AI & LLM Engineering · Python

Улучшить/оптимизировать/переписать промпт под ТЕКУЩУЮ модель по официальным правилам вендора (Claude Code, Codex, Gemini CLI, Grok, Kimi, Qwen) и объяснить почему.

edvardgrishin27/nativeprompt

Edit an existing VibeComfy or ComfyUI workflow, ready template, recipe, scratchpad, or target graph.

peteromallet/VibeComfy

arkcli +code-example：为指定基础模型生成多语言（Python / Go / Java / Node / curl）调用示例代码并写入本地文件。数据源是火山方舟 OpenTOP OpenGetSampleCode。当用户需要拿某个基础模型的 SDK / curl 调用示例、保存为本地接入模板时使用。反触发：TTS/ASR/语音模型没有 arkcli…

volcengine/ark-cli

How to configure cross-repository references (CRR) and create API class links for Microsoft Learn docs in this repository.

MicrosoftDocs/semantic-kernel-docs

Reference for ComfyUI V3 node patterns such as MatchType, MultiType, Autogrow and DynamicCombo, used to build nodes with dynamic inputs and type matching.

jtydhr88/comfyui-custom-node-skills

Python guidance for the Azure AI Search SDK covering vector, hybrid and semantic search, index management and indexers, with Entra ID authentication preferred over keys.

microsoft/skills

Add a new evaluator to the amp-evaluation Python library. An agent skill from wso2/agent-manager.

wso2/agent-manager

Interactive tutor that teaches one lesson per invocation on creating, discovering, invoking, securing, evaluating, packaging and porting Agent Skills, logging progress to a file.

rohitg00/ai-engineering-from-scratch

Build, deploy, and maintain applications on Hugging Face Spaces — Gradio / Docker / Static SDKs, ZeroGPU and dedicated hardware, model loading, debugging, buckets, inference providers, community…

huggingface/skills

Review a validated recent-match summary and deterministic report using attributable RiftCoach knowledge.

123Cx330Yrx/riftcoach-agent

Publish a Python package to PyPI using uv with credentials loaded from a local .secrets file.

ML4ITS/TimeVQVAE

Audit a named AI agent config, system prompt, tool definition, or instruction file (YAML, JSON, Markdown, text, or Python) with the released LintLang CLI in GitHub Copilot CLI.

hermes-labs-ai/lintlang

UiPath Coded Functions — deterministic Python or TypeScript/JavaScript units built with the uip function CLI (new -l py|ts|js, init, serve, run, pack, publish); the functions map in uipath.json…

UiPath/skills

Migrate Python OpenAI Agents SDK applications to Pydantic AI and, when warranted, Pydantic AI Harness.

pydantic/pydantic-ai

Add Opik tracing to an existing app and verify a real trace lands.

comet-ml/opik-mcp

Add or update a Swarmauri SDK base class in pkgs/base/swarmauribase.

swarmauri/swarmauri-sdk

Build, extend, evaluate, or migrate applications with Strands Agents in Python or TypeScript.

strands-agents/harness-sdk

使用 PaddlePaddle 仓库规则评审 Pull Request 和全仓库代码变更，覆盖正确性、兼容性、算子、分布式、数值、性能、安全、测试、构建和 PR 信息。当需要审查 Paddle 的代码、测试、算子 YAML、C++/CUDA/XPU kernel、Python API、分布式逻辑或 CI 配置时使用。

PaddlePaddle/Paddle

Semantic search for memory. An agent skill from Qredence/agentic-fleet.

Qredence/agentic-fleet

Generates diagrams, flowcharts and conceptual illustrations with OpenAI's gpt-image models, while leaving data plots and result figures to real plotting code.

RealSeaberry/AutoMCM-Pro

Walks through nanoGPT, Karpathy's compact GPT implementation: training on Shakespeare, reproducing GPT-2, fine-tuning GPT-2 checkpoints and training on your own text.

Orchestra-Research/AI-Research-SKILLs

Explains RWKV, a hybrid that trains in parallel like a GPT and runs inference like an RNN with constant memory per token, plus usage, fine-tuning and troubleshooting.

