader integration. Covers scene composition, performance optimization, and animation patterns. Triggers on R3F development, React + Three.js, or declarative 3D scene requests.
Curated bundle of essential Python backend development skills. Includes FastAPI patterns, packaging, database migrations, CLI design, and Redis caching. Use when building Python API services or backend systems.
Assess repository readiness for promotion through governance states (LOCAL, CANDIDATE, PUBLIC_PROCESS, GRADUATED) with structured checklists, quality gates, and evidence requirements. Triggers on promotion assessment, readiness review, or governance state transition requests.
A strategic guide for managing complex creative portfolios as a system of "organs" (Art, Commerce, Tools), diagnosing lifecycle stages (Nigredo, Albedo, Rubedo), and balancing the "Four Fields" of creative labor.
Advanced PostgreSQL patterns for performance optimization, complex queries, indexing strategies, and database design
Implement POSSE (Publish on Own Site, Syndicate Elsewhere) content distribution with canonical URLs, cross-platform syndication, backfeed collection, and resilient delivery. Covers multi-platform publishing automation and IndieWeb patterns. Triggers on POSSE implementation, content syndication architecture, or IndieWeb publishing requests.
Create compelling pitch decks for startups, projects, and internal proposals. Covers narrative structure, slide design principles, data visualization, and audience-specific adaptation. Triggers on pitch deck creation, presentation design, or fundraising deck requests.
Distill artist/theorist narrative principles into formal, implementable algorithmic frameworks. Use when asked to extract, formalize, or systematize narrative techniques from any storytelling source—filmmakers, writers, theorists, game designers, showrunners. Triggers on requests involving narrative principle extraction, story structure analysis, craft methodology formalization, or creating implementable storytelling protocols.
Build dynamic web interfaces with htmx using hypermedia-driven patterns for partial page updates, lazy loading, infinite scroll, and server-sent events without writing JavaScript. Triggers on htmx usage, hypermedia architecture, or progressive enhancement requests.
Enforces the "Minimal Root" philosophy for repository organization and implements "World-Class README" standards. Moves config clutter to `.config/` and creates high-conversion documentation.
Organize GitHub repositories for professional presentation and maintainability. README templates, documentation standards, repo organization patterns, and profile optimization. Triggers on GitHub cleanup, repo organization, README writing, or open source presentation requests.
Systematic approach to building consistent, maintainable frontend UI components with design systems and component libraries
Manage freelance and client work professionally—proposals, contracts, scope management, invoicing, and client communication. Covers the business side of creative work. Triggers on freelance, client work, proposals, contracts, pricing, or project scope requests.
Implement structured logging, error hierarchies, and observability patterns for production systems. Covers structured JSON logging, error classification, correlation IDs, and alerting integration. Triggers on logging architecture, error handling strategy, or observability requests.
Deploy applications with confidence using CI/CD pipelines, containerization, and infrastructure as code. Covers GitHub Actions, Docker, Vercel, and cloud deployment patterns. Triggers on deployment, CI/CD, Docker, GitHub Actions, or DevOps requests.
Manage database schema changes safely with migration tools, zero-downtime strategies, and rollback procedures. Covers Alembic, SQL migrations, data migrations, and testing strategies. Triggers on database migration, schema changes, or Alembic configuration requests.
Manage application configuration across environments with layered config loading, environment variables, secrets management, and validation. Covers 12-factor app patterns and config file formats. Triggers on configuration management, environment variables, or settings architecture requests.
Automated code style enforcement with linters, formatters, and pre-commit hooks for consistent codebases
Design command-line interfaces with clear argument parsing, subcommands, help text, output formatting, and exit codes. Covers Click, Typer, argparse, and shell completion. Triggers on CLI tool development, argument parsing, or terminal UX design requests.
Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations.
Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.
Audio production concepts, DSP fundamentals, mixing/mastering techniques, and DAW workflows. Bridges modular synthesis philosophy with practical audio engineering. Triggers on audio production, mixing, sound design, DSP, or music technology requests.
Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.
Test AI agent systems including tool use, multi-turn conversations, error recovery, and non-deterministic outputs. Covers mock strategies, evaluation metrics, and regression testing for agent workflows. Triggers on AI agent testing, LLM evaluation, or agent quality assurance requests.
Designs multi-agent systems with coordinated agent swarms, task distribution, inter-agent communication, and emergent collective behavior.
Build inclusive web experiences following WCAG guidelines. Covers semantic HTML, ARIA, keyboard navigation, color contrast, and testing strategies. Triggers on accessibility, a11y, WCAG, screen readers, or inclusive design requests.
Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks
Design effective prompts for LLM agents with structured input/output formats, chain-of-thought reasoning, few-shot examples, and system prompt architecture. Covers Claude-specific patterns and multi-turn conversation design. Triggers on prompt design, LLM interaction patterns, or system prompt architecture requests.
Manage monorepos and multi-package repositories with workspace tools, dependency management, selective builds, and change detection. Covers npm/pnpm workspaces, Turborepo, and Python monorepo patterns. Triggers on monorepo setup, workspace management, or multi-package repository requests.
Curated bundle for managing monorepos with containerized deployment pipelines. Includes monorepo management, Docker containerization, CI/CD deployment, and coding standards. Use when setting up or improving multi-package repository infrastructure.
Analyze market positioning, identify underserved segments, and map competitive gaps using systematic frameworks. Covers SWOT analysis, competitive landscape mapping, opportunity scoring, and positioning strategy. Triggers on market analysis, competitive research, or gap identification requests.
Design and validate JSON Schemas for API contracts, configuration files, and data exchange formats. Covers schema composition, conditional validation, and code generation from schemas. Triggers on JSON Schema creation, data validation, or API contract design requests.
Prepare for job interviews across formats—behavioral, technical, portfolio reviews, and negotiations. STAR/CAR frameworks for stories, common question patterns, research strategies, and follow-up templates. Triggers on interview prep, job interviews, behavioral questions, or salary negotiation requests.
A pedagogical aid that uses the Socratic method to guide users to answers through questioning, rather than providing direct solutions, to deepen understanding.
Specification-Driven Development (SDD) toolkit. Transforms ideas into executable specifications, implementation plans, and task lists. Use for feature planning, PRD creation, or when user invokes /speckit.specify, /speckit.plan, /speckit.tasks commands.
Analyze your SpecStory AI coding sessions in .specstory/history for yak shaving - when your initial goal got derailed into rabbit holes. Run when user says "analyze my yak shaving", "check for rabbit holes", "how distracted was I", or "yak shave score".
Scaffold and build interactive 3D visualizations using Three.js with emphasis on algorithmic art, sacred geometry, temporal animations, and modular architecture. Use when creating WebGL visualizations, generative art pieces, interactive 3D experiences, particle systems, flow fields, or projects like gravitational spirals, temporal perspective pieces, or illuminated visual narratives. Triggers on requests for Three.js projects, 3D web graphics, algorithmic visualizations, or sacred geometry renders.
Enforce the Orchestrator Voice Constitution during text generation. Provides voice constraints, anti-pattern awareness, and scoring guidance. Use when writing or reviewing prose-heavy documents (READMEs, design docs, essays, manifestos).
Analyzes time-series data for patterns, trends, seasonality, and anomalies, with forecasting using statistical and machine learning methods.
Comprehensive dramaturgical analysis of screenplays and scripts. Use when asked to analyze, break down, map, or provide feedback on a script. Triggers on requests involving beat mapping, act structure analysis, scene-by-scene breakdown, first-reader reports, production notes, or any comprehensive script coverage. Claude assumes combined roles of aesthete, dramaturgist, narratologist, art historian, cinephile, rhetorician, producer, academic, and first-reader.
