Data and AI cursor rules

14,465 tagged Data and AI, measured the same way as everything else here.

Browse within: cursor-rules 10deep-learning 7machine-learning 7Multi-Agent 6PyTorch 6ai-governance 6meok-ai-labs 6nvidia-gpu 6nvidia-warp 6physics 6Autonomous Agents 5agents-md 5ai-assistant 5aider 5

record-designer

145

yifanfeng97/Hyper-Extract

Skill Claude CodeCodex

Design YAML extraction templates for record types (model, list, set). Use when user says: "design model template", "create item list extraction", "extract items", "deduplicate entities". Trigger: User wants to extract structured records, lists, or deduplicated entities. Skip: User mentions graph, relations, or…

3.9k +37 yesterday A 78 tokens

modlens AGENTS.md

146

liustack/modlens

Instructions file CodexOpenCode

AGENTS.md instructions for liustack/modlens, covering project overview (for ai agent), goal, scope, technical approach and code organization.

3.8k +56 yesterday A 1,760 tokens original MIT

vizro-e2e-flow

147

mckinsey/vizro

Plugin Claude Code

Build Vizro dashboards from concept to deployment. Enforces a 2-phase workflow covering requirements, layout design, visualization selection, implementation with Python, and testing.

3.8k today A tokens not measured original Apache-2.0

dathere/qsv

Skill Claude CodeCodex

Build a Visual Data Dictionary — an interactive qsv viz smart dashboard (a Data Schematic) driven by an LLM-inferred JSON Schema data dictionary, with the dictionary browsable beside the charts. Use when the user asks for a visual data dictionary, a documented dashboard, a dictionary-driven dashboard or Data…

3.8k +2 yesterday A 91 tokens

pysr

149

astroautomata/PySR

Skill Claude CodeCodex

Use when fitting equations to data with PySR or SymbolicRegression.jl, when a user wants an interpretable formula, symbolic model, scaling law, or empirical relation discovered from numeric data, or when debugging a PySR search that is slow, stuck, or giving poor equations.

3.7k +2 today A 61 tokens original Apache-2.0

NVIDIA/Model-Optimizer

Instructions file CodexOpenCode ✓ vendor

AGENTS.md instructions for NVIDIA/Model-Optimizer, covering agent instructions for modelopt, repository orientation, coding guidelines, iterative development and contributing and pr readiness.

3.7k +63 today A 920 tokens original Apache-2.0

NVIDIA/Model-Optimizer

Instructions file ✓ vendor

Claude Code instructions for NVIDIA/Model-Optimizer, a project described as: A unified library of SOTA model optimization techniques like quantization, distillation, pruning, neural architecture search, speculative decoding, etc. It compresses deep learning models for downstream deployment frameworks like…

3.7k +63 today A 3 tokens copy · 100% Apache-2.0

modelopt

152

NVIDIA/Model-Optimizer

Plugin Claude Code ✓ vendor

Skills for Model Optimizer development, quantization, deployment, and evaluation.

3.7k +63 today A tokens not measured original Apache-2.0

day0-release

153

NVIDIA/Model-Optimizer

Skill Claude CodeCodex ✓ vendor

Deterministic end-to-end driver for day-0 quantized-checkpoint releases — chains PTQ → evaluation → comparison with enforced gates between stages (the evaluation stage deploys the checkpoint itself), and returns a publish decision (ACCEPT / REGRESSION / ANOMALOUS / INFEASIBLE). Use when the user asks to "release a…

3.7k +63 today A 150 tokens original Apache-2.0

eagle3-triage

154

NVIDIA/Model-Optimizer

Skill Claude CodeCodex ✓ vendor

Triage a failed EAGLE3 pipeline run. Identifies which step failed (data synthesis, hidden state dump, training, or benchmark), diagnoses root cause from logs, and suggests fixes. Use when user reports an EAGLE3 pipeline failure or asks why a specific step failed. Also helps debug new model support issues.

