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NeVibeCode · 2,385 items

Skills for AI and ML

Skills for AI and ML: what each one does, an install command and example prompts.

social-listening-brief ScrapeCreators skill Pulls public mentions of a brand, product or topic from Reddit, TikTok, YouTube and elsewhere, then writes a cited report with themes and sentiment. CX Codex +1 1,200installs autoresearch Orchestra Research skill Manages autonomous research projects using a two-loop cycle for rapid experiment execution and periodic synthesis. CX Codex +1 999installs literature-search-europepmc google-deepmind skill Searches Europe PMC for scientific papers, downloads open-access full texts and PDFs, and pulls citation and reference lists. CX Codex +1 2,600installs alphagenome K-Dense-AI skill Queries precomputed AlphaGenome Atlas variant effects and scores regulatory DNA mutations in GRCh38 using DeepMind's sequence-to-function model. CX Codex +1 466installs gguf-quantization Orchestra Research skill This skill guides llama.cpp GGUF quantization from 2 to 8 bits. It helps run LLMs locally on CPUs or Apple Silicon without dedicated GPU hardware. CX Codex +1 989installs auto-editor-transcribe WyattBlue skill Transcribes media or live microphone input into text and subtitles, then cuts sections by spoken words or regex. Useful for speech-based video editing. CX Codex +1 686installs segment-anything-model Orchestra Research skill A skill that walks your agent through SAM: segment objects by point, box or mask prompts, or generate every mask in an image at once. CX Codex +1 985installs edge-strategy-reviewer tradermonty skill A deterministic quality gate for strategy drafts: checks edge plausibility, overfitting risk and execution realism, then returns PASS, REVISE or REJECT. CX Codex +1 3,400installs pair-trade-screener tradermonty skill This skill screens stocks for cointegrated pairs inside a sector, computes spread z-scores and returns entry and exit signals. CX Codex +1 3,400installs unsloth Orchestra Research skill A skill that feeds your agent Unsloth docs, so fine-tuning scripts come out right: 2-5x faster training, 50-80% less memory. CX Codex +1 981installs prompt-guard Orchestra Research skill Integrates Meta's 86M parameter Prompt Guard model to detect jailbreaks and prompt injections in user prompts and RAG contexts before reaching the LLM. CX Codex +1 974installs qdrant-vector-search Orchestra Research skill This skill guides agents through Qdrant vector search for RAG and semantic search. Use it when your project needs metadata filters or scalable vector storage. CX Codex +1 969installs fine-tuning-with-trl Orchestra Research skill A skill for post-training language models with TRL: SFT, DPO, PPO and GRPO recipes you can run as-is. CX Codex +1 969installs tensorboard Orchestra Research skill This skill gives your agent working recipes for TensorBoard: log training metrics, inspect weight histograms, open the dashboard. Useful when comparing runs or hunting bottlenecks. CX Codex +1 956installs optimizing-attention-flash Orchestra Research skill A skill that moves transformer attention onto Flash Attention for 2-4x speedup and 10-20x memory reduction. CX Codex +1 967installs quantizing-models-bitsandbytes Orchestra Research skill Quantizes LLMs to 8-bit or 4-bit via bitsandbytes to cut GPU memory use by 50% to 75%. Useful when fitting large models on limited VRAM or running QLoRA training. CX Codex +1 966installs grpo-rl-training Orchestra Research skill A skill that walks your agent through GRPO fine-tuning with TRL: reward function templates and training configs. CX Codex +1 963installs hqq-quantization Orchestra Research skill A skill that walks the agent through Half-Quadratic Quantization of LLM weights to 8/4/3/2/1-bit precision without a calibration dataset. Useful when you need a compressed model fast and want it running in vLLM or Transformers. CX Codex +1 962installs verl-rl-training Orchestra Research skill Provides step-by-step guidance for reinforcement learning post-training of LLMs using verl with FSDP, Megatron-LM, and Ray. CX Codex +1 962installs axolotl Orchestra Research skill Walks your agent through Axolotl training runs: YAML configs, LoRA and