AI & ML Agent Skills
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
AI & ML
5,020 skills
inference-sh Elevenlabs Dialogue
Generate multi-speaker dialogue audio with different voices in a single file using the inference.sh CLI.
584
inference-sh Storyboard Creation
Generate visual storyboards with AI image generation, covering shot types, camera angles, movement, continuity rules, and panel layout for video planning and pre-production.
584
inference-sh AI Podcast Creation
Create AI-powered podcasts and audio content using text-to-speech, music generation, and audio editing via the inference.sh CLI.
584
inference-sh Character Design Sheet
Create consistent characters across AI-generated images using reference sheets, detailed descriptions, and LoRA techniques.
584
inference-sh AI Social Media Content
Generate social media content for TikTok, Instagram, YouTube, and Twitter/X using AI tools for images, videos, captions, and hashtags.
584
muratcankoylan Tool Design
Design tool descriptions, schemas, and response formats that agents can reliably route on, including MCP server design, tool-set consolidation, and naming conventions.
16.9k · bundle
muratcankoylan Harness Engineering
Designs autonomous agent harnesses with locked evaluators, editable surfaces, durable logging, novelty gates, pruning, rollback, and human approval boundaries.
16.9k
orchestra-research Chroma
Store and query embeddings with metadata filtering, vector search, and full-text search using an open-source database that scales from notebooks to production.
10.4k · bundle
orchestra-research Crewai Multi Agent
Build teams of autonomous AI agents that collaborate to solve complex tasks using role-based delegation, memory, and sequential or hierarchical execution.
10.4k · bundle
orchestra-research Awq Quantization
Quantize large language models to 4-bit using activation-aware weight quantization, achieving ~3x speedup with minimal accuracy loss for deployment on limited GPU memory.
10.4k · bundle
orchestra-research Gguf Quantization
Convert and quantize models to GGUF format for efficient CPU/GPU inference with llama.cpp, supporting 2-8 bit quantization and Apple Silicon acceleration.
10.4k · bundle
orchestra-research Fine Tuning Serving Openpi
Fine-tune and serve Physical Intelligence OpenPI models (pi0, pi0-fast, pi0.5) using JAX or PyTorch backends for robot policy inference across ALOHA, DROID, and LIBERO environments.
10.4k · bundle
orchestra-research Miles Rl Training
Train large-scale MoE models with FP8/INT4 low-precision RL, speculative decoding, and train-inference alignment using the miles framework.
10.4k · bundle
orchestra-research Audiocraft Audio Generation
Generate music and sound effects from text descriptions using Meta's AudioCraft library, with support for melody conditioning, stereo output, and style transfer.
10.4k · bundle
orchestra-research Skypilot Multi Cloud Orchestration
Run ML training and batch jobs across multiple clouds with automatic cost optimization, spot instance recovery, and unified orchestration.
10.4k · bundle
orchestra-research Torchforge Rl Training
Train reinforcement learning models using torchforge, Meta's PyTorch-native RL library for scalable, algorithm-focused experimentation with GRPO, DAPO, and custom loss functions.
10.4k · bundle
orchestra-research Llama Factory
Provides expert guidance for fine-tuning LLMs with LLaMA-Factory, covering WebUI no-code, 100+ models, 2/3/4/5/6/8-bit QLoRA, and multimodal support.
10.4k · bundle
orchestra-research Sentencepiece
Train and use SentencePiece tokenizers for multilingual NLP, supporting BPE and Unigram algorithms with raw Unicode text.
10.4k · bundle
orchestra-research Outlines
Guarantee valid JSON, XML, or code structure during text generation using Pydantic models for type-safe outputs, supporting local models (Transformers, vLLM, llama.cpp) and maximizing inference speed with structured generation.
10.4k · bundle
orchestra-research Distributed LLM Pretraining Torchtitan
Pretrains large language models from scratch using PyTorch-native distributed training with 4D parallelism (FSDP2, TP, PP, CP) and Float8 support on H100 GPUs.
10.4k · bundle
orchestra-research Ray Train
Scales machine learning training from single GPU to multi-node clusters with minimal code changes. Supports PyTorch, TensorFlow, and HuggingFace with built-in hyperparameter tuning, fault tolerance, and elastic scaling.
10.4k · bundle
orchestra-research Evaluating Llms Harness
Evaluates LLMs across 60+ academic benchmarks (MMLU, HumanEval, GSM8K, TruthfulQA, HellaSwag) using standardized prompts and metrics. Supports HuggingFace, vLLM, and API backends.
10.4k · bundle
orchestra-research Huggingface Tokenizers
Fast tokenization for NLP using Rust-based tokenizers supporting BPE, WordPiece, and Unigram algorithms, with training, alignment tracking, and padding/truncation.
10.4k · bundle
orchestra-research Pytorch Lightning
Organizes PyTorch code with a Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks, and minimal boilerplate. Scales from laptop to supercomputer with the same code.
10.4k · bundle
orchestra-research Presenting Conference Talks
Generates conference presentation slides (Beamer LaTeX PDF and editable PPTX) from a compiled paper with speaker notes and talk script.
10.4k · bundle
czlonkowski N8n Code Tool
Write and debug code inside n8n's Custom Code Tool node, with guidance on input modes, return formats, error handling, and common pitfalls.
5.7k · bundle
czlonkowski N8n Multi Instance
Manage multiple n8n instances over MCP by discovering, switching, and verifying the target instance before reads and writes.
5.7k · bundle
owl-listener State Machine
Model complex UI behavior as finite state machines with states, events, and transitions to eliminate impossible states and make behavior predictable.
1.7k
tradermonty Edge Signal Aggregator
Aggregate and rank signals from multiple edge-finding skills into a prioritized conviction dashboard with weighted scoring, deduplication, and contradiction detection.
2.3k · bundle
tradermonty Strategy Pivot Designer
Detect when backtest iteration has stalled and generate structurally different strategy pivot proposals to break out of local optima.
2.3k · bundle
samuraigpt Muapi Interior Design
Generate interior design visualizations by redesigning existing rooms or creating new concepts with specific styles, colors, and furniture.
3.7k
samuraigpt Muapi Ugc Video Factory
Generates a vertical 9:16 UGC-style video ad from a person photo, product photo, and optional script by creating a lifestyle hero image and animating it with synced audio.
3.7k
samuraigpt Muapi Keyboard Art Maker
Generate artistic top-down photos of keyboard keycaps arranged to spell out custom text messages.
3.7k
google Google Cloud Solution Agentic AI Bidirectional Streaming
Designs and implements a Google Cloud solution for live, bidirectional multimodal streaming workloads with AI agents, covering requirements discovery, architecture design, and deployment planning.
14.4k
huggingface Hf Cloud Serving Image Selection
Selects the correct SageMaker serving container image URI for HuggingFace model deployments, prioritizing HuggingFace-curated Deep Learning Containers over generic alternatives.
10.8k · bundle
nvidia Cuopt Numerical Optimization API
Model and solve LP, MILP, and QP problems using NVIDIA cuOpt's GPU-accelerated solver via Python, C/C++, or CLI interfaces.
2.2k · bundle
Frequently asked questions
What are AI & ML agent skills?
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
Which AI & ML skills are most installed?
Popular AI & ML skills on SkillMD right now include chroma, n8n-code-tool, awq-quantization. Rankings shift as installs change; sort this page by "Most downloaded" for the live list.
Do AI & ML skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds add <owner>/<name>, or copy the file into your agent's skills directory.