Over-the-air firmware update implementation expertise for embedded systems. Expert skill for delta updates, image signing, update protocols, partition management, and rollback mechanisms.

GNU linker script generation and optimization for embedded systems. Expert skill for memory layout definition, section placement, multi-image linking, and memory protection configuration.

NVIDIA hardware video encoding/decoding integration. Configure NVENC encoding parameters, set up NVDEC decoding pipelines, handle codec configurations, integrate with CUDA for pre/post processing, and manage video memory surfaces.

Container image and Kubernetes security scanning for CVEs, misconfigurations, and compliance

LIME-based local explanation skill for individual predictions across tabular, text, and image data.

Universal Render Pipeline configuration skill for Unity, including custom shaders, lighting setup, post-processing effects, and render feature development.

Optimize prompts for AI video generation platforms including Sora, Runway, Pika, and Kling

Create comprehensive artist personas including identity, backstory, artistic voice, visual aesthetic, discography arc, and character traits for consistent music generation

Generate detailed image prompts for storyboard frames optimized for Midjourney, DALL-E, and Stable Diffusion

Video platform optimization and analytics for YouTube and other video channels

Docker and OCI container image expertise for building, optimizing, and securing container images

Create detailed text-to-image prompts for album and song cover artwork optimized for Midjourney, DALL-E, and other AI image generators

High Definition Render Pipeline configuration for Unity, including ray tracing, volumetric effects, and high-fidelity graphics setup.

Render Graphviz DOT graphs to images with multiple layout algorithms

Render Mermaid diagrams to images with theme customization and Markdown integration

Render PlantUML diagrams to various image formats with theme and styling support

Unreal Engine MetaSounds skill for procedural audio, real-time synthesis, and advanced audio graphs.

5S workplace organization audit skill with scoring, photo documentation, and sustainability tracking

Medical image processing algorithm validation skill for segmentation, detection, and analysis algorithms

Plan, record, edit, and produce instructional video content including screencasts, demonstrations, and talking-head videos

Transcribe speech using International Phonetic Alphabet and analyze sound systems including phonotactics and phonological rules

Transmission Electron Microscopy image analysis skill for nanoparticle size, morphology, and crystallography assessment

Image formats, responsive images, lazy loading, and CDN integration.

Voice chat skill for echo cancellation and codec optimization.

Wwise integration skill for sound banks, RTPC, and interactive music.

Audio DSP skill for filters and real-time processing.

3D audio skill for HRTF and ambisonics.

Assign cell types from marker expression in IMC/MIBI data using clustering (PhenoGraph/FlowSOM/Leiden/Pixie), marker-based probabilistic classifiers (Astir), or image-context CNNs (CellSighter), covering the double-positive segmentation artifact, lineage-vs-state markers, the two spillover types, and why a "cell type" in imaging is conditioned on a segmentation guess. Use when phenotyping segmented IMC cells, choosing clustering vs classification, diagnosing implausible double-positive populations, separating lineage from functional markers, or transferring labels across a cohort.

Quality control for IMC/MIBI data across pixel, channel, image, slide, and batch levels, covering Poisson-count SNR (cell-level Gaussian-mixture and empty-channel comparison), spillover-matrix QC (the three physical sources), drift and the missing EQ-bead analog, acquisition artifacts, and sample-of-origin batch effects. Use when deciding whether to keep or drop a channel, ROI, or slide, distinguishing a dim antibody from a failed one, reading a spillover matrix, or diagnosing batch-driven clustering before analysis.

Compare cell-type composition and spatial features across conditions in IMC/MIBI cohorts with the patient as the experimental unit, covering pseudoreplication, per-patient aggregation, mixed models, compositional (Dirichlet/scCODA) differential abundance, diffcyt, per-image-to-patient spatial differential testing (SpaceANOVA), batch covariates, and FDR. Use when testing whether a cell type or spatial niche differs between groups, avoiding cell-level pseudoreplication, choosing a differential-abundance method, or correctly powering an IMC cohort comparison.

Interactive cell annotation and image QC for IMC/MIBI using napari, napari-imc, Mantis Viewer, and cytomapper, covering the pixels-to-cell-table bridge, overlaying masks to catch segmentation/spillover artifacts, inter-annotator variability as the accuracy ceiling, contrast-as-threshold, and building class-balanced ground-truth label sets. Use when manually labeling cells, generating training data for a classifier, QC-ing segmentation on the image, confirming clusters are spatially real, or choosing an annotation viewer.

End-to-end imaging mass cytometry workflow from raw acquisitions to spatial cell analysis. Orchestrates image preprocessing, segmentation, phenotyping, and spatial statistics. Use when analyzing imaging mass cytometry data end-to-end.

Draw and export phylogenetic trees using Biopython Bio.Phylo with matplotlib and modern alternatives. Use when creating tree figures, customizing colors and labels, exporting to image formats, or choosing between Bio.Phylo, ggtree, ETE4, and iTOL for publication.

