Topic · Data & Analytics

Best data cleaning skills for Claude Code, Codex and other agents.

Skills that fix messy data: missing values, duplicates, bad formats and outliers.
skills
257
official
12

Data cleaning skills, ranked

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

Data cleaning skills, ranked
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
1

Creates, edits and analyzes spreadsheets (.xlsx, .xlsm, .csv, .tsv) with openpyxl and pandas, writing live formulas and recalculating to confirm zero formula errors.

anthropics/skills180k4 repos~2.1kAutomated safety check: PassProprietary2 days ago
2

Turn a natural-language financial question into a polished, self-contained HTML report.

refraction-ray/xalpha2.7k—~3.2kAutomated safety check: PassMIT2 mo ago
3

Stream-JSON chaining for multi-agent pipelines, data transformation, and sequential workflows

ruvnet/agentic-flow8165 repos~3.2kAutomated safety check: PassNo licence21 days ago
4

Guides an agent through reproducing papers built on the CHARLS health and retirement survey, from variable mapping to cognition, depression and isolation scores.

xjtulyc/MedgeClaw6171 repo~1.8kAutomated safety check: PassNo licence6 mo ago
5

A skill your agent uses when the user wants to fact-check an article or verify factual claims in a document.

MigoXLab/dingo757—~741Automated safety check: NotesApache-2.09 days ago
6

Validates data against common and custom rules (required fields, formats, ranges).

platonai/Browser41.2k—~896Automated safety check: PassApache-2.0today
7

Use truffler to find similar or pre-existing JavaScript/TypeScript symbols before implementing new code, especially helpers, utilities, parsers, formatters, scanners, fuzzy matchers, and other…

millionco/react-doctor15k—~1.2kAutomated safety check: PassUnknowntoday
8

Implement a pnpm feature, bug fix, or refactor by checking existing capabilities, prioritizing code reuse and deduplication, assessing architecture impact, and validating the final change.

pnpm/pnpm37k—~1.1kAutomated safety check: PassMITtoday
9

A skill your agent uses when the user wants to fact-check an article or verify factual claims in a document.

MigoXLab/dingo757—~833Automated safety check: PassApache-2.09 days ago
10

Handles deduplication of YouTrack issues. An agent skill from JetBrains/ideavim.

JetBrains/ideavim10k—~1.3kAutomated safety check: PassMITtoday
11

Builds, edits, cleans, recalculates and reads Excel workbooks and CSV files with openpyxl and pandas, plus LibreOffice for recalculation and PDF export.

XiaomiMiMo/MiMo-Code14k—~2.9kAutomated safety check: PassApache-2.04 days ago
12

Handles pandas DataFrame work: cleaning, merging, groupby aggregation, pivots, time-series resampling and memory tuning, with checks on dtypes, shapes and nulls.

Jeffallan/claude-skills12k1 repo~1.5kAutomated safety check: PassMIT4 days ago
13

Fetch financial, market, economic, fundamental, news, options, crypto, ETF, index, and macro data through the OpenBB Python interface instead of the OpenBB MCP server.

monarchjuno/vibe-investing299—~2.9kAutomated safety check: NotesMIT5 mo ago
14

Cleans raw credit data and screens variables before loan modeling, dropping unstable, noisy or redundant features and writing an Excel report of every step.

github/awesome-copilot40k1 repo~1.5kAutomated safety check: PassMITtoday
15

Design, add, review, or modify AIC Collector operations and their case population.

ai-dynamo/aiconfigurator454—~3kAutomated safety check: PassApache-2.018 days ago
16

Investigates geocoder data quality issues by querying live S3 parquet files via MotherDuck MCP.

walkthru-earth/geocoding-playground153—~935Automated safety check: PassCC-BY-4.03 mo ago
17

A skill your agent uses when writing or refactoring React + Tailwind v4 code in this repo.

mailtrap/mailtrap-local106—~2.7kAutomated safety check: PassMIT1 mo ago
18

Plan and execute Convex schema migrations safely, including adding fields, creating tables, and data transformations.

waynesutton/markdown-site6281 repo~958Automated safety check: PassMIT4 mo ago
19

Design, build, or debug data processing pipelines. An agent skill from agulli/atlas-agents.

agulli/atlas-agents578—~714Automated safety check: PassMIT2 mo ago
20

SPD V1 Batch. An agent skill from flaqai/backlink_skills.

flaqai/backlink_skills750—~1.7kAutomated safety check: PassMIT13 days ago
21

Workflow skill for evidence-based renewable energy market research, V4 full country wind-market status reports, source-to-final continuity, project pipeline verification, deduplication, product-fit…

liangdabiao/exa-research-mcp-skill109—~9.5kAutomated safety check: PassNo licence1 mo ago
22

Clean and standardize messy tabular data (CSV, spreadsheet paste, system exports) into an analysis-ready dataset — consistent dates and names, typed columns, duplicates identified, missing values…

sgharlow/claude-code-recipes388—~566Automated safety check: PassUnknown2 mo ago
23

GPU-accelerated data curation for LLM training. An agent skill from Orchestra-Research/AI-Research-SKILLs.

