Skills

Each entry shows what its maintainer published and when the project was last touched. Where a repository has been deleted or archived, that is stated on the entry instead of being quietly left out.

Worked on in the last 90 days (60)

Someone pushed a commit recently. This is the shortlist worth trying first.

tangison-skills-aminer-daily-paper — last commit 2026-06-17
Get personalized academic paper recommendations. Activate whenever the user asks for paper recommendations — explicit command (/aminer-dp)…
tangison-skills-anti-pua — last commit 2026-06-17
识别和分析PUA（Pickup Artist）及情感操纵行为的专业心理分析工具。具备人格分析、心理侧写、情感分析能力，能够识别情感操纵、煤气灯操纵、虐待等有毒关系模式，评估人格特质（如黑暗三人格、脆弱型自恋等），预测对方行为并给出具体的相处建议。当用户需要：分析对方言行动机、识…
tangison-skills-asr — last commit 2026-06-17
Implement speech-to-text (ASR/automatic speech recognition) capabilities using the z-ai-web-dev-sdk. Use this skill when the user needs to…
tangison-skills-auto-target-tracker — last commit 2026-06-17
自动目标进度追踪器。在对话中检测到目标相关图片（笔记、进度、截图、记录）时，自动调用 VLM 识别关键信息并记录到目标日记。适用于学习管理、健身追踪、工作进度、习惯养成、创作记录等所有目标管理场景。
tangison-skills-blog-writer — last commit 2026-06-17
This skill should be used when writing blog posts, articles, or long-form content in the writer's distinctive writing style. It produces au…
tangison-skills-coding-agent — last commit 2026-06-17
Coding workflow with planning, implementation, verification, and testing for clean software development.
tangison-skills-content-strategy — last commit 2026-06-17
Build and execute a content marketing strategy for a solopreneur business. Use when planning what content to create, deciding on content fo…
tangison-skills-contentanalysis — last commit 2026-06-17
Content extraction and analysis — wisdom extraction from videos, podcasts, articles, and YouTube. USE WHEN extract wisdom, content analysis…
tangison-skills-docx — last commit 2026-06-17
Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extrac…
tangison-skills-dream-interpreter — last commit 2026-06-17
AI 解梦大师。用户描述梦境，智能追问关键细节后，从三个视角（周公解梦/心理分析/赛博神棍）生成解读，输出结构化 JSON 供前端渲染"梦境解析卡"。
tangison-skills-extractwisdom — last commit 2026-06-17
Content-adaptive wisdom extraction — detects what domains exist in content and builds custom sections (not static IDEAS/QUOTES). Produces t…
tangison-skills-finance — last commit 2026-06-17
Comprehensive Finance API integration skill for real-time and historical financial data analysis, market research, and investment decision-…
tangison-skills-fullstack-dev — last commit 2026-06-17
Fullstack web development with Next.js 16, TypeScript, Tailwind CSS 4, shadcn/ui, Prisma ORM. Use when: building web apps, creating UI comp…
tangison-skills-get-fortune-analysis — last commit 2026-06-17
生成视觉华丽、内容详实、具有仪式感的流年运势报告（流金星象风格）。
tangison-skills-gift-evaluator — last commit 2026-06-17
The PRIMARY tool for Spring Festival gift analysis and social interaction generation. Use this skill when users upload photos of gifts (alc…
tangison-skills-image-edit — last commit 2026-06-17
Implement AI image editing and modification capabilities using the z-ai-web-dev-sdk. Use this skill when the user needs to edit existing im…
tangison-skills-image-generation — last commit 2026-06-17
Implement AI image generation capabilities using the z-ai-web-dev-sdk. Use this skill when the user needs to create images from text descri…
tangison-skills-image-understand — last commit 2026-06-17
Implement specialized image understanding capabilities using the z-ai-web-dev-sdk. Use this skill when the user needs to analyze static ima…
tangison-skills-interview-designer — last commit 2026-06-17
Analyze resumes and design interview strategies using evidence-based methodology. Transforms interview prep from "read resume → ask questio…
tangison-skills-llm — last commit 2026-06-17
Implement large language model (LLM) chat completions using the z-ai-web-dev-sdk. Use this skill when the user needs to build conversationa…
tangison-skills-market-research-reports — last commit 2026-06-17
Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professi…
