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
brycewang-stanford
Auto Review Loop LLM
Autonomous research review loop using any OpenAI-compatible LLM API. Configure via llm-chat MCP server or environment variables. Trigger with "auto review loop llm" or "llm review".
1k
sickn33
Odw
Dynamic multi-agent workflows — plan first, then orchestrate parallel agents with adversarial verification via the local odw daemon. Use when the user asks for a "workflow", says "ultracode", or hands you a task spanning many files/items that benefits from parallel agents.
45.1k
sickn33
Adhx
Fetch any X/Twitter post as clean LLM-friendly JSON. Converts x.com, twitter.com, or adhx.com links into structured data with full article content, author info, and engagement metrics. No scraping or browser required.
45.1k
sickn33
Cmux
Control cmux workspaces, panes, surfaces, and agent sessions safely from macOS terminal workflows.
45.1k
sickn33
Moyu
Anti-over-engineering guardrail that activates when an AI coding agent expands scope, adds abstractions, or changes files the user did not request.
45.1k
sickn33
Loopy
Discover, find, compare, audit, repair, adapt, craft, run, debrief, and prepare repeatable AI-agent loops for publication. Use when a user asks to analyze code or coding threads for recurring work, find a published loop, interview them to turn a goal into a bounded loop, review a loop...
45.1k · bundle
sickn33
Crewai
Expert in CrewAI - the leading role-based multi-agent framework used by 60% of Fortune 500 companies.
45.1k
sickn33
Hf MCP
Use Hugging Face Hub via MCP server tools. Search models, datasets, Spaces, papers. Get repo details, fetch documentation, run compute jobs, and use Gradio Spaces as AI tools. Available when connected to the HF MCP server.
45.1k
sickn33
Hf Mem
Hugging Face CLI to estimate the required memory to load Safetensors or GGUF model weights for inference from the Hugging Face Hub
45.1k
sickn33
Jobgpt
Job search automation, auto apply, resume generation, application tracking, salary intelligence, and recruiter outreach using the JobGPT MCP server.
45.1k
sickn33
Molykit
CRITICAL: Use for MolyKit AI chat toolkit. Triggers on: BotClient, OpenAI, SSE streaming, AI chat, molykit, PlatformSend, spawn(), ThreadToken, cross-platform async, Chat widget, Messages, PromptInput, Avatar, LLM
45.1k
sickn33
Seaborn
Seaborn is a Python visualization library for creating publication-quality statistical graphics. Use this skill for dataset-oriented plotting, multivariate analysis, automatic statistical estimation, and complex multi-panel figures with minimal code.
45.1k
mattpocock
Handoff
Compact the current conversation into a handoff document for another agent to pick up.
236k · bundle
mattpocock
Claude Handoff
Hand the current conversation off to a fresh background agent that picks up the work immediately.
236k · bundle
anthropic
MCP Builder
Guides the creation of high-quality MCP servers that enable LLMs to interact with external services through well-designed tools, covering planning, implementation, testing, and evaluation.
158k · bundle
vercel-labs
Find Skills
Discovers and installs agent skills from the open ecosystem when users ask for help with specific tasks or express interest in extending capabilities.
28.7k
google
Agent Platform Tuning
Fine-tune open models or Gemini models using Agent Platform infrastructure, from environment setup through data preparation, job configuration, monitoring, and deployment.
14.4k · bundle
nvidia
Cuopt Server Common
Explains the domain concepts of the cuOpt REST server, including supported problem types, request flow, and key endpoints, without deployment or client code.
2.2k · bundle
nvidia
Tao Train Mask2former
Train, evaluate, export, quantize, and run inference on Mask2Former models for panoptic, instance, and semantic segmentation using NVIDIA TAO.
2.2k · bundle
nvidia
Nemo Rl Session Memory
Maintain durable session memory across agent disconnects by writing structured checkpoints to the repo's session directory, enabling context recovery.
2.2k · bundle
nvidia
Earth2studio Data Fetch
Guides users through downloading weather/climate data via Earth2Studio data source APIs, verifying variable support via the lexicon system, and generating a working Python fetch script.
2.2k · bundle
nvidia
Nv Generate Vae Finetune
Finetune the NV-Generate-CTMR MAISI VAE/autoencoder on user-supplied CT or MRI NIfTI volumes using a staged config and datalist workflow.
2.2k · bundle
nvidia
Tao Train Deformable Detr
Train, evaluate, export, quantize, and run inference for a Deformable DETR 2D object detection model using TAO, with deformable attention for efficient multi-scale feature processing.
2.2k · bundle
nvidia
Tao Validate Dataset Format
Validates NVIDIA TAO DAFT datasets for structure, schema, and cross-reference errors using the `tao-daft validate` CLI tool.
2.2k · bundle
nvidia
Tao Run Automl Deft Pipeline
Runs a three-phase AOI training pipeline: AutoML HPO baseline, DEFT iterative data improvement, and AutoML refinement on the augmented dataset.
2.2k · bundle
nvidia
Nemo Mbridge Multi Node Slurm
Convert single-node PyTorch distributed scripts into multi-node Slurm sbatch jobs and debug common multi-node failures, covering srun-native and torch.distributed approaches, container setup, NCCL timeouts, and interactive allocation.
2.2k · bundle
nvidia
Digital Health Clinical Asr Setup
Bootstraps a clinical ASR evaluation environment by verifying NVIDIA_API_KEY, installing Python dependencies, and running a smoke test against hosted TTS/ASR services.
2.2k · bundle
nvidia
Nemo Mbridge Perf Moe Comm Overlap
Optimizes MoE expert-parallel communication overlap in Megatron Bridge, covering dispatch/combine overlap, flex dispatcher backends, and expert wgrad scheduling.
2.2k · bundle
antigravity
Maxia
Connect to the MAXIA AI-to-AI marketplace on Solana to discover, buy, and sell AI services, earn USDC, and access crypto intelligence, DeFi yields, sentiment analysis, and rug detection tools.
42.4k
antigravity
Mmx CLI
Generate text, images, video, speech, and music via the MiniMax AI platform using the mmx CLI.
42.4k
antigravity
Blockrun
Pays for external capabilities like image generation, real-time X/Twitter data, and alternative LLMs via micropayments without requiring API keys.
42.4k
antigravity
Runapi CLI
Generate AI images, videos, and music/audio from agents using the RunAPI CLI.
42.4k
google
Bigquery Bigframes
Generates Python code using BigQuery DataFrames (BigFrames), the pandas/scikit-learn-style API over BigQuery, for dataframe and ML workflows.
14.4k
nvidia
Amc Run Sample Calibration
Run end-to-end calibration on the bundled sample dataset against a running AMC microservice to verify the stack works before processing real data.
2.2k · bundle
nvidia
Earth2studio Create Prognostic
Create Earth2Studio prognostic model wrappers that time-step weather forecasts forward, with triple-inheritance classes, tests, and documentation.
2.2k · bundle
android
Appfunctions
Analyzes Android apps to identify user workflows for AppFunctions, generates Kotlin code to expose them to the Android system, and refines KDoc documentation for AI agent compatibility.
6.1k · 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 nemo-rl-session-memory, mcp-builder, agent-platform-tuning. 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.