Build production Next.js applications with App Router patterns, server components, data fetching strategies, authentication, and deployment. Covers the full stack from database to UI. Triggers on Next.js development, React server components, App Router, or full-stack TypeScript requests.
Toolkit for creating animated GIFs optimized for Slack, with validators for size constraints and composable animation primitives. This skill applies when users request animated GIFs or emoji animations for Slack from descriptions like "make me a GIF for Slack of X doing Y".
Integrate with social media platform APIs for automated posting, scheduling, analytics retrieval, and content syndication. Covers OAuth flows, rate limiting, and multi-platform strategies. Triggers on social media API integration, automated posting, or platform API requests.
Evaluate source quality, build annotated bibliographies, and maintain curated reference collections. Covers the CRAAP test, source classification, citation management, and research documentation patterns. Triggers on source evaluation, bibliography creation, or research documentation requests.
Track all URLs fetched during SpecStory AI coding sessions. Run when user says "show my link trail", "what URLs did I visit", "list fetched links", or "show web fetches".
Test-driven development workflow with comprehensive coverage requirements including unit, integration, and E2E tests
Fetch project statistics from SpecStory Cloud. Run when user says "get project stats", "show SpecStory stats", "project statistics", "how many sessions", or "SpecStory metrics".
Summarize recent SpecStory AI coding sessions in standup format. Use when the user wants to review sessions from .specstory/history, prepare for standups, track work progress, or understand what was accomplished.
Write effective tests across the stack—unit, integration, E2E, and visual regression. Covers testing philosophy, framework selection, mocking strategies, and CI integration. Triggers on testing, test coverage, TDD, or quality assurance requests.
Write clear technical analysis, system architecture documents, decision records, and research synthesis. Covers argument structure, evidence-based reasoning, and technical communication patterns. Triggers on technical writing, architecture documentation, ADR creation, or analytical essay requests.
Validate that documentation, READMEs, and onboarding guides are comprehensible to someone with zero prior context. Systematic approach to testing docs from a stranger's perspective with actionable feedback. Triggers on documentation review, onboarding validation, or README quality assessment requests.
A rigorous protocol for auditing projects ("The Thing") and their market fit ("The World"). Uses parallel analysis lanes, friction mapping, and outcome testing to create actionable 30/60/90 day plans.
Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate a new theme on-the-fly.
Implement vector similarity search with embedding generation, index selection, and hybrid retrieval strategies. Covers ChromaDB, pgvector, FAISS, and RAG pipeline design. Triggers on vector search, embeddings, semantic search, or RAG architecture requests.
Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.
Use when substantive inline content delivered during a session lives only in the JSONL transcript and needs promotion to a durable, surface-discoverable, remote-backed artifact. Triggers on "persist this", "promote to a plan", "make this survive context exit", "engine log N", or when closeout flags a deliverable as "inline only — not file-persisted". Provides the four-phase extract → frontmatter → propagate → register protocol. Sibling to artifact-resurfacing (which reconciles citations pointing at nothing); this one rescues content that exists without citation.
Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.
Conducts a full automated autopsy of the current workspace directory to map files, identifies structural issues, proposes a restructuring plan (the signal), and establishes unified governance using templates. Use this skill when a user asks to map, restructure, reorganize, or apply new governance to an existing messy repository.
Designs reliable webhook systems with proper delivery guarantees, retry logic, signature verification, and idempotent processing for event-driven integrations.
Curated bundle of governance and quality skills for ORGANVM ecosystem management. Includes promotion readiness, onboarding flows, stranger testing, repository standards, verification, and coding standards. Use when establishing or auditing governance practices for repositories.
Integrate with social media platform APIs for automated posting, scheduling, analytics retrieval, and content syndication. Covers OAuth flows, rate limiting, and multi-platform strategies. Triggers on social media API integration, automated posting, or platform API requests.
Test-driven development workflow with comprehensive coverage requirements including unit, integration, and E2E tests
Architects cross-platform and native mobile applications, providing guidance on state management, navigation, and platform-specific best practices for React Native, Flutter, iOS, and Android.
