Library

NumPy agent skills for Claude Code, Codex and other agents.

Fundamental Python package for N-dimensional arrays and numerical computing.
skills
108
Type
Library
Website
numpy.org
Official GitHub
numpy

NumPy skills, ranked

Ranked by score. Sort bymost stars,trending,newest,recently updated

NumPy skills, ranked
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
1

面向中文自然语言的 Tushare 数据研究技能。用于把“看看这只股票最近怎么样”“帮我查财报趋势”“最近哪个板块最强”“北向资金在买什么”“给我导出一份行情数据”这类请求,转成可执行的数据获取、清洗、对比、筛选、导出与简要分析流程。适用于 A 股、指数、ETF/基金、财务、估值、资金流、公告新闻、板块概念与宏观数据等研究场景。

zillionare/zillionare3182 repos~2.3kAutomated safety check: PassNo licencetoday
2

Sets up FAISS for fast nearest-neighbor search over large collections of dense vectors, choosing between Flat, IVF, HNSW and product quantization indexes.

Orchestra-Research/AI-Research-SKILLs13k7 repos~1.3kAutomated safety check: PassMIT3 mo ago
3

Estimates reaction fluxes inside cells from steady-state carbon-13 labeling data with a bundled mfapy-based solver, and reports which fluxes the data pin down.

K-Dense-AI/scientific-agent-skills48k1 repo~3.2kAutomated safety check: PassMIT2 days ago
4

Profiles slow Python code with cProfile and memory profilers, then applies targeted fixes for CPU, memory, I/O and query bottlenecks.

wshobson/agents40k12 repos~814Automated safety check: PassMIT2 days ago
5

Perform bounded, local exploratory analysis of explicitly supported scientific files.

Oleafly/Oleafly2052 repos~3.4kAutomated safety check: NotesMITtoday
6

Composites several moments from real drone footage into one still with ghost trails, then lays out paper figures and an editable PowerPoint file.

XXLiu-HNU/visualize_uav_trajectory242—~535Automated safety check: PassGPL-3.011 days ago
7

World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics.

Raidriar7170/hermes-skilleval1256 repos~1.4kAutomated safety check: PassMIT11 days ago
8

Execute Python code in a safe sandboxed environment via [inference.sh](https://inference.sh).

cortega26/chile-hub1132 repos~1.5kAutomated safety check: PassMITyesterday
9

Runs Cantera constant-volume or constant-pressure ignition simulations and reports temperature-based ignition delay with mechanism provenance and checks.

K-Dense-AI/scientific-agent-skills48k1 repo~2.2kAutomated safety check: PassMIT2 days ago
10

Helps an agent write ComfyUI custom nodes in Python, including wrapping an existing script, mapping data types and handling image batches.

ConstantineB6/comfy-pilot230—~897Automated safety check: PassMIT7 mo ago
11
11.Docs

Procedure for writing and updating Matft's documentation (the Docusaurus site in website/ and the doc comments on the public API that become the Swift-DocC API reference).

jjjkkkjjj/Matft147—~2.7kAutomated safety check: PassBSD-3-Clause10 days ago
12

Writes statistical analysis code for experimental data, runs it through a four-round review, and reports effect sizes, p-values and confidence intervals.

lingzhi227/agent-research-skills383—~886Automated safety check: PassNo licence7 mo ago
13

Runs a math modeling contest pipeline for CUMCM and MCM/ICM entries in Codex CLI, with git checkpoints, verified solver code and human review at each stage.

RealSeaberry/AutoMCM-Pro258—~1.6kAutomated safety check: PassMIT26 days ago
14

Academic backtesting framework for quantitative research. An agent skill from gauss314/skills.

gauss314/skills245—~2.4kAutomated safety check: PassMIT3 mo ago
15

Procedure for designing and writing Matft's XCTest cases with high coverage — boundary values, dtypes, memory layouts, NaN/inf, empty arrays, broadcasting, platform differences, performance and…

jjjkkkjjj/Matft147—~2kAutomated safety check: PassBSD-3-Clause10 days ago
16

Generate a royalty-free lofi (or rain / typing / chime / any ambient) soundtrack ENTIRELY in code — no sampled audio ships.

