Tap

Visa and immigration navigation for any country — categories, documents, timelines, appeals. Official-source-first; information, not legal advice.

German law specialist. Federal statutes live from gesetze-im-internet.de (BGB, HGB, StGB, DSGVO and more); case law and EU basis via web search.

Indian law specialist. 846 Central Acts from India Code, Constitution of India, IPC, CPC, CrPC, and all major Indian statutes with EU cross-reference support.

Australian law specialist. 1,253 federal Acts from legislation.gov.au, covering contracts, employment, criminal, property, family, business, consumer, and more.

US law specialist. Federal and 50-state legislation, case law via CourtListener. Covers contracts, employment, criminal, IP, and more.

Canadian law specialist. Federal legislation with bilingual (EN/FR) support covering common law, Quebec civil law, and Charter rights.

UK law specialist. English, Welsh, Scottish, and Northern Irish legislation with EU cross-references. Contracts, employment, and more.

Thai law specialist. Royal Gazette legislation covering PDPA, Computer Crime Act, Cybersecurity Act, and Civil and Commercial Code.

Consumer rights navigator. Refund and chargeback prep, demand letters, debt-collection responses, credit-report disputes, small-claims preparation.

French law specialist. Complete French legislation from Légifrance/DILA, covering Code civil, Code du travail, Code pénal, droit des sociétés, RGPD, and more.

Singapore law specialist. 523 Acts from Singapore Statutes Online covering contracts, employment, criminal, company, and property law.

General legal assistant. Country-aware legal guidance, rights, obligations, document review, and legal research via web. Works for any jurisdiction worldwide.

UX audits of live pages and flows — heuristic evaluation with severity ratings, WCAG accessibility checks, microcopy fixes, and IA critique.

User research synthesizer. Turns interview transcripts and feedback into coded themes, evidence-linked insights, personas, and a searchable repository.

WCAG and EAA accessibility auditor. Full audits with severity ratings, accessibility statements, remediation roadmaps, and conformance documentation.

Medical bill advocate. Itemized-bill audits, billing-error disputes, self-pay negotiation scripts, charity care, and No Surprises Act protections.

Blood test interpreter. Explains CBC, metabolic panels, lipid profiles, and hormone levels. Helps prepare questions for providers. NOT diagnostic.

Evidence-based sleep improvement — CBT-I-informed insomnia structure, sleep science, diary-driven coaching. Screens red flags to sleep medicine.

Evidence-based nutrition guidance. Explains nutrients, dietary patterns, and supplement interactions. NOT personalized diet advice.

Evidence-based medical assistant. Science-backed health guidance, explains conditions and treatments. NOT a replacement for professional advice.

Medication information assistant. Explains drug mechanisms, interactions, and side effects. NOT a pharmacist or prescriber.

Headless browser automation — navigate, scrape, fill forms, screenshot, and run repeatable web tasks via Playwright.

Car symptom triage, DIY-vs-mechanic calls, quote sanity checks, and used-car buying help. Hard safety gates on brakes, SRS, and EV high voltage.

Everyday cooking assistant: what to make from what you have, weekly meal plans, scaled recipes, and technique help — with food-safety hard rules.

Home maintenance and DIY guide: diagnose the problem, decide DIY vs pro, and walk repairs step by step with hard safety gates on gas, mains, and structure.

Rent-vs-buy math, affordability, mortgages, offers, and tenant basics for any country — clear numbers first. Educational, not licensed advice.

Builds production LLM applications — RAG, agents, tool/schema design, context engineering, cost/FinOps, observability, MCP integration. Output: working systems.

Adversarial testing for LLM apps — direct + indirect prompt injection auditing, OWASP LLM/Agentic Top 10 mapping, defense design, tool privilege analysis.

AI governance navigator. EU AI Act risk classification and obligations, NIST AI RMF and ISO 42001 programs, AI inventories, model documentation.

Eval engineering for LLM apps — golden datasets, regression tests, scoring, statistical significance, drift detection, CI gates. Output: verdicts.

Keeps delivery on track — plans, milestones, risk registers, status reports, and tracker hygiene with the minimum ceremony that works.

Turns fuzzy ideas into evidence-backed PRDs, user stories, and prioritized roadmaps — problem first, solution second, scope cut ruthlessly.

Drive a device's UI through reproducible flows — mobile or desktop. Skills supply the device-specific tooling.

Research-writing partner — paper structure and polish, making sense of dense papers, abstracts, reviewer responses, and integrity-safe citations.

Builds reliable data pipelines — ingestion, warehouse modeling, layered transforms, Postgres tuning, and quality checks that catch drift early.

Excel and Google Sheets expert. Fixes broken formulas, lookups, pivots, and messy data — and teaches the durable habit, not just a one-cell patch.

Data analyst. Turns messy data into a trustworthy, plainly-stated answer using EDA, correct statistics, and the right chart. Correlation isn't causation.

SQL expert for analytical querying. Writes, debugs, and optimizes queries by reasoning from logical processing order, join grain, and sargability.

Force-free training for dogs and cats — puppy basics, reactivity, separation anxiety, litter-box problems. Medical rule-out first; evidence-based only.

Pet health triage and education for dogs, cats, and common pets. Severity tiers, toxin checks, home-care guidance. NOT a veterinary diagnosis.

Bookkeeping for freelancers and small businesses — invoicing via Stripe, categorization, AR/AP hygiene, monthly close, and 13-week cash view.

Personal tax education for any country — how income tax works, freelancer obligations, moving abroad, capital gains, deadlines. Educational, not filing advice.

Binance USDT-M futures trading desk — market structure, risk sizing, execution, and position management.

Insurance navigator — policy choice, coverage decoding, claims discipline, and denial appeals with escalation paths. Worldwide, educational, not a broker.

Pension systems decoded for any country — three pillars, on-track math, late-start playbooks, scam radar. Educational, not regulated advice.

Financial statement analyst. Expert in balance sheets, income statements, cash flow, ratios, and investment research.

Personal-finance coach: budgeting, debt payoff, emergency funds, and the order of money priorities. General education, not personalized financial advice.

Works incidents end to end: triage from error tracking, severity call, mitigation-first response, cluster and container diagnosis, blameless postmortem.

Kubernetes specialist. Expert in kubectl, helm, deployments, services, configmaps, secrets, and cluster management. Helps with production-grade K8s operations.

Terraform IaC specialist. Expert in HCL, modules, state management, multi-cloud providers, and production-grade infrastructure.

Docker and container specialist. Expert in Dockerfiles, multi-stage builds, docker-compose, image optimization, security hardening, and container networking.

All-around DevOps engineer: server troubleshooting, shell work, containers, CI/CD, networking, and system administration with best practices.

B2B outbound and cold-outreach coach. Builds reply-generating, signal-driven email, LinkedIn, and call sequences grounded in ICP and deliverability.

B2B closing and negotiation coach. Converts stalls, indecision, and discount demands into signed deals while protecting margin — no hard-close gimmicks.

B2B discovery and qualification coach. Uncovers quantified pain with SPIN, qualifies with MEDDIC, and turns demos into the buyer's problem, not a feature dump.

GTM engineer. Designs revenue systems — enrichment waterfalls, signal-driven plays, lead scoring and routing, and outbound automation stacks.

Runs the sales motion: lead research, CRM hygiene, outreach drafting via email and LinkedIn, meeting scheduling. Every send needs your approval.

RFP and proposal specialist. Bid/no-bid scoring, compliance matrices, win themes, evaluator-focused drafting, and color-team review discipline.

Practical trip planner: itineraries, budgets, logistics, and bookings research grounded in current prices and opening hours, not stale training data.

Programming tutor that teaches instead of solving — Socratic hints, scaffolded exercises, debugging as a skill. Escapes tutorial hell; never dumps the answer.

Standardized test-prep and study coach. Builds score gains with retrieval practice, spaced study, official timed practice, and a disciplined error log.

Foreign-language coach for real conversational ability. Sequences comprehensible input, frequency vocab with SRS, and output practice against honest CEFR goals.

Math tutor, arithmetic to calculus. Builds understanding with Polya, worked examples, and Socratic guidance — guides the struggle, not just answers.

Concept tutor for any subject — sciences, history, CS, economics, writing. Builds real understanding with retrieval, Socratic guidance, and spaced practice.

Creates agent manifests, skills, and capabilities for any Octomind tap — a tap repo you are in, or your personal tap (my/tap).

Front door for everything Octomind — answers CLI, config, runtime, and supervisor questions, and routes build work to the specialist agents.

Reads, edits, and validates octomind config.toml — roles, MCP servers, limits, supervisor, compression, layers, and commands.

AGENTS.md generator. Analyzes codebase, config, docs, and architecture, then interviews the user to produce a structured guide.

Designs, runs, and tunes external octomind workflow pipelines that chain octomind run steps via stdin.

Long-form article writer. Researches via web, builds outlines, drafts authoritative content to disk. SEO-aware and source-backed.

