ML Ops
Machine learning operations
fuel
by openclaw-rocks
"Optimized LLM inference and agent config for OpenClaw. Multi-provider routing with automatic cheapest-provider selection, context pruning, smart compaction, cheap heartbeats, session initialization, prompt caching, and memory management — all calibrated for autonomous agents that run for hours without wasting tokens. Triggers on: 'save on inference,' 'cheaper models,' 'optimize costs,' 'LLM config,' 'model routing,' 'inference setup,' 'fuel,' 'reduce token usage,' 'context management,' or any request to make an OpenClaw agent more cost-effective."
django-model-helper
by Dexploarer
Generates Django models with proper field types, relationships, and migrations. Use when creating Django models or database schemas.
transformers
by eyadsibai
Use when "HuggingFace Transformers", "pre-trained models", "pipeline API", or asking about "text generation", "text classification", "question answering", "NER", "fine-tuning transformers", "AutoModel", "Trainer API"
data-cleaning-pipeline-generator
by Dexploarer
Generates data cleaning pipelines for pandas/polars with handling for missing values, duplicates, outliers, type conversions, and data validation. Use when user asks to "clean data", "generate data pipeline", "handle missing values", or "remove duplicates from dataset".
jupyter-notebook-assistant
by Dexploarer
Organizes, cleans, and optimizes Jupyter notebooks - removes empty cells, adds structure, extracts functions, generates documentation. Use when user asks to "clean notebook", "organize jupyter", "refactor notebook", or "jupyter best practices".
view-refactor
by patrickserrano
Refactor SwiftUI view files for consistent structure, dependency injection, and Observation usage. Use when asked to clean up a SwiftUI view's layout, handle view models safely, or standardize how dependencies are initialized and passed.
jackyshen-create-invitation-email
by mebusw
Generate compelling invitation emails for training programs, workshops, or events. Use when user asks to "write class invitation email", "create training invitation", "generate mass email for training", or mentions "course promotion email".
planning-marketing-budget
by amogha-dalvi
Use when the user needs to derive a marketing budget from revenue targets, plan headcount for a 1-3 person team, decide what to build vs. buy vs. automate, or allocate spend across channels with ROI expectations. Use when budget is based on gut feel rather than revenue math, or resource allocation feels arbitrary.
local-tts
by krishagel
Local text-to-speech using MLX and Kokoro model
defining-icp-segmentation
by amogha-dalvi
Use when targeting feels unfocused, CAC is too high, churn patterns suggest bad-fit customers, or the ICP lives only in the founder's head. Use when entering a new market, conversion rates are low, or sales wastes cycles on wrong-fit accounts. Use after customer research is complete and before any channel or campaign decisions.
growing-nrr
by amogha-dalvi
Use when net revenue retention is below 110%, when churn patterns are reactive instead of predictive, when expansion revenue lacks systematic triggers, when onboarding fails to reach activation milestones, or when customer health scoring does not exist. Use when customer base is large enough for patterns (50-500 accounts) but retention is managed manually.
accelerating-pipeline
by amogha-dalvi
Use when pipeline velocity is flat or declining, win rates are below 20 percent, sales cycles are lengthening, deals are single-threaded, or lead routing is slow. Use when MQL volume is prioritized over pipeline quality, when marketing and sales define funnel stages differently, or when signal-based engagement has not replaced linear nurture drips.
ai-ml-senior-engineer
by mOdrA40
Elite AI/ML Senior Engineer with 20+ years experience. Transforms Claude into a world-class AI researcher and engineer capable of building production-grade ML systems, LLMs, transformers, and computer vision solutions. Use when: (1) Building ML/DL models from scratch or fine-tuning, (2) Designing neural network architectures, (3) Implementing LLMs, transformers, attention mechanisms, (4) Computer vision tasks (object detection, segmentation, GANs), (5) NLP tasks (NER, sentiment, embeddings), (6) MLOps and production deployment, (7) Data preprocessing and feature engineering, (8) Model optimization and debugging, (9) Clean code review for ML projects, (10) Choosing optimal libraries and frameworks. Triggers: "ML", "AI", "deep learning", "neural network", "transformer", "LLM", "computer vision", "NLP", "TensorFlow", "PyTorch", "sklearn", "train model", "fine-tune", "embedding", "CNN", "RNN", "LSTM", "attention", "GPT", "BERT", "diffusion", "GAN", "object detection", "segmentation".
wpf-mvvm-generator
by JeongHeonK
WPF MVVM code generator. Creates ViewModel, View, and Model with CommunityToolkit.Mvvm source generators. Use when scaffolding new WPF features or entities following MVVM pattern.
Businessstrategy
by robdtaylor
MBA-trained business strategist with full commercial awareness. USE WHEN user says 'business plan', 'financial analysis', 'P&L', 'cash flow', 'valuation', 'market analysis', 'competitive analysis', 'SWOT', 'business model', 'unit economics', 'fundraising', 'pitch deck', or needs strategic business guidance.
hytale-custom-assets
by MnkyArts
Create and manage custom assets for Hytale including models, textures, sounds, particles, and asset packs. Use when asked to "add custom assets", "create textures", "make models", "add sounds", "configure particles", or "build an asset pack".
cloudrouter
by manaflow-ai
Manage cloud development sandboxes with cloudrouter. Create, sync, and access remote VMs with GPU support, Docker, and browser automation. Use when asked to create a sandbox, spin up a dev environment, run code in the cloud, use GPUs, automate a browser, or interact with remote VMs.
workout-generator
by LKB-99
"Generate personalized workout plans with progression and tracking. Use this skill when users want to create a workout routine, training program, or exercise plan. Triggers: workout, training, exercise, fitness plan, gym routine, treino, academia, plano de treino, rotina de exercícios."
marketing-system-index
by amogha-dalvi
Use when starting any marketing work for a SaaS business at 1M-5M ARR, when needing to find the right marketing skill, or when planning which marketing skills to execute and in what order.
image-upscale
by agntswrm
Upscales an image using AI super-resolution to increase resolution with detail generation. Use when you need to enlarge images, improve low-resolution photos, or prepare images for large-format display.
designing-gtm-strategy
by amogha-dalvi
Use when the user needs to translate foundational marketing insights into an operational growth plan, select a GTM motion, prioritize channels, or create a 90-day execution plan. Use when marketing efforts feel like disconnected tactics without a coherent system connecting them to revenue targets.
Healthsafety
by robdtaylor
UK health and safety management for manufacturing operations. Covers risk assessments, COSHH, PPE, incident reporting, LOTO, manual handling, and emergency procedures. Aligned with UK HSE regulations and IATF 16949 clause 7.1.4. USE WHEN user says 'health and safety', 'risk assessment', 'COSHH', 'PPE', 'accident', 'incident', 'LOTO', 'lockout tagout', 'manual handling', 'emergency procedure', or needs safety compliance guidance.
elevenlabs-tts
by krishagel
Generate high-quality audio from text using Eleven Labs API. Use for podcasts, narration, voice-overs, and audio summaries.
transcribe-and-analyze
by buddyh
Transcribe audio and video from URLs (YouTube, direct media links) using WhisperKit locally. Optionally analyze transcripts with AI when explicitly requested. Use when users provide URLs to media content and request transcription or speech-to-text conversion.