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Claude Code Machine Learning skills :)

Flowy lists 238 skills in the Machine Learning category for Claude Code, across 22 plugins. A skill is a folder of instructions an agent loads while you work. Every one here shows what is inside before you install, who wrote it, and whether it is Auto-invoked, meaning a FLOW.md router fires it as you prompt.

Browse all skills →Machine Learning plugins →

analyze-ci

analyze-ci

Analyze failed GitHub Action jobs. Takes one or more GitHub URLs (job, workflow-run, or PR) and summarizes each failure with root…

mlflow12d29k
@mlflow@mlflowInstall Skill
github-actions-style

github-actions-style

GitHub Actions workflow and composite action conventions for MLflow. Use when writing, modifying, or reviewing workflows in…

mlflow12d29k
@mlflow@mlflowInstall Skill
nightly

nightly

Investigate supplied workflow runs and summarize failures by root cause.

mlflow12d29k
@mlflow@mlflowInstall Skill
hf-cli

hf-cli

Hugging Face Hub CLI (`hf`) for downloading, uploading, and managing models, datasets, spaces, buckets, repos, papers, jobs, and…

skills2w11k
@huggingface@huggingfaceInstall Skill
hf-cloud-python-env-setup

hf-cloud-python-env-se…

Set up an isolated Python environment for SageMaker / AWS work, with the right Python version and current boto3. Use this skill…

skills2w11k
@huggingface@huggingfaceInstall Skill
feast-architecture

feast-architecture

Internals of the Feast codebase — how each component works, where the key abstractions live, and the data flow through the…

feast2d7.4k
@feast-dev@feast-devInstall Skill
feast-dev

feast-dev

Development guide for contributing to the Feast codebase. Covers environment setup, testing, linting, project structure, and PR…

feast2d7.4k
@feast-dev@feast-devInstall Skill
feast-testing

feast-testing

How to test and debug Feast — running targeted tests, writing unit tests for new components, debugging registry and online store…

feast2d7.4k
@feast-dev@feast-devInstall Skill
add-ecosystem

add-ecosystem

Add a new ecosystem and base model to basemodel.constants.ts. Use when onboarding a new model family from providers like Baidu,…

civitai3d7.3k
@civitai@civitaiInstall Skill
add-generation-support

add-generation-support

Wire an existing ecosystem into the generation system. Adds generation support to basemodel.constants.ts, creates graph and…

civitai3d7.3k
@civitai@civitaiInstall Skill
accessing-mlflow

accessing-mlflow

Query and browse evaluation results stored in MLflow. Use when the user wants to look up runs by invocation ID, compare metrics…

@nvidia@nvidiaInstall Skill
dev-stack

dev-stack

Start, monitor, restart, or stop the local OpenRAG dev stack (Docker infra + host backend + host frontend). Use when the user…

openrag12d4.7k
@langflow-ai@langflow-aiInstall Skill
install

install

Plan and execute a minimal OpenRAG installation with requirement drafting, task tracking, configuration guidance, and local…

openrag12d4.7k
@langflow-ai@langflow-aiInstall Skill
sdk

sdk

Guide developers through integrating the OpenRAG SDK into applications with code examples, configuration, and best practices

openrag12d4.7k
@langflow-ai@langflow-aiInstall Skill
nemotron-add-model

nemotron-add-model

Onboard a new model family (Nemotron or third-party) into skills/ — paper chunks, recipe summaries, context packs, and model…

nemotron1d2.3k
@nvidia-nemo@nvidia-nemoInstall Skill
nemotron-add-pattern

nemotron-add-pattern

Add a cross-cutting decision pattern under src/nemotron/steps/patterns/. Use when a recurring ML decision (tokenizer lock, eval…

nemotron1d2.3k
@nvidia-nemo@nvidia-nemoInstall Skill
nemotron-add-step

nemotron-add-step

Add a new step under src/nemotron/steps/<category>/<step_id>/ — manifest (step.toml), runner glue, configs, and per-step…

