Category

Best AI and LLM engineering skills for Claude Code, Codex and other agents.

Skills for building with language models: prompts, evals, RAG, fine-tuning, inference, guardrails, agent frameworks and model APIs.
skills
4,913
official
591

AI & LLM Engineering skills, ranked

Ranked by score. Sort bymost stars,trending,newest,recently updated

AI & LLM Engineering skills, ranked
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
1

Design and build AI agents for any domain. An agent skill from shareAI-lab/learn-claude-code.

shareAI-lab/learn-claude-code78k6 repos~1.2kAutomated safety check: PassMIT9 days ago
2

Explains how to write agents for Claude Code plugins: the markdown file with YAML frontmatter, trigger descriptions, model and color settings, and system prompt design.

anthropics/claude-plugins-official37k8 repos~2.8kAutomated safety check: PassApache-2.0today
3

Manages a Sub2API deployment from the command line: accounts, redeem and invitation codes, groups, proxies, imports, exports and raw admin API calls.

Wei-Shaw/sub2api43k1 repo~717Automated safety check: PassLGPL-3.0today
4

Replay-first debug flow for SGLang serving problems. An agent skill from sgl-project/sglang.

sgl-project/sglang37k3 repos~2.1kAutomated safety check: PassApache-2.0today
5

Add unsigned integer (uint) type support to PyTorch operators by updating ATDISPATCH macros.

pytorch/pytorch104k2 repos~2.3kAutomated safety check: PassUnknowntoday
6

Generates music from text descriptions with MusicGen and sound effects with AudioGen, using Meta's AudioCraft PyTorch library with melody and style conditioning.

Orchestra-Research/AI-Research-SKILLs13k9 repos~3.9kAutomated safety check: PassMIT3 mo ago
7

Adds persistent memory to AI apps with the Mem0 Python and TypeScript SDKs: store, search, update and delete user memories, with framework integrations.

mem0ai/mem067k1 repo~1.9kAutomated safety check: PassApache-2.0yesterday
8

Write docstrings for PyTorch functions and methods following PyTorch conventions.

pytorch/pytorch104k2 repos~2.6kAutomated safety check: PassUnknowntoday
9

Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods.

Orchestra-Research/AI-Research-SKILLs13k9 repos~3.1kAutomated safety check: PassMIT3 mo ago
10

Forecasts any univariate time series zero-shot with Google's TimesFM model, returning point forecasts and calibrated prediction intervals without training.

google-research/timesfm34k—~4.7kAutomated safety check: PassApache-2.07 days ago
11

Finds every LLM workflow in a repository, proposes a labeling table and, once you agree, wires labels so Caveman Cloud groups spend per workflow.

JuliusBrussee/caveman110k1 repo~1.3kAutomated safety check: PassApache-2.0today
12

Set up Claude Code hooks to block dangerous git commands (push, reset --hard, clean, branch -D, etc.) before they execute.

fossasia/eventyay-interpretation1.6k12 repos~578Automated safety check: PassApache-2.02 days ago
13

Guide to using Meta's Segment Anything Model for zero-shot image segmentation with point, box or mask prompts, or automatic mask generation.

Orchestra-Research/AI-Research-SKILLs13k9 repos~3.3kAutomated safety check: PassMIT3 mo ago
14

Unified LLM torch-profiler triage skill for sglang, vllm, TensorRT-LLM, and TokenSpeed.

sgl-project/sglang37k2 repos~6.4kAutomated safety check: PassApache-2.0today
15
15.AI SDKOfficial

Answer questions about the AI SDK and help build AI-powered features.

vercel-labs/ai-facts16821 repos~1.2kAutomated safety check: PassNo licence5 mo ago
16

Read-only review of Caveman Cloud data to explain where LLM spend goes: cost, score, workflows, traces, latency, errors, routing and verified savings.

