Evaluates external ideas for TYPO3 extension potential, builds the extension, and drafts the companion German webconsulting.at MDX article. Use when the user shares a link, product, article, paper, or concept and asks whether it can become a TYPO3 extension, wants a GitHub-ready implementation, or needs a publication-ready TYPO3 blog post.

Motion design and animation for user interfaces. Use when creating micro-interactions, page transitions, loading states, or any UI animation across web and mobile platforms.

JsonModels.Builders for creating test data in Umbraco tests

Explains WPF content model hierarchy including ContentControl, ItemsControl, and Headered variants. Use when selecting base classes for custom controls or understanding content/items properties.

Provides patterns for unit testing JSON serialization/deserialization with Jackson and `@JsonTest`. Validates JSON mapping, custom serializers, date formats, and polymorphic types. Use when testing JSON serialization, validating custom serializers, or writing JSON unit tests in Spring Boot applications.

Master Unity ECS (Entity Component System) with DOTS, Jobs, and Burst for high-performance game development. Use when building data-oriented games, optimizing performance, or working with large entity counts.

Upgrade Datadog Browser SDK from v6 to v7. Use when encountering removed options like betaEncodeCookieOptions, allowFallbackToLocalStorage, trackBfcacheViews, usePciIntake, or when a project references datadoghq-browser-agent.com CDN with /v6/ paths.

Upgrade Stellar/Soroban smart contracts using OpenZeppelin's upgradeable module. Use when users need to: (1) make Soroban contracts upgradeable via native WASM replacement, (2) use Upgradeable or UpgradeableMigratable derive macros, (3) implement atomic upgrade-and-migrate patterns with an Upgrader contract, (4) ensure storage key compatibility across upgrades, or (5) test upgrade paths for Soroban contracts.

Upgrade Stylus smart contracts using OpenZeppelin proxy patterns on Arbitrum. Use when users need to: (1) make Stylus Rust contracts upgradeable with UUPS or Beacon proxies, (2) understand Stylus-specific proxy mechanics (logic_flag, WASM reactivation), (3) integrate UUPSUpgradeable with access control, (4) ensure storage compatibility across upgrades, or (5) test upgrade paths for Stylus contracts.

Parse documents (PDF, images, DOCX, PPTX, XLSX, HWP) using Upstage Document Parse API. Extracts text, tables, figures, and layout elements with bounding boxes. Use when user asks to parse, extract, or analyze document content, convert documents to markdown/HTML, or extract structured data from PDFs and images.

US stock market sentiment monitoring and position recommendation system. Evaluates market sentiment by tracking 5 core indicators (NAAIM Exposure Index, Institutional Equity Allocation, Retail Net Buying, S&P 500 Forward P/E Ratio, Hedge Fund Leverage) and outputs sentiment ratings and position recommendations. This skill should be used when the user mentions topics such as US stock sentiment, market overheating, greed/fear indicators, NAAIM, institutional positioning, retail sentiment, P/E valuation bubbles, hedge fund leverage, whether to reduce positions, market risk assessment, position management advice, market top/bottom signals, etc. Even if the user simply asks "Is the US stock market risky right now?" or "Should I reduce my positions?", this skill should be triggered to provide a structured analytical framework.

Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees with smart directory selection and safety verification.

Use when starting an isolated feature branch, when working on multiple features simultaneously, when experimenting without affecting the main workspace, or when a clean workspace is needed before beginning implementation. User phrases like "start a new branch", "set up a worktree", "isolated workspace", "work on feature X separately".

Uses WPF Clipboard for copy/paste operations with text, images, and custom data formats. Use when implementing copy/paste functionality or inter-application data transfer.

Master the uv package manager for fast Python dependency management, virtual environments, and modern Python project workflows. Use when setting up Python projects, managing dependencies, or optimizing Python development workflows with uv.

Master the uv package manager for fast Python dependency management, virtual environments, and modern Python project workflows. Use when setting up Python projects, managing dependencies, or optimizing Python development workflows with uv.

User experience specialist that evaluates all user-facing outputs for clarity and usability

App-layer SDK guide for building swap and liquidity experiences directly with the Uniswap v4 SDK. Use when user asks about "v4 sdk", "uniswap v4", "v4 swap", "v4 liquidity", "PoolManager", "V4Planner", "StateView", "PositionManager", "pool state", "v4 position", "uniswap sdk", or when building swap/liquidity UX directly with SDKs rather than via the Trading API.

