OpenLAIR/dr-claw

A Super AI Lab with massive AI Doctors as Assistants. Best IDE for Research via AI Power.

This repository also configures its own agents. See what dr-claw tells them →

1.1kStars on the repository
177Mods indexed here, across every type
todayLast push, which is what freshness is scored on
customA LICENSE file GitHub cannot name, so bodies are not copied

aris-training-check

49

OpenLAIR/dr-claw

Skill Claude Code

Periodically check WandB metrics during training to catch problems early (NaN, loss divergence, idle GPUs). Avoids wasting GPU hours on broken runs. Use when training is running and you want automated health checks.

not rated 1.1k +26 today A SkillSpector: warn 47 tokens

aris-vast-gpu

50

OpenLAIR/dr-claw

Skill Claude Code needs its repo

Rent, manage, and destroy GPU instances on vast.ai. Use when user says "rent gpu", "vast.ai", "rent a server", "cloud gpu", or needs on-demand GPU without owning hardware.

not rated 1.1k +26 today A SkillSpector: warn 48 tokens

autoresearch

51

OpenLAIR/dr-claw

Skill Claude CodeCodex

Autonomous Goal-directed Iteration. Apply Karpathy's autoresearch principles to ANY task. Loops autonomously — modify, verify, keep/discard, repeat. 9 subcommands: plan, debug, fix, security, ship, scenario, predict, learn.

not rated 1.1k +26 changed 5d ago A SkillSpector: warn 57 tokens

init-analysis

52

OpenLAIR/dr-claw

Skill Claude CodeCodex needs its repo

This skill should be used when the user asks to "run initial analysis", "analyze single-cell data", "QC my data", "run bioinformatics pipeline", "generate analysis report", "explore my dataset", "do exploratory data analysis", "initial data analysis", or needs to perform quality control, dimensionality reduction…

not rated 1.1k +26 changed 7d ago A SkillSpector: pass 96 tokens

biorxiv-database

53

OpenLAIR/dr-claw

Skill Claude CodeCodex needs its repo

Efficient database search tool for bioRxiv preprint server. Use this skill when searching for life sciences preprints by keywords, authors, date ranges, or categories, retrieving paper metadata, downloading PDFs, or conducting literature reviews.

not rated 1.1k +26 today A SkillSpector: pass 52 tokens

nemo-curator

54

OpenLAIR/dr-claw

Skill Claude CodeCodex

GPU-accelerated data curation for LLM training. Supports text/image/video/audio. Features fuzzy deduplication (16× faster), quality filtering (30+ heuristics), semantic deduplication, PII redaction, NSFW detection. Scales across GPUs with RAPIDS. Use for preparing high-quality training datasets, cleaning web data, or…

not rated 1.1k +26 today A SkillSpector: pass 83 tokens

ray-data

55

OpenLAIR/dr-claw

Skill Claude CodeCodex

Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch, TensorFlow. Scales from single machine to 100s of nodes. Use for batch inference, data preprocessing, multi-modal data loading, or distributed ETL pipelines.

not rated 1.1k +26 today A SkillSpector: pass 70 tokens

dataset-discovery

56

OpenLAIR/dr-claw

Skill Claude CodeCodex needs its repo

Multi-source ML dataset discovery. Search HuggingFace Hub, OpenML, GitHub, and paper cross-references for datasets relevant to a research task. Use when asked to "find datasets for", "search ML datasets", "what datasets exist for", or "discover training data for".

not rated 1.1k +26 today A 62 tokens

OpenLAIR/dr-claw

Skill Claude CodeCodex

Simplest distributed training API. 4 lines to add distributed support to any PyTorch script. Unified API for DeepSpeed/FSDP/Megatron/DDP. Automatic device placement, mixed precision (FP16/BF16/FP8). Interactive config, single launch command. HuggingFace ecosystem standard.

not rated 1.1k +26 today A SkillSpector: pass 69 tokens

deepspeed

58

OpenLAIR/dr-claw

Skill Claude CodeCodex

Expert guidance for distributed training with DeepSpeed - ZeRO optimization stages, pipeline parallelism, FP16/BF16/FP8, 1-bit Adam, sparse attention.

