Skills MCP Plugins Subagents

Browse by category

DevOps & CI/CD Skills Productivity & Workflow Skills Other Skills Product & Project Management Skills Documentation & Knowledge Skills Code Review & Refactor Skills Backend & APIs Skills Agent Meta & Communication Skills Research Skills Security Skills UX UI & Design Skills Testing & QA Skills See all →

Every Claude Code skill, MCP server, plugin and subagent in one directory. Searchable, comparable, and one command from installed. Live stats from GitHub, npm and PyPI.

We're on Product HuntYour agent's app storeCheck it out →

Agent Skills MCP Servers Plugins Subagents Coding Agents

Collections Official publishers Glossary FAQ Blog Search Saved Feedback

Privacy Terms llms.txt Sitemap

made with ♥ · © 2026 aaaa.fyi

Independent project · real data from public registries

home/skills/machine learning & ai

home/skills/machine learning & ai

Machine Learning & AI Skills

870 machine learning & ai agent skills for Claude Code and AI agents, ranked by real installs from npm, PyPI and skills.sh. azure-ai leads with 485k installs a month.

#Type

1azure-aiUse for Azure AI: Search, Speech, OpenAI, Document Intelligence. Helps with search, vector/hybrid search, speech-to-text, text-to-speech, transcription, OCR.SkillsJul 2026485k1.3k
2ai-research-exploreRigor Explore compatible skill slug for meaningful and potentially novel deep learning research candidates.SkillsJul 2026176k512
3ai-research-reproductionRigor Reproduce compatible skill slug for README-first deep learning repository reproduction.SkillsJul 2026176k512
4explore-codeRigor Improve implementation leaf skill for auditable candidate implementation in deep learning research repositories.SkillsJul 2026176k512
5run-trainRigor Train skill for deep learning research repositories. Use when a documented or selected training command should be run conservatively for startup…SkillsJul 2026176k512
6explore-runRigor Improve / Rigor Explore run leaf skill for bounded exploratory evidence in deep learning research repositories.SkillsJul 2026176k512
7minimal-run-and-auditRigor Run skill for README-first deep learning repo reproduction.SkillsJul 2026176k512
8env-and-assets-bootstrapRigor Setup skill for README-first deep learning repo reproduction.SkillsJul 2026176k512
9firebase-ai-logic-basicsOfficial skill for integrating Firebase AI Logic (Gemini API) into web applications. Covers setup, multimodal inference, structured output, and security.SkillsJul 202679k389
10use-ai-sdkAnswer questions about the AI SDK and help build AI-powered features.SkillsJul 202644k26k
11baoyu-danger-gemini-webGenerates images and text via reverse-engineered Gemini Web API.SkillsJul 202626k24k
12gemini-api-devUse this skill when building applications with Gemini API hosted models, including Gemini and Gemma 4, working with multimodal content (text, images, audio,…SkillsJul 202617k3.9k
13gemini-apiUse when the user asks about using Gemini in an enterprise environment or explicitly mentions Vertex AI, Google Cloud, or Agent Platform.SkillsJul 20269.8k15k
14extension-openaiMANDATORY recipe for every Caffeine build that calls OpenAI (ChatGPT, GPT-4o, an LLM, a chatbot, embeddings).SkillsJul 20269.3k0
15gemini-interactions-apiUse this skill when writing code that calls the Gemini API for text generation, multi-turn chat, multimodal understanding, image generation, video generation,…SkillsJul 20269.1k3.9k
16gemini-live-api-devUse this skill when building real-time, bidirectional streaming applications with the Gemini Live API.SkillsJul 20266.2k3.9k
17ctf-ai-mlProvides AI and machine learning techniques for CTF challenges.SkillsJul 20264.8k2.8k
18onboardingOnboard a project to LaunchDarkly: kickoff roadmap, resumable log, explore repo, MCP, companion flag skills, nested SDK install (detect/plan/apply), first…SkillsJul 20263.8k20
19amazon-bedrockBuilds generative AI applications on Amazon Bedrock. Covers model invocation (Converse API, InvokeModel), RAG with Knowledge Bases, Bedrock Agents, Guardrails,…SkillsJul 20263.8k2.1k
20rag-architectDesigns and implements production-grade RAG systems by chunking documents, generating embeddings, configuring vector stores, building hybrid search pipelines,…SkillsMay 20263.5k11k
21agent-platform-tuningAgent Platform Model Tuning. Use when you need to fine-tune open models or Gemini models using Agent Platform infrastructure.SkillsJul 20263.4k15k
22agent-platform-tuning-managementManages GenAI tuning jobs in Agent Platform. Use this to list, get, or cancel ongoing model tuning jobs.SkillsJul 20263.4k15k