Runs project compile, test, and lint commands between implementation and quality review. Gates simplify-and-harden behind machine verification. If checks fail, routes back to implementation with diagnostics for a fix loop. If checks pass, signals ready for the quality pass. Use after any implementation work completes and before simplify-and-harden. Essential for the inner loop's verify step.

Adversarial test verification. Proves AL test suites are meaningful by mutation sweeps, assertion auditing, and coverage gap analysis. Always runs as a sub-agent with clean context — never inline.

Calculate semantic version bumps for any project type using version file adapters

When the user wants to optimize videos for Google Search, video sitemap, VideoObject schema, or video SEO on websites. Also use when the user mentions "video SEO," "video sitemap," "VideoObject," "video thumbnail," "video indexing," "video preview," "key moments," "Clip schema," or "embedded video optimization." For page template, use article-page-generator.

Analyze, describe, and extract information from images using the MiniMax vision MCP tool. Use when: user shares an image file path or URL (any message containing .jpg, .jpeg, .png, .gif, .webp, .bmp, or .svg file extension) or uses any of these words/phrases near an image: "analyze", "analyse", "describe", "explain", "understand", "look at", "review", "extract text", "OCR", "what is in", "what's in", "read this image", "see this image", "tell me about", "explain this", "interpret this", in connection with an image, screenshot, diagram, chart, mockup, wireframe, or photo. Also triggers for: UI mockup review, wireframe analysis, design critique, data extraction from charts, object detection, person/animal/activity identification. Triggers: any message with an image file extension (jpg, jpeg, png, gif, webp, bmp, svg), or any request to analyze/describ/understand/review/extract text from an image, screenshot, diagram, chart, photo, mockup, or wireframe.

Integrate your app with iOS Visual Intelligence for camera-based search and object recognition. Use when adding visual search capabilities.

Extract and document a writer's distinctive voice patterns for consistent reproduction. Use when you need to capture writing voice, analyze writing style, create a voice guide, or write in someone's established style. Keywords: voice, tone, style, writing analysis, fingerprint.

Volunteer management system design with scheduling, skill matching, communication templates, recognition programs, and retention strategies. Use when building volunteer programs, coordinating volunteers, or improving volunteer engagement.

Apply when defining or changing the contract of a VTEX IO app through manifest.json, builder declarations, dependencies, peerDependencies, billingOptions, and app identity. Covers how the app declares capabilities and integration boundaries. Use for scaffolding apps, splitting responsibilities across apps, or fixing contract-level link and publish issues.

Apply when designing or implementing how a VTEX IO backend app integrates with VTEX services or external APIs through @vtex/api and @vtex/clients. Covers choosing the correct client type, registering clients in IOClients, configuring InstanceOptions, and consuming integrations through ctx.clients. Use for custom client design, VTEX Core Commerce integrations, or reviewing backend code that should use VTEX IO client patterns instead of raw HTTP libraries.

Apply when working with GraphQL schema files in graphql/ or implementing resolvers in node/resolvers/ for VTEX IO apps. Covers schema.graphql definitions, @cacheControl and @auth directives, custom type definitions, and resolver registration in the Service class. Use for exposing data through GraphQL queries and mutations with proper cache control and authentication enforcement.

Apply when building backend service apps under node/ in a VTEX IO project or configuring service.json routes. Covers the Service class, middleware functions, ctx.clients pattern, JanusClient, ExternalClient, MasterDataClient, and IOClients registration. Use for implementing backend APIs, event handlers, or integrations that must use @vtex/api clients instead of raw HTTP libraries.

Apply when designing VTEX IO configuration apps with the configuration builder or when a service app must receive structured configuration through runtime context. Covers the separation between service apps and configuration apps, schema.json and configuration.json, settingsType, and reading injected configuration through ctx.vtex.settings. Use for shared service configuration, decoupled configuration lifecycle, or reviewing whether app settings should be replaced by a configuration app.

Use ONLY when the user explicitly says: 'use the skill web-to-markdown ...' (or 'use a skill web-to-markdown ...'). Converts webpage URLs to clean Markdown by calling the local web2md CLI (Puppeteer + Readability), suitable for JS-rendered pages.

