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Best AI and LLM engineering skills for Claude Code, Codex and other agents.
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AI & LLM Engineering skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Design and build AI agents for any domain. An agent skill from shareAI-lab/learn-claude-code. | shareAI-lab/ | 78k | 6 repos | ~1.2k | Automated safety check: Pass | MIT | 9 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/ | 37k | 8 repos | ~2.8k | Automated safety check: Pass | Apache-2.0 | today |
| 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/ | 43k | 1 repo | ~717 | Automated safety check: Pass | LGPL-3.0 | today |
| 4 | Replay-first debug flow for SGLang serving problems. An agent skill from sgl-project/sglang. | sgl-project/ | 37k | 3 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | today |
| 5 | Add unsigned integer (uint) type support to PyTorch operators by updating ATDISPATCH macros. | pytorch/ | 104k | 2 repos | ~2.3k | Automated safety check: Pass | Unknown | today |
| 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/ | 13k | 9 repos | ~3.9k | Automated safety check: Pass | MIT | 3 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/ | 67k | 1 repo | ~1.9k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 8 | Write docstrings for PyTorch functions and methods following PyTorch conventions. | pytorch/ | 104k | 2 repos | ~2.6k | Automated safety check: Pass | Unknown | today |
| 9 | Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. | Orchestra-Research/ | 13k | 9 repos | ~3.1k | Automated safety check: Pass | MIT | 3 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/ | 34k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 | 7 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/ | 110k | 1 repo | ~1.3k | Automated safety check: Pass | Apache-2.0 | today |
| 12 | Set up Claude Code hooks to block dangerous git commands (push, reset --hard, clean, branch -D, etc.) before they execute. | fossasia/ | 1.6k | 12 repos | ~578 | Automated safety check: Pass | Apache-2.0 | 2 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/ | 13k | 9 repos | ~3.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 14 | Unified LLM torch-profiler triage skill for sglang, vllm, TensorRT-LLM, and TokenSpeed. | sgl-project/ | 37k | 2 repos | ~6.4k | Automated safety check: Pass | Apache-2.0 | today |
| 15 | Answer questions about the AI SDK and help build AI-powered features. | vercel-labs/ | 168 | 21 repos | ~1.2k | Automated safety check: Pass | No licence | 5 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/ | 110k | 1 repo | ~927 | Automated safety check: Pass | Apache-2.0 | today |
| 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/ | 14k | 1 repo | ~8k | Automated safety check: Pass | MIT | 1 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/ | 68k | — | ~2.8k | Automated safety check: Pass | MIT | today |
| 19 | Reference of Claude API examples and guides covering tool use, vision, RAG, classification, summarization, text-to-SQL, prompt caching and agent patterns. | 2025Emma/ | 23k | 1 repo | ~2.2k | Automated safety check: Pass | MIT | 9 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/ | 32k | 12 repos | ~3.5k | Automated safety check: Notes | MIT | today |
| 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/ | 9.1k | 1 repo | ~2.2k | Automated safety check: Pass | GPL-3.0 | 6 days ago |
| 22 | 22.1password Set up and use 1Password CLI (op). An agent skill from trpc-group/trpc-agent-go. | trpc-group/ | 1.8k | 13 repos | ~656 | Automated safety check: Pass | Apache-2.0 | today |
| 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/ | 14k | 2 repos | ~775 | Automated safety check: Pass | MIT | 4 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/ | 70k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | today |
| 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/ | 110k | 1 repo | ~975 | Automated safety check: Pass | Apache-2.0 | today |
| 26 | 26.Aoti Debug Debug AOTInductor (AOTI) errors and crashes. An agent skill from pytorch/pytorch. | pytorch/ | 104k | 1 repo | ~1.7k | Automated safety check: Pass | Unknown | today |
| 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/ | 68k | — | ~1.1k | Automated safety check: Pass | MIT | today |