Owns the publishing loop: preps and publishes approved content to YouTube, Instagram, TikTok, and X, tracks performance, and reports what worked.

Craft coach and developmental editor for fiction — structure, character, scene work, honest critique, story-bible continuity. The writer writes.

Diagnose-then-edit. Runs the content-audit rubric, applies surgical fixes to disk, preserves voice, humanizes AI-sounding text.

Blog post writer. Conversational, audience-aware. Writes punchy, shareable posts with strong hooks and clear value.

Interactive drafter. Turns raw notes, transcripts, brain-dumps into ready-to-use posts, threads, or blog posts via grounded dialog. Routes articles out.

Content orchestrator. Owns editorial strategy and voice, briefs and delegates to content specialists, gates quality via audit, controls publishing.

Turns ideas and documents into presentations — narrative structure, assertion-based slides, speaker notes, and Marp markdown decks ready to render.

Cross-platform short-form social post writer. Drafts original posts, threads, quote-posts, captions, DMs, bios. Platform mechanics via social-* skills.

Read-only content-quality auditor. Scores any post / thread / blog / article per-axis + overall, emits findings, hands off to content:editor for fixes.

Public reply writer — thread replies, comments, review responses, forum answers on surfaces you don't own. Reply-or-skip verdict first, then the draft.

Sense-for-sense translation with locale-aware cultural adaptation. Preserves meaning, voice, and structure across languages; never literal.

Defensive security operations — alert and log triage, phishing analysis, vulnerability prioritization, incident investigation, and hardening.

Privacy and compliance orientation — GDPR/CCPA patterns, SOC 2 readiness, privacy policies, DPIAs, and vendor questionnaires. Not legal advice.

OWASP security specialist. Expert in application security, vulnerability assessment, secure coding, and OWASP Top 10 remediation.

Evidence-based parenting support from newborn to teens — sleep, tantrums, discipline, screens, teen conflict. Culture-aware, never diagnostic.

Guide through the weeks after a death — the immediate checklist, paperwork, estate orientation, scam radar, and grief-aware support. Educational.

Guide for adult children navigating an aging parent's care — care levels, dementia caregiving, hard conversations, funding, caregiver survival.

Idea validation analyst. Market research, competitor analysis, TAM estimation, and risk assessment. Brutally honest about viability.

Ad creative strategist. Platform-specific ad copy, visual scenarios, and creative briefs for Google, Meta, LinkedIn, X, and TikTok campaigns.

Zero-budget launch strategist. Product Hunt playbooks, community building, organic growth, cold outreach, and social proof tactics.

Go-to-market strategist. Beachhead ICP, sales-motion choice, channel mix, launch sequencing, and the metric stack that proves the plan works.

Product opportunity explorer. Analyzes markets, user conversations, pain points, sentiment, and competitive landscapes with evidence.

Brand strategist. Naming, positioning, messaging, voice and tone, taglines, and landing page copy. Turns ideas into sharp brand identities.

Pitch and pricing strategist. Elevator pitches, pitch decks, pricing models, sales pages, and partnership proposals.

SEO planner. Keyword research, content clusters, link campaigns, GEO/AI-citation, free-tool concepts, programmatic SEO, digital PR. Output: strategy briefs.

SEO diagnostic across structural/technical, on-page, and link-profile surfaces. Output: prioritized findings with evidence and fix direction.

Proactive customer success — onboarding to first value, health scoring, churn-risk playbooks, QBR preparation, and honest renewal forecasting.

Triages support requests across channels, drafts replies, files and tracks tickets, and pulls error context — draft-first, SLA-aware, escalation-ready.

Social channel orchestrator. Owns channel strategy, content pillars, cadence, the engagement loop, and growth KPIs; delegates writing and publishing.

Partner marketing strategist. Affiliate, referral, reseller, and tech-partner programs — recruitment, incentives, co-marketing, cohort measurement.

Earns media coverage — press releases, journalist targeting, personalized pitches, founder comms, and crisis response with newsroom discipline.

Email marketing that reaches inboxes — welcome and lifecycle flows, newsletters, campaigns, segmentation, deliverability, and honest metrics.

Growth strategist for PLG and hybrid SaaS. Activation milestones, PQL scoring, onboarding funnels, growth loops, expansion plays, experiment backlogs.

Builds and maintains full, structured, usable project memory — grounds itself in the codebase first, then polishes with the user.

Generates detailed, user-facing release notes from a commit/version range by reading code, not commit messages.

Writes behavior-proving tests across languages — risk-ranked coverage gaps, coverage and mutation tooling, fakes over mocks, assertions seen to fail.

Transforms code changes (diff, commit, paste) into review cards — plain-language behavioral impact anyone can read, code-level evidence in source links.

Source-grounded engineering controller that isolates Git delivery in worktrees, delegates implementation, integrates branches, and verifies the result.

Reconstructs the originating task from commits, branches, or diffs — a realistic requester prompt plus a fully clarified behavioral spec.

Turns a full spec or a rough ask into a phased, parallelizable implementation plan with disjoint task ownership, merge gates, and spec coverage.

Designs and runs the testing that finds real bugs — risk-based test plans, test-case design techniques, automation strategy, and actionable bug reports.

Maintains project documentation. Audits for staleness against code and git, updates outdated content, writes new docs when justified.

Maintains a Keep a Changelog–compliant CHANGELOG.md from a commit/version range. Code-grounded entries, semver-aware, terse.

Writes polished, user-facing READMEs. Explores the codebase, detects project type, and produces scannable docs with examples.

Explores codebase, recalls memories, and narrows entry points. Outputs a refined task with <context> file references for downstream developer agents.

Elite senior developer. Pragmatic, precise, zero waste. Works with any language, follows best practices, writes maintainable code.

Reads project and codebase, clarifies interactively or autonomously, produces traceable EARS-based behavioral specs for developer and workflow handoff.

Product research and buying advisor. Matches products to your actual needs with current prices and honest trade-offs. No affiliate bias, no upsell.

Strength and conditioning coach. Evidence-based training programs: progressive overload, 5/3/1, volume landmarks, deload, C25K. Not medical advice.

Interview preparation coach. STAR/CAR story banks, mock interviews with rubric feedback, and system-design and coding-interview structure.

Productivity and focus coach. Beats overwhelm and procrastination with GTD, the Eisenhower matrix, time-blocking, Pomodoro, and procrastination science.

Tailors a master resume to a job posting and writes the cover letter — ATS-optimized, country-adapted, grounded in real experience, never fabricated.

Employee- and buyer-side negotiation coaching — salary, rent, bills, big purchases. Preparation frameworks, real scripts, practice rounds.

Habits and behavior-change coach. Builds and breaks habits with Atomic Habits, Tiny Habits B=MAP, stages of change, and relapse prevention.

Communication and public-speaking coach. Structures talks (SCQA, Story Spine), sharpens delivery, and manages speaking anxiety with evidence-based tools.

Everyday mental-wellbeing support — stress, overthinking, low mood, burnout — with evidence-based techniques. Not therapy; crisis-aware worldwide.

Career and job-search coach. Direction via Designing Your Life, hidden-job-market strategy, ATS-aware materials, STAR prep, and salary negotiation.

GROW-model life coach. Turns vague goals into specific, accountable action with WOOP and if-then plans. Coaching, not therapy.

Read-only auditor for a tailored resume + cover letter — scores ATS match, truthfulness vs the master resume, convention correctness, and letter quality.

Beat-by-beat shot planner. Aspect, length, shot list, transitions, music brief, asset checklist plus optional one frame per beat via image generation.

Long-form explainer producer for SaaS demos, hero videos, YouTube pre-roll. Remotion templates plus voiceover plus screen-capture brief plus motion graphics.

Short-form and long-form video script writer. Hooks, beats, CTAs, on-screen text, voiceover lines, b-roll cues. No generation — pure script artifact.

Distribution-only agent. Publishes finished video assets to TikTok, Instagram and YouTube with metadata, thumbnails and per-platform compliance checks.

Orchestrator agent. Routes work to script, storyboard, adcraft, ugc, explainer, publish via agent delegation. The single entry point for any video brief.

End-to-end short-form ad creative for TikTok/Reels/Shorts/Stories/feed. Composes script, storyboard, image+video gen, voiceover, music and stitching.

Fake-UGC performance ad producer. Avatar talking-head plus voice plus lipsync plus b-roll. Looks like a real person, runs at scale on Meta and TikTok.

Builds and runs communities — Discord server structure, onboarding, moderation policy, engagement rituals, and health metrics that aren't vanity.

Seller-side store operations — Shopify catalog and orders, listing copy that converts, pricing sanity, marketplace SEO, and issue playbooks.

Default system orchestrator — owns the user relationship, remembers you across sessions, and routes every request to the right specialist via tap.

Triages email and Slack, drafts replies in your voice, and manages calendar scheduling. Drafts by default — sends only on your explicit approval.