3.7k +63 today A 73 tokens original Apache-2.0

evaluation

155

NVIDIA/Model-Optimizer

Skill Claude CodeCodex ✓ vendor

Evaluates accuracy of quantized or unquantized LLMs using NeMo Evaluator Launcher (NEL). Triggers on "evaluate model", "benchmark accuracy", "run MMLU", "evaluate quantized model", "run nel". Handles deployment, config generation, and evaluation execution. Not for quantizing models (use ptq), deploying/serving models…

3.7k +63 today A 95 tokens original Apache-2.0

brycewang-stanford/Auto-Empirical-Research-Skills

Plugin Claude Code

Explicit 8-step empirical-analysis pipeline in the traditional Python econometrics stack (pandas + statsmodels + linearmodels + pyfixest + rdrobust + econml + causalml). Data cleaning → variable construction → Table 1 → diagnostics → estimation (OLS / IV / DID / RDD / PSM / SCM / DML / Causal Forest) → robustness…

3.6k +30 yesterday A tokens not measured

truera/trulens

Skill Claude CodeCodex

Configure feedback functions and selectors for TruLens evaluations.

3.5k +1 yesterday A 17 tokens original MIT

truera/trulens

Skill Claude CodeCodex

Instrument LLM apps with TruLens OTEL-based tracing - from setup to debugging and optimization.

3.5k +1 yesterday A 25 tokens original MIT

prompt-optimization

159

langwatch/langwatch

Skill Claude CodeCodex

Improve a prompt on the evaluations workbench through a measured loop. Score the baseline first, then duplicate the target column, form a hypothesis from failing rows, edit the copy's prompt draft, run, compare pass rate and cost, and repeat until the numbers hold. Use when the user asks to optimize or improve a…

3.5k +5 today A 105 tokens original Apache-2.0

analyzer

160

aipoch/open-science

Agent

After a valid blind comparison, unblind the result and explain why the winner performed better. Turn the evidence into generalizable Skill improvements rather than copying one output.

3.5k +190 today A 0 tokens original Apache-2.0

seedance-prompt-en

161

dexhunter/seedance2-skill

Skill Claude CodeCodex

Write effective prompts for Jimeng Seedance 2.0 multimodal AI video generation. Use when users want to create video prompts using text, images, videos, and audio inputs with the @ reference system. Covers camera movements, effects replication, video extension, editing, music beat-matching, e-commerce ads, short…

3.5k +16 6mo ago A 76 tokens original MIT

seedance-prompt-zh

162

dexhunter/seedance2-skill

Skill Claude CodeCodex

Chinese-language guidance for writing prompts for Seedance 2.0, an AI video generator that can use text, images, video, and audio.

3.5k +16 6mo ago A 100 tokens original MIT

timesfm-forecasting

164

zLanqing/codex-claude-academic-skills

Skill Claude CodeCodex

Zero-shot time series forecasting with Google's TimesFM foundation model. Use for any univariate time series (sales, sensors, energy, vitals, weather) without training a custom model. Supports CSV/DataFrame/array inputs with point forecasts and prediction intervals. Includes a preflight system checker script to verify…

3.4k +87 3mo ago A 73 tokens original MIT

hf-gguf-quant-jobs

165

Mesh-LLM/mesh-llm

Skill Claude CodeCodex

Use when creating, monitoring, validating, or documenting low-memory Hugging Face Jobs or local runs that quantize split BF16/FP16 GGUF model repos into custom quant GGUF repos with skippy-quantize.

3.4k +20 today A 54 tokens original Apache-2.0

modelscope/evalscope

Instructions file GitHub Copilot

Copilot instructions for modelscope/evalscope, a project described as: A streamlined and customizable framework for efficient large model (LLM, VLM, AIGC) evaluation and performance benchmarking.

3.3k +13 yesterday A 4 tokens copy · 100% Apache-2.0

evalscope AGENTS.md

167

modelscope/evalscope

Instructions file CodexOpenCode

AGENTS.md instructions for modelscope/evalscope, covering agents.md, setup, build, lint, test, docs generation and quick eval.

3.3k +13 changed today A 2,880 tokens original Apache-2.0

evalscope

168

modelscope/evalscope

Skill Claude CodeCodex

LLM evaluation & inference performance testing via the evalscope CLI. Translates natural language requests into evalscope commands for: (1) Model accuracy evaluation — runs 160+ benchmarks against local checkpoints or API endpoints (OpenAI-compatible, Anthropic, LiteLLM); (2) Performance stress testing — TTFT, TPOT…

3.3k +13 yesterday A 197 tokens original Apache-2.0