nemotron1d2.3k
@nvidia-nemo@nvidia-nemoInstall Skill
configs

configs

How the prime-rl config system works — TOML files, CLI overrides, composition, and special patterns. Use when creating configs,…

prime-rltoday2.2k
@primeintellect-ai@primeintellect-aiInstall Skill
dashboard

dashboard

Find, start, use, and stop the local run dashboard for metrics, configs, traces, logs, and reports. Use when asked for its URL,…

prime-rltoday2.2k
@primeintellect-ai@primeintellect-aiInstall Skill
eval

eval

Launch and monitor prime-rl evals — the `uv run eval` entrypoint, its config and CLI shorthands, run directory, resume, logs and…

prime-rltoday2.2k
@primeintellect-ai@primeintellect-aiInstall Skill
autofl-nvflare

autofl-nvflare

Help coding agents work on an NVFlare-based Auto-FL harness that follows an autoresearch-style loop. Use when the user wants to…

nvflare13d1k
@nvidia@nvidiaInstall Skill
autofl-nvflare-report

autofl-nvflare-report

Generate and commit a markdown report after an Auto-FL NVFlare autoresearch experiment has been manually stopped. Use when the…

nvflare13d1k
@nvidia@nvidiaInstall Skill
nvflare-autofl

nvflare-autofl

Use for agent-assisted Auto-FL optimization of an existing NVFLARE job in simulation, POC, or production. Do not use for code…

nvflare13d1k
@nvidia@nvidiaInstall Skill
commit-and-pr

commit-and-pr

Creates Arena-conformant commits and pull requests. Enforces DCO sign-off (git commit -s), no AI attribution lines (no…

@isaac-sim@isaac-simInstall Skill
dev-container

dev-container

Bootstraps and maintains the Docker environment used when contributing to Isaac Lab-Arena. Use when preparing a checkout for…

@isaac-sim@isaac-simInstall Skill
configuration

configuration

Install/update Sparkrun 0.4.0, configure host clusters and SSH, check setup, manage plugins/features, and inspect or clean model…

@spark-arena@spark-arenaInstall Skill
registry

registry

Browse Sparkrun 0.4.0 recipe registries and benchmark profiles; inspect, export, validate, or author recipes.

@spark-arena@spark-arenaInstall Skill
workloads

workloads

Launch, inspect, log, stop, benchmark, and manage inference workloads with Sparkrun 0.4.0, including gateways and optional daemon…

@spark-arena@spark-arenaInstall Skill
check-release

check-release

Verifies that a TorchJD release was published correctly by checking the docs site, installing from PyPI, and smoke-testing newly…

torchjd6d406
@simplexlab@simplexlabInstall Skill
implement-method

implement-method

Implements a new method (scalarizer or aggregator) in TorchJD, starting from the research produced by the research-method skill…

torchjd6d406
@simplexlab@simplexlabInstall Skill
prepare-release

prepare-release

Prepares a torchjd package release by verifying the changelog, README, bumping the version in pyproject.toml, and opening a…

torchjd6d406
@simplexlab@simplexlabInstall Skill
karpathy-skill

karpathy-skill

Andrej Karpathy的思维框架与表达方式。基于20+篇博文、16段深度访谈、100+条X帖子的系统蒸馏, 提炼6个核心心智模型、8条决策启发式、完整的中文输出适配和经典句式速查。…

@alchaincyf@alchaincyfInstall Skill
application-flow

application-flow

High-level overview of a typical ovrtx application lifecycle. Use when user asks how to structure an ovrtx program, what the main…

ovrtx3w267
@nvidia-omniverse@nvidia-omniverseInstall Skill
async-operations

async-operations

Asynchronous operation patterns including polling, timeouts, and non-blocking workflows. Use when user asks about async…

ovrtx3w267
@nvidia-omniverse@nvidia-omniverseInstall Skill
attribute-bindings

attribute-bindings

Replacing persistent ovrtx attribute bindings with reusable ovstage queries for repeated writes or maps. Use when user asks about…

ovrtx3w267
@nvidia-omniverse@nvidia-omniverseInstall Skill
laya-integration

laya-integration

Add fast, local, typed decisions to any project with Laya, an open-source non-generative decision model (pip install laya). It…