not rated 1.1k +26 today B 38 tokens

OpenLAIR/dr-claw

Skill Claude CodeCodex

Trains large language models (2B-462B parameters) using NVIDIA Megatron-Core with advanced parallelism strategies. Use when training models >1B parameters, need maximum GPU efficiency (47% MFU on H100), or require tensor/pipeline/sequence/context/expert parallelism. Production-ready framework used for Nemotron, LLaMA…

not rated 1.1k +26 today A SkillSpector: warn 82 tokens

pytorch-fsdp2

60

OpenLAIR/dr-claw

Skill Claude CodeCodex

Adds PyTorch FSDP2 (fullyshard) to training scripts with correct init, sharding, mixed precision/offload config, and distributed checkpointing. Use when models exceed single-GPU memory or when you need DTensor-based sharding with DeviceMesh.

not rated 1.1k +26 today A SkillSpector: pass 61 tokens

pytorch-lightning

61

OpenLAIR/dr-claw

Skill Claude CodeCodex

High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to supercomputer with same code. Use when you want clean training loops with built-in best practices.

not rated 1.1k +26 today A SkillSpector: pass 59 tokens

ray-train

62

OpenLAIR/dr-claw

Skill Claude CodeCodex

Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter tuning with Ray Tune, fault tolerance, elastic scaling. Use when training massive models across multiple machines or running distributed hyperparameter sweeps.

not rated 1.1k +26 today A SkillSpector: pass 63 tokens

OpenLAIR/dr-claw

Skill Claude CodeCodex

Use when a quest needs one or more follow-up runs such as ablations, robustness checks, error analysis, or failure analysis after a main experiment.

not rated 1.1k +26 today A SkillSpector: pass 35 tokens

ds-baseline

64

OpenLAIR/dr-claw

Skill Claude CodeCodex

Use when a quest needs to attach, import, reproduce, repair, verify, compare, or publish a baseline and its metrics.

not rated 1.1k +26 today A SkillSpector: pass 30 tokens

ds-decision

65

OpenLAIR/dr-claw

Skill Claude CodeCodex

Use when the quest needs an explicit go, stop, branch, reuse-baseline, write, finalize, reset, or user-decision transition with reasons and evidence.

not rated 1.1k +26 today A SkillSpector: pass 37 tokens

ds-experiment

66

OpenLAIR/dr-claw

Skill Claude CodeCodex

Use when a quest is ready for a concrete implementation pass or a main experiment run tied to a selected idea and an accepted baseline.

not rated 1.1k +26 today A SkillSpector: pass 30 tokens

ds-figure-polish

67

OpenLAIR/dr-claw

Skill Claude CodeCodex

Use when a quest needs a polished milestone chart, paper-facing figure, appendix figure, or a mandatory render-inspect-revise pass before treating a figure as final.

not rated 1.1k +26 today A SkillSpector: warn 39 tokens

ds-finalize

68

OpenLAIR/dr-claw

Skill Claude CodeCodex

Use when the quest is ready to consolidate final claims, limitations, recommendations, summary state, and graph exports before stopping or archiving.

not rated 1.1k +26 today A SkillSpector: pass 31 tokens

ds-full-pipeline

69

OpenLAIR/dr-claw

Skill Claude CodeCodex

Full DeepScientist research pipeline: scout → baseline → idea → experiment → analysis → optimize → write → review → finalize. End-to-end autonomous research lifecycle.

not rated 1.1k +26 today A 37 tokens

ds-idea

70

OpenLAIR/dr-claw

Skill Claude CodeCodex

Use when a quest needs concrete hypotheses, limitation analysis, candidate directions, or a selected idea relative to the active baseline.

not rated 1.1k +26 today A SkillSpector: pass 28 tokens

ds-intake-audit

71

OpenLAIR/dr-claw

Skill Claude CodeCodex

Use when a quest does not start from a blank state and the agent must first audit, trust-rank, and reconcile existing baselines, results, drafts, or review materials before choosing the next anchor.

not rated 1.1k +26 today A SkillSpector: pass 47 tokens

ds-optimize

72

OpenLAIR/dr-claw

Skill Claude CodeCodex

Use when an algorithm-first quest should manage candidate briefs, optimization frontier, branch promotion, or fusion-aware search instead of the paper-oriented default loop.

not rated 1.1k +26 today A SkillSpector: pass 33 tokens

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