Track all URLs fetched during SpecStory AI coding sessions. Run when user says "show my link trail", "what URLs did I visit", "list fetched links", or "show web fetches".
Comprehensive product requirements documentation from problem definition through launch planning. Supports both enterprise PRD (full specs, cross-functional alignment) and lean/startup style (hypothesis-driven one-pagers). Framework-agnostic with templates for Agile, Jobs-to-Be-Done, and hybrid approaches. Scaffolds related artifacts including user stories, acceptance criteria, wireframes brief, and technical handoff specs. Triggers on PRD creation, product specs, feature requirements, or product design documentation.
Assess repository readiness for promotion through governance states (LOCAL, CANDIDATE, PUBLIC_PROCESS, GRADUATED) with structured checklists, quality gates, and evidence requirements. Triggers on promotion assessment, readiness review, or governance state transition requests.
Create a scheduled task that can be run on demand or automatically on an interval. Distills the current session into a self-contained reusable prompt with cronExpression or fireAt, then calls the create_scheduled_task tool. Use when the user wants a recurring or one-time task scheduled — e.g. 'remind me every Friday', 'run this hourly', 'schedule a daily inbox check'.
Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.
Implements OAuth 2.0 and OpenID Connect authentication flows with proper security, token management, and common provider integrations.
Run a premortem on any plan, launch, product, hire, strategy, or decision. Assumes it already failed 6 months from now and works backward to find every reason why. Produces a revised plan with blind spots exposed. MANDATORY TRIGGERS: 'premortem this', 'run a premortem', 'what could kill this', 'future-proof this', 'stress test this plan', 'what am i missing here', 'find the blind spots'. STRONG TRIGGERS: 'poke holes in this', 'devil's advocate this', 'where will this break'. Do NOT trigger on factual questions or LLM Council requests. DO trigger when the cost of being wrong is high.
Optimize resumes and CVs for impact, ATS compatibility, and audience targeting. Supports multiple formats (chronological, functional, hybrid), accomplishment framing (STAR/XYZ), and tailoring for specific roles. Triggers on resume review, CV update, job application prep, or career document requests.
Session-end ritual that walks back through plans authored and atoms touched in this session, assigning each a closure status (DONE-NNN, IRF-XXX-NNN, or `~/.Codex/plans/abandoned/`). Verifies git state. Produces CLOSEOUT_SUMMARY.md. Triggers on "/closeout", "close out the session", "end of session", "wrap up", "session close", or before any planned `git push`. Addresses the 90.4% plan-orphan rate documented in docs/evaluation/self-review-2026-05-05/stale-plans-and-orphan-commits.md.
Transforms raw data into compelling visual narratives using Python or R, focusing on clarity, insight, and aesthetic presentation.
Comprehensive product requirements documentation from problem definition through launch planning. Supports both enterprise PRD (full specs, cross-functional alignment) and lean/startup style (hypothesis-driven one-pagers). Framework-agnostic with templates for Agile, Jobs-to-Be-Done, and hybrid approaches. Scaffolds related artifacts including user stories, acceptance criteria, wireframes brief, and technical handoff specs. Triggers on PRD creation, product specs, feature requirements, or product design documentation.
Guides users through the process of preparing datasets and fine-tuning local Large Language Models (LLMs) using techniques like LoRA and QLoRA.
Configure, deploy, and troubleshoot Model Context Protocol (MCP) servers for AI agent workflows. Use when setting up MCP servers, debugging connection issues, managing multi-server configurations, integrating with Claude Desktop/Code/Cowork, or designing custom tool servers. Triggers on MCP configuration, tool server development, Claude integration issues, or agent infrastructure setup.
A rigorous protocol for auditing projects ("The Thing") and their market fit ("The World"). Uses parallel analysis lanes, friction mapping, and outcome testing to create actionable 30/60/90 day plans.
