Muvon
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- ▌ Ad X · muvonWhat 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.
- ▌ Ad Bing · muvonWhat 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.
- ▌ Ad Meta · muvonWhat 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.
- ▌ Os Rhel · muvonDiagnose and maintain Red Hat Enterprise Linux hosts and images with release-aware repositories, networking, SELinux, and container operations.
- ▌ Trend X · muvonHarvest 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.
- ▌ Os Linux · muvonIdentify and operate Linux hosts, VMs, and containers: distro and ABI boundaries, services, resource limits, networking, and evidence-based recovery.
- ▌ Os Macos · muvonmacOS administration: hardware and release detection, launchd domains, managed updates, security boundaries, packages, diagnostics, and recovery.
- ▌ Social X · muvon bundleWrite 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.
- ▌ Ad Google · muvonWhat 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.
- ▌ Ad Reddit · muvonWhat 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.
- ▌ Ad Tiktok · muvonWhat 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.
- ▌ Os Alpine · muvonOperate Alpine hosts and images with musl ABI awareness, apk repository discipline, OpenRC services, and persistent configuration.
- ▌ Os Debian · muvonDiagnose and maintain Debian systems: release support, APT sources, package failures, service persistence, networking, and supported upgrades. Use for Debian hosts and Debian-based images.
- ▌ Os Fedora · muvonDiagnose and maintain Fedora systems with release-aware DNF5, Atomic deployment, SELinux, networking, and rootless container guidance.
- ▌ Os Ubuntu · muvonDiagnose and maintain Ubuntu systems: LTS support, APT repositories, phased updates, Netplan, package isolation, service persistence, and release upgrades.
- ▌ Ad Youtube · muvonWhat 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.
- ▌ Os Windows · muvonWindows client/server operations: release channels, PowerShell context, services, updates, permissions, WSL boundaries, and evidence-based recovery.
- ▌ Ad Linkedin · muvonWhat 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.
- ▌ Code Review · muvonCode 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.
- ▌ Content Geo · muvonGenerative 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.
- ▌ Video Hooks · muvonCatalog 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.
- ▌ Cover Letter · muvonWrite 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.
- ▌ Git Workflow · muvonGit commit conventions, branch naming, and workflow best practices for clean version history. Activate when committing, branching, rebasing, or reviewing git history.
- ▌ Octomind CLI · muvonReference 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.
- ▌ Social Devto · muvon bundleWrite 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.
- ▌ Trend Reddit · muvonHarvest 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.
- ▌ Trend Tiktok · muvonHarvest 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.
- ▌ Ad Frameworks · muvonCompact 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).
- ▌ Content Audit · muvonRead-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).
- ▌ Content Voice · muvonProfessional voice, clear prose, and context-aware editing for posts, replies, articles, and scripts. Preserve author facts and register without formulaic rhetoric or fabricated experience.
- ▌ Social Medium · muvon bundleDraft 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.
- ▌ Social Reddit · muvon bundleDraft 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.
- ▌ Social Tiktok · muvon bundleDraft 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.
- ▌ Trend Bluesky · muvonHarvest 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.
- ▌ Trend Threads · muvonHarvest 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.
- ▌ Trend Youtube · muvonHarvest 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.
- ▌ AI Cost Finops · muvonOperational 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.
- ▌ Programming Go · muvon bundleIdiomatic Go architecture, concurrency design, and standard-library-first patterns. Auto-activates in Go projects.
- ▌ SEO Link Audit · muvonOperational 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.
- ▌ Social Bluesky · muvon bundleWrite 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.
- ▌ Social Threads · muvon bundleWrite 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.
- ▌ Social Youtube · muvon bundleWrite 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.
- ▌ Trend Linkedin · muvonHarvest 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.
- ▌ Trend Mastodon · muvonHarvest 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.
- ▌ AI Agent Design · muvonOperational 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.
- ▌ AI Evals Design · muvonOperational 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.
- ▌ AI RAG Patterns · muvonOperational 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.
- ▌ Issue Diagnosis · muvonMethod 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.
- ▌ Octomind Config · muvonField-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.
- ▌ Programming Cpp · muvon bundleModern C++ architecture, RAII, value semantics, and library choices that survive a decade. Auto-activates in C++ projects.
- ▌ Programming IOS · muvoniOS state ownership, SwiftUI/UIKit integration, persistence, lifecycle, and platform services. Auto-activates for iOS projects.