Applies the webconsulting.at brand system, including voice, colors, typography, MDX components, Mermaid theming, accessibility, responsive breakpoints, spacing, buttons, dark mode, and shadcn/ui integration. Use when building or reviewing webconsulting.at pages, MDX content, frontend components, TYPO3 templates, brand tokens, or visual consistency.

Build Designer Extensions for custom Webflow Designer functionality. Lists available templates, initializes extension projects from templates (default/react/typescript-alt), bundles extensions for upload, and serves locally for development.

Generate a serial week-by-week narrative digest of a project's full claude-mem timeline. Splits the timeline into per-ISO-week files, then runs one consecutive subagent per week — each receiving the prior week's carry-forward block — to produce one chapter per ISO week of data. Use when asked for "weekly digests", "week-by-week story", "serial timeline", or "narrative chapters" of a project's history.

Wiki operations: ingest source documents into wiki pages, lint for health issues, query the wiki for answers, and report status. Companion to /create-wiki which handles initial setup.

Default vault-mutation transport for claude-obsidian v1.7+. Wraps the Obsidian CLI (Obsidian 1.12+) as the preferred way to read, write, search, and modify vault notes from Claude — no MCP server, no REST API plugin, no TLS workarounds. Falls back to direct filesystem Read/Write/Edit when the CLI is unavailable. Triggers on: wiki-cli, obsidian cli, obsidian read, obsidian write, obsidian search, daily note, obsidian create, obsidian append, vault transport, which transport, transport detection, obsidian command line.

Compile articles, documents, or notes into a structured wiki knowledge base. Use when user says 'ingest to wiki', 'compile to knowledge base', 'update wiki', 'wiki ingest', 'add this to wiki', or invokes /wiki-ingest. Supports single or batch ingest. Triggers: wiki, ingest, knowledge base, compile, digest, index, catalog.

Create and manage WordPress posts, pages, media, categories, tags, and menus via WP-CLI or the REST API. Use whenever the user wants to publish a blog post on WordPress, update a page, upload media, manage categories or tags, update navigation menus, schedule posts, or do bulk content operations on a WordPress site.

Chain multiple skills together into automated workflows with conditional logic and parallel execution

Chain multiple skills together into automated workflows with conditional logic and parallel execution

Canonical front door for agent-first workload planning, runtime mode selection, workflow-rig dogfood, and runtime dispatch in joelclaw. Use when the user says 'run this through the workflow rig', 'kick this off', 'dogfood this with the workflow rig', 'start a canary', 'run this as a workload', or any request to turn coding/runtime intent into a real joelclaw workload plan or run.

Interactive 'Working with Me' document creation for sharing your work style, preferences, and operating principles with colleagues, partners, and clients. Use when user mentions "working with me", "create working with me", "user manual", "how to work with me", or wants to document their work style and preferences.

Cloudflare Workers CLI for deploying, developing, and managing Workers, KV, R2, D1, Vectorize, Hyperdrive, Workers AI, Containers, Queues, Workflows, Pipelines, and Secrets Store. Load before running wrangler commands to ensure correct syntax and best practices.

Write and refine example descriptions for PatternFly.org component and demo pages. Use when authoring or updating the prose in PatternFly example markdown files.

Use when creating a Linear feature request ticket from conversation context, a brief description, or code/PR analysis. Interviews the user for clarity when context is insufficient.

Expert at writing high-quality documentation for code, APIs, and projects. Auto-invokes when generating docstrings, creating README files, writing API documentation, adding code comments, or producing any technical documentation. Provides language-specific templates and best practices for effective documentation writing.

Play Yoink capture-the-flag game on Base - yoink the flag, check scores, compete for trophy

Implement zero-trust network architecture. Configure identity-based access, micro-segmentation, and continuous verification. Use when implementing modern security architectures.

Investigate ZIA Sandbox file analysis results, quarantine issues, and security policy enforcement. Uses sandbox report, quota, behavioral analysis, and file hash tools combined with SSL inspection checks to diagnose why files are blocked, allowed, or stuck in quarantine. Incorporates runbook knowledge for Malware Protection, ATP, and Sandbox policy troubleshooting. Use when an administrator asks 'why is this file blocked?', 'check sandbox report for this hash', 'file stuck in quarantine', or 'sandbox is not analyzing files.'