| 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/ | 13k | 8 repos | ~2.3k | Automated safety check: Pass | MIT | 3 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/ | 11k | 1 repo | ~1.8k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
| 30 | This skill enriches vague prompts with targeted research and clarification before execution. | severity1/ | 1.9k | 2 repos | ~1.7k | Automated safety check: Pass | MIT | 6 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/ | 17k | — | ~3.1k | Automated safety check: Pass | MIT | today |
| 32 | Transforms workflow to use Manus-style persistent markdown files for planning, progress tracking, and knowledge storage. | jarrodwatts/ | 1.1k | 5 repos | ~967 | Automated safety check: Pass | No licence | 8 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/ | 35k | — | ~1.7k | Automated safety check: Pass | Unknown | today |
| 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/ | 110k | 1 repo | ~1.2k | Automated safety check: Pass | Apache-2.0 | today |
| 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/ | 18k | — | ~4.3k | Automated safety check: Notes | MIT | 12 days ago |
| 36 | 36.Add Op Add a new ONNX operator or update an existing operator to a new opset version. | onnx/ | 22k | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | today |
| 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/ | 13k | 8 repos | ~1.7k | Automated safety check: Pass | MIT | 3 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/ | 11k | 1 repo | ~4.6k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
| 39 | Delegate a coding task to Aider (aider) as a background implementer, then review its diff and land it yourself. | amElnagdy/ | 2.3k | 2 repos | ~3k | Automated safety check: Pass | MIT | 16 days ago |
| 40 | Set up, index, and manage SocratiCode codebase indexing. An agent skill from giancarloerra/SocratiCode. | giancarloerra/ | 3.3k | 1 repo | ~1.8k | Automated safety check: Pass | AGPL-3.0 | 4 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/ | 65k | — | ~2k | Automated safety check: Pass | MIT | today |
| 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/ | 23k | — | ~3.4k | Automated safety check: Pass | MIT | today |
| 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/ | 4.1k | — | ~1.3k | Automated safety check: Notes | MIT | 3 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/ | 11k | 3 repos | ~7.2k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
| 45 | 45.Asd Ste100 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/ | 3.9k | — | ~4.1k | Automated safety check: Pass | MIT | 3 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/ | 11k | — | ~5.2k | Automated safety check: Pass | Apache-2.0 | today |
| 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/ | 67k | — | ~1.4k | Automated safety check: Notes | Apache-2.0 | yesterday |
| 48 | 48.Paddle Build A skill your agent uses when needing to compile, rebuild, or install Paddle from source after code changes. | PaddlePaddle/ | 24k | — | ~1k | Automated safety check: Pass | Apache-2.0 | 7 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.
Explore related skills
Topics in AI & LLM Engineering
- Building AI agents525
- Deep learning408
- Embeddings381
- LLM inference and serving364
- Retrieval-augmented generation360
- Prompt engineering350
- Fine-tuning313
- LLM evaluation303
- Speech recognition and synthesis272
- Structured output and tool calling271
- LLM cost and token optimization256
- LLM API integration218
- LLM observability217
- Model routing and gateways217
- LLM guardrails208
- Computer vision206
- Model hubs and datasets180
- GPU and accelerator computing171
- Diffusion and image models167
- Natural language processing141
- Reinforcement learning67
- AI interpretability23
Products these skills work with
Roles that use these skills
Other categories
- Development15,057
- Frontend & Design5,859
- Backend & APIs6,424
- Testing & QA4,904
- DevOps & Cloud5,486
- Databases2,270
- Data & Analytics3,530
- Agent Workflows8,317
- Documents & Office4,276
- Writing & Content3,844
- Marketing & SEO3,982
- Sales & Support1,788
- Research & Science6,175
- Security3,019
- Productivity & Automation4,118
- Business, Finance & HR4,048
- Legal & Compliance1,640
- Education1,144
- Media & Creative4,289
- Mobile2,786
- Product & Project Management2,437
- Knowledge Management1,458
- Game Development1,703