JuliusBrussee/caveman110k1 repo~927Automated safety check: PassApache-2.0today
17

Turns a rough idea into one ready-to-paste prompt tuned for a specific AI tool such as an LLM, Cursor, Midjourney or a video model.

nidhinjs/prompt-master14k1 repo~8kAutomated safety check: PassMIT1 mo ago
18

Patterns and tested examples for building agents with Pydantic AI: tools, capabilities, structured output, dependency injection, hooks, YAML specs, streaming and testing.

docling-project/docling68k—~2.8kAutomated safety check: PassMITtoday
19

Reference of Claude API examples and guides covering tool use, vision, RAG, classification, summarization, text-to-SQL, prompt caching and agent patterns.

2025Emma/vibe-coding-cn23k1 repo~2.2kAutomated safety check: PassMIT9 mo ago
20

Runs web-grounded searches through Perplexity's Sonar models over OpenRouter for current events, recent literature and cited facts beyond the model's training cutoff.

davila7/claude-code-templates32k12 repos~3.5kAutomated safety check: NotesMITtoday
21

Self-evolution engine for agents: studies runtime history for failures and inefficiencies, writes improvements, and syncs with the EvoMap Hub through a local proxy mailbox.

EvoMap/evolver9.1k1 repo~2.2kAutomated safety check: PassGPL-3.06 days ago
22

Set up and use 1Password CLI (op). An agent skill from trpc-group/trpc-agent-go.

trpc-group/trpc-agent-go1.8k13 repos~656Automated safety check: PassApache-2.0today
23

Fetches current documentation for third-party APIs and SDKs with the chub CLI before the agent writes code against them, instead of relying on remembered API shapes.

andrewyng/context-hub14k2 repos~775Automated safety check: PassMIT4 mo ago
24

Reference for building AI agents with the Cline SDK: the Agent runtime, ClineCore sessions, custom tools, plugins, events, providers, scheduling and multi-agent teams.

cline/cline70k—~2.2kAutomated safety check: PassApache-2.0today
25

Reads the state and results of Caveman Cloud experiments and reports one recommendation or a block, without changing an experiment's lifecycle itself.

JuliusBrussee/caveman110k1 repo~975Automated safety check: PassApache-2.0today
26

Debug AOTInductor (AOTI) errors and crashes. An agent skill from pytorch/pytorch.

pytorch/pytorch104k1 repo~1.7kAutomated safety check: PassUnknowntoday
27

Converts PDFs, Office files, HTML, images and other documents into a unified DoclingDocument with Markdown or JSON output, through the docling CLI, Python SDK or a remote service.

docling-project/docling68k—~1.1kAutomated safety check: PassMITtoday
28

Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.

Orchestra-Research/AI-Research-SKILLs13k8 repos~2.3kAutomated safety check: PassMIT3 mo ago
29

Finds or validates a usable SageMaker execution role before deploying or training, so scripts do not try to create IAM roles they lack permission to create.

huggingface/skills11k1 repo~1.8kAutomated safety check: PassApache-2.06 days ago
30

This skill enriches vague prompts with targeted research and clarification before execution.

severity1/claude-code-prompt-improver1.9k2 repos~1.7kAutomated safety check: PassMIT6 days ago
31

Operates an opencodex (`ocx`) proxy: finds CLI tasks offline, checks local configuration, and manages accounts, providers, models, routing and usage reports.

lidge-jun/opencodex17k—~3.1kAutomated safety check: PassMITtoday
32

Transforms workflow to use Manus-style persistent markdown files for planning, progress tracking, and knowledge storage.

jarrodwatts/claude-code-config1.1k5 repos~967Automated safety check: PassNo licence8 mo ago
33

Use Linear as the org's memory: reconstruct a feature's history before touching it, and leave the reasoning behind finished work in the ticket description so the next agent inherits it.

langfuse/langfuse35k—~1.7kAutomated safety check: PassUnknowntoday
34

Turns a Caveman report-only optimization observation into one minimal code change and a paired baseline evaluation, after the operator picks which to pursue.