Find an existing ZIA Time Interval by name, or create a new one when no match exists, then return the interval ID so the caller can attach it to a policy rule via its `time_windows` field. Time Intervals are reusable schedule objects (start time, end time, days of the week) that ZIA Cloud Firewall Filtering, URL Filtering, Cloud App Control, File Type Control, and Sandbox rules reference to enforce recurring time-of-day / day-of-week schedules (e.g. 'only between 8am-5pm Monday-Friday'). Note: SSL Inspection rules do NOT support `time_windows` and cannot consume the output of this skill. Use when an admin asks for 'a schedule', 'business hours', 'after-hours', 'weekends only', 'time window', 'time interval', or any rule that should fire on a recurring time pattern. Other ZIA rule-creation skills chain to this one when the admin's request includes a schedule.

Audit shadow IT and SaaS application usage using Zscaler Analytics (Z-Insights). Discovers unsanctioned applications, assesses risk scores, monitors CASB-protected SaaS usage, tracks data transfers to shadow apps, and reviews IoT device inventory. Use when a security team asks: 'What shadow IT apps are being used?', 'Show me unsanctioned SaaS usage', 'What is our SaaS risk exposure?', 'How many IoT devices are on our network?', or 'Generate a shadow IT report.'

Assess Zscaler Microsegmentation (ZMS) workload protection coverage and identify protection gaps. Investigates resource protection status, resource group membership, unprotected workloads by cloud and region, and resource group coverage gaps. Use when an administrator asks: 'Which workloads are unprotected?', 'What is our microsegmentation coverage?', 'Find protection gaps', 'Which resource groups have no policies?', 'Show me unprotected resources', or 'What is our workload coverage percentage?'

Review Zscaler Microsegmentation (ZMS) tag classification, application discovery, and tag-to-resource-group mapping. Investigates tag namespaces (CUSTOM, EXTERNAL, ML), tag keys and values, application catalog entries, and how tags drive managed resource group membership. Use when an administrator asks: 'Show me our tag structure', 'What cloud tags are imported?', 'How are resource groups using tags?', 'What applications were discovered?', 'Review tag classification', or 'Are ML tags being used?'

Troubleshoot Zscaler Microsegmentation (ZMS) agent deployment and connectivity issues. Investigates agent fleet health, connection status, version compliance, agent group configuration, provisioning keys, and TOTP secrets. Use when an administrator reports: 'Agents are disconnected', 'Agent enrollment failing', 'How do I provision new agents?', 'Check agent versions', or 'Agent not connecting.'

# Senior Backend Engineer Agent

# DevOps & Deployment Engineer Agent

This skill should be used when the user asks to "implement Bankr SDK client", "write bankr-client.ts", "create SDK client setup", "common files for SDK project", "package.json for Bankr SDK", "tsconfig for Bankr", "SDK TypeScript patterns", "execute SDK transactions", or needs the reusable client code and common project files for Bankr SDK integrations.

Systematic retrospective to capture decisions, lessons, and insights from completed work

Automate database synchronization, replication, migration, and cross-platform data integration

Use when asking about "Hono", "itty-router", "routing frameworks", "middleware", "API framework", "web framework for Workers", "request routing", "Express-like", or choosing between web frameworks for Cloudflare Workers.

Runs a phased conversational interview across all PAI context files using InterviewScan.ts, which orders targets by PHASE and assigns conversation mode per file. Phase 1 (foundational TELOS) always runs first regardless of completeness: MISSION, GOALS, PROBLEMS, STRATEGIES, CHALLENGES, NARRATIVES, SPARKS, BELIEFS, WISDOM, MODELS, FRAMES in leverage order. Phase 2: IDEAL_STATE (HEALTH, MONEY, FREEDOM, RELATIONSHIPS, CREATIVE) in Fill mode. Phase 3: preferences (BOOKS, AUTHORS, BANDS, MOVIES, RESTAURANTS, FOOD_PREFERENCES, LEARNING, MEETUPS, CIVIC) in mixed mode. Phase 4: light touch on CURRENT_STATE/SNAPSHOT and PRINCIPAL_IDENTITY. Phase 9 (RHYTHMS) deferred. Review mode (≥80%) reads file then asks targeted questions one at a time — still accurate, outdated, missing, sharpen? Fill mode (<80%) walks scanner prompts one at a time. The principal answers in natural language; the DA formats into file structure. Voice confirms on actual changes only. Stop signals respected immediately. Target vs. north-star type confirmed per entry. Timestamped backup to TELOS/Backups/ before multi-edit at ≥50% of a file. TelosRenderer.ts regenerates PRINCIPAL_TELOS.md after foundational changes. USE WHEN /interview, resume interview, continue interview, start the interview, review TELOS, fill in context, what's missing in setup, conversational review, phased review, TELOS walkthrough, quarterly context refresh. NOT FOR single-file edits (use Telos Update workflow), intaking external content (use Migrate), identity edits (use _PROFILE).

Execute these commands after EVERY implementation (see AGENT_AUTOMATION module for full workflow).

INVOKE THIS SKILL for LangGraph workflows, parallel execution, interrupts, or streaming. Covers Send API for fan-out, interrupt() for human-in-the-loop, Command for resuming, and stream modes (values/updates/messages).

Intakes existing content from external sources, classifies each chunk against the PAI destination taxonomy, and commits approved chunks with provenance. Sources: .md/.markdown/.txt, stdin, PAI TELOS/MEMORY/KNOWLEDGE dirs, CLAUDE.md/.cursorrules/OpenAI Custom Instructions, Obsidian/Notion/Apple Notes exports, journal dumps. MigrateScan.ts chunks and classifies, producing a routing table with per-target counts and confidence %. MigrateApprove.ts approval loop: --approve-all, --approve-target, --review, --dry-run. UNCLEAR never bulk-approved. Phase 6 delivers summary and /interview recommendation for sparse areas. Confidence: ≥70% auto-approve; 40-70% confirm; <40% walk-through. Destinations: TELOS (MISSION/GOALS/PROBLEMS/STRATEGIES/CHALLENGES/BELIEFS/WISDOM/MODELS/FRAMES/NARRATIVES/SPARKS), IDEAL_STATE (per-dimension explicit call), preferences (BOOKS/AUTHORS/MOVIES/BANDS/RESTAURANTS/FOOD_PREFERENCES/LEARNING/MEETUPS/CIVIC), Identity (PRINCIPAL_IDENTITY.md — always prompts), Knowledge (MEMORY/KNOWLEDGE/{Ideas,People,Companies,Research}), AI rules (memory/feedback_*.md — new file per chunk), UNCLEAR. Provenance HTML comment on every commit. Dedup via substring match. USE WHEN /migrate, migrate content, import from other PAI, bring in old notes, import Cursor rules, import CLAUDE.md, import Custom Instructions, bulk import, Obsidian/Notion/Apple Notes import. NOT FOR single-file edits (use Telos Update), conversational interviews (use Interview), Knowledge Archive (use Knowledge), identity edits (use _PROFILE).

MNMUK machine shop capability checker. Answers "can we make this?" queries against the plant list. Recommends optimal machine selection based on part requirements. USE WHEN user asks 'can we make', 'which machine', 'capability check', 'feasibility', 'what can we hold', 'tolerance capability', or describes a part to quote.

Persistent schema-driven running log with three-component architecture - quick-capture ideas, AI auto-detection, and backlog review librarian

Execute these commands after EVERY implementation (see AGENT_AUTOMATION module for full workflow).

Build and manage webhook-based integrations for real-time event processing and API connections

Frame A/B tests with falsifiable hypothesis, variant specification, primary/secondary/guardrail metrics, minimum-detectable-effect, sample size estimation, duration estimate, decision rule, and risk register. Addresses p-hacking and peeking controls. Mermaid diagrams with optional PNG export.

Use this skill when the user requests to review, analyze, critique, or summarize academic papers, research articles, preprints, or scientific publications. Supports comprehensive structured reviews covering methodology assessment, contribution evaluation, literature positioning, and constructive feedback generation. Trigger on queries involving paper URLs, uploaded PDFs, arXiv links, or requests like "review this paper", "analyze this research", "summarize this study", or "write a peer review".

