The library

gws · Workflow automation where Google Workspace is the system-of-record (docs as config, sheets as data, drive as file store).

user-story · Agile teams that need structured, testable requirements before a story goes to development.

sniff-couplers · Refactoring efforts to identify high-coupling modules before decoupling them.

jira · Agile teams that need programmatic Jira updates (auto-close resolved issues, bulk field update, cross-project linking).

ux-researcher-designer · Product teams where user research must directly inform and validate design before engineering investment.

usecomputer · Automation of browser-based workflows (data entry, form submission, multi-step processes) without brittle selectors.

journal · Engineering teams that need an audit trail of decisions, blockers, and retrospectives without relying on chat archives.

vendor-management · Quantifying SLA gaps and renewal decisions when a tier-1 vendor has recurring incidents and you need a defensible KEEP|REVIEW|REPLACE verdict.

miudb · Running structured SQL and smoke-testing database connections when you need machine-readable JSON output for scripting or agent tasks.

video-content-strategist · Building a video presence that compounds authority when long-form content already exists and can be atomized into shorts for discovery.

acpx · Delegating coding work to agents over structured protocol when PTY scraping is unreliable and you want persistent multi-turn sessions.

omnimedia · Processing audio/video/images with Gemini or generating images via Codex when you need multimodal analysis with auto-cascade on rate limit.

pac-proxy-agent · Routing HTTP requests through a PAC file when you need dynamic proxy resolution based on destination URL and network rules.

open-design · Mocking up web artifacts in single self-contained HTML when you want instant browser preview with no build step or external resources.

vpe-review · Pressure-testing delivery commitments and hiring plans with throughput-first metrics (DORA, funnel, team structure) when claims lack operational grounding.

concept-forge · Choosing a 1-day spike experiment after brainstorming when you have 4-6 options and need objective ranking by impact, delight, or effort.

wiki-ingest · Ingesting a new source into knowledge wiki when you want automatic cross-reference updates and contradiction detection across existing pages.

mcp · Building persistent knowledge base that compounds over time when you want structured wiki plus 3D graph view plus agent-readable search, not just RAG.

plan-audit · Catching gaps and codebase drift in a plan when stakes warrant independent verification beyond same-context red-teaming with clean-context subagent.

wiki-init · Starting a fresh structured LLM Wiki vault when you need three-layer architecture (raw, wiki, index) with schema templates and starter pages.

run-test · Running Ranger automated tests locally against development server when you need fast feedback on test suite before CI push.

plan · Converting a decided design into concrete phased implementation with file changes and success criteria when you have architecture but need execution steps.

wiki-lint · Catching broken links, orphaned pages, and semantic inconsistencies in knowledge base when you want automated health check before sharing wiki.

py2go · Migrating a Python project to Go when you need idiomatic Go patterns with automated playbook routing by project type (CLI, HTTP, worker, etc).

wiki-log · Viewing recent wiki activity log when you need to track ingests, updates, and semantic checks across pages over time.

qmd · Searching markdown corpus with BM25/vector/LLM reranking when grep is too crude and you need semantic search over notes or design catalogs.

sogni-intelligence-client · Connecting to Sogni Intelligence API when you need Node.js convenience wrapper for creative agent contracts and SDK utilities.

research · Technology selection and architecture decisions requiring rigorous tradeoff analysis.

workflow-builder · Multi-step tasks benefiting from isolation, resumability, and deterministic ordering.

pi-prompt-template-model · Switching models and loading domain expertise without manual configuration.

rule-miner · Discovering and formalizing repeated correction patterns into standing rules.

write-a-skill · Creating reusable agent capabilities with proper structure and peer validation.

build-vault-universe · Keeping performance-ranked portfolios current without manual list maintenance.

scenario · Pre-implementation risk discovery and comprehensive QA test planning.

x-twitter-growth · Building X audience via algorithm mechanics and competitive content strategy.

scout · Parallel breadth-first navigation before cross-cutting codebase changes.

security · Threat-modeled vulnerability discovery using attacker personas and STRIDE.

wait-for-CI · Blocking deployment workflows until CI resolution without manual polling.

ship · Safe production deployment with automated gate validation.

skill-management · Discovering and managing installed agent capabilities.

global-agent · Running agents that need to maintain shared execution context.

sqlit · Ad-hoc database queries without leaving the agent session.

playbooks · Executing templated multi-step operational procedures with checkpoints.

lint-and-fix · Automated code style checking and fixing with bounded iterations.

text-diagram · Converting natural descriptions into maintainable visual diagrams.

twitter · Social media automation with media attachments and scheduling.

ultracook · Recipe discovery and meal planning with ingredient cost management.

enhancing-progressively · When layout or styling can be achieved without JS, reducing bundle size and runtime complexity.

worktree · When multiple agents or developers need to work on different features in parallel without branch conflicts.

agentic-flow · When you need a full multi-agent orchestration framework with learned routing and background task workers.