tangison-skills-marketing-mode — last commit 2026-06-17
Marketing Mode combines 23 comprehensive marketing skills covering strategy, psychology, content, SEO, conversion optimization, and paid gr…
tangison-skills-mindfulness-meditation — last commit 2026-06-17
Build a meditation practice with guided sessions, streaks, and mindfulness reminders
tangison-skills-tts — last commit 2026-06-17
Implement text-to-speech (TTS) capabilities using the z-ai-web-dev-sdk. Use this skill when the user needs to convert text into natural-sou…
tangison-skills-vlm — last commit 2026-06-17
Implement vision-based AI chat capabilities using the z-ai-web-dev-sdk. Use this skill when the user needs to analyze images, describe visu…
orchestra-research-ai-research-skills-autoresearch — last commit 2026-06-16
Orchestrates end-to-end autonomous AI research projects using a two-loop architecture. The inner loop runs rapid experiment iterations with…
orchestra-research-ai-research-skills-axolotl — last commit 2026-06-16
Expert guidance for fine-tuning LLMs with Axolotl - YAML configs, 100+ models, LoRA/QLoRA, DPO/KTO/ORPO/GRPO, multimodal support
orchestra-research-ai-research-skills-constitutional-ai — last commit 2026-06-16
Anthropic's method for training harmless AI through self-improvement. Two-phase approach - supervised learning with self-critique/revision,…
orchestra-research-ai-research-skills-distributed-llm-pretraining-torchtitan — last commit 2026-06-16
Provides PyTorch-native distributed LLM pretraining using torchtitan with 4D parallelism (FSDP2, TP, PP, CP). Use when pretraining Llama 3.…
orchestra-research-ai-research-skills-fine-tuning-with-trl — last commit 2026-06-16
Fine-tune LLMs using reinforcement learning with TRL - SFT for instruction tuning, DPO for preference alignment, PPO/GRPO for reward optimi…
orchestra-research-ai-research-skills-grpo-rl-training — last commit 2026-06-16
Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training
orchestra-research-ai-research-skills-huggingface-tokenizers — last commit 2026-06-16
Fast tokenizers optimized for research and production. Rust-based implementation tokenizes 1GB in <20 seconds. Supports BPE, WordPiece, and…
orchestra-research-ai-research-skills-implementing-llms-litgpt — last commit 2026-06-16
Implements and trains LLMs using Lightning AI's LitGPT with 20+ pretrained architectures (Llama, Gemma, Phi, Qwen, Mistral). Use when need…
orchestra-research-ai-research-skills-llama-factory — last commit 2026-06-16
Expert guidance for fine-tuning LLMs with LLaMA-Factory - WebUI no-code, 100+ models, 2/3/4/5/6/8-bit QLoRA, multimodal support
orchestra-research-ai-research-skills-llamaguard — last commit 2026-06-16
Meta's 7-8B specialized moderation model for LLM input/output filtering. 6 safety categories - violence/hate, sexual content, weapons, subs…
orchestra-research-ai-research-skills-mamba-architecture — last commit 2026-06-16
State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV cache. Selective SSM wit…
orchestra-research-ai-research-skills-miles-rl-training — last commit 2026-06-16
Provides guidance for enterprise-grade RL training using miles, a production-ready fork of slime. Use when training large MoE models with F…
orchestra-research-ai-research-skills-nanogpt — last commit 2026-06-16
Educational GPT implementation in ~300 lines. Reproduces GPT-2 (124M) on OpenWebText. Clean, hackable code for learning transformers. By An…
orchestra-research-ai-research-skills-nemo-curator — last commit 2026-06-16
GPU-accelerated data curation for LLM training. Supports text/image/video/audio. Features fuzzy deduplication (16× faster), quality filteri…
orchestra-research-ai-research-skills-nemo-guardrails — last commit 2026-06-16
NVIDIA's runtime safety framework for LLM applications. Features jailbreak detection, input/output validation, fact-checking, hallucination…
orchestra-research-ai-research-skills-nnsight-remote-interpretability — last commit 2026-06-16
Provides guidance for interpreting and manipulating neural network internals using nnsight with optional NDIF remote execution. Use when ne…