WCAG 2.2 compliance, ARIA patterns, keyboard navigation, screen readers, automated testing

Assess customer account health using product usage, support sentiment, payment status, and relationship signals

Audit GitHub Actions action usage across an org. Searches for a specific action (incident mode) or sweeps all workflow files for non-compliant action references (audit mode). Produces a read-only report of findings with compliance status and resolved SHAs. Does not modify any files. <example> User: We need to check if any repos are using tj-actions/changed-files Action: Trigger action-audit in incident mode for that action </example> <example> User: Can you find all unpinned actions across the org? Action: Trigger action-audit in audit mode </example>

Remediate GitHub Actions action findings identified by the action-audit skill. Applies the appropriate fix per action type — `@main` ref for internal `bitwarden/` actions, full SHA with inline version comment for external actions, or full replacement — across selected repos and creates draft PRs. Run the action-audit skill first to identify findings before using this skill. <example> User: Go ahead and fix the unpinned actions from the audit Action: Trigger action-remediate to apply fixes and create PRs </example> <example> User: Replace tj-actions/changed-files with the safe version across those repos Action: Trigger action-remediate to swap the action and create PRs </example>

This skill should be used when the user asks about "rich text", "Action Text", "Trix editor", "WYSIWYG", "has_rich_text", "content editing", "embedded attachments", "formatted text", "text editor", or needs guidance on implementing rich text editing in Rails applications.

Automate ActiveCampaign tasks via Rube MCP (Composio): manage contacts, tags, list subscriptions, automation enrollment, and tasks. Always search tools first for current schemas.

Budget allocation and bidding strategy review across all ad platforms. Evaluates spend distribution, bidding strategy appropriateness, scaling readiness, and identifies campaigns to kill or scale. Uses 70/20/10 rule, 3x Kill Rule, and 20% scaling rule. Use when user says budget allocation, bidding strategy, ad spend, ROAS target, media budget, or scaling.

TikTok Ads deep analysis covering creative quality, tracking, bidding, campaign structure, and TikTok Shop under the TikTok USDS Joint Venture (post Jan 2026 divestiture). Evaluates 28 checks with emphasis on creative-first strategy, safe zone compliance, creative diversity for retrieval, and Smart+ campaigns. Use when user says TikTok Ads, TikTok marketing, TikTok Shop, Spark Ads, Smart+, USDS, creative diversity for retrieval, or TikTok campaign.

Portfolio-level agency dashboard aggregating health metrics across all client brands — campaign status, budget pacing, KPI attainment, team utilization. Use when reviewing cross-brand portfolio health, preparing for agency leadership standups, or getting a single-view snapshot of all client accounts.

Background knowledge for droid-control workflows -- not invoked directly. Agent-browser driver mechanics for web page and Electron desktop app automation.

Build, validate, and troubleshoot deep links for Codex, Cursor, VS Code, Visual Studio, and similar tools. Use when users ask for clickable links (especially in Slack) that open threads, files, folders, or app settings.

Use this agent when reviewing code to ensure features are agent-native - that any action a user can take, an agent can also take, and anything a user can see, an agent can see. This enforces the principle that agents should have parity with users in capability and context. <example>Context: The user added a new feature to their application.\nuser: "I just implemented a new email filtering feature"\nassistant: "I'll use the agent-native-reviewer to verify this feature is accessible to agents"\n<commentary>New features need agent-native review to ensure agents can also filter emails, not just humans through UI.</commentary></example><example>Context: The user created a new UI workflow.\nuser: "I added a multi-step wizard for creating reports"\nassistant: "Let me check if this workflow is agent-native using the agent-native-reviewer"\n<commentary>UI workflows often miss agent accessibility - the reviewer checks for API/tool equivalents.</commentary></example>

Onboard an agent to Bright Data. Use when a coding agent first encounters Bright Data — for live web work (search, scrape, structured data), for wiring Bright Data into product code, for installing the agent skill bundle, or for getting an API key. One install command sets up the CLI, agent skills, and authentication. Routes the reader to the right path: live tools, app integration, MCP, auth-only, or direct REST without any install.

Guided workflow for building custom AI agents using the OpenHands Software Agent SDK. Use when you want to create a new agent through an interactive interview process that gathers requirements and generates implementation plans.

Run AGY headlessly via scheduled ticks or `agy -p`, capture agentapi JSONL evidence, and validate automated AGY loops or event streams.