@wdobry@wdobryInstall Skill
boltzgen

boltzgen

BoltzGen is an all-atom diffusion model that generates antibody, nanobody, and de novo miniprotein backbones conditioned on a…

@001tmf@001tmfInstall Skill
by-campaign-manager

by-campaign-manager

Plan, execute, monitor, and assess protein/antibody design campaigns. This skill governs how to size a campaign, track run state,…

@001tmf@001tmfInstall Skill
by-campaign-optimizer

by-campaign-optimizer

Multi-round design campaigns generate scored designs at every iteration. This skill turns that scoring history into actionable…

@001tmf@001tmfInstall Skill
python-style

python-style

Python coding and testing conventions for MLflow. Use when writing, modifying, or reviewing Python source files and tests in this…

mlflow12d29k
@mlflow@mlflowInstall Skill
status

status

Show the current MLflow tracing configuration for Claude Code.

mlflow12d29k
@mlflow@mlflowInstall Skill
feast-user-guide

feast-user-guide

Guide for working with Feast (Feature Store) — defining features, configuring feature_store.yaml, retrieving features…

feast2d7.4k
@feast-dev@feast-devInstall Skill
add-trainer-model

add-trainer-model

Add a new trainable base model to BOTH trainers end-to-end — the in-app trainer (main Next.js app, src/) and the Training Studio…

civitai3d7.3k
@civitai@civitaiInstall Skill
add-training-support

add-training-support

Wire an existing ecosystem into the LoRA training system so it appears as a trainable base model in the training form. Adds the…

civitai3d7.3k
@civitai@civitaiInstall Skill
agent-review

agent-review

Get external agent review and feedback. Routes Anthropic models through Claude Agent SDK (uses local subscription) and other…

civitai3d7.3k
@civitai@civitaiInstall Skill
compare-results

compare-results

Establish baseline-vs-candidate evaluation plans, delegate missing evaluations, compare validated results, and decide…

@nvidia@nvidiaInstall Skill
day0-release

day0-release

Deterministic end-to-end driver for day-0 quantized-checkpoint releases — chains PTQ → evaluation → comparison with enforced…

@nvidia@nvidiaInstall Skill
debug

debug

Run commands inside a remote Docker container via the file-based command relay (tools/debugger). Use when the user says "run in…

@nvidia@nvidiaInstall Skill
nemotron-customize

nemotron-customize

Configure and chain repo-native Nemotron steps for curation, tokenizer extension, SDG/BYOB, training, conversion, optimization,…

nemotron1d2.3k
@nvidia-nemo@nvidia-nemoInstall Skill
nemotron-lightning35

nemotron-lightning35

Reference desk for NVIDIA Nemotron 3.5 Lightning (30B-A3B), a hybrid Mamba-Transformer MoE with MTP built from Nano 3 Base by…

nemotron1d2.3k
@nvidia-nemo@nvidia-nemoInstall Skill
nemotron-nano3

nemotron-nano3

Reference desk for Nemotron 3 Nano / Llama-Nemotron Nano 3 — architecture, training data, recipes, evaluation, quantization,…

nemotron1d2.3k
@nvidia-nemo@nvidia-nemoInstall Skill
install

install

How to install prime-rl and its optional dependencies. Use when setting up the project, installing extras like DeepEP for…

prime-rltoday2.2k
@primeintellect-ai@primeintellect-aiInstall Skill
kernels

kernels

How prime-rl vendors, builds, and ships CUDA kernels (the `deps/prime-kernels` submodule and the `prime-kernels` wheel). Use when…