Source-grounded web researcher that investigates user questions, verifies claims, and returns structured cited findings.

Drafts the messages people actually send: emails, complaints, appeals, requests, announcements, and hard conversations — in your voice, ready to send.

Turns meeting transcripts and notes into minutes, decisions, and owned action items — then tracks follow-through across a searchable archive.

Runs standing watches on competitors, markets, and topics: sweeps sources, verifies changes against memory, and delivers evidence-graded digests.

Gets life admin under control — renewals, deadlines, subscriptions, paperwork, and appointments, turned into one maintained system with reminders.

Curates the project's durable knowledge base — writes structured .box/ notes octobrain indexes, and answers from it with grounded extraction.

Helpful, capable general-purpose assistant for everyday tasks — files, shell, planning, writing, analysis, and specialist delegation.

People-ops for managers and founders — onboarding plans, performance cycles, feedback scripts, 1:1 systems, and policy drafts. Not a lawyer.

Runs the hiring side — role scorecards, job descriptions, sourcing strategy, structured interview kits, resume screens, and offer communications.

Delegate tasks to configured sub-agents via built-in agent server.

Natural-language code search via octocode: semantic_search.

Official Svelte/SvelteKit documentation via MCP server (runs with bunx).

Manage Workers, KV, R2, D1, and DNS via Cloudflare MCP.

Symbol/AST code search and file layout inspection via octocode: structural_search, view_signatures.

Publish Reels, feed video, Stories and carousels via the Meta Instagram Graph API.

German federal statutes fetched live from gesetze-im-internet.de, keyless.

Browser automation, screenshots, and page interaction via Puppeteer.

Semantic search over the project's persistent knowledge base — local .box docs, subscribed org boxes, and indexed files, scoped to the active project.

State-of-the-art lipsync postprocess via Sync.so (sync-1.9 / sync-2 models).

File editing via octofs: text_editor, batch_edit, extract_lines. Pair with filesystem-read.

Python package and project management via uv and uvx.

Bun runtime with bun/bunx — drop-in for node/npm/npx/yarn/pnpm/vite.

LinkedIn integration — profile management, posts, connections, messaging.

Query and inspect PostgreSQL databases via MCP.

Manage contacts, deals, tickets, campaigns, and email templates via HubSpot.

Browser-based personal assistant via Octoweb HTTP server.

French legislation from Legifrance/DILA via Ansvar MCP.

Deep web scraping, crawling, and site mapping via Firecrawl.

High-trust Octomind runtime controls — MCP server management, dynamic agents, and skill/capability activation (tool-surface reconfiguration).

Text-to-video and image-to-video with native dialogue / SFX via Google Veo 3.

Swift toolchain for iOS/macOS/server development — compiler, REPL, and Swift Package Manager.

Drive the local computer UI — mouse, keyboard, screenshots — via RobotJS (macOS / Linux / Windows).

US case law search and opinions via CourtListener (free.law) API.

Thai legislation from Royal Gazette via Ansvar MCP.

Post, delete, and analyze posts on X through the official hosted X MCP, with media upload and recent search.

Semantic recall via octobrain — remember returns matching memories plus their 1-hop graph neighbors. Pair with memory-write to also persist memories.

Instagram integration — posts, comments, DMs, stories, reels.

Indian central legislation from India Code via Ansvar MCP.

Singapore legislation from Statutes Online with full-text search via Ansvar MCP.

Manage Stripe customers, charges, subscriptions, and invoices via MCP.

Query error issues, events, and releases via Sentry MCP.

Australian federal legislation with full-text search via the Ansvar law MCP.

Free b-roll videos and photos via the Pexels API.

Text-to-image generation and editing via the OpenAI gpt-image API.

Create and delete memories via octobrain (memorize — with inline related_to links — and forget). Pair with memory-read.

UK legislation search, point-in-time versions, and amendment tracking via legislation.gov.uk.

Canadian federal legislation with bilingual support via Ansvar MCP.

Rust toolchain with cargo, rustc, clippy, and rustfmt.

Geocoding, directions, places, and elevation via Google Maps API.

Manage published YouTube videos — metadata and SEO updates, channel analytics — via OAuth2.

Discord bot integration — channels, messages, moderation, voice.

ElevenLabs Music for higher-fidelity bespoke ad tracks via the elevenlabs MCP.

AI-powered semantic web search via Exa API with 1,000 free queries/month.

Docker container management via docker and docker-compose CLI.

Kubernetes cluster management via kubectl and helm CLI tools.

Telegram bot messaging — send messages, manage channels, groups.

Manage Linear issues, projects, teams, cycles, and workflows.

Query and manage local SQLite databases via MCP.

Drive iOS & Android devices and simulators — apps, taps, swipes, type, screenshots.

Read-only file and directory access via octofs: view, workdir.

Drug info, clinical data, and guidelines from PubMed, FDA, WHO, and RxNorm via MCP.

Text-to-speech, voice cloning, voice design, soundscapes via ElevenLabs.

Execute shell commands via octofs (not technically filesystem — separate concern).

Diarized captions, auto-chapters, speaker labels and SRT/VTT output via AssemblyAI.

Look up version-specific library and framework documentation via Context7.

Stock quotes, financial reports, and market data from Yahoo Finance via MCP.

Talking-head AI avatar videos for ads, UGC and translation via HeyGen.

SMS and voice messaging via Twilio API.

Universal self-management: the plan task tracker, granted to every agent. Delegation (tap) and session control (schedule) live in orchestration.

Email via standard SMTP/IMAP protocols — works with any mail server.

Search and retrieve reading highlights, book annotations, and saved articles from Readwise.

Git repository operations — log, diff, status, commit, branch via MCP.

Shopify store management — products, orders, customers, inventory, storefront.

Code relationship and dependency-graph traversal via octocode: graphrag.

Binance USDT-M futures — candles, order book, funding, positions, orders, leverage, margin.

Manage Google Calendar events and scheduling via MCP.

Programmatic React-based video composition for templated ad variants and explainer videos.

Fetch URLs and local files (.html .txt .md .pdf .docx) via octobrain — semantic chunking for big sources, full-read fallback.

Cross-domain delegation (tap) and session-flow control (schedule) for orchestrator agents. Deliberate grant — narrow domain specialists never get it.

WhatsApp Web messaging — send messages, contacts, media sharing.

Direct Post / Inbox upload of finished video creative via the TikTok Content Posting API.

Interact with Slack workspaces — channels, messages, threads, users.

The dimensions of a deep code review — correctness, security, concurrency, performance, design/maintainability, tests — what each lens hunts for, and the adversarial verification discipline that keeps a multi-reviewer pass from multiplying false positives. Consensus is not correctness; every finding must be refuted before it is trusted.

Operational funnel for discovering high-intent, low-competition long-tail keywords (4+ word phrases with weak SERP defenders) — the keyword class that actually ranks for new and mid-authority sites without massive backlink spend. Encodes the discovery method (seed → modifier expansion → Google autocomplete + 'People Also Ask' + Reddit/forum mining + competitor SERP-gap), the qualification rubric that goes beyond KD scores (top-10 SERP authority profile, content-fit gap, intent match, traffic-potential vs ranking-realism, query freshness), the 2026 GEO overlay (definition + question + comparison queries that earn AI-search citations), and the kill-rules (head-term traps, fake-volume keywords, branded-SERPs, paid-ads-dominated SERPs). Use BEFORE writing any content brief, calendar, or pillar-cluster plan. Stays in the SEO lane: produces a keyword brief — content writing, on-page wrapping, and link-building are downstream concerns owned elsewhere.

Per-language calibration anchors for detecting AI-slop and translationese in Hindi (hi) target text — auto-loads alongside content-locale-humanize when the target language is Hindi.

Field-by-field reference for octomind's config.toml: root settings, performance and spending limits, [capabilities] and [taps] overrides, [[roles]] and [roles.mcp], [mcp] servers (builtin/http/stdio), [[hooks]], [[layers]], [[commands]], [[agents]], [[prompts]], [skills], [compression], [registry], multi-file merge, and template variables. Activate when a user asks how to configure, tune, validate, or upgrade octomind, add a role or MCP server, set limits or spending caps, or debug a config parse error.

OTP-first architecture, pattern matching, supervision design, and Phoenix conventions. Auto-activates in Elixir projects.

The small set of evidence-based study techniques that actually work — retrieval practice, spacing, interleaving, the Feynman technique, and worked examples — and the popular habits (rereading, highlighting, cramming, learning styles) that only feel productive. Activate when helping someone study, memorize, prepare for a test, or learn a skill, or when they ask how to learn something faster.

Reference for driving the octomind binary: run/server/acp/config/tap/vars/send/workflow/completion commands and their flags, the 25 interactive slash commands, provider API-key environment variables, .env precedence, and OCTOMIND_* overrides. Activate when a user asks how to invoke octomind, which flag or slash command does what, how to resume or daemonize a session, or which environment variable a provider reads.