orchestra-research-ai-research-skills-openrlhf-training — last commit 2026-06-16
High-performance RLHF framework with Ray+vLLM acceleration. Use for PPO, GRPO, RLOO, DPO training of large models (7B-70B+). Built on Ray,…
orchestra-research-ai-research-skills-peft-fine-tuning — last commit 2026-06-16
Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. Use when fine-tuning large models (7B-70B) with limited GPU me…
orchestra-research-ai-research-skills-prompt-guard — last commit 2026-06-16
Meta's 86M prompt injection and jailbreak detector. Filters malicious prompts and third-party data for LLM apps. 99%+ TPR, <1% FPR. Fast (<…
orchestra-research-ai-research-skills-pyvene-interventions — last commit 2026-06-16
Provides guidance for performing causal interventions on PyTorch models using pyvene's declarative intervention framework. Use when conduct…
orchestra-research-ai-research-skills-ray-data — last commit 2026-06-16
Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train,…
orchestra-research-ai-research-skills-rwkv-architecture — last commit 2026-06-16
RNN+Transformer hybrid with O(n) inference. Linear time, infinite context, no KV cache. Train like GPT (parallel), infer like RNN (sequenti…
orchestra-research-ai-research-skills-sentencepiece — last commit 2026-06-16
Language-independent tokenizer treating text as raw Unicode. Supports BPE and Unigram algorithms. Fast (50k sentences/sec), lightweight (6M…
orchestra-research-ai-research-skills-simpo-training — last commit 2026-06-16
Simple Preference Optimization for LLM alignment. Reference-free alternative to DPO with better performance (+6.4 points on AlpacaEval 2.0)…
orchestra-research-ai-research-skills-slime-rl-training — last commit 2026-06-16
Provides guidance for LLM post-training with RL using slime, a Megatron+SGLang framework. Use when training GLM models, implementing custom…
orchestra-research-ai-research-skills-sparse-autoencoder-training — last commit 2026-06-16
Provides guidance for training and analyzing Sparse Autoencoders (SAEs) using SAELens to decompose neural network activations into interpre…
orchestra-research-ai-research-skills-torchforge-rl-training — last commit 2026-06-16
Provides guidance for PyTorch-native agentic RL using torchforge, Meta's library separating infra from algorithms. Use when you want clean…
orchestra-research-ai-research-skills-transformer-lens-interpretability — last commit 2026-06-16
Provides guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transformer internals via HookP…
orchestra-research-ai-research-skills-unsloth — last commit 2026-06-16
Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization
orchestra-research-ai-research-skills-verl-rl-training — last commit 2026-06-16
Provides guidance for training LLMs with reinforcement learning using verl (Volcano Engine RL). Use when implementing RLHF, GRPO, PPO, or o…
addyosmani-web-quality-skills-accessibility — last commit 2026-06-14
Audit and improve web accessibility following WCAG 2.2 guidelines. Use when asked to "improve accessibility", "a11y audit", "WCAG complianc…
addyosmani-web-quality-skills-best-practices — last commit 2026-06-14
Apply modern web development best practices for security, compatibility, and code quality. Use when asked to "apply best practices", "secur…
addyosmani-web-quality-skills-core-web-vitals — last commit 2026-06-14
Optimize Core Web Vitals (LCP, INP, CLS) for better page experience and search ranking. Use when asked to "improve Core Web Vitals", "fix L…
addyosmani-web-quality-skills-performance — last commit 2026-06-14
Optimize web performance for faster loading and better user experience. Use when asked to "speed up my site", "optimize performance", "redu…
addyosmani-web-quality-skills-seo — last commit 2026-06-14
Optimize for search engine visibility and ranking. Use when asked to "improve SEO", "optimize for search", "fix meta tags", "add structured…

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