The library

onboard · High-volume onboarding where checklist automation prevents forgotten steps and approval backlogs.

openai-whisper · Converting speech to text without API costs or latency when privacy matters

operator-audit · Validating operator design before submitting to OperatorHub or when advancing capability level

secupdates · Daily security briefing when you need curated, deduplicated updates from 6 sources ranked by impact

security-core · Continuous security validation when shipping code or IaC to production

python-debugpy · Debugging long-running Python services or scripts when print-statement debugging won't suffice

sag · Generating natural-sounding voice replies when the user requests audio output.

security-review · Reviewing code that touches authentication, payments, or user data before shipping.

session-logs · Retrieving context from older conversations when parent-session memory files are unavailable.

evidence-checker-skill · Performing specialized work in its domain.

skill-creator · Performing specialized work in its domain.

maryann-skills · Performing specialized work in its domain.

sonoscli · Control Sonos speakers and Spotify playback without opening GUI

seo-content-brief · Turn search clusters into briefs that downstream content engines can execute on

spike · Test technical risk before committing to production without burning weeks

seo-content · Assess E-E-A-T and AI citation readiness without manual checklist

post-mortem · Close strategic sprint loops by scoring decisions against assumptions instead of just moving forward

summarize · Extract summaries and transcripts from mixed media without manual transcription

postmortem · Understand failures deeply without pointing fingers, enabling pattern recognition

pr-review-expert · Large PRs (>200 lines) touching shared libraries, APIs, or security-critical paths where systematic blast radius analysis prevents silent failures.

seo-images · Image optimization audits focusing on SEO signals (alt text, file size, format, responsive srcset) and Core Web Vitals (CLS prevention, lazy loading, fetchpriority).

pricing-strategist · Commercial/CMO teams validating willingness-to-pay with PSM data and translating it into a defensible pricing model + tier structure.

pricing-strategy · Commercial/CMO teams designing or redesigning SaaS pricing from scratch, including value metric selection, tier packaging, and pricing page optimization.

video-frames · Video analysis, thumbnail generation, or keyframe extraction for transcription or AI vision tasks.

creating-gh-issues · Automation scripts creating issues from templates, forms, or external systems (e.g., email-to-issue, bug report intake).

weather · When you need weather for travel planning or condition checks and web_fetch is available to avoid User-Agent issues.

Product Manager · When you ship features but nothing moves the needle and need to validate assumptions before building instead of after.

forge-validate · When you want to validate one module without running the full forge workflow again.

simplify-code · When you want safe code quality improvements on a diff and only high-confidence, behavior-preserving changes applied.

site-architecture · When you need to organize 10+ pages and want a systematic IA before building instead of guessing page hierarchy.

promote · Converting one-off learnings into permanent project conventions that persist across sessions.

prompt-engineer-toolkit · Validating prompt changes before production deploy when output schema and safety constraints are measurable.

commit · Automating commit creation in agent workflows where manual git commands would break the conversation flow.

sqlitecpp-coding-standards · Teams maintaining critical C++ SQLite wrappers where memory safety and API stability matter

social-media-core · Content teams distributing ideas across X, LinkedIn, Threads, Bluesky where each network has different native shapes

list-calendars-skill · Fetching calendar list before creating or listing events

tool-review · MCP server maintainers checking tool implementations before merging

update-pricing · One-time pricing updates where approval gate and change tracking matter

build-skill · Bootstrapping custom skills faster than writing from scratch

claude-code · Automating Claude Code workflows from shell or orchestration scripts

verify · Confirming a fix actually works before committing or pushing

springboot-patterns · Java developers avoiding anti-patterns in Spring Boot microservices

springboot-tdd · Spring Boot teams enforcing TDD and coverage gates before merge.

reflect · Conversations drifting into implementation without strategic clarity or user stuck-ness.

lint · JavaScript/TypeScript projects enforcing consistent lint rules in CI.

remember · Long sessions where a critical finding must survive beyond auto-capture retention.

supabase-core · Backend teams using Supabase as their PostgreSQL + auth + real-time platform.

report · CI/CD workflows and manual testing needing clear pass/fail documentation.

debug-investigator · Systematic hypothesis-driven debugging beats random code changes.

research-summarizer · Comparing multiple sources or extracting structured briefs beats manual reading.