Wire MCP servers and AgentOps plugin bundles into the AGY image with least-privilege access, rollback evidence, and validation hooks.

Audit and reduce AI agent token and inference spend through context discipline, prompt caching, model routing, batching, and workflow capture. Use when discussing AI coding bills, token waste, model selection, prompt caching, or agent cost optimization.

Orchestrates multi-agent AI systems with task delegation, agent communication, shared memory, and workflow coordination. Use when users request "multi-agent system", "agent orchestration", "AI agents", "agent coordination", or "autonomous agents".

Generate AI images with FLUX, Gemini, Grok, Seedream, Reve and 50+ models via inference.sh CLI. Models: FLUX Dev LoRA, FLUX.2 Klein LoRA, Gemini 3 Pro Image, Grok Imagine, Seedream 4.5, Reve, ImagineArt. Capabilities: text-to-image, image-to-image, inpainting, LoRA, image editing, upscaling, text rendering. Use for: AI art, product mockups, concept art, social media graphics, marketing visuals, illustrations. Triggers: flux, image generation, ai image, text to image, stable diffusion, generate image, ai art, midjourney alternative, dall-e alternative, text2img, t2i, image generator, ai picture, create image with ai, generative ai, ai illustration, grok image, gemini image

Generate AI music and songs with ElevenLabs, Diffrythm, Tencent Song Generation via inference.sh CLI. Models: ElevenLabs Music (up to 10 min, commercial license), Diffrythm (fast song generation), Tencent Song Generation (full songs with vocals). Capabilities: text-to-music, song generation, instrumental, lyrics to song, soundtrack creation. Use for: background music, social media content, game soundtracks, podcasts, royalty-free music. Triggers: music generation, ai music, generate song, ai composer, text to music, song generator, create music with ai, suno alternative, udio alternative, ai song, ai soundtrack, generate soundtrack, ai jingle, music ai, beat generator, elevenlabs music, eleven labs music

Generate AI music and songs with ElevenLabs, Diffrythm, Tencent Song Generation via inference.sh CLI. Models: ElevenLabs Music (up to 10 min, commercial license), Diffrythm (fast song generation), Tencent Song Generation (full songs with vocals). Capabilities: text-to-music, song generation, instrumental, lyrics to song, soundtrack creation. Use for: background music, social media content, game soundtracks, podcasts, royalty-free music. Triggers: music generation, ai music, generate song, ai composer, text to music, song generator, create music with ai, suno alternative, udio alternative, ai song, ai soundtrack, generate soundtrack, ai jingle, music ai, beat generator, elevenlabs music, eleven labs music

Generate AI music and songs with ElevenLabs, Diffrythm, Tencent Song Generation via inference.sh CLI. Models: ElevenLabs Music (up to 10 min, commercial license), Diffrythm (fast song generation), Tencent Song Generation (full songs with vocals). Capabilities: text-to-music, song generation, instrumental, lyrics to song, soundtrack creation. Use for: background music, social media content, game soundtracks, podcasts, royalty-free music. Triggers: music generation, ai music, generate song, ai composer, text to music, song generator, create music with ai, suno alternative, udio alternative, ai song, ai soundtrack, generate soundtrack, ai jingle, music ai, beat generator, elevenlabs music, eleven labs music

Generate AI music and songs with ElevenLabs, Diffrythm, Tencent Song Generation via inference.sh CLI. Models: ElevenLabs Music (up to 10 min, commercial license), Diffrythm (fast song generation), Tencent Song Generation (full songs with vocals). Capabilities: text-to-music, song generation, instrumental, lyrics to song, soundtrack creation. Use for: background music, social media content, game soundtracks, podcasts, royalty-free music. Triggers: music generation, ai music, generate song, ai composer, text to music, song generator, create music with ai, suno alternative, udio alternative, ai song, ai soundtrack, generate soundtrack, ai jingle, music ai, beat generator, elevenlabs music, eleven labs music

Extended thinking display with collapsible UI. Adds a reasoning toggle that switches to Claude for chain-of-thought, rendered as a collapsible accordion. Use this skill when the user says "add reasoning", "extended thinking", "chain of thought", or "thinking mode".

Harden AI/LLM deployments against prompt injection, data exfiltration, model theft, and supply chain attacks. Covers input validation, output filtering, access control, model API security, and compliance controls for production AI systems.