JuliusBrussee/caveman110k1 repo~1.2kAutomated safety check: PassApache-2.0today
35

Lets the agent answer questions about a video from a URL or local file by downloading it, extracting frames and a transcript, or by sending it to Gemini's video model.

bradautomates/claude-video18k—~4.3kAutomated safety check: NotesMIT12 days ago
36

Add a new ONNX operator or update an existing operator to a new opset version.

onnx/onnx22k—~1.2kAutomated safety check: PassApache-2.0today
37

Explains OpenAI's CLIP model for zero-shot image classification, image-text similarity, semantic image search and content moderation, with install steps and code patterns.

Orchestra-Research/AI-Research-SKILLs13k8 repos~1.7kAutomated safety check: PassMIT3 mo ago
38

Chooses the right serving container and current image URI for deploying a Hugging Face model to a SageMaker endpoint, preferring Hugging Face images over generic ones.

huggingface/skills11k1 repo~4.6kAutomated safety check: PassApache-2.06 days ago
39

Delegate a coding task to Aider (aider) as a background implementer, then review its diff and land it yourself.

amElnagdy/delegate-skills2.3k2 repos~3kAutomated safety check: PassMIT16 days ago
40

Set up, index, and manage SocratiCode codebase indexing. An agent skill from giancarloerra/SocratiCode.

giancarloerra/SocratiCode3.3k1 repo~1.8kAutomated safety check: PassAGPL-3.04 days ago
41

Runs a 10-question quiz across five areas to place a learner in the AI Engineering from Scratch curriculum, so they skip what they already know.

rohitg00/ai-engineering-from-scratch65k—~2kAutomated safety check: PassMITtoday
42

Mines local Copilot CLI session logs for dotnet/maui to rank costly or failing runs, tag recurring failure modes, propose repo edits and emit guard evals.

dotnet/maui23k—~3.4kAutomated safety check: PassMITtoday
43

Gives text-only models sight by running the modlens CLI on an image path or URL and returning structured JSON evidence with transcribed text, layout and semantics.

liustack/modlens4.1k—~1.3kAutomated safety check: NotesMIT3 days ago
44

Trains or fine-tunes language and vision models with TRL or Unsloth on Hugging Face Jobs cloud GPUs, then converts the results to GGUF.

huggingface/skills11k3 repos~7.2kAutomated safety check: PassApache-2.06 days ago
45

A skill your agent uses when English text must be parsed without a human to resolve ambiguity — tool descriptions, error messages, inter-agent instructions, system prompts, status reports — and…

danyuchn/asd-ste100-skill3.9k—~4.1kAutomated safety check: PassMIT3 days ago
46

Turns an OpenAPI or Swagger spec into an MCP server with the mcp-use TypeScript SDK, mapping each operation to a tool, wiring auth, testing and deploying.

mcp-use/mcp-use11k—~5.2kAutomated safety check: PassApache-2.0today
47

Adds, searches, lists, updates and deletes memories on the Mem0 platform from the terminal with the mem0 command, including a JSON mode built for agents.

mem0ai/mem067k—~1.4kAutomated safety check: NotesApache-2.0yesterday
48

A skill your agent uses when needing to compile, rebuild, or install Paddle from source after code changes.

PaddlePaddle/Paddle24k—~1kAutomated safety check: PassApache-2.07 days ago

Questions, answered from the data.

What is the best AI and LLM engineering skill?

Agent Builder from shareAI-lab/learn-claude-code ranks first of the 4,913 AI and LLM engineering skills listed here, with the highest score: its repository has 78k GitHub stars, 6 other GitHub owners carry a copy, its SKILL.md loads about 1.2k tokens and it passes the automated safety check with no findings. Next come Claude Code Agent Development and Sub2API Admin.

Which AI and LLM engineering skills are official?

591 of the 4,913 AI and LLM engineering skills are official, published by the vendor's own GitHub organization: Claude Code Agent Development, AI SDK, SageMaker IAM Role Preflight, SageMaker Serving Image Selection, Copilot Session Failure Analysis and 586 more.

How are these skills ranked?

By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.