Orchestra-Research/AI-Research-SKILLs

Diagnose a denied Tenuo call and make the legitimate call work with the smallest change to authority.

tenuo-ai/tenuo

Review public AlbumentationsX docstrings for useful descriptions, runnable examples, parameter semantics, and related transforms.

albumentations-team/AlbumentationsX

Explains the V3 API for ComfyUI custom nodes: node classes, schema, inputs and outputs, registration and how it differs from the legacy V1 style.

jtydhr88/comfyui-custom-node-skills

Reference for post-training language models with TRL: which trainer and dataset format to use for SFT, DPO, GRPO, KTO and reward models, and how to add LoRA.

huggingface/skills

Scaffold a new CV-CUDA operator — a complete, wired, building skeleton — and delegate the implementation to a human or another AI.

CVCUDA/CV-CUDA

Helps define agent tools with a fail-closed pattern: one class holding name, schema, security flags and a validate, permission and call execution chain.

simbajigege/book2skills

Score a Python generative-AI app's outputs on groundedness, relevance, coherence, and safety before it ships.

timothywarner-org/claude-code

Build AI agents with Pydantic AI — tools, capabilities (including on-demand loading), structured output, streaming, testing, and multi-agent patterns.

pydantic/skills

Cross-platform Python library for quantum computing, quantum machine learning, and quantum chemistry.

davila7/claude-code-templates

Deploy and manage AI agent workloads with GPU checks, API key management, and health monitoring

bolivian-peru/os-moda

Explains how to build agents with the Deep Agents framework: create_deep_agent, the built-in middleware, the harness, SKILL.md format and configuration options.

langchain-ai/langchain-skills

Quick install and deploy vLLM, start serving with a simple LLM, and test OpenAI API.

vllm-project/vllm-skills

Walks through scaffolding, writing and testing a new GAIA agent as a Python class with the SDK, from the base Agent subclass to registered tool methods.

amd/gaia

Explains how to query cognee agent memory with recall(): how the search type is chosen, how to narrow a query to datasets, and what the returned results contain.

topoteretes/cognee

Starts the cognee API server and web UI on your own machine, checks its health, connects the SDK or CLI to it and helps you pick between multi-tenant and single-user auth.

topoteretes/cognee

Pick the right ComfyUI startup flags for VRAM, attention, caching, and speed.

artokun/comfyui-mcp

Pre-flight checklist for long-running ML training jobs covering config diff, run naming, path verification, monitoring setup, and restart-cleanup.

fcakyon/phd-skills

Connect this agent to a running Guaardvark (self-hosted AI studio) and check what it can do right now.

guaardvark/guaardvark

Workflow for upgrading/integrating cache-dit in SGLang diffusion (multimodalgen): DBCache, DMD calibrator, TaylorSeer, SVDQuant DQ; porting upstream PRs and resolving conflicts against the…

sgl-project/sglang

Add or verify a model's chat prompt rendering and tokenization in rust/sglang-processor so it matches SGLang's Python serving path exactly (same prompt text, same token ids).

sgl-project/sglang

Autonomously optimizes end-to-end LLM inference throughput on AMD Instinct GPUs and reports a validated gain, using the Hyperloom multi-agent optimizer.

amd/skills

Add or update a Swarmauri SDK base mixin in pkgs/base/swarmauribase.

swarmauri/swarmauri-sdk

Compares SGLang, vLLM, TensorRT-LLM and TokenSpeed on one model and workload, searching server flags to find the best deployment command within a latency SLA.

BBuf/AI-Infra-Auto-Driven-SKILLS

Builds a full-duplex Python voice agent on Deepgram's agent.converse WebSocket, combining speech-to-text, an LLM and text-to-speech with interruption and function calling.

deepgram/deepgram-python-sdk

Best practices for the Common utilities package in LlamaFarm.

llama-farm/llamafarm

AI Engineering from Scratch 中 Agent Skills Engineering 路线的专注交互 tutor。

fancyboi999/ai-engineering-from-scratch-zh