23fine-tuning-expertUse when fine-tuning LLMs, training custom models, or adapting foundation models for specific tasks.SkillsMay 20263.1k11k
24apple-on-device-aiBuild private, on-device AI features on iPhone, iPad, and Mac with Foundation Models, Core ML, MLX Swift, or llama.cpp.SkillsJul 20262.9k933
25ml-pipelineDesigns and implements production-grade ML pipeline infrastructure: configures experiment tracking with MLflow or Weights & Biases, creates Kubeflow or Airflow…SkillsMay 20262.8k11k
26coremlIntegrate Core ML models in iOS apps for on-device machine learning inference.SkillsJul 20262.7k933
27sentry-setup-ai-monitoringSetup Sentry AI Agent Monitoring in any project. Use when asked to monitor LLM calls, track AI agents, track conversations, or instrument…SkillsJul 20262.5k244
28cuopt-developerModify, build, test, debug, and contribute to NVIDIA cuOpt (C++/CUDA, Python, server, CI). Use for solver internals, PRs, DCO, and code conventions.SkillsJul 20262.2k2.7k
29llm-prompt-injectionLLM prompt injection playbook. Use when testing AI/LLM applications for direct injection, indirect injection via RAG/browsing, tool abuse, data exfiltration,…SkillsJun 20262.2k1.5k
30ai-ml-securityAI/ML security playbook. Use when assessing model supply chain attacks (pickle RCE, poisoned weights), adversarial examples, model poisoning, model stealing,…SkillsJun 20262.1k1.5k
31llm-obsMonitor LLMs and agentic apps: performance, token/cost, response quality, and workflow orchestration.SkillsJul 20262.1k542
32cudaq-guideCUDA-Q onboarding guide for installation, test programs, GPU simulation, QPU hardware, and quantum applications.SkillsJul 20262.0k2.7k
33deepstream-import-vision-modelUse this skill to bring any vision model from HuggingFace or NVIDIA NGC into an NVIDIA DeepStream pipeline with end-to-end automation: ONNX download,…SkillsJul 20261.9k2.7k
34digital-health-clinical-asr-setupStage 1 of Clinical ASR Flywheel. Use when bootstrapping a cycle: NVCF+MW disclosure, NVIDIA_API_KEY check, deps install, TTS+ASR smoke test.SkillsJul 20261.7k2.7k
35context-engineering-advisorDiagnose context stuffing vs. context engineering. Use when an AI workflow feels bloated, brittle, or hard to steer reliably.SkillsJul 20261.7k6.0k
36digital-health-clinical-asr-finetuneStage 4 of the Clinical ASR Flywheel. Use when priority KER is above 0.3 to run stock NeMo SFT on Parakeet TDT v2 and offline cycle N+1 re-eval.SkillsJul 20261.7k2.7k
37digital-health-clinical-asr-buildStage 2 of the Clinical ASR Flywheel. Use when curating clinical terms, tagging IPA, and synthesizing a NeMo manifest.SkillsJul 20261.7k2.7k
38aws-sdk-java-v2-bedrockProvides Amazon Bedrock patterns using AWS SDK for Java 2.x. Invokes foundation models (Claude, Llama, Titan), generates text and images, creates embeddings…SkillsJun 20261.6k311
39migrateMigrate an application with hardcoded LLM prompts to a full LaunchDarkly AgentControl implementation in five stages: audit the code, wrap the call, move the…SkillsJul 20261.6k20
40gke-inferenceDeploys and optimizes AI/ML inference workloads on GKE, using GPUs, TPUs, and model servers.SkillsJul 20261.6k15k
41huggingface-llm-trainerTrain or fine-tune language and vision models using TRL (Transformer Reinforcement Learning) or Unsloth with Hugging Face Jobs infrastructure.SkillsJul 20261.4k11k
42huggingface-vision-trainerTrains and fine-tunes vision models for object detection (D-FINE, RT-DETR v2, DETR, YOLOS), image classification (timm models — MobileNetV3, MobileViT, ResNet,…SkillsJul 20261.3k11k
43huggingface-community-evalsRun evaluations for Hugging Face Hub models using inspect-ai and lighteval on local hardware.SkillsJul 20261.2k11k
44experiment-codeWrite ML experiment code with iterative improvement. Generate training/evaluation pipelines, debug errors, and optimize results through code reflection.SkillsFeb 20261.2k243
45huggingface-bestUse when the user asks about finding the best, top, or recommended model for a task, wants to know what AI model to use, or wants to compare models by…SkillsJul 20261.1k11k
46huggingface-local-modelsUse to select models to run locally with llama.cpp and GGUF on CPU, Mac Metal, CUDA, or ROCm.SkillsJul 20261.1k11k
47agent-neural-networkAgent skill for neural-network - invoke with $agent-neural-networkSkillsJul 20261.0k66k
48agent-matrix-optimizerAgent skill for matrix-optimizer - invoke with $agent-matrix-optimizerSkillsJul 202699666k