Orchestra-Research/AI-Research-SKILLs13k5 repos~2.3kAutomated safety check: PassMIT3 mo ago
24

Reviews, curates, and maintains the Forge library of agents, skills, and templates.

jdforsythe/forge151—~5.1kAutomated safety check: PassMIT3 mo ago
25

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
26

A skill your agent uses when you need to write and execute Python/R code to process, transform, and analyze data, delivering reproducible computational results with complete code-level methodology…

openJiuwen-ai/sciencediscovery148—~2.8kAutomated safety check: PassApache-2.05 days ago
27

Audit an Odoo database's data quality with evidence before trusting AI answers, importing, or migrating — duplicates, missing required values, orphaned references, format anomalies — and drive…

erpipe-org/mcp-odoo419—~765Automated safety check: PassMIT1 mo ago
28

Finds authoritative public data sources for modeling tasks, prefers official APIs and bulk downloads, and outputs a reproducible fetch and cleaning plan with citations.

yushui2022/MathModel-Skill4521 repo~1.1kAutomated safety check: PassMIT10 days ago
29

Daily arXiv paper recommendations with automatic deduplication

Xiangyue-Zhang/auto-deep-researcher-24x71.3k—~309Automated safety check: PassApache-2.04 mo ago
30

Check memory system health and troubleshoot connectivity issues.

kbanc85/claudia296—~1.8kAutomated safety check: PassUnknown1 mo ago
31

Perform data analysis tasks including data cleaning, statistical analysis, visualization, and insight generation.

xiaoyuge886/aigc1981 repo~794Automated safety check: PassMIT2 mo ago
32

Finds duplicate and junk records in a CRM CSV export with fuzzy matching, normalizes fields and writes a reviewable merge plan plus import-ready files without touching the live CRM.

OneWave-AI/claude-skills322—~2.5kAutomated safety check: PassMIT5 days ago
33

Methodology for market research and data collection, ensuring data quality and source traceability

chekusu/wanman688—~533Automated safety check: PassApache-2.03 mo ago
34

Sets up data quality checks with Great Expectations, dbt tests and data contracts, with checkpoints and pass-fail reports for pipelines.

wshobson/agents40k10 repos~1.1kAutomated safety check: PassMIT2 days ago
35

A skill your agent uses when a clinical CSV/Excel dataset needs profiling and cleaning before analysis (missing values, outliers, duplicates, type mismatches).

Aperivue/medsci-skills329—~2kAutomated safety check: PassMIT2 days ago
36

Run comprehensive quality checks on tabular data (CSV/Excel/TSV/JSON), detecting missing values, duplicates, outliers, format issues, and type inconsistencies to produce an overall score, grade, and…

zebbern/claude-code-guide4.6k—~996Automated safety check: PassMITtoday
37

Cleans raw or scraped competition data and produces exploratory charts and a figure plan as one stage of a mathematical modeling paper workflow.

yushui2022/MathModel-Skill4521 repo~1.7kAutomated safety check: PassMIT10 days ago
38

Master dbt (data build tool) for analytics engineering with model organization, testing, documentation, and incremental strategies.

wshobson/agents40k8 repos~781Automated safety check: PassMIT2 days ago
39

Data cleaning, entity matching, and deduplication skill for Claude Code and Codex: triage, standardize, and validate a CSV, Excel, or JSON list of B2B companies or contacts before enrichment.

explorium-ai/gtm-skills160—~2kAutomated safety check: PassMIT13 days ago
40

Audit a local or remote tabular file (CSV/TSV) for common data quality issues — schema, nulls, types, duplicates.

datopian/portaljs2.4k—~1.5kAutomated safety check: PassMIT1 mo ago
41

执行全面的异常值检测与数据质量评估,利用 IQR 方法识别异常值并结合偏度、峰度分析数据分布特征,适用于非正态分布数据的预处理阶段。

MichaelYang-lyx/AIDABench1111 repo~1kAutomated safety check: PassNo licence9 days ago
42

A skill your agent uses when a broad paper candidate pool needs deterministic deduplication and a stable core set.

WILLOSCAR/research-units-pipeline-skills513—~438Automated safety check: PassNo licence2 days ago
43

Systematic dataset profiling protocol for empirical research.

aspi6246/Claude-Code-Skills-for-Academics157—~2kAutomated safety check: PassNo licence1 mo ago
44

Validate data quality in market analysis documents and blog articles before publication.

tