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
mattpocock Setup TS Deep Modules
Wire dependency-cruiser into a TypeScript repo so each package is a deep module, with implementation hidden in subfolders and reachable only through its entry-point files. User-invoked.
236k · bundle
anthropic Claude API
Build LLM-powered applications with Claude using the official Anthropic SDK or raw HTTP, covering model selection, API parameters, streaming, tool use, MCP, caching, and model migration.
158k · bundle
addyosmani Using Agent Skills
Discovers and invokes agent skills by mapping tasks to development phases, with core operating behaviors for assumption surfacing, confusion management, and scope discipline.
69.5k
addyosmani Browser Testing With Devtools
Tests and debugs web applications in real browsers using Chrome DevTools MCP, enabling DOM inspection, console error capture, network analysis, performance profiling, and visual verification with live runtime data.
69.5k
nvidia Tao Generate Image Grounding
Generates phrase-grounded bounding box annotations from image-caption pairs using a VLM, producing cleaned captions, referring expressions, and pixel-space bounding boxes.
2.2k · bundle
nvidia Tao Train Pose Classification
Train, evaluate, export, and run inference for pose classification models using ST-GCN on skeleton keypoint sequences.
2.2k · bundle
nvidia Digital Health Clinical Asr Build
Curates clinical-specialty term lists, generates IPA-tagged synthetic audio via TTS, and produces NeMo-format manifests for ASR benchmark evaluation.
2.2k · bundle
nvidia Cuopt Numerical Optimization API C
Solve LP, MILP, and QP problems using the cuOpt C API with a consistent build pattern and core calls.
2.2k · bundle
affaan-m Continuous Agent Loop
Provides patterns for continuous autonomous agent loops with quality gates, evals, and recovery controls.
226k
antigravity Doc2math
Converts narrative technical documents into structured mathematical problem specifications with variables, constraints, objectives, and uncertainty.
42.4k
nvidia Deepstream Profile Pipeline
Profile a DeepStream pipeline with Nsight Systems and derive its configs from the measurement.
2.2k · bundle
nvidia Earth2studio Create Diagnostic
Create Earth2Studio diagnostic model wrappers for single-step data transformations, including simple derived diagnostics, packaged AutoModel diagnostics, and generative or diffusion diagnostics.
2.2k · bundle
antigravity Riffkit
Analyze a winning short video's formula and generate a new branded video with your product, character, and language (English or Spanish) for social media ads.
42.4k
adobe Slicc Handoff
Hand off tasks to the SLICC browser agent or install a new skill into SLICC from a GitHub repository.
142 · bundle
muratcankoylan Evaluation
Build evaluation frameworks for agent systems with deterministic checks, regression suites, multi-dimensional rubrics, quality gates, production monitoring, and outcome measurement.
16.9k · bundle
muratcankoylan Bdi Mental States
Model agent mental states using BDI (Beliefs, Desires, Intentions) ontology patterns, enabling cognitive reasoning, explainability, and semantic interoperability in multi-agent systems.
16.9k · bundle
muratcankoylan Context Degradation
Diagnose and mitigate context degradation patterns including lost-in-middle failures, context poisoning, distraction, confusion, and clash in AI agent systems.
16.9k · bundle
muratcankoylan Multi Agent Patterns
Design multi-agent systems with context isolation, supervisor or swarm coordination, explicit handoffs, parallel execution, and decision frameworks for when multiple agents are justified.
16.9k · bundle
orchestra-research Deepspeed
Provides expert guidance for distributed training with DeepSpeed, covering ZeRO optimization stages, pipeline parallelism, FP16/BF16/FP8, 1-bit Adam, and sparse attention.
10.4k · bundle
orchestra-research Ml Training Recipes
Provides battle-tested PyTorch training recipes for LLMs, vision, diffusion, and biomedical domains, covering training loops, optimizer selection, LR scheduling, mixed precision, and debugging.
10.4k · bundle
orchestra-research Model Pruning
Compress large language models by 40-60% with minimal accuracy loss using one-shot pruning techniques like Wanda and SparseGPT, enabling faster inference and deployment on constrained hardware.
10.4k · bundle
orchestra-research Academic Plotting
Generates publication-quality figures for ML papers, including architecture diagrams via Gemini and data-driven charts via matplotlib/seaborn.
10.4k · bundle
orchestra-research Evaluating Code Models
Evaluates code generation models across HumanEval, MBPP, MultiPL-E, and 15+ benchmarks with pass@k metrics. Use when benchmarking code models, comparing coding abilities, testing multi-language support, or measuring code generation quality.
10.4k · bundle
orchestra-research Knowledge Distillation
Compress large language models using knowledge distillation from teacher to student models, covering temperature scaling, soft targets, reverse KLD, logit distillation, and MiniLLM training strategies.
10.4k · bundle
orchestra-research Ara Research Manager
Records research provenance as a post-task epilogue, scanning conversation history to extract decisions, experiments, dead ends, claims, heuristics, and pivots, and writing them into the ara/ directory with provenance tags.
10.4k · bundle
higgsfield-ai Higgsfield Marketplace Cards
Generate marketplace product image cards, including main images, secondary product shots, and A+ content modules, via the Higgsfield CLI.
518
czlonkowski N8n Agents
Design n8n AI agents with best practices for node selection, sub-node wiring, tool design, structured output, and memory management.
5.7k · bundle
czlonkowski Using N8n MCP Skills
Routes n8n workflow-building tasks to the correct skill, with defaults and red-flag guidance for reliable n8n automation.
5.7k · bundle
antigravity Goal Loop
Drafts structured goal-loop prompts for long-running agent work with verifiable stop conditions, validation commands, and documentation requirements.
42.4k
antigravity AI Engineer
Build production-ready LLM applications, advanced RAG systems, and intelligent agents with vector search, multimodal AI, and enterprise integrations.
42.4k
antigravity Fal Upscale
Upscales and enhances image and video resolution using AI.
42.4k
antigravity LLM Council
Run Fireworks-hosted open-weight model councils that compare responses and synthesize a final answer.
42.4k · bundle
thedotmack Openclaw
Sets up persistent memory for AI agents on an OpenClaw gateway by installing a plugin that records observations and injects context into system prompts.
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google-gemma Gemma Trainer
Fine-tune Gemma models locally using QLoRA, Unsloth, or TRL for SFT, DPO, and reward modeling, with dataset preparation and conversion to GGUF or LiteRT-LM.
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kkkkhazix Neat Freak
Reconciles project documentation, agent memory, and rule files against the actual codebase after a development session, ensuring accuracy and consistency across all knowledge layers.
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wjz-p Gemini Skill
Generates images and conducts conversations through the Gemini website (gemini.google.com) using MCP tools, scripts, or a managed browser as a fallback.
828 · 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 llm-council, claude-api, neat-freak. 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.