49aeonThis skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection,…SkillsJul 202691232k
50train-sentence-transformersTrain or fine-tune sentence-transformers models across `SentenceTransformer` (bi-encoder; dense or static embedding model; for retrieval, similarity,…SkillsJul 202689911k
51deepchemMolecular ML with diverse featurizers and pre-built datasets. Use for property prediction (ADMET, toxicity) with traditional ML or GNNs when you want extensive…SkillsJul 202684332k
52esmUse when working directly with the `esm` Python SDK, ESM3 or ESMC model IDs, Forge/Biohub inference clients, or ESMFold2 folding workflows.SkillsJul 202683832k
53cirqGoogle quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization…SkillsJul 202683132k
54hugging-scienceUse when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology,…SkillsJul 202677432k
55technology-selectionGuides technology selection and implementation of AI and ML features in .NET 8+ applications using ML.NET, Microsoft.Extensions.AI (MEAI), Microsoft Agent…SkillsJul 20267674.8k
56game-aiDesign NPC and enemy decision-making with finite state machines, behavior trees, steering behaviors, and A* pathfinding — engine-neutral algorithms that pair…SkillsJul 2026705357
57developing-genkit-dartGenerates code and provides documentation for the Genkit Dart SDK.SkillsJul 202668616
58developing-genkit-goDevelop AI-powered applications using Genkit in Go. Use when the user asks to build AI features, agents, flows, or tools in Go using Genkit, or when working…SkillsJul 202660016
59ai-research-reproductionRigor Reproduce compatible skill slug for README-first deep learning repository reproduction.SkillsJul 2026583512
60developing-genkit-pythonDevelop AI-powered applications using Genkit in Python. Use when the user asks about Genkit, AI agents, flows, or tools in Python, or when encountering Genkit…SkillsJul 202655216
61n8n-agentsDesign n8n AI agents the right way. Use when building or editing any @n8n/n8n-nodes-langchain.* AI node — an AI Agent, LLM chain, Text Classifier, or…SkillsJul 20265365.9k
62pinme-llmUse this skill when a PinMe project (Worker TypeScript) needs to call OpenRouter-backed LLM APIs, including models, chat/completions, streaming, or OpenRouter…SkillsJul 20264313.7k
63trl-trainingTrain and fine-tune transformer language models using TRL (Transformers Reinforcement Learning).SkillsJul 202639211k
64payUser-authorized paid HTTP/API access for agents through local Pay MCP and TouchID gated payments (x402 MPP HTTP 402) SERVICES: search web, scrape, enrich…SkillsJul 20263481.7k
65gemma-devTrigger this skill when building applications with Gemma or for general knowledge inquiries related to Gemma models (e.g. prompt structure, capabilities).SkillsJul 2026348868
66langchain-orchestrationComprehensive guide for building production-grade LLM applications using LangChain's chains, agents, memory systems, RAG patterns, and advanced orchestrationSkillsJun 202630661
67mlops-workflowsComprehensive MLOps workflows for the complete ML lifecycle - experiment tracking, model registry, deployment patterns, monitoring, A/B testing, and production…SkillsJun 202629561
68arborAutonomously improve a real artifact (code, training recipe, agent harness, data pipeline, prompt) against an objective and an evaluator, using Hypothesis Tree…SkillsJul 202629232k
69n8n-code-toolWrite JavaScript or Python for the n8n Custom Code Tool (@n8n/n8n-nodes-langchain.toolCode) — the AI-agent-callable tool, NOT the workflow Code node.SkillsJul 20262675.9k
70signal-classificationML trading signal classifiers using XGBoost and LightGBM with walk-forward validation, SHAP feature importance, and threshold optimizationSkillsJun 2026251248
71cuml-machine-learningUse for GPU-accelerated machine learning on tabular data using NVIDIA cuML.SkillsJul 202622327k
72ai-research-exploreRigor Explore compatible skill slug for meaningful and potentially novel deep learning research candidates.SkillsJul 2026189512
73bedrockAWS Bedrock foundation models for generative AI. Use when invoking foundation models, building AI applications, creating embeddings, configuring model access,…SkillsJul 20261521.1k
74langchainBuild LLM applications with LangChain and LangGraph. Use when creating RAG pipelines, agent workflows, chains, or complex LLM orchestration.SkillsJul 2026149257
75azure-openai-2025Azure OpenAI Service and Azure AI Foundry models (2025-2026). PROACTIVELY activate for: (1) deploying Azure OpenAI models (GPT-5, GPT-4.1, GPT-4o), (2) Azure…SkillsJun 202614449