Process and analyze tissue images from spatial transcriptomics data using Squidpy. Extract image features, segment cells/nuclei, and compute morphological features from H&E or IF images. Use when processing tissue images for spatial transcriptomics.

Merge PR, wait for deploy, verify production health. 10-step workflow: pre-flight, CI check, readiness gate, merge (respects merge queue), detect platform, wait for deploy, canary verification, revert option, deploy report. Auto-detects Fly, Render, Vercel, Netlify, Heroku, GitHub Actions.

CEO/founder-mode plan review. Four modes: scope expansion, selective expansion, hold scope, scope reduction. 10 review sections from architecture through long-term trajectory. Nuclear scope challenge, dream state mapping, error and rescue registry. Optional cross-model outside voice.

Post-ship documentation sync. Updates README, ARCHITECTURE, CONTRIBUTING, CHANGELOG, TODOS, VERSION. Auto-applies factual corrections, asks for risky rewrites. CHANGELOG voice polish. Cross-doc consistency checks.

Eng manager-mode plan review. Scope challenge, architecture review, code quality review, detailed test coverage diagram, performance review. Produces test plan artifact for downstream QA. Optional cross-model outside voice.

Convert photos into animated GIF stickers in Funko Pop / Pop Mart style using MiniMax API

Generate scientific illustrations and diagrams using AI image generation

Histopathology image preprocessing and analysis pipeline

Integration with OMERO bio-image data management platform

Computational pathology and whole slide image analysis

DICOM medical image file reading, processing, and analysis

Audio implementation team orchestration

YouTube Data API v3 analytics toolkit. Analyze YouTube channels, videos, and search results. Use when the user asks to: check YouTube channel stats, analyze video performance, compare channels, search for videos, get subscriber counts, view engagement metrics, find trending videos, get channel uploads, or analyze YouTube competition. Requires a YouTube Data API v3 key from Google Cloud Console.

Fetch Sudoku puzzles and store them as JSON in the workspace; render images on demand; reveal solutions later.

Best practices for Remotion - Video creation in React

Best practices for Remotion - Video creation in React

Complete toolkit for programmatic video creation with Remotion + React. Covers animations, timing, rendering (CLI/Node.js/Lambda/Cloud Run), captions, 3D, charts, text effects, transitions, and media handling. Use when writing Remotion code, building video generation pipelines, or creating data-driven video templates.

Generate publication-quality chart images from data. Supports line, bar, area, and point charts. Use when visualizing data, creating graphs, plotting time series, or generating chart images for reports/alerts. Designed for Fly.io/VPS deployments - no native compilation, no Puppeteer, no browser required. Pure Node.js with prebuilt binaries.

Generate, edit, and upscale images; create videos from images or other videos via Venice AI. Supports text-to-image, image-to-video (Sora, WAN), video-to-video (Runway Gen4), upscaling, and AI editing.

Run a real-time AI phone agent using Twilio, Deepgram, and ElevenLabs. Handles incoming calls, transcribes audio, generates responses via LLM, and speaks back via streaming TTS. Use when user wants to: (1) Test voice AI capabilities, (2) Handle phone calls programmatically, (3) Build a conversational voice bot.

High-quality voice synthesis with 9 personas, 11 languages, streaming, and voice cloning using Voice.ai API.

Real-time voice conversations in Discord voice channels with Claude AI

Create and publish X (Twitter) Articles with viral formatting, hook patterns, and browser automation. Handles Draft.js quirks, embed limitations, and image uploads.

This skill should be used when writing blog posts, articles, or long-form content in the writer's distinctive writing style. It produces authentic, opinionated content that matches the writer's voice—direct, conversational, and grounded in personal experience. The skill handles the complete workflow from research review through Notion publication. Use this skill for drafting blog posts, thought leadership pieces, or any writing meant to reflect the writer's perspective on AI, productivity, sales, marketing, or technology topics.

Transform YouTube videos into Telegraph Instant View articles with visual slides and timestamped summaries. Use this skill whenever a user shares a YouTube URL (youtube.com or youtu.be) and asks to summarize, explain, or process the video. This is the DEFAULT skill for all YouTube video requests - do NOT use the generic summarize tool for YouTube.

Use the Meshy.ai REST API to generate assets: (1) text-to-2d (Meshy Text to Image) and (2) image-to-3d, then download outputs locally. Use when the user wants Meshy generations, needs polling async tasks, and especially when they want the resulting OBJ saved to disk. Requires MESHY_API_KEY in the environment.

Generate draft articles, outlines, and editorial content matching a distinctive analytical, skeptical voice with sharp critical commentary, conversational tone, and strategic humor.

Create product demo videos by automating browser interactions and capturing frames. Use when the user wants to record a demo, walkthrough, product showcase, or interactive video of a web application. Supports Playwright CDP screencast for high-quality capture and FFmpeg for video encoding.

Generate or edit images via Nano Banana Pro using Antigravity OAuth (no API key needed!)

Transcribe YouTube videos and local audio/video files with speaker diarization. Use when user asks to transcribe a YouTube URL, podcast, video, or audio file. Outputs clean speaker-labeled transcripts ready for LLM analysis.

