PAIUpgrade
Extract system improvements from content AND monitor external sources (Anthropic ecosystem, YouTube). USE WHEN upgrade, improve system, system upgrade, analyze for improvements, check Anthropic, Anthropic changes, new Claude features, check YouTube, new videos, algorithm upgrade, mine reflections, find sources, research upgrade, PAI upgrade.
Parser
Extract structured JSON from URLs, files, videos, PDFs with entity extraction and batch support. USE WHEN parse, extract, URL, transcript, entities, JSON, batch, content, YouTube, PDF, article, newsletter, Twitter, browser extension, collision detection, detect content type, extract article, extract newsletter, extract YouTube, extract PDF, parse content.
Prompting
Meta-prompting system that generates optimized prompts using templates, standards, and patterns. Produces structured prompts with role, context, and output format. USE WHEN meta-prompting, template generation, prompt optimization, programmatic prompt composition, render template, validate template, prompt engineering.
Utilities
Developer utilities and tools — CLI generation, skill scaffolding, agent delegation, system upgrades, evals, documents, parsing, audio editing, Fabric patterns, Cloudflare infrastructure, browser automation, meta-prompting, and aphorisms. USE WHEN create CLI, build CLI, command-line tool, wrap API, add command, upgrade tier, TypeScript CLI, create skill, new skill, scaffold skill, validate skill, update skill, fix skill structure, canonicalize skill, parallel execution, agent teams, delegate, workstreams, swarm, upgrade, improve system, system upgrade, check Anthropic, algorithm upgrade, mine reflections, find sources, research upgrade, PAI upgrade, eval, evaluate, test agent, benchmark, verify behavior, regression test, capability test, run eval, compare models, compare prompts, create judge, view results, document, process file, create document, convert format, extract text, PDF, DOCX, XLSX, PPTX, Word, Excel, spreadsheet, PowerPoint, presentation, slides, consulting report, large PDF, merge PDF, fill form, tracked changes, redlining, parse, extract, URL, transcript, entities, JSON, batch, YouTube, article, newsletter, Twitter, browser extension, collision detection, detect content type, extract article, extract newsletter, extract YouTube, extract PDF, parse content, clean audio, edit audio, remove filler words, clean podcast, remove ums, cut dead air, polish audio, transcribe, analyze audio, audio pipeline, fabric, fabric pattern, run fabric, update patterns, sync fabric, summarize, threat model pattern, Cloudflare, worker, deploy, Pages, MCP server, wrangler, DNS, KV, R2, D1, Vectorize, browser, screenshot, debug web, verify UI, troubleshoot frontend, automate browser, browse website, review stories, run stories, web automation, meta-prompting, template generation, prompt optimization, programmatic prompt, render template, validate template, prompt engineering, aphorism, quote, saying, find quote, research thinker, newsletter quotes, add aphorism, search aphorisms.
agents
Compose custom agents from base traits, voices, and specializations for specialized perspectives. Create agent teams for parallel work. USE WHEN create custom agents, spin up agents, specialized agents, agent personalities, available traits, compose agent, agent profile, spawn parallel agents, launch agents, agent teams, swarm.
content-analysis
Content extraction and analysis for video, podcast, article, and YouTube content. Extracts structured insights, key takeaways, and wisdom. USE WHEN extract wisdom, content analysis, analyze content, insight report, analyze video, analyze podcast, extract insights, key takeaways, what did I miss, extract from YouTube.
investigation
OSINT and investigation including people search, company intel, domain lookup, social media discovery, and threat intel. USE WHEN OSINT, due diligence, company intel, background check, find person, people search, domain lookup, entity lookup, threat intel, who is.
media
Visual and video content creation. AI images, technical diagrams, mermaid flowcharts, infographics, comics, and special effects. USE WHEN art, diagrams, mermaid, flowcharts, infographics, video, animation, thumbnails, visualizations, generate image, technical diagrams.
research
Comprehensive research and content extraction. Quick, standard, extensive, and deep modes with multi-source parallel investigation, content retrieval, and analysis. USE WHEN research, investigate, find information, analyze content, retrieve content, extract knowledge, web scraping, standard research, map landscape, competitive analysis, deep investigation.
scraping
Web scraping via progressive escalation and social media platform scrapers. USE WHEN scraping, crawl, scrape URL, bot detection, CAPTCHA, spider.
security
Security assessment including reconnaissance, web assessment (OWASP), vulnerability analysis, threat modeling, and security news analysis. USE WHEN recon, reconnaissance, port scan, subdomain, DNS, WHOIS, web assessment, OWASP, pentest, vulnerability analysis, threat modeling, security trends, security research.
telos
Life OS and project analysis. Goals, dependencies, beliefs, wisdom, books, movies, narrative points, project dashboards, and life direction analysis. USE WHEN Telos, life goals, projects, dependencies, beliefs, wisdom, books, movies, project analysis, dashboard.
thinking
Analytical and creative thinking frameworks. First principles decomposition, iterative depth analysis, council debate with multiple perspectives, red team stress testing, brainstorming, world and threat models, and scientific method. USE WHEN first principles, decompose, challenge assumptions, iterative depth, be creative, brainstorm, council, debate, red team, stress test, devil's advocate, threat model, world model, think about, experiment, hypothesis, deep exploration, figure out, optimize, improve, weigh options, creative solutions, critique, counterarguments.