IvanWng97/pixtuoid487—~3.5kAutomated safety check: PassMITtoday
17

Loads, cleans, aggregates and joins tabular data with pandas under a verification rule: every number reported must be one that the code actually printed.

pipeshub-ai/pipeshub-ai3.8k—~1.2kAutomated safety check: PassApache-2.0today
18

Running Albucore micro-benchmarks under benchmarks/, synthetic router timings, and comparing PyPI releases with uv --no-project.

albumentations-team/albucore123—~1.5kAutomated safety check: PassMIT2 days ago
19

撰写文笔精炼、富有深度的量化交易博文,论点清晰、证据确凿、叙事层次更加丰富。适用于量化交易博文、因子研究、回测复盘、数据源排查、市场微观结构、策略原理、风险控制、职业观察、量化人物故事等选题。文章将聚焦具体角度,提供详实的大纲、证据规划及成稿,力求内容兼具思想深度与诚实性,而非单纯口号式宣传;同时,通过人物经历、引言、贡献及行业背景的融入,让文章更具可读性和吸引力。

zillionare/zillionare318—~895Automated safety check: PassNo licencetoday
20

Runs exploratory data analysis on tabular data after you confirm each column's measurement level, then writes CSV tables and a narrative summary.

TyrealQ/q-skills108—~1.1kAutomated safety check: PassMIT13 days ago
21

Reads, edits, anonymizes and converts DICOM medical imaging files with pydicom, including pixel data extraction and compressed transfer syntaxes.

davila7/claude-code-templates32k11 repos~3.3kAutomated safety check: PassMITtoday
22

Albucore image processing conventions - shapes (H,W,C), dtypes (uint8/float32), benchmark-driven backend routing (OpenCV, NumPy, Torch CPU, LUT, NumKong), tests, and lockfile discipline.

albumentations-team/albucore123—~1.6kAutomated safety check: PassMIT2 days ago
23

Runs reproducible math computations and counterexample searches with SymPy, NumPy and mpmath, logging evidence without presenting results as proofs.

tradecatlabs/vibe-coding-cn17k—~881Automated safety check: PassMIT6 days ago
24

Builds, fits, checks and compares Bayesian models in PyMC, from priors and NUTS sampling to variational inference, LOO and WAIC comparison, and diagnostics.

davila7/claude-code-templates32k12 repos~3.9kAutomated safety check: PassMITtoday
25

Analyzes uploaded cohort data to compute retention curves and feature adoption trends, builds heatmaps and charts, and suggests qualitative follow-up research.

phuryn/pm-skills27k—~1.3kAutomated safety check: PassMIT22 days ago
26

Walks through producing a master audio track plus stems in Python, from checking a reference file and timing sections by BPM to effects, a zip archive and final verification.

HKUDS/OpenSpace7.7k—~2.9kAutomated safety check: PassMIT1 mo ago
27

Procedure for benchmarking Matft's PerformanceTests against Numpy and reporting the results (and, when asked, updating the speed comparison table on the docs site, website/docs/performance.md).

jjjkkkjjj/Matft147—~1.7kAutomated safety check: PassBSD-3-Clause10 days ago
28

Processes tabular datasets too large for RAM with Vaex: lazy DataFrames, fast aggregations, big-data plots and ML pipelines over CSV, HDF5, Arrow and Parquet.

davila7/claude-code-templates32k12 repos~1.6kAutomated safety check: PassMITtoday
29

Analyzes CSV, Parquet and JSON data with DuckDB, Polars, numpy and matplotlib, preferring a persistent kernel over repeated one-shot processes.

code-yeongyu/oh-my-openagent70k—~1.4kAutomated safety check: PassUnknowntoday
30

Code review for py4vasp changes. An agent skill from vasp-dev/py4vasp.

vasp-dev/py4vasp100—~1.6kAutomated safety check: PassApache-2.0today
31

Review and improve Python docstrings for Great Docs API reference generation.

pymc-labs/pathmc132—~2.3kAutomated safety check: PassMIT5 days ago
32

Procedure for adding tests for Matft's image processing (Matft.image., indexing or channel swapping on images, etc.), generating comparison images that put the result next to an OpenCV reference…

jjjkkkjjj/Matft147—~2.3kAutomated safety check: PassBSD-3-Clause10 days ago
33

Detects Elliott Wave structures in price data with a Zigzag swing finder and Fibonacci checks, and turns completed waves into long, short or flat signals.