Design engaging workshops, conference talks, and educational presentations. Covers learning objectives, activity design, slide craft, and facilitation techniques. Triggers on workshop design, presentation prep, talk structure, or training session requests.
Architects cross-platform and native mobile applications, providing guidance on state management, navigation, and platform-specific best practices for React Native, Flutter, iOS, and Android.
Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algorithmic art rather than copying existing artists' work to avoid copyright violations.
Designs parallel agent workstreams for large feature sets by analyzing dependencies, assigning specialized agent types (Explore, Plan, Bash, Edit), maximizing parallelization, and creating execution plans with progress tracking and failure recovery. Use when breaking down large features into parallel agent work.
Creates annotated bibliography-style manifests for Claude projects, tracking files, conversation threads, and relationships with unique IDs and annotations. Use when documenting project contents, creating file inventories, tracking conversation history, or building navigable knowledge maps.
Promote creative and technical work through strategic content distribution. Covers platform selection, audience building, content repurposing, and engagement strategies without becoming a full-time marketer. Triggers on promotion, audience building, social media strategy, or content marketing requests.
Analyzes freelance contracts and Statements of Work (SOW) to identify potential risks, scope creep, and unfavorable terms, providing plain-language explanations.
Craft compelling fiction and creative nonfiction with attention to structure, voice, prose style, and revision. Supports short stories, novel chapters, essays, and hybrid forms. Triggers on creative writing, fiction writing, story craft, prose style, or literary technique requests.
Optimize resumes and CVs for impact, ATS compatibility, and audience targeting. Supports multiple formats (chronological, functional, hybrid), accomplishment framing (STAR/XYZ), and tailoring for specific roles. Triggers on resume review, CV update, job application prep, or career document requests.
Designs ETL/ELT data pipelines with proper extraction, transformation, and loading patterns, including orchestration, error handling, and data quality validation.
Transforms raw data into compelling visual narratives using Python or R, focusing on clarity, insight, and aesthetic presentation.
Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users efficiently transfer context, refine content through iteration, and verify the doc works for readers. Trigger when user mentions writing docs, creating proposals, drafting specs, or similar documentation tasks.
Design and generate curriculum materials for college composition courses (ENC1101 and similar). Use when creating syllabi, assignment prompts, rubrics, lesson plans, scaffolded writing sequences, peer review guides, or D2L/LMS-formatted content. Triggers on requests for composition pedagogy, writing assignment design, grading criteria, or freshman writing course materials.
Organize GitHub repositories for professional presentation and maintainability. README templates, documentation standards, repo organization patterns, and profile optimization. Triggers on GitHub cleanup, repo organization, README writing, or open source presentation requests.
Systematic content evaluation framework progressing through Critique → Reinforcement → Risk Analysis → Growth. Use when reviewing writing, arguments, proposals, code documentation, or any content requiring rigorous multi-dimensional assessment. Supports interactive guided mode or autonomous full-report mode, with output as markdown report, structured checklist, or inline revision suggestions. Triggers on requests to evaluate, critique, improve, strengthen, or review content quality.
Give effective feedback that promotes learning and growth. Covers written feedback on student work, rubric design, peer review facilitation, and constructive critique techniques. Triggers on grading, feedback, rubrics, peer review, or critique requests.
Designs engaging gameplay loops, economies, and progression systems, balancing challenge and reward for interactive experiences.
Systematic approach to building consistent, maintainable frontend UI components with design systems and component libraries
Guides teams through IT outages and security incidents, providing structured workflows for detection, containment, eradication, and post-mortem analysis.
Designs interactive theatrical experiences with branching narratives, audience participation systems, and immersive environmental storytelling.
Generate sacred geometry patterns with interfaith symbolism for spiritual visualizations and art. Use when creating visual representations that honor multiple religious traditions, designing meditation aids, building soul journey visualizations, or producing art that bridges sacred traditions through geometric harmony. Triggers on sacred geometry requests, interfaith symbol design, spiritual visualization projects, or multi-tradition sacred art.