Operational playbook for diagnosing the structural and technical layer of a site or page: crawlability (robots.txt), indexability (meta robots, canonicals), sitemap.xml validity, redirect chains, JSON-LD schema validation, Core Web Vitals interpretation, hreflang, JS-render parity, URL architecture, and internal-link topology. Encodes the fetch protocol (parallel webfetch + shell curl), the per-surface check rubric, the severity matrix (Critical / Moderate / Minor), and the unverified-check escalation rule. Use when auditing the technical layer of a URL, sitemap, or site. Output: prioritized structural findings with evidence and fix direction.

Write and revise Bluesky posts, replies, threads, launches, and proof posts in the author's own voice. Activate for Bluesky drafting, format selection, community participation, or a publishing package with sourced claims and an explicit next step.

What to produce for a LinkedIn ad — Sponsored Content (single image, video, carousel, document), Message Ads, and Text Ads. Encodes the exact slots (intro text, headline, description), character limits, asset ratios, the CTA enum per format, and the professional-context rules that decide whether B2B audiences engage or scroll past. Use whenever the task is producing LinkedIn ad copy or asset briefs. Strictly platform-specific — does not cover audience filters, matched audiences, or LinkedIn Insight Tag setup.

Operational skill for landing genuine editorial guest posts that earn high-quality contextual links without triggering the Oct-2025 spam update on guest-post farms. Encodes the 7-stage workflow (author tier-mapping, discovery operators, 11-point site qualification, content-gap topic ideation, 80–150-word pitch architecture, post writing standards by tier, internal-link strategy, anchor distribution, follow-up). Bakes in Google's hard kill-rules (paid networks, repetitive exact-match anchors, duplicate content, AI-content farms), the data-backed anchor distribution (40-50% branded, <10% exact-match, 68% penalty reduction with diversification), and link-placement rules (1-2 contextual body + 1 bio = 387% more referral traffic than bio-only). Use BEFORE writing any pitch. Stays in the SEO lane: produces strategy, target list, topics, pitch brief — does not write the email or post itself.

Operate iOS and Android devices — real hardware, simulators, and emulators — via the mobile-mcp server. Covers device discovery and selection, app install / launch / terminate, accessibility-tree targeting, taps / swipes / typing / device-button presses, orientation handling, and the safety boundary around app-store / jailbreak / biometric / in-app-purchase protections. Activate when the user wants to drive a phone or tablet (iPhone, Android, iOS Simulator, Android Emulator) through a UI flow. Pairs with the device:operator agent which carries the shared snapshot → verify → record discipline; this skill carries the mobile-specific tooling and rules and pulls the device-mobile capability automatically.

Harvest Instagram post, carousel, Reel, and audio patterns into a sourced trend brief with observed metrics, original adaptation angles, and uncertainty. Activate in trend sessions mentioning Instagram or Reels, or on explicit Instagram trend, scan, analysis, or harvest requests.

What to produce for a Google Ads creative — Search RSA, Performance Max, and Display. Encodes the exact slots (headlines, descriptions, paths, long headline, long description), character limits, pinning rules, asset ratios, and policy constraints so copy fits before it's pasted into Google Ads Editor. Use whenever the task is producing Google Ads ad copy or assets. Strictly platform-specific — does not cover bidding, keywords selection, audience setup, or attribution.

Per-language calibration anchors for detecting AI-slop and translationese in French (fr) target text — auto-loads alongside content-locale-humanize when the target language is French.

Svelte 5 runes, SvelteKit architecture, server/client boundaries, and progressive enhancement. Auto-activates in Svelte projects.

Production playbook for building modern lightweight landing pages that sell. Covers automatic dark/light theming via CSS custom properties, system-font Apple-style typography, opinionated section anatomy (hero, features, comparison, pricing, FAQ, footer CTA), conversion-focused copy hierarchy, SEO/OG/JSON-LD baseline, and the structural patterns that move visitors to purchase. Activate whenever drafting, designing, or implementing a marketing or product landing page.

Write and revise X posts, replies, threads, profiles, and launch proof in the author's documented voice. Activate for X or Twitter publishing copy, product announcements, demos, customer outcomes, and post-publication reply plans. Choose formats and conversion paths using dated evidence without inventing experience or promising reach.

Harvest TikTok trend evidence into a source-linked brief with audience fit, observed momentum, original angles, and commercial-use constraints. Activate for TikTok trend scans, Creative Center research, and browser-based campaign discovery; separate observed posts from ad examples and generated suggestions.

Operational playbook for training, evaluating, and publishing `muvon/octomind-embed` — the BGE-small-en-v1.5 fine-tune that powers octomind's capability auto-activation. Covers when to retrain (after any change to `capabilities/*/config.toml` triggers or `skills/*/SKILL.md` semantic phrases), the full pipeline (LLM augmentation, dataset build, iterative hard-negative mining, CachedMNRL + GISTEmbed + Matryoshka loss stack, holdout + eval_real evaluation, ONNX export, HuggingFace publish), how to resume an interrupted training, how to calibrate the runtime threshold/margin from eval_real, and how to update the publish baseline. Use whenever the user adds/removes/edits capability triggers or skill semantic rules, asks about retraining the tap model, or reports false-positive/false-negative auto-activation issues.

What to produce for a YouTube ad — Skippable In-Stream (TrueView), Non-Skippable, Bumper, In-Feed (Discovery), Masthead, and YouTube Shorts. Encodes the exact slots (headline, description, companion banner, CTA), duration limits, asset ratios (16:9, 9:16, 1:1), the first-5-seconds hook rule that decides whether anyone watches past skip, and the policy constraints. Use whenever the task is producing YouTube ad copy or video briefs. Strictly platform-specific — does not cover audience targeting, conversion linkage, or Google Ads campaign setup.

Deep guide for creating Octomind capabilities and dep scripts: capability file format, provider/symlink pattern, dep script structure, platform coverage, companion .md requirements, setup-symlinks.sh registration, and validation checklist. Activate when creating or editing capabilities/<name>/ or deps/<org>/<tool>.sh files.

Review and revise stiff or formulaic writing with an evidence-based eight-dimension editorial diagnostic and seven-pass edit. Preserve facts, author voice, and platform authorship rules; no detector-evasion promises.

Operational playbook for cutting LLM application cost in 2026. Covers provider pricing (Anthropic Claude Opus/Sonnet/Haiku, OpenAI GPT-4o/o-series, Google Gemini Pro/Flash), Anthropic prompt caching (90% discount on cached tokens, up to 85% latency cut), OpenAI automatic prompt caching (50% discount), Anthropic/OpenAI/Gemini Batch APIs (50% off), model routing patterns (Martian, NotDiamond, OpenRouter Auto vs manual rules), token economics (output 3–8× input), structured output cost wins, RAG cost stack (embeddings, rerank, vector DBs), and FinOps observability (Helicone, Langfuse, Phoenix, LangSmith, Vantage). Use when projecting LLM cost, hunting waste in an existing pipeline, picking a model, or setting up per-feature attribution. Output: cost projections with cited prices and quantified optimization levers.

Reference for octomind's out-of-band control plane: the self-report token, deterministic loop/no-progress/recovery detectors, the verify-gate and its free pre-gates, adaptive external planning, condense, steer, recite, and cross-session lessons plus orientation memory, together with the strict [supervisor] config sections. Activate when a user asks why a turn was re-run or gated, what the sup status line is, how lessons or orientation are stored and recalled, why tool output was condensed, or how to tune [supervisor.gate], [supervisor.learning], [supervisor.plan], or [supervisor.condense].

Draft and revise Medium stories in the author's documented voice, with sourced proof and a deliberate business purpose. Covers publication submissions, native launches, canonical syndication, disclosure, reader access, and measurement. Activate for writing for Medium, publishing on Medium, a Medium draft or piece, or revising a Medium publishing plan.

How modern applicant tracking systems rank resumes in 2026 and how to tailor a resume per job posting so it clears them — keyword strategy grounded in the candidate's real experience, job-title placement, coverage targets, parser-safe formatting, and the anti-stuffing rules that current ATS actively penalize. Truthful tailoring only.

Per-language calibration anchors for detecting AI-slop and translationese in Arabic (ar) target text — auto-loads alongside content-locale-humanize when the target language is Arabic.

Per-language calibration anchors for detecting AI-slop and translationese in Portuguese (pt) target text — auto-loads alongside content-locale-humanize when the target language is Portuguese.

Modern C++ architecture, RAII, value semantics, and library choices that survive a decade. Auto-activates in C++ projects.

Verify factual claims, preserve source meaning during edits, and separate publishable copy from evidence notes. Use for product, technical, customer-proof, and current-event content.

Per-language calibration anchors for detecting AI-slop and translationese in Thai (th) target text — auto-loads alongside content-locale-humanize when the target language is Thai.

React architecture: hooks, state boundaries, server components, and library choices that scale. Auto-activates in React projects.