- ▌ Programming Osx · muvonmacOS window and command ownership, AppKit/SwiftUI integration, sandboxed files, and distribution. Auto-activates for Mac app projects.
- ▌ Programming PHP · muvon bundleWrite and review concise, typed PHP 8.x code with version-aware features through PHP 8.5, explicit validation, and practical quality checks.
- ▌ Social Linkedin · muvon bundleWrite 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.
- ▌ Social Mastodon · muvon bundleWrite 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.
- ▌ Trend Instagram · muvonHarvest 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.
- ▌ Ats Optimization · muvonHow 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.
- ▌ Content Humanize · muvonReview 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.
- ▌ Learning Science · muvonThe 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.
- ▌ Octomind Runtime · muvonExplains 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.
- ▌ Programming Java · muvonModern idiomatic Java — records, sealed types, pattern matching, virtual threads, and explicit failure contracts. Auto-activates in Java projects.
- ▌ Programming Ruby · muvon bundleIdiomatic Ruby and Rails architecture: objects, services, ActiveRecord boundaries, and modern Hotwire patterns. Auto-activates in Ruby projects.
- ▌ Programming Rust · muvon bundleIdiomatic Rust architecture, ownership patterns, and ecosystem choices that survive long-term maintenance. Auto-activates in Rust projects.
- ▌ Social Instagram · muvon bundleWrite 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.
- ▌ Trend Hackernews · muvonHarvest 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.
- ▌ Video Spec Sheet · muvonCanonical 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.
- ▌ Analytical Report · muvonTurn 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.
- ▌ Content Grounding · muvonVerify factual claims, preserve source meaning during edits, and separate publishable copy from evidence notes. Use for product, technical, customer-proof, and current-event content.
- ▌ Content Translate · muvonTranslate 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.
- ▌ Octomind Workflow · muvonComplete 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.
- ▌ Programming React · muvon bundleReact architecture: hooks, state boundaries, server components, and library choices that scale. Auto-activates in React projects.
- ▌ Programming Swift · muvonModern Swift value semantics, API design, isolation, task ownership, and package compatibility. Auto-activates in Swift projects.
- ▌ SEO Content Audit · muvonOperational 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.
- ▌ SEO Guest Posting · muvon bundleOperational 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.
- ▌ Social Hackernews · muvon bundlePrepare 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.
- ▌ Code Review Lenses · muvonThe 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.
- ▌ Programming Csharp · muvonModern C# and .NET: nullable contracts, async ownership, data access, and explicit failure handling. Auto-activates in .NET projects.
- ▌ Programming Elixir · muvon bundleOTP-first architecture, pattern matching, supervision design, and Phoenix conventions. Auto-activates in Elixir projects.
- ▌ Programming Kotlin · muvonIdiomatic Kotlin — null-safety, coroutine ownership, Flow delivery, and Android/Multiplatform boundaries. Auto-activates in Kotlin projects.
- ▌ Programming Python · muvon bundlePythonic architecture, type-driven design, and library choices that scale beyond scripts. Auto-activates in Python projects.
- ▌ Programming Svelte · muvon bundleSvelte 5 runes, SvelteKit architecture, server/client boundaries, and progressive enhancement. Auto-activates in Svelte projects.
- ▌ Prompt Engineering · muvon bundleGenerate, 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.
- ▌ Resume Conventions · muvonCountry-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.
- ▌ SEO Tool Discovery · muvonValidation 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.
- ▌ Tap Deps Authoring · muvonComplete 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.
- ▌ Tap Model Training · muvonOperational 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.
- ▌ Coaching Frameworks · muvonThe 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.
- ▌ Markup Landing Page · muvonProduction 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.
- ▌ Octomind Supervisor · muvonReference 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].
- ▌ Tap Agent Authoring · muvonDeep 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.
- ▌ Tap Skill Authoring · muvonComplete 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.
- ▌ Marketing Social Gtm · muvonPlan 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.
- ▌ SEO Keyword Research · muvon bundleOperational 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.
- ▌ SEO Structural Audit · muvonOperational 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.
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- ▌ Programming Typescript · muvon bundleType-first TypeScript architecture, module boundaries, and pragmatic library choices. Auto-activates in TypeScript projects.
- ▌ Content Locale Humanize · muvonMQM-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.
- ▌ Device Mobile Automation · muvonOperate 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.
- ▌ SEO Backlink Prospecting · muvonOperational 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.
- ▌ Tap Capability Authoring · muvonDeep 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.