HKUDS/Vibe-Trading35k—~482Automated safety check: PassMITyesterday
34

Chunked N-D arrays for cloud storage. An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates32k11 repos~5kAutomated safety check: PassMITtoday
35
35.Dask

Parallel/distributed computing. An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates32k11 repos~3.5kAutomated safety check: PassMITtoday
36

Parse FCS (Flow Cytometry Standard) files v2.0-3.1. An agent skill from davila7/claude-code-templates.

davila7/claude-code-templates32k10 repos~4.2kAutomated safety check: PassMITtoday
37

Procedure for releasing a new version of Matft (decide the version → check tests → write release notes → create and push an annotated tag → publish a GitHub Release).

jjjkkkjjj/Matft147—~1.8kAutomated safety check: PassBSD-3-Clause10 days ago
38

Proves a RuView result is real by running a deterministic SHA-256 proof and a witness bundle, and by checking reports for untagged or unreproducible accuracy claims.

ruvnet/RuView97k—~395Automated safety check: PassMITtoday
39

Checks that the tools and Python packages needed for a math modeling paper workflow are installed and offers platform-specific install commands for anything missing.

jihe520/MathModelAgent6.2k—~1.5kAutomated safety check: NotesNo licence4 days ago
40

Pricing completo de opciones europeas y americanas. An agent skill from gauss314/skills.

gauss314/skills245—~4.7kAutomated safety check: PassMIT3 mo ago
41

Set up and maintain documentation for scientific Python packages.

Yikai-Liao/symusic189—~5.5kAutomated safety check: PassMIT1 mo ago
42

Guide for writing and modifying NKI kernels. An agent skill from uw-syfi/vibesys.

uw-syfi/vibesys103—~5kAutomated safety check: PassMITyesterday
43

Zero-shot univariate time series forecasting using the Reverso foundation model (NumPy/Numba CPU-only inference).

oaustegard/claude-skills1501 repo~1.5kAutomated safety check: PassMIT5 days ago
44

Optimize or review eager CPU-only Albucore PyTorch runtime paths with benchmark-backed decisions.

albumentations-team/albucore123—~895Automated safety check: PassMIT2 days ago
45

Construcción y optimización cuantitativa de portafolios: Markowitz (scipy.optimize + Monte Carlo), Black-Litterman (prior CAPM, views absolutas/relativas, posterior bayesiano), HRP/HERC/NCO…

gauss314/skills245—~2.4kAutomated safety check: PassMIT3 mo ago
46

Portuguese guide to building a retrieval-augmented generation assistant over a company's documents, with embeddings, section-based chunking, retrieval and a client workflow.

Hermes-brasil/hermes-brasil152—~1.1kAutomated safety check: PassMIT2 days ago
47

Runs a math modeling competition entry end to end, in AI-led or human-led mode, with Git checkpoints and self-verified solver code before it enters the LaTeX paper.

RealSeaberry/AutoMCM-Pro258—~8.5kAutomated safety check: PassMIT26 days ago
48

Detects 15 classic candlestick patterns with vectorized pandas code and combines bullish and bearish scores into a long, short or flat trading signal.

HKUDS/Vibe-Trading35k—~468Automated safety check: PassMITyesterday

Questions, answered from the data.

What is the best NumPy skill?

Tushare Data from zillionare/zillionare ranks first of the 108 NumPy skills listed here, with the highest score: its repository has 318 GitHub stars, 2 other GitHub owners carry a copy, its SKILL.md loads about 2.3k tokens and it passes the automated safety check with no findings. Next come FAISS Similarity Search and 13C Metabolic Flux Analysis.

Is there an official NumPy skill?

None yet. All 108 NumPy skills listed here come from community repositories; a skill counts as official when the product's own GitHub organization publishes it.

How are these skills ranked?

By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.