Parse PDFs locally (CPU) into Markdown/JSON using MinerU. Assumes MinerU creates per‑doc output folders; supports table/image extraction.

Download videos, audio, subtitles, and clean paragraph-style transcripts from YouTube and any other yt-dlp supported site. Use when asked to “download this video”, “save this clip”, “rip audio”, “get subtitles”, “get transcript”, or to troubleshoot yt-dlp/ffmpeg and formats/playlists.

Headless video rendering with Remotion. Works on any Linux server - no Mac or GUI needed. Templates for chat demos, promos, and more.

Pollinations.ai API for AI generation - text, images, videos, audio, and analysis. Use when user requests AI-powered generation (text completion, images, videos, audio, vision/analysis, transcription) or mentions Pollinations. Supports 25+ models (OpenAI, Claude, Gemini, Flux, Veo, etc.) with OpenAI-compatible chat endpoint and specialized generation endpoints.

Fetch and summarize YouTube video transcripts. Use when asked to summarize, transcribe, or extract content from YouTube videos. Handles transcript fetching via residential IP proxy to bypass YouTube's cloud IP blocks.

The master tool for all advanced audio/video processing. Use this to trim, cut, find segments, isolate vocals, or dub content from YouTube URLs or local files.

Generate SRT subtitles from video/audio with translation support. Transcribes Hebrew (ivrit.ai) and English (whisper), translates between languages, burns subtitles into video. Use for creating captions, transcripts, or hardcoded subtitles for WhatsApp/social media.

Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, and excessive conjunctive phrases.

Fetch xkcd comics - latest, random, by number, or search by keyword. Display comics with title, image, and alt text (the hidden joke). Generate custom xkcd-style stick figure comics using image generation. Perfect for daily comic delivery via cron, on-demand requests, or creating original xkcd-inspired content.

End-to-end AI video generation - create videos from text prompts using image generation, video synthesis, voice-over, and editing. Supports OpenAI DALL-E, Replicate models, LumaAI, Runway, and FFmpeg editing.

Create a verbatim transcript for a YouTube URL using Google Gemini (speaker labels, paragraph breaks; no time codes). Use when the user asks to transcribe a YouTube video or wants a clean transcript (no timestamps).

Generate spoken audio from text using the local Kokoro TTS engine. Use when the user asks to "say" something, requests a voice message, or wants text converted to speech.

Generate images using the internal Google Antigravity API (Gemini 3 Pro Image). High quality, native generation without browser automation.

Transcribe audio files using ElevenLabs Speech-to-Text (Scribe v2).

Generate and edit images with Gemini API using pure Python stdlib. Zero dependencies - works on locked-down environments where pip/uv aren't available.

Generate/edit images with Nano Banana Pro (Gemini 3 Pro Image). Use for image create/modify requests incl. edits. Supports text-to-image + image-to-image; 1K/2K/4K; use --input-image.

Generate or edit images via Gemini 3 Pro Image (Nano Banana Pro).

Transcribe audio files via OpenRouter using audio-capable models (Gemini, GPT-4o-audio, etc).

Sync and access voice notes from Voicenotes.com. Use when the user wants to retrieve their voice recordings, transcripts, and AI summaries from Voicenotes. Supports fetching notes, syncing to markdown, and searching transcripts.

Transcribe audio/video with AssemblyAI (local upload or URL), plus subtitles + paragraph/sentence exports.

Batch-generate images via OpenAI Images API. Random prompt sampler + `index.html` gallery.

Generate audiobooks, podcasts, or educational audio content on demand. User provides an idea or topic, Claude AI writes a script, and ElevenLabs converts it to high-quality audio. Supports multiple formats (audiobook, podcast, educational), custom lengths, and voice effects. Use when asked to create audio content, make a podcast, generate an audiobook, or produce educational audio. Returns MP3 audio file via MEDIA token.

Use the Gemini API (Nano Banana image generation, Veo video, Gemini TTS speech and audio understanding) to deliver end-to-end multimodal media workflows and code templates for "generation + understanding".

Text-to-speech via OpenAI Audio Speech API.

Transcribe audio via OpenAI Audio Transcriptions API (Whisper).

Extract frames or short clips from videos using ffmpeg.

# WhatsApp Video Skill

Transcribe audio files to text using local Whisper (Docker). Use when receiving voice messages, audio files (.mp3, .m4a, .ogg, .wav, .webm), or when asked to transcribe audio content.

Generate video using Google Veo (Veo 3.1 / Veo 3.0).

Transcribe audio files using Google's Gemini API or Vertex AI

Search video dialogue and create reaction GIFs with timed subtitles. Perfect for creating meme-worthy clips from movies and TV shows.

Search YouTube videos, get channel info, fetch video details and transcripts using YouTube Data API v3 via MCP server or yt-dlp fallback.

Generate a daily recap image with your agent holding a posterboard of accomplishments. Cron-driven, weather-aware, customizable to any agent identity.