Designs and builds knowledge graphs to represent entities, relationships, and semantic connections, with query patterns for Neo4j, RDF, and property graphs.
Prepare for job interviews across formats—behavioral, technical, portfolio reviews, and negotiations. STAR/CAR frameworks for stories, common question patterns, research strategies, and follow-up templates. Triggers on interview prep, job interviews, behavioral questions, or salary negotiation requests.
Progressive context retrieval pattern for understanding unfamiliar codebases through iterative refinement
Design knowledge systems using ontological principles—organizing by what things ARE rather than arbitrary hierarchies. Use when structuring personal knowledge bases, designing documentation systems, creating cross-domain linking patterns, building the {OS.me} ecosystem, or architecting information that reveals rather than obscures essential nature. Triggers on knowledge management, documentation architecture, information ontology, or systematic organization of complex domains.
Guides users through the process of preparing datasets and fine-tuning local Large Language Models (LLMs) using techniques like LoRA and QLoRA.
Helps users organize knowledge, categorize notes, and discover connections within their personal knowledge management systems (e.g., Obsidian, Notion).
Guides the creation of a "Minimal Root" home directory using the XDG Base Directory specification and a Bare Git Repository. Manages config separation, secrets, and cross-platform syncing.
Publish essays and long-form content through a structured pipeline from draft to distribution. Covers markdown-to-HTML conversion, metadata management, cross-posting strategies, and RSS/Atom feed generation. Triggers on essay publishing, content pipeline, or blog deployment requests.
Curated bundle for the full essay lifecycle from writing through multi-platform distribution. Includes publishing pipeline, creative writing craft, content distribution strategy, and POSSE architecture. Use when building an end-to-end content publishing workflow.
operationalizes GitHub Projects (V2) as a dynamic roadmap system. Defines field taxonomy, "Triage" protocols, and synchronizes Strategy (Roadmap) with Execution (Issues).
Architects high-impact GitHub Profile READMEs using the "Special Repository" mechanism. optimizing for recruitment signaling, visual semiotics, and dynamic automation (Actions, WakaTime).
Designs engaging gameplay loops, economies, and progression systems, balancing challenge and reward for interactive experiences.
Give effective feedback that promotes learning and growth. Covers written feedback on student work, rubric design, peer review facilitation, and constructive critique techniques. Triggers on grading, feedback, rubrics, peer review, or critique requests.
Reflective pass over your memory files — merge duplicates, fix stale facts, prune the index.
Progressive context retrieval pattern for understanding unfamiliar codebases through iterative refinement
Guide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs, decision docs, or similar structured content. This workflow helps users efficiently transfer context, refine content through iteration, and verify the doc works for readers. Trigger when user mentions writing docs, creating proposals, drafting specs, or similar documentation tasks.
Audit document collections to extract features, identify patterns, assess quality, and build structured inventories. Covers metadata extraction, content classification, gap analysis, and coverage mapping. Triggers on document audit, content inventory, or document feature extraction requests.
Optimize Google Cloud Platform resource allocation and manage cloud credits efficiently. Use when planning GCP deployments, analyzing cloud spend, maximizing value from expiring credits, right-sizing instances, or designing cost-effective architectures. Triggers on GCP cost optimization, credit management, resource allocation planning, or cloud budget concerns.
Build production FastAPI applications with dependency injection, middleware, background tasks, and structured project layouts. Covers async patterns, Pydantic models, OpenAPI customization, and testing strategies. Triggers on FastAPI development, Python API, or async web framework requests.
Deploy generative art projects for exhibition, web galleries, and print production. Covers rendering pipelines, resolution management, gallery hosting, and archival strategies for algorithmic artworks. Triggers on generative art deployment, art exhibition setup, or digital art publishing requests.
Curated bundle of essential skills for fullstack web development. Installs API design, testing, deployment, backend patterns, frontend architecture, and code quality skills together. Use when starting a new fullstack project or onboarding onto a codebase.