QLoRA, DPO, KTO, ORPO and GRPO methods, dataset formats. CX Codex +1 960installs huggingface-tokenizers Orchestra Research skill Provides guides and code patterns for high-speed text tokenization using Hugging Face Tokenizers. Useful when building NLP pipelines and training custom vocabularies. CX Codex +1 959installs sentence-transformers Orchestra Research skill Guides an agent through local text and image embeddings for RAG, semantic search, clustering, and similarity work. CX Codex +1 959installs awq-quantization Orchestra Research skill A skill for 4-bit LLM weight quantization with AWQ: faster inference and lower GPU memory use. CX Codex +1 958installs clip Orchestra Research skill Use CLIP for zero-shot image classification, image-text matching, and semantic image search without fine-tuning. CX Codex +1 957installs pytorch-fsdp2 Orchestra Research skill Teaches a coding agent to wire PyTorch FSDP2 into a training loop: init, sharding, mixed precision and distributed checkpoints. CX Codex +1 958installs nanogpt Orchestra Research skill This skill guides work with a small PyTorch GPT implementation. Use it to study transformers, train on Shakespeare, or adapt the model to your own text. CX Codex +1 956installs openrlhf-training Orchestra Research skill A skill that hands your agent ready commands for PPO, GRPO, RLOO and DPO runs on models from 7B to 70B+. Useful when training spans several GPUs or nodes. CX Codex +1 954installs distributed-llm-pretraining-torchtitan Orchestra Research skill Configures distributed LLM pretraining using torchtitan with 4D parallelism (FSDP2, TP, PP, CP). Useful for scaling Llama 3.1 or DeepSeek V3 across 8 to 512+ GPUs. CX Codex +1 954installs transformer-lens-interpretability Orchestra Research skill This skill guides TransformerLens research on transformer internals, from activation caching and attention analysis to activation patching experiments. CX Codex +1 954installs modal-serverless-gpu Orchestra Research skill A skill for running ML workloads on Modal's serverless GPUs: training, inference, batch jobs. Useful when you'd rather not manage a cluster yourself. CX Codex +1 954installs sglang Orchestra Research skill Equips your agent with patterns for serving LLMs via SGLang, configuring RadixAttention prefix caching, and decoding constrained JSON. CX Codex +1 954installs evaluating-code-models Orchestra Research skill Runs code-model benchmarks and reports pass@k metrics. Use it to compare models, test language coverage, or measure generated code quality. CX Codex +1 953installs edge-hint-extractor tradermonty skill Turns daily market observations and news reactions into structured edge hints, written out as hints.yaml. CX Codex +1 3,300installs strategy-pivot-designer tradermonty skill Detects stagnation in backtest iteration loops and generates structurally different strategy proposals when parameter tuning hits a local optimum. CX Codex +1 3,300installs pyvene-interventions Orchestra Research skill This skill guides causal intervention experiments on PyTorch models using pyvene. It covers causal tracing and activation patching on neural architectures. CX Codex +1 952installs sentencepiece Orchestra Research skill A skill that walks the agent through training and running a SentencePiece tokenizer on raw text, with BPE or Unigram. CX Codex +1 952installs slime-rl-training Orchestra Research skill Guides LLM post-training with RL using the slime framework, connecting Megatron-LM and SGLang. Useful for GRPO workflows and tuning GLM, Qwen3, or DeepSeek models. CX Codex +1 951installs outlines Orchestra Research skill A skill for generating valid JSON, XML and code from Pydantic schemas and grammars. Useful when a model has to return a fixed structure. CX Codex +1 951installs sparse-autoencoder-training Orchestra Research skill Provides patterns to train and analyze Sparse Autoencoders using SAELens. Useful for finding interpretable features in transformer activations. CX Codex +1 950installs simpo-training Orchestra Research skill Sets up SimPO preference training for language models from chosen and rejected pairs. Use it when DPO's reference model adds unwanted setup. CX Codex +1 950installs

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