76use-case-specificationCreates a reusable use case specification file that defines the business problem, stakeholders, and measurable success criteria for model customization, as…SkillsJul 2026139843
77local-llm-routerRoute AI coding queries to local LLMs in air-gapped networks. Integrates Serena MCP for semantic code understanding.SkillsJul 2026137257
78planningDiscovers user intent and generates a structured, step-by-step plan for model customization workflows.SkillsJul 2026134843
79finetuningGenerates code that fine-tunes a base model using SageMaker serverless training jobs.SkillsJul 2026122843
80model-deploymentGenerates code that deploys fine-tuned models from SageMaker Serverless Model Customization to SageMaker endpoints or Bedrock.SkillsJul 2026122843
81dataset-transformationGenerates code that transforms datasets between ML schemas for model training or evaluation.SkillsJul 2026121843
82hf-cloud-serving-image-selectionPick the right serving container for a SageMaker model deployment and find its current image URI.SkillsJul 202612011k
83hf-cloud-sagemaker-iam-preflightEnsure a usable SageMaker execution role exists before deploying or training.SkillsJul 202611811k
84pydanticai-docsUse this skill whenever the user is working with the Pydantic AI framework — including building AI agents, defining structured outputs with Pydantic models,…SkillsJul 2026110349
85deepchemMolecular ML with diverse featurizers and pre-built datasets. Use for property prediction (ADMET, toxicity) with traditional ML or GNNs when you want extensive…SkillsJul 202610832k
86diffdockDiffDock and DiffDock-L molecular docking. Use for protein-small-molecule pose prediction from PDB or sequence plus SMILES/SDF/MOL2, batch docking, virtual…SkillsJul 202610632k
87agentlyUse when the user wants to build, initialize, validate, optimize, or refactor a model-powered assistant, internal tool, automation, evaluator, or workflow from…SkillsJul 202610522
88model-evaluationGenerates python code that evaluates SageMaker models. Supports two evaluation types: LLM-as-Judge and Custom Scorer.SkillsJul 202697843
89azure-custom-visionExpert knowledge for Azure AI Custom Vision development including best practices, decision making, limits & quotas, security, integrations & coding patterns,…SkillsJul 202694672
90azure-data-science-vmExpert knowledge for Azure Data Science Virtual Machines development including troubleshooting, decision making, architecture & design patterns, security,…SkillsJul 202692672
91agent-evalsBuild automated evaluation suites for AI agents using golden datasets, rubrics, and regression gates.SkillsMay 20269244
92omni-ai-optimizerOptimize your Omni Analytics model for Blobby, the Omni Agent — configure ai_context, ai_fields, synonyms, sample_queries, and AI-specific topic extensions.SkillsJul 20269228
93huggingface-webhooksReceive and verify Hugging Face webhooks. Use when setting up Hugging Face webhook handlers, debugging X-Webhook-Secret verification, or handling events on…SkillsJul 20269080
94model-serving-kubernetesDeploy ML models on Kubernetes with KServe (formerly KFServing) and NVIDIA Triton Inference Server.SkillsMay 20268944
95agent-observabilityInstrument AI agents with tracing, token metrics, latency, and cost visibility. Use for reliability and debugging.SkillsMay 20268244
96azure-ml-foundry-workspaceAzure Machine Learning Workspace and Azure AI Foundry deep dive.SkillsJun 20268149
97rag-observability-evalsMonitor and evaluate RAG systems with retrieval quality metrics, groundedness checks, hallucination detection, and continuous regression testing.SkillsMay 20267844
98bim-classification-aiClassify BIM elements using AI and standard classification systems. Map elements to UniFormat, MasterFormat, OmniClass, and CWICR codes.SkillsFeb 202674254
99mlxRunning and fine-tuning LLMs on Apple Silicon with MLX. Use when working with models locally on Mac, converting Hugging Face models to MLX format, fine-tuning…SkillsMay 20267424
100dspy-gepa-optimizerOptimize DSPy programs with dspy.GEPA — the reflective/evolutionary optimizer that is the 2026 gold standard for DSPy (beats MIPROv2 on complex tasks with far…SkillsJun 202670264

More skills categories

DevOps & CI/CD5519 Productivity & Workflow5248 Other4998 Product & Project Management4964 Documentation & Knowledge4545 Code Review & Refactor4435 Backend & APIs4325 Agent Meta & Communication3318 Research3084 Security2954 All Skills →