OMNI — All-In-One Master Skill

The all-in-one master skill — unified interface for every capability domain. Use when the user asks for anything that spans multiple domains or when no single specialized skill clearly applies. Covers: automation & workflows, coding & development, data analysis & databases, web scraping & browsing, finance & accounting, security & hardening, image/video/audio generation & editing, music creation, email & messaging, calendar & scheduling, document processing (PDF/DOCX/PPTX), translation, writing & content creation, project management, deployment & DevOps, IoT & smart home, communication platforms, knowledge management, CLI tools, system administration, API design & testing, and general problem-solving. Triggers on: "do everything", "all in one", "omni", "master skill", "mega skill", or any task where routing to the right domain matters.

OMNI — The All-In-One Skill

Unified intelligence across every domain. Route, execute, deliver.

Architecture

omni/
├── SKILL.md          ← You are here (master router)
├── references/       ← Domain-specific deep dives (load on demand)
│   ├── brain.md      ← ALWAYS LOAD THIS FIRST — cognitive protocols
│   ├── advanced-prompting.md  ← Transform bad prompts into great results
│   ├── data-literacy.md       ← Data types, stats, viz, quality, ethics
│   ├── reasoning.md           ← Problem decomposition, decisions, logic
│   ├── math-engine.md         ← Arithmetic → calculus, stats, finance
│   ├── research.md            ← Search, fact-check, source evaluation
│   ├── quality-assurance.md   ← Testing, review, verification
│   ├── performance.md         ← Profiling, optimization, monitoring
│   ├── ethics-safety.md       ← Boundaries, privacy, responsible use
│   ├── health-fitness.md      ← Nutrition, workouts, wellness tracking
│   ├── career.md              ← Resume, interviews, networking, salary
│   ├── learning.md            ← Teaching, study techniques, quizzes
│   ├── network-cloud.md       ← DNS, SSH, VPN, AWS/Azure/GCP, K8s
│   ├── creative.md            ← Fiction, content, design thinking, rhetoric
│   ├── multi-agent.md         ← Agent orchestration & collaboration
│   ├── realtime.md            ← WebSockets, SSE, queues, webhooks
│   ├── automation.md
│   ├── coding.md
│   ├── data-databases.md
│   ├── web-scraping.md
│   ├── finance.md
│   ├── security.md
│   ├── media-generation.md
│   ├── music-audio.md
│   ├── email-messaging.md
│   ├── calendar-scheduling.md
│   ├── documents.md
│   ├── translation.md
│   ├── writing-content.md
│   ├── project-management.md
│   ├── deployment-devops.md
│   ├── iot-smarthome.md
│   ├── communications.md
│   ├── knowledge-mgmt.md
│   ├── system-admin.md
│   └── api-design.md
└── scripts/          ← Reusable automation scripts
    └── router.sh

Brain Protocol (ALWAYS ACTIVE)

Before any action, load references/brain.md. It governs:

1. Error Memory — Check memory/mistakes.json before repeating any failed approach
2. Loop Detection — Same command fails twice? STOP. Change approach entirely.
3. Anti-Hallucination — Verify before stating. Say "I don't know" when uncertain.
4. Precision Code — Read → Research → Plan → Write → Test → Deliver
5. Perfect Memory — Log decisions, errors, patterns to memory/*.json
6. Debug Protocol — Reproduce → Isolate → Hypothesize → Test → Document

Brain runs first, domain routing runs second. Always.

Routing Protocol

When a task arrives, classify it into one or more domains, then load only the relevant reference file(s). Do NOT load all references — progressive disclosure keeps context lean.

Domain Detection

Signal words →	Domain →	Reference file
(always)	Brain (cognitive engine)	references/brain.md ← LOAD FIRST
workflow, pipeline, automate, cron, schedule, trigger	Automation	references/automation.md
code, program, script, debug, refactor, git, PR, commit	Coding	references/coding.md
data, analyze, SQL, query, database, CSV, chart, dashboard	Data & DB	references/data-databases.md
scrape, crawl, browse, fetch, URL, website, HTML	Web	references/web-scraping.md
money, budget, invoice, finance, accounting, stock, crypto	Finance	references/finance.md
security, audit, firewall, vulnerability, encrypt, harden	Security	references/security.md
image, photo, generate, edit, video, frame, screenshot	Media	references/media-generation.md
music, song, audio, sound, TTS, voice, podcast	Music/Audio	references/music-audio.md
email, mail, inbox, send message, SMS, chat	Email/Messaging	references/email-messaging.md
calendar, event, meeting, schedule, reminder, appointment	Calendar	references/calendar-scheduling.md
PDF, DOCX, document, spreadsheet, presentation, OCR	Documents	references/documents.md
translate, language, i18n, locale	Translation	references/translation.md
write, article, blog, essay, copy, content, book	Writing	references/writing-content.md
project, task, board, kanban, milestone, sprint	Projects	references/project-management.md
deploy, CI/CD, Docker, cloud, server, infrastructure	DevOps	references/deployment-devops.md
smart home, IoT, Hue, Sonos, light, thermostat, camera	IoT	references/iot-smarthome.md
Discord, Telegram, Slack, WhatsApp, iMessage, Signal	Comms	references/communications.md
notes, wiki, knowledge, Notion, Obsidian, bookmark	Knowledge	references/knowledge-mgmt.md
system, OS, process, disk, network, terminal, shell	SysAdmin	references/system-admin.md
API, endpoint, REST, GraphQL, webhook, schema	API	references/api-design.md
vague, unclear, bad prompt, interpret, refine	Prompting	references/advanced-prompting.md
data types, statistics, visualization, clean, quality	Data Literacy	references/data-literacy.md
think, reason, decide, analyze, problem, logic, debug	Reasoning	references/reasoning.md
math, calculate, equation, statistics, convert, formula	Math	references/math-engine.md
research, verify, fact-check, source, search, find	Research	references/research.md
test, QA, review, validate, verify, quality	QA	references/quality-assurance.md
performance, optimize, fast, slow, profile, benchmark	Performance	references/performance.md
ethics, safety, privacy, boundary, responsible, safe	Ethics	references/ethics-safety.md
health, fitness, workout, nutrition, meal, diet, exercise, wellness	Health	references/health-fitness.md
resume, CV, interview, career, salary, job, cover letter, hiring	Career	references/career.md
teach, learn, study, quiz, flashcard, explain, tutor, education	Learning	references/learning.md
DNS, SSH, VPN, cloud, AWS, Azure, GCP, Kubernetes, network, tunnel	Network/Cloud	references/network-cloud.md
creative, fiction, story, brainstorm, design, presentation, rhetoric	Creative	references/creative.md
multi-agent, orchestrate, collaborate, parallel agent, spawn agent	Multi-Agent	references/multi-agent.md
websocket, realtime, event-driven, queue, webhook, SSE, streaming	Realtime	references/realtime.md