CORE
Personal AI Infrastructure core. AUTO-LOADS at session start. The authoritative reference for how the PAI system works, how to use it, and all system-level configuration. USE WHEN any session begins, user asks about the system, identity, configuration, workflows, security, or any other question about how the PAI system operates.
System
System maintenance with three core operations - integrity check (find/fix broken references), document session (current transcript), document recent (catch-up since last update). Plus security workflows. USE WHEN integrity check, audit system, document session, document this session, document today, document recent, catch up docs, what's undocumented, check for secrets, security scan, privacy check, OR asking about past work ("we just worked on", "remember when we").
THEALGORITHM
Universal execution engine using scientific method to achieve ideal state. USE WHEN complex tasks, multi-step work, "run the algorithm", "use the algorithm", OR any non-trivial request that benefits from structured execution with ISC (Ideal State Criteria) tracking.
VoiceServer
Voice server management. USE WHEN voice server, TTS server, voice notification, prosody.
PAI
Personal AI Infrastructure core. The authoritative reference for how PAI works.
Sales
Sales workflows. USE WHEN sales, proposal, pricing. SkillSearch('sales') for docs.
WriteStory
Layered fiction writing system using Will Storr's storytelling science and rhetorical figures. USE WHEN write story, fiction, novel, short story, book, chapter, story bible, character arc, plot outline, creative writing, worldbuilding, narrative, mystery writing, dialogue, prose, series planning.
qdrant-patterns
Store and retrieve documents using Qdrant for RAG workflows. Use for persistent memory, research storage, and semantic search.
ai-video-generation
AI video generation patterns using Sora, Runway, Pika, and other AI video tools. Use when generating videos from text prompts, image-to-video conversion, AI video editing, or integrating AI video APIs.
analysis-patterns
Data analysis, pattern recognition, and systematic troubleshooting patterns
rag-builder
Build Retrieval-Augmented Generation systems with vector databases
aws-patterns
AWS cloud infrastructure patterns and best practices. Use when designing AWS architectures, creating Lambda functions, configuring S3 buckets, setting up EC2 instances, designing VPCs, or implementing any AWS services.
rag-wrapper
Patterns for wrapping any agent with RAG context from Qdrant. Use to add persistent memory to imported or external agents.
agent-builder
Build specialized sub-agents for the workflow system
prompt-template
Create and manage reusable prompt templates
azure-resource-discovery
Azure resource dependency tracing patterns for mapping infrastructure topology, networking, security, and identity. Use when tracing Azure resource dependencies, generating topology diagrams, or documenting how a specific resource connects to its environment.
collection-migration
Migrate and sync vector database collections across environments
database-migration-patterns
Database schema migration patterns and best practices. Use when creating database migrations, implementing zero-downtime schema changes, version control for databases, or managing data migrations.
docker-patterns
Best practices for containerizing applications with Docker.
embedding-comparison
Compare and evaluate embedding models for semantic search
ffmpeg-patterns
FFmpeg video and audio processing patterns. Use when transcoding video/audio, extracting clips, adding filters, merging media, creating thumbnails, or batch processing media files.
github-harvester
Extract and process data from GitHub repositories
graphviz-diagrams
Create complex graph visualizations using Graphviz DOT language, with both source code and pre-rendered images.
iconset-maker
Create icon sets for multiple operating systems (macOS, Windows, Linux, iOS, Android, Web). Covers required sizes, formats, and conversion workflows using sips, iconutil, ImageMagick, and rsvg-convert.
image-to-diagram
Convert images (screenshots, photos, whiteboard) to Mermaid or DOT/Graphviz diagrams
joplin-publisher
Import markdown documents and mermaid diagrams into Joplin using the Joplin CLI.
knowledge-ingestion-patterns
Patterns for ingesting knowledge into vector databases and RAG systems
kubernetes-patterns
Kubernetes deployment patterns and best practices. Use when creating Kubernetes manifests, Helm charts, configuring pods, services, deployments, or troubleshooting K8s clusters.
mcp-server-builder
Build Model Context Protocol servers for Claude Code integration
microsoft-code-reference
Search and reference Microsoft code samples and SDK documentation
microsoft-docs
Search and fetch Microsoft Learn documentation
n8n-patterns
Design and implement n8n workflow automations with best practices
observability-patterns
Observability patterns for metrics, logs, and traces. Use when implementing monitoring, setting up Prometheus/Grafana, configuring logging pipelines, implementing distributed tracing, or designing alerting systems.
obsidian-publisher
Write markdown documents and mermaid diagrams to Obsidian vaults.
pdf-harvester
Extract text and data from PDF documents
podcast-production
Podcast production patterns and workflows. Use when recording podcasts, editing audio, transcribing episodes, generating show notes, RSS feed management, or podcast distribution.
project-onboarding
Onboard new projects with standardized configuration and documentation
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