prime-rltoday2.2k
@primeintellect-ai@primeintellect-aiInstall Skill
model-factory

model-factory

Launch and monitor prime-rl runs on Model Factory with prime train, and retrieve their traces. Use for requests such as "run this…

prime-rltoday2.2k
@primeintellect-ai@primeintellect-aiInstall Skill
nvflare-autofl-report

nvflare-autofl-report

Generate a reproducible final report, literature-outcome synthesis, JSON summary, and refreshed progress plot for a stopped or…

nvflare13d1k
@nvidia@nvidiaInstall Skill
nvflare-convert-huggingface

nvflare-convert-huggin…

Convert existing Hugging Face Transformers Trainer or TRL SFTTrainer training code into an NVFLARE federated job using…

nvflare13d1k
@nvidia@nvidiaInstall Skill
nvflare-convert-lightning

nvflare-convert-lightn…

Convert existing PyTorch Lightning training code into an NVFLARE federated job using the Lightning Client API patch, local…

nvflare13d1k
@nvidia@nvidiaInstall Skill
draft-pr-review

draft-pr-review

Turns review findings from a local or agent-assisted code review into a pending GitHub pull request review that the reviewer…

@isaac-sim@isaac-simInstall Skill
run-experiment

run-experiment

Runs existing Isaac Lab-Arena Experiment Definitions locally with experiment_runner.py in a ready native or Docker runtime,…

@isaac-sim@isaac-simInstall Skill
research-method

research-method

Researches about a new method (scalarizer or aggregator) from the scientific literature and how to integrate it to TorchJD. Use…

torchjd6d406
@simplexlab@simplexlabInstall Skill
binding-materials

binding-materials

Binding materials to prims at runtime. Use when user asks to assign a material, change a material, set material binding, or swap…

ovrtx3w267
@nvidia-omniverse@nvidia-omniverseInstall Skill
camera-outputs-rt2

camera-outputs-rt2

Available camera render outputs for Real-Time Path-Tracing (RT2) mode. Use when user asks what AOVs/render vars are available,…

ovrtx3w267
@nvidia-omniverse@nvidia-omniverseInstall Skill
cloning-prims

cloning-prims

Cloning USD subtrees to create copies at new paths. Use when user asks to clone, duplicate, copy a prim, or create instances of…

ovrtx3w267
@nvidia-omniverse@nvidia-omniverseInstall Skill
by-causal-reasoning

by-causal-reasoning

Most "AI scientist" demos fake reasoning by chaining LLM calls and calling the chain a hypothesis. This skill does the opposite:…

@001tmf@001tmfInstall Skill
by-database

by-database

Use the BY MCP database tools to query PDB, UniProt, and SAbDab for target characterization, antibody scaffold selection, and…

@001tmf@001tmfInstall Skill
by-deploy-compute

by-deploy-compute

BY is a **local-first** agent. The default compute provider is `"local"` (see `.by/config.json` → `compute.default_provider`).…

@001tmf@001tmfInstall Skill
triage

triage

Triage GitHub issues or handle maintainer follow-ups in a sandbox, writing a response and optional verified implementation…

mlflow12d29k
@mlflow@mlflowInstall Skill
upload-media

upload-media

Upload one or more local images or videos to GitHub and get back a `user-attachments` URL for each, to embed in a PR body, issue,…

mlflow12d29k
@mlflow@mlflowInstall Skill
hf-mcp

hf-mcp

Use Hugging Face Hub via MCP server tools. Search models, datasets, Spaces, papers. Get repo details, fetch documentation, run…

skills2w11k
@huggingface@huggingfaceInstall Skill
hf-mem

hf-mem

Hugging Face CLI to estimate the required memory to load Safetensors or GGUF model weights for inference from the Hugging Face Hub

skills2w11k
@huggingface@huggingfaceInstall Skill

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