Multi-Domain Tasks

When a task spans multiple domains, load each relevant reference. Common combos:

• Build & deploy app → coding + deployment-devops
• Automated email reports → automation + email-messaging + data-databases
• Security audit of codebase → security + coding
• Scrape data → analyze → visualize → web-scraping + data-databases + media-generation

Execution Principles

0. Brain Check — Load brain.md. Check mistakes.json. Verify you're not in a loop.
1. Identify — Classify the task into domain(s)
2. Load — Read only relevant reference(s)
3. Plan — Outline approach before executing
4. Execute — Use the best tool for the job (CLI > API > manual)
5. Verify — Check output quality before delivering
6. Log — Record to mistakes.json if error, patterns.json if reusable, daily log always
7. Report — Summarize what was done and what's next

Installed Skills Reference

These skills are already available and should be used directly when applicable. The omni skill supplements them with domain knowledge, not replaces them:

Communication & Messaging

• discord — Discord operations
• slack — Slack control (reactions, pins)
• bluebubbles — iMessage via BlueBubbles
• imsg — iMessage/SMS CLI
• wacli — WhatsApp messaging
• voice-call — Voice calls
• xurl — X (Twitter) API

Productivity & Notes

• apple-notes — macOS Notes via memo
• apple-reminders — macOS Reminders via remindctl
• bear-notes — Bear notes via grizzly
• things-mac — Things 3 task manager
• notion — Notion API (pages, databases, blocks)
• obsidian — Obsidian vault management
• trello — Trello boards/lists/cards
• gog — Google Workspace (Gmail, Calendar, Drive, Contacts, Sheets, Docs)
• himalaya — Email via IMAP/SMTP

Development & GitHub

• github — GitHub CLI (issues, PRs, CI, review)
• gh-issues — GitHub issues → auto-fix PRs
• coding-agent — Delegate to Codex/Claude Code
• mcporter — MCP server management
• gemini — Gemini CLI for Q&A
• oracle — Oracle CLI (prompt bundling, sessions)

Media & Creative

• openai-image-gen — Batch image generation
• nano-banana-pro — Gemini image gen/edit
• openai-whisper — Local speech-to-text
• openai-whisper-api — Cloud speech-to-text
• sag — ElevenLabs TTS
• sherpa-onnx-tts — Offline TTS
• gifgrep — GIF search/download
• video-frames — Video frame extraction
• peekaboo — macOS UI capture & automation
• songsee — Audio spectrograms
• nano-pdf — PDF editing with NL

Music & Audio

• spotify-player — Spotify playback/search
• sonoscli — Sonos speaker control
• blucli — BluOS audio
• songsee — Audio visualization

Smart Home & IoT

• openhue — Philips Hue lights
• eightctl — Eight Sleep pods
• camsnap — RTSP/ONVIF cameras
• sonoscli — Sonos speakers

Web & Search

• weather — Weather via wttr.in / Open-Meteo
• goplaces — Google Places API
• blogwatcher — RSS/Atom feed monitoring
• summarize — URL/podcast/file summarization

System & Security

• healthcheck — Security hardening & audits
• 1password — 1Password CLI secrets
• node-connect — OpenClaw node diagnostics
• session-logs — Session log analysis
• tmux — tmux session control

Platform & Ecosystem

• canvas — UI canvas presentation
• clawhub — Skill marketplace
• skill-creator — Skill development
• model-usage — Model cost tracking

Food & Ordering

• ordercli — Foodora order tracking

When NOT to Use This Skill

If a specialized installed skill clearly matches the task, use that skill directly. Omni is the fallback and the glue — it fills gaps and handles cross-domain work.