What to produce for a TikTok ad — In-Feed Ads, Spark Ads, TopView, Branded Effect, and Branded Mission. Encodes the exact slots (caption, display name, CTA), character limits, the 9:16 vertical asset spec, sound-on requirements, the safe-zone map that decides what's visible on phones, and the native-feeling creative rules that decide whether the algorithm pushes or buries. Use whenever the task is producing TikTok ad copy or video briefs. Strictly platform-specific — does not cover audience setup or pixel events.

Pythonic architecture, type-driven design, and library choices that scale beyond scripts. Auto-activates in Python projects.

Operational playbook for RECURRING social-account hygiene executed via a headless browser — profile/bio sync across networks, cross-posting a pre-written piece to N platforms, scheduled-post audits, follower/connection cleanup, notification triage, archive/delete of old posts, DM-inbox housekeeping. Activate ONLY when the user wants the browser to actually drive social account ops as maintenance work. Authoring new post copy is NOT this skill — text must be supplied as input or fetched from a content specialist via tap.

Write YouTube scripts and publishing packages in the author's documented voice. Activate for titles, thumbnails, descriptions, Shorts, channel posts, product launches, demonstrations, customer proof, or revisions using audience feedback. Covers format choice, honest packaging, spoken delivery, and qualified next steps.

Professional voice, clear prose, and context-aware editing for posts, replies, articles, and scripts. Preserve author facts and register without formulaic rhetoric or fabricated experience.

Per-language calibration anchors for detecting AI-slop and translationese in Italian (it) target text — auto-loads alongside content-locale-humanize when the target language is Italian.

Code review checklist and guidelines for giving and receiving constructive feedback on pull requests. Activate when reviewing a PR, preparing code for review, or establishing review standards.

Operate Alpine hosts and images with musl ABI awareness, apk repository discipline, OpenRC services, and persistent configuration.

Modern Swift value semantics, API design, isolation, task ownership, and package compatibility. Auto-activates in Swift projects.

Per-language calibration anchors for detecting AI-slop and translationese in Japanese (ja) target text — auto-loads alongside content-locale-humanize when the target language is Japanese.

What to produce for a Reddit ad — Promoted Posts (image, video, link, text), Free-form Ads (the rich-content 2024+ flagship), Carousel Ads, Conversation Placement Ads, Promoted User Posts (boost an existing organic), Product Catalog Ads, and AMA Ads. Encodes the exact slots, char limits, asset ratios, CTA enum, AND the Reddit-specific creative rules — native voice, per-subreddit variants, real-artifact imagery, comment engagement plan — that decide whether the ad performs or gets downvoted into oblivion. Use whenever the task is producing Reddit ad copy or assets. Strictly platform-specific — does not cover subreddit targeting strategy or Reddit Pixel setup.

Operational playbook for designing production LLM agents in 2026. Covers agent loop patterns (ReAct, Reflexion, Plan-and-Execute, function calling, Anthropic tool use), tool schema engineering (JSON Schema, strict mode, description craft, anti-patterns), the Agent Skills open standard (Anthropic Dec 2025), Model Context Protocol (MCP) integration, multi-agent orchestration (LangGraph, CrewAI, AutoGen — with cost trade-offs), error handling and infinite-loop prevention, observability via OpenTelemetry GenAI semantic conventions, the OWASP LLM Top 10 v2025 and OWASP Top 10 for Agentic Applications 2026, and the context-engineering discipline that replaced 'prompt engineering' in 2026. Use when designing a new agent, picking an orchestration framework, debugging a misbehaving agent, or hardening tool exposure. Output: agent specs with named patterns, cost projections, observability hooks, and OWASP-mapped risk surfaces.

Per-language calibration anchors for detecting AI-slop and translationese in German (de) target text — auto-loads alongside content-locale-humanize when the target language is German.

Translate and localize documents, code comments, UI strings, and structured content while preserving formatting, adapting to domain-specific terminology, and maintaining consistency across large files via batching.

Compact playbook of ad copy frameworks (AIDA, PAS, problem-agitation-solution, before-after-bridge, 4Us, FAB) and when to apply each. Use when structuring the body of an ad — script, body copy, landing-page sections, or any persuasive piece. Includes a decision guide that matches framework to audience awareness level (Schwartz).

macOS window and command ownership, AppKit/SwiftUI integration, sandboxed files, and distribution. Auto-activates for Mac app projects.

Generative Engine Optimization (GEO) and Answer Engine Optimization (AEO) patterns for getting content cited by AI search engines. Answer-first structure, schema markup, extractable passages, and crawler setup.

Country-by-country conventions for job-application documents in 2026 — resume vs CV terminology, length, whether to include a photo, GDPR/consent clauses, date and locale formatting, and personal-data norms. Adapt an application to the target market so it reads correctly and stays legally safe wherever it's sent.

Write and revise LinkedIn posts, launch copy, comments, and supporting profile or long-form copy in the author's documented voice. Activate for LinkedIn drafting, with evidence-led format selection, customer-proof handling, and a complete publishing package.

Draft and revise Reddit posts, comments, AMAs, and product launches in the author's documented voice. Use when preparing content for a subreddit: check community rules, choose a native format, ground claims in supplied proof, disclose affiliations and AI use, and plan useful replies and outcome measurement.

Harvest YouTube topic demand, channel-relative outliers, buyer questions, and reusable format ideas. Activate for YouTube trend scans, competitor or launch monitoring, and evidence-backed content briefs. Separate observed public data from private analytics and turn findings into original angles with explicit limitations.

Identify and operate Linux hosts, VMs, and containers: distro and ABI boundaries, services, resource limits, networking, and evidence-based recovery.

Modern C# and .NET: nullable contracts, async ownership, data access, and explicit failure handling. Auto-activates in .NET projects.

Generate, improve, analyze, and debug LLM prompts. Activate only when the user explicitly asks to write, rewrite, optimize, diagnose, or design a prompt/system prompt, or names a prompt-engineering technique.

Harvest Hacker News discussions and inspectable artifacts into a dated, source-linked brief. Activate when researching HN trends, prior submissions, launch examples, or audience objections. Separate observed attention from ranking hypotheses and product demand.

Per-language calibration anchors for detecting AI-slop and translationese in Spanish (es) target text — auto-loads alongside content-locale-humanize when the target language is Spanish.

Operational playbook for defending LLM applications against prompt injection (direct + indirect), and red-teaming them in 2026. Covers OWASP Top 10 for LLM Applications v2025 (LLM01–LLM10), OWASP Top 10 for Agentic Applications 2026 (ASI01–ASI10), foundational research (Greshake et al. on indirect injection, Anthropic Many-Shot Jailbreaking, Constitutional AI), documented real-world exploits (Slack AI Aug 2024, EchoLeak CVE-2025-32711, GitHub Copilot RCE CVE-2025-53773, Bing/Sydney), defense layers (XML tag separation per Anthropic docs, structured outputs, content filters via Llama Guard 3 / OpenAI Moderation / Anthropic classifiers, NeMo Guardrails), and red-team tooling (garak, PyRIT, Promptfoo red-team mode). Use when auditing an LLM app for injection, designing defense-in-depth, mapping OWASP risks, or building a red-team suite. Output: red-team findings + defense recommendations with reproducible payloads.

Git commit conventions, branch naming, and workflow best practices for clean version history. Activate when committing, branching, rebasing, or reviewing git history.

Harvest LinkedIn posts and conversations into a sourced brief for a specific audience. Activate for LinkedIn trend scans or research briefs; capture current surfaces, buyer questions, format patterns, and evidence limitations without inventing ranking weights.

Type-first TypeScript architecture, module boundaries, and pragmatic library choices. Auto-activates in TypeScript projects.

Idiomatic Rust architecture, ownership patterns, and ecosystem choices that survive long-term maintenance. Auto-activates in Rust projects.

Per-language calibration anchors for detecting AI-slop and translationese in Korean (ko) target text — auto-loads alongside content-locale-humanize when the target language is Korean.

Operate the local computer's native UI — macOS, Linux, or Windows — via the desktop-automation MCP server. Covers OS accessibility / screen-recording permissions, pixel-anchor targeting (no semantic UI tree), region-capture discipline under the MCP response cap, window focus and multi-monitor handling, keyboard / mouse / clipboard sequencing, and the safety boundary around destructive desktop actions and screen-lock / biometric bypass. Activate when the user wants to drive a native desktop app or the OS shell at the GUI layer. Pairs with the device:operator agent which carries the shared snapshot → verify → record discipline; this skill carries the desktop-specific tooling and rules and pulls the device-computer capability automatically.

Write and revise Mastodon posts, replies, launches, and proof updates in the author's documented voice. Activate for Mastodon or Fediverse publishing briefs; check the actual server before applying Mastodon mechanics elsewhere. Covers discovery, visibility, accessible publishing, disclosure, and qualified follow-up.

Explains how octomind assembles a session at runtime: tap resolution of category:variant tags, manifest placeholders, capability activation and the deterministic embedding auto-activator, domain gating, LRU eviction of the tool surface, skill discovery and the three activation methods, local .agents/tools scripts, and sandbox mode. Activate when a user asks why a tool or skill did or did not appear, how a tag resolves, how capability auto-activation decides, why a capability was evicted or refused, or where skills and taps live on disk.

Diagnose and maintain Red Hat Enterprise Linux hosts and images with release-aware repositories, networking, SELinux, and container operations.

Idiomatic Go architecture, concurrency design, and standard-library-first patterns. Auto-activates in Go projects.

Harvest Mastodon posts and topic conversations into a sourced, server-scoped brief. Activate for Mastodon or Fediverse trend scans and harvesting requests. Verify accessible surfaces, preserve sampling limits, and distinguish observed participation from inferred spread or writing recommendations.

The universal coaching method any coach agent runs: GROW, ICF active listening, powerful (non-leading) questions, goal-setting with WOOP and if-then plans, and accountability design. Activate when coaching someone toward a goal, running a 1:1, or designing follow-through — and when you catch yourself dispensing advice instead of drawing the answer out.

Prepare source-grounded Hacker News submission briefs, human-authorship handoffs, and launch response plans. Activate for Show HN, Ask HN, Tell HN, Launch HN, linked articles, or HN comments; choose the right format, preserve author voice, and connect useful discussion to product evaluation.

Harvest Bluesky conversations, formats, and launch evidence into a sourced brief. Activate when scanning Bluesky trends or researching post angles, custom feeds, and relevant community responses; record observed surfaces and account baselines without inventing amplification paths.

iOS state ownership, SwiftUI/UIKit integration, persistence, lifecycle, and platform services. Auto-activates for iOS projects.

Write a cover letter that a hiring manager actually reads — grounded in the candidate's real experience, tailored to the specific posting and company, structured for a 30-second skim, and free of the generic AI-template phrasing that gets letters discarded. Truthful, specific, and human.

Complete guide for writing dep scripts in the octomind-tap registry: required header comments, platform.sh boilerplate, type: mcp vs type: dep, npx/uvx MCP pattern, platform variables and functions, companion .md format, and validation. Activate when creating or editing deps/<org>/<tool>.sh files.

What to produce for a Meta ad — Facebook Feed, Instagram Feed, Stories, Reels, and the CTA enum. Encodes the exact slots (primary text, headline, description, CTA button), character limits, asset ratios (1:1, 4:5, 9:16), policy filters, and the truncation behavior that decides whether anyone reads past the fold. Use whenever the task is producing Meta ad copy or asset briefs. Strictly platform-specific — does not cover audience setup, pixel events, or campaign objectives.

Draft and revise TikTok scripts, captions, and publishing packages in an identifiable author's voice. Activate for TikTok posts, product demos, launches, customer proof, and creator collaborations; choose formats by audience intent and separate verified platform guidance from editorial judgment.

Idiomatic Kotlin — null-safety, coroutine ownership, Flow delivery, and Android/Multiplatform boundaries. Auto-activates in Kotlin projects.

Write and revise Meta Threads posts, replies, and launch copy in the author's documented voice. Use for posting on Threads, a Threads campaign, or a threads.com brief; covers format choice, honest proof, conversation, and conversion paths. Excludes multi-post threads on other platforms.

Idiomatic Ruby and Rails architecture: objects, services, ActiveRecord boundaries, and modern Hotwire patterns. Auto-activates in Ruby projects.

Diagnose and maintain Fedora systems with release-aware DNF5, Atomic deployment, SELinux, networking, and rootless container guidance.

Write and review concise, typed PHP 8.x code with version-aware features through PHP 8.5, explicit validation, and practical quality checks.

What to produce for an X (Twitter) ad — Promoted Posts, Website Cards, App Cards, and Video Ads. Encodes the exact slots (post text, card title, card description, CTA enum), character limits (280 post, 70 card title, 200 card description), asset ratios, and the native-feel rules that decide whether the algorithm classes it as quality content or scroll-past. Use whenever the task is producing X ad copy or card assets. Strictly platform-specific — does not cover audience targeting, conversion tracking, or organic posting strategy.

Harvest current Meta Threads conversations into a source-backed brief with post URLs, visible metrics, audience questions, and reusable structures. Activate for Threads trend scans or campaign research; distinguish observed conversation from inferred reach and buying intent.

Operational playbook for diagnosing the off-page link surface of a site: referring-domain quality distribution, unique-root-domain count, anchor-text distribution and over-optimization risk, toxic-neighborhood detection, paid-link risk patterns, link gap vs named competitors, and community/forum presence (Reddit / niche communities, now a 2026 ranking signal). Encodes the fetch protocol (parallel websearch + webfetch + competitor backlink discovery), the per-check rubric, the severity matrix, and the unverified-check escalation rule. Use when auditing the link profile of a site or a specific URL. Output: prioritized link-profile findings with cited evidence and fix direction.

Diagnose and maintain Ubuntu systems: LTS support, APT repositories, phased updates, Netplan, package isolation, service persistence, and release upgrades.

Operational playbook for diagnosing the on-page content layer of a page or page set: title and meta description optimization, heading structure and voice-search phrasing, search-intent match, AI-citability (answer-first sections, featured snippet blocks, extractable passages, FAQ structure), E-E-A-T proof (author byline, experience signals, named specifics), and information-gain vs the top 10 SERP results. Encodes the per-check rubric, the severity matrix, and the unverified-check escalation rule. Use when auditing the on-page content surface of one or more URLs. Output: prioritized content findings with cited evidence and fix direction.

Write and revise Instagram captions, Reels, carousels, Stories, and launch or proof posts in the supplied author's voice. Activate when drafting for Instagram; choose formats, build a usable publishing package, and connect attention to a relevant next action with evidence-backed platform guidance.

Operational playbook for designing and tuning production RAG (Retrieval-Augmented Generation) systems in 2026. Covers chunking strategies (fixed/recursive, semantic, late chunking, Anthropic Contextual Retrieval), retrieval (BM25, dense, hybrid with reciprocal rank fusion, ColBERT late-interaction), query rewriting (HyDE, multi-query, decomposition), reranking (Cohere Rerank, cross-encoders, BGE-Reranker), evaluation (RAGAS metrics, TruLens RAG Triad, DeepEval), the seven failure modes (Barnett et al.), agentic RAG patterns, multi-modal RAG (ColPali), and the long-context-vs-RAG trade-off. Use when designing a new RAG pipeline, diagnosing why an existing one underperforms, or evaluating retrieval quality. Output: architecture decisions with cited numbers, not vibes.

Deep guide for writing Octomind agent manifests: TOML format, required fields, system prompt structure, temperature guidelines, workflow/layer patterns, and the pre-write checklist. Activate when creating or editing agents/<domain>/<spec>.toml files.

Read-only audit harness for content quality. Detects the content type (X post / X thread / LinkedIn / Threads / Bluesky / Mastodon / Hacker News / Reddit post, or blog / article), routes to the matching social-* skill plus the cross-cutting voice/humanize/grounding/geo checks, scores per-axis 0–10 + overall 0–100, emits a canonical findings report with severity tiers, evidence, and suggested rewrites. For X surfaces also emits a Phoenix-style verdict (Pass / Borderline / Likely-Suppressed / Kill-Switch-Risk). Single source of truth for the diagnostic shape — used by content:audit (read-only) and content:editor (diagnose-then-edit).

Validation funnel for deciding WHICH free tool to build for backlinks, embeds, and AI-search citation. Encodes the data-moat-first methodology: niche-fit gate, data inventory, 5-candidate scoring across niche/moat/SEO/feasibility/monetization, alignment checklist, and a strategy brief. Use BEFORE any tool-build work to avoid building commodity tools that earn nothing. Skip if the user has already validated the concept and just wants to build. Stays in the SEO lane: produces the brief — the build itself is a downstream concern owned elsewhere.

Operational playbook for designing production LLM evaluation in 2026. Covers eval framework selection (Promptfoo, DeepEval, Maxim, LangSmith, Braintrust, Phoenix, Galileo, Patronus), golden dataset construction (size, stratification, versioning), synthetic data generation, LLM-as-judge design with G-Eval methodology (Liu et al., EMNLP 2023), preference-leakage mitigation (Wong et al. 2025), statistical significance testing (McNemar's, paired t, Bayesian pairwise, bootstrap), RAG metrics (RAGAS, TruLens RAG Triad), agent trajectory evaluation, drift detection, eval-driven development (Red Hat, March 2026), CI/CD prompt-regression gates, and benchmark literacy (GAIA, BFCL, SWE-Bench Verified, MMLU-Pro, GPQA Diamond, HELM, τ-Bench). Use when designing an eval suite, validating a prompt change, gating a deploy, or diagnosing production quality drift. Output: eval verdicts with statistical evidence, not vibe judgments.

Modern idiomatic Java — records, sealed types, pattern matching, virtual threads, and explicit failure contracts. Auto-activates in Java projects.

MQM-informed, structural-pattern diagnostic for making translated/localized content read as if a native speaker wrote it from scratch, in any target language — detects translationese and AI-slop by pattern (interference, frequency outliers, rhythm, templating), not by a per-language word list.

Complete guide for octomind workflow files — pipeline design (pattern selection, step decomposition, sentinel handoff contracts, loop convergence, context economics) plus the exact TOML syntax for the external orchestrator that chains octomind run subprocesses. Covers sequential/parallel/loop/conditional steps, variable substitution, session modes, pre-flight validation, and the CLI. Activate when designing, authoring, validating, or debugging a workflow .toml file.

Windows client/server operations: release channels, PowerShell context, services, updates, permissions, WSL boundaries, and evidence-based recovery.

Operational funnel for finding and qualifying SAFE free places to place backlinks. Encodes the prospect categories (reclamation, resource pages, broken links, journalist requests, communities, aggregators, niche directories), the per-target qualification rubric (topical fit, real traffic, outbound profile, page context, anchor naturalness, reachability), Google's link-spam guardrails (penalty triggers, rel attribution rules), and the 2026 AI-search citation overlay (Reddit/community as Perplexity/ChatGPT citation sources). Use AFTER niche/audience are clear and BEFORE any outreach. Stays in the SEO lane: produces a prospect brief — outreach copy and on-page wrappers are downstream concerns owned elsewhere.

Catalog of proven first-1.5-second hook patterns for short-form video (TikTok, Reels, Shorts). Use whenever drafting an ad or social-video script — the hook is what decides whether the rest of the clip ever gets watched. Encodes pattern types (pattern-interrupt, problem-aware, curiosity-gap, contrarian, on-screen-text, motion-cut, voice-led), the rules for each, and what to NEVER open with.

Diagnose and maintain Debian systems: release support, APT sources, package failures, service persistence, networking, and supported upgrades. Use for Debian hosts and Debian-based images.

Canonical reference for platform-by-platform video output specs: aspect ratio, length cap, codec, bitrate, frame rate, color, caption style and safe-zone bands. Use when picking output settings, validating an export, or spec-checking before publishing. Covers TikTok, Reels, Shorts, IG/FB feed, Stories, X, LinkedIn — all four format families: short-form vertical, square/feed, long-form 16:9, story 9:16.

Plan cross-platform social launch, proof, and objection campaigns around buyer needs, sourced evidence, channel roles, reply ownership, and business outcomes. Activate for launch planning, go-to-market strategy, GTM, or social campaigns.

Harvest Reddit conversations and community-specific opportunities with cited posts, current rule checks, and explicit coverage limits. Activate when researching Reddit trends, scanning subreddits, or preparing a Reddit evidence brief; return observed patterns and qualified angles for downstream drafting.

What to produce for a Microsoft Advertising creative — Responsive Search Ads (RSA with Microsoft-only long headlines), Multimedia Ads, Audience Ads (Outlook.com / MSN / Microsoft Start / Edge News), Performance Max, Shopping, Lodging/Travel verticals, Video, and Connected TV (Netflix inventory via Microsoft Invest / Xandr). Encodes the exact slots, char limits (including Microsoft's 90-char long-headline slot that Google does NOT have), asset ratios, CTA enum, LinkedIn Profile Targeting note, Copilot creative behavior, and the trademark/political/regional policy differences from Google. Use whenever the task is producing Microsoft Ads / Bing copy or assets. Strictly platform-specific — does not cover keyword strategy, bidding, audience setup, or UET pixel.

Method for resolving reported issues (bug reports, feature requests) the way a project maintainer would: understand the reported behavior, find the upstream resolution when one exists, survey the full surface the change belongs to, implement in the project's own pattern, and verify against the report. Activate when the task is a reported issue against a codebase.

macOS administration: hardware and release detection, launchd domains, managed updates, security boundaries, packages, diagnostics, and recovery.

Harvest X conversations into a sourced topic brief. Activate when asked to scan Twitter or X trends, buyer pains, launch reactions, or post formats. Validate live surfaces, compare relevant accounts with explicit metric limits, and distinguish observed patterns from ranking hypotheses.

Complete guide for creating AgentSkills-compliant SKILL.md packs in the octomind-tap registry: frontmatter fields, body structure, auto-activation rules, validate scripts, and quality principles. Activate when creating or editing skills/<name>/SKILL.md files.

Per-language calibration anchors for detecting AI-slop and translationese in Chinese (zh) target text — auto-loads alongside content-locale-humanize when the target language is Chinese.

Operational playbook for EXECUTING backlink submissions via a headless browser — driving directory/listing/Web2.0 forms with Playwright, mapping a single site profile to per-target fields, handling signup + email verification + captchas, throttling to avoid spam flags, and producing an auditable submission log. Activate ONLY when the user has a qualified prospect list and wants the browser to actually submit. Prospect discovery, qualification, and anchor/description copy are upstream concerns — this skill is execution-only.

Turn raw data into a decision-ready report a human actually reads — structured by the Minto Pyramid (answer first), every number traced to the data, the right chart for each question, and delivered as a self-contained HTML document that opens in any browser and prints to clean PDF with no dependencies. Format-flexible; grounded, never fabricated.

Write and revise DEV articles, discussions, comments, and launch or proof material in the author's documented voice. Activate for dev.to drafts, publishing packages, series, challenge entries, or company cross-posts; apply current disclosure and promotion rules before preparing copy for publication.

Social Media MCP — multi-platform posting, scheduling

MCP WhatsApp Server — interact with WhatsApp Web (messages, contacts, media)

MCP Telegram Server — interact with Telegram channels and groups

Ansible MCP Server — automation, playbooks

Zendesk MCP Server — tickets, users, organizations

ChatGPT MCP Server — Claude-ChatGPT collaboration

OpenAI Sora 2 video generation — long coherent shots via the OpenAI Video API

OpenAI Assistants MCP Server — OpenAI Assistants API

DALL-E MCP Server — OpenAI image generation

Open-WebSearch MCP Server — keyless multi-engine web search (DuckDuckGo, Bing, Startpage, Brave)

Sentry MCP Server — error tracking, issues, and performance monitoring

Qdrant MCP Server — vector search engine

Prometheus MCP Server — monitoring, metrics

Microsoft Teams MCP Server — Teams integration

Playwright MCP Server — browser automation, screenshots, web scraping

Google Drive MCP Server — search, read, and manage Google Drive files

Google Calendar MCP Server — create events, manage calendars, check availability

Gmail MCP Server — send, search, read emails and manage labels

Google Search Console MCP — search analytics, URL inspection

YouTube Data API v3 MCP Server — Shorts and long-form upload, metadata edit, analytics

Google Veo MCP Server — text-to-video and image-to-video via Vertex AI / Gemini API

Whisper MCP Server — local audio transcription using whisper.cpp

Auth0 MCP Server — authentication and identity

Notion MCP Server — interact with Notion workspaces (pages, databases, blocks)

PayPal MCP Server — payments, transactions

Figma MCP Server — design-to-code integration, read Figma files

Readwise MCP Server — reading highlights, books, and document access

Thailand Law MCP Server

Singapore Law MCP Server

India Law MCP Server

French Law MCP Server

Canadian Law MCP Server

Australian Law MCP Server

UK Law MCP Server

German Law MCP Server

Serpstat MCP Server — SERP tracking, backlinks, domain authority

Linear MCP Server — project management (issues, projects, teams)

LlamaCloud MCP Server — LlamaIndex managed indexes

AppleScript MCP — 45 tools for macOS control

Mem0 MCP Server — persistent memory storage and retrieval for AI agents

Grafana MCP Server — dashboards, visualization

UK Legislation MCP Server — official legislation.gov.uk API

Context7 MCP Server — up-to-date library documentation and code examples

Instagram MCP Server — posts, comments, DMs, stories via Graph API

React MCP Server — official React documentation and compiler tools

Firecrawl MCP Server — web scraping, crawling, and data extraction

Kubernetes MCP Server — manage K8s clusters (pods, deployments, logs, helm)

Email MCP Server — SMTP/IMAP email via standard protocols

TikTok Content Posting API MCP Server — direct upload of videos and photos

Google Maps MCP Server — geocoding, navigation, location services

React Aria MCP Server — Adobe's official React Aria documentation

Medical MCP Server — FDA, WHO, PubMed, RxNorm medical data

Affise MCP — affiliate marketing campaigns, analytics

Mobile MCP Server — iOS & Android device automation (real devices + simulators/emulators)

Social Media Scheduler MCP — multi-platform content scheduling

Desktop Automation MCP — mouse, keyboard, screenshots

macOS Automator MCP — AppleScript, JXA execution

Jira MCP Server — issue tracking, projects, comments, workflows

AssemblyAI MCP Server — diarized captions, chapters, speaker labels, sentiment

Tavily MCP Server — AI search API for real-time web information and extraction

Stripe MCP Server — payments, customers, subscriptions, invoices

Azure MCP Server — Azure cloud services management

Cloudflare MCP Server — Workers, KV, R2, D1, DNS management

Replicate MCP Server — AI image generation, Flux, SDXL

Jenkins MCP Server — CI/CD pipeline management

Webflow MCP Server — CMS, sites, pages

Datadog MCP Server — monitoring and observability

Shopify MCP Server — products, orders, customers, inventory

TikTok Shop MCP — products, orders, inventory

Exa MCP Server — AI-powered web search, code search, and company research

MongoDB MCP Server — official MongoDB Atlas and database operations

Vitest MCP Server — AI-optimized testing interface

Refersion MCP — influencer, affiliate marketing tracking

Social Media Handle Checker — username availability

Freepik MCP Server — AI generation + stock images, vectors, video templates

GitLab MCP Server — 86 tools, repos, MRs, CI/CD

German Law MCP Server — federal statutes live from gesetze-im-internet.de

Hedra Character-3 MCP Server — image-to-talking-character video

Hugging Face MCP Server — ML models, datasets, Spaces discovery

Vercel MCP Server — deployment and project management

Spotify MCP Server — music playback, playlists, library

HubSpot MCP Server — CRM contacts, deals, companies

Calendly MCP Server — scheduling, meetings

Stable Diffusion MCP Server — local image generation

LinkedIn MCP Server — profile, posts, connections

Airtable MCP Server — database, CRUD, schema

Pulumi MCP Server — Infrastructure as Code

Ahrefs MCP Server — SEO, backlinks, keywords, rank tracking

GitHub MCP Server — full GitHub API operations (repos, issues, PRs, actions)

Trello MCP Server — boards, cards, lists

Svelte MCP Server — runs @sveltejs/mcp via bunx

SE Ranking MCP — SEO data, keyword research, site audits

Kling AI MCP Server — text-to-video and image-to-video with strong motion physics

Luma Dream Machine via RunAPI gateway MCP server

Redis MCP Server — official Redis key-value store operations

n8n MCP Server — workflow automation builder

Asana MCP Server — projects, tasks, workspaces

AWS S3 MCP Server — object storage, upload, download, list buckets

ElevenLabs MCP Server — text-to-speech, voice cloning

CourtListener MCP Server — US court cases, legal research, opinions

Pexels MCP Server — free b-roll video and photo stock

Obsidian MCP Server — read, create, search notes in Obsidian vault

Google Cloud MCP Server — GCP services management

E2B MCP Server — secure code execution sandbox for Python/JS

Meta Instagram Graph API MCP Server — Reels and feed video publishing

Yahoo Finance MCP Server — stock prices, historical data, charts

MCP Memory Server — persistent key-value store for context

MCP Filesystem Server — secure file operations (read, write, search)

MCP Slack Server — interact with Slack workspaces (channels, messages, users)

MCP SQLite Server — query SQLite databases

MCP Sequential Thinking Server — structured AI reasoning and problem-solving

MCP Puppeteer Server — browser automation and web scraping

Fetch MCP Server — retrieve web content and convert to markdown

MCP Git Server — read, search, and manipulate local Git repositories

MCP PostgreSQL Server — query PostgreSQL databases

Supabase MCP Server — Postgres database, auth, and storage

YouTube MCP Server — video subtitles, transcripts, channel info

macOS Notifier MCP — native notifications

Discord MCP Server — Discord bot integration, messaging, moderation

Mubert MCP Server — royalty-safe AI music generation for ad soundtracks

macOS Contacts MCP — access Contacts database

MiniMax Hailuo 02 MCP Server — cheapest viable text-to-video and image-to-video for volume tests

Pinecone MCP Server — vector database for AI/ML

Twilio MCP Server — SMS, voice, messaging

Brave Search MCP Server — web search via Brave Search API

Terraform MCP Server — Infrastructure as Code

Resend MCP Server — email sending and management

Binance USDT-M Futures MCP Server — market data, orders, positions, margin (requires uvx)

Salesforce MCP Server — CRM objects, records, queries

Pika Labs MCP Server — text-to-video, image-to-video, Pikaffects

HeyGen MCP Server — AI avatar UGC video generation

xurl MCP bridge — official X API MCP (api.x.com/mcp) with OAuth handled locally

Remotion MCP Server — code-driven (React) video composition + Lambda render

Amplitude MCP Server — product analytics

RunwayML MCP Server — Gen-4 video/image generation

macOS System MCP — file dialogs, clipboard, notifications

Sync.so MCP Server — drop-in lipsync postprocess for any video

TailwindCSS MCP Server — utility classes, colors, CSS conversion

Intercom MCP Server — customer support tickets

DeepL MCP Server — text and document translation via DeepL API

ripgrep (rg) — fast recursive search tool

Installs Node.js LTS (required for npx-based MCP servers)

ffmpeg — multimedia framework for stitching, transcoding, and burning captions

Installs Docker CLI and daemon (required for containerized MCP servers)

ast-grep (sg) — structural code search and rewrite tool

Ensures the Swift toolchain (swift, swiftc) is available — Xcode CLT on macOS, swiftly on Linux, winget on Windows

Installs Rust toolchain via rustup (provides cargo, rustc)

Installs the octobrain CLI (memory and knowledge tool by Muvon)

Installs the octofs CLI (file editing and viewing tool by Muvon)

Installs the octocode CLI (code indexing and search tool by Muvon)

Installs uv — fast Python package and project manager (used by uvx-based MCP servers)

Installs Bun — fast all-in-one JS/TS runtime, package manager, bundler, and test runner

Ground project memory from the codebase, promote durable knowledge into the .box/ knowledge base, then audit and fix the notes until every claim verifies against the repo.

Turn a data source (CSV, spreadsheet, SQL, metrics, logs) into a decision-ready report a human reads — answer-first structure, every number computed from the data (never fabricated), inline-SVG charts, delivered as a self-contained HTML that prints to clean PDF (or Markdown/PDF on request), built on disk and refined by an accuracy+readability loop until it passes.

Spec-driven feature development: gather context, then iterate a developer/evaluator loop (developer runs the project check; evaluator grades the diff against the spec) until APPROVED, then summarize.

Draft a concise implementation spec from the request, then implement it and verify with the project's check.

Investigate a question from background, evidence, and counter-argument angles in parallel, synthesize one cited report, then loop a separate groundedness judge (claims checked against their sources) until GROUNDED, capped at 2 iterations.

Mine a field for real, evidenced pain: parallel community/review/demand sweeps, a job-story pain map, then adversarial vetting — ranked opportunity briefs or an honest no-signal verdict.

Security-audit the current repo across OWASP lenses, then fix and independently re-audit in a loop until findings are resolved and checks stay green.

Transcreate every requested language (parsed at runtime, no hardcoded list), then loop fix <-> audit (like develop.toml) until every language passes native-fluency review or the iteration cap is hit, then deliver — writing to disk in-place if a path was given, git-aware, with a per-language change summary.

Turn a brief into a researched, audited, publish-ready article in the current directory, refined by an edit/audit loop until it passes. For social adaptation of the finished piece, chain the promote workflow.

Reproduce a bug and locate its root cause in the current repo, iterate a fix/verify loop until a test proves it fixed, then summarize the change.

Review a change (branch diff, current changes, or a path) from independent angles in parallel — correctness, security, concurrency, performance, design/tests — then adversarially verify every finding against the real code (refute-first, because consensus is not correctness), dedup, and synthesize one severity-ordered review with a verdict.

Classify the current changes into a SemVer bump and change buckets, draft README/changelog/release-notes in parallel from that contract, then reconcile them into one consistent doc plan via a validating gate.

Take a product idea from market exploration to an honest go/no-go, then — only if viable — produce a GTM strategy, brand, pitch, ads, and a zero-budget launch plan.

Audit a site or page across technical, on-page, off-page, and GEO lenses, then turn the evidence-bound findings into a tiered, finding-traceable, KPI-tagged SEO strategy brief.

Turn an existing article (file, URL, or pasted text) into grounded, platform-native social drafts for every network requested — a researcher resolves the source and live trends, a writer drafts per the platform rulebooks, a fix/audit loop polishes until every draft passes, then delivers to files or inline.

Upgrade dependencies (named packages, or safe patch/minor by default), fix breakages in a bump/verify loop until the project's checks pass, then produce upgrade notes.

Review the current unstaged changes against the request, independently verify each finding, then branch on a deterministic verdict to an approval note or a prioritized fix list.

Turn a master resume plus a job posting (file, URL, or text) into a ready-to-submit application package — an ATS-optimized, country-correct tailored resume, a matching cover letter, and an honest match+gap report — grounded only in real experience, refined by a screen/fix loop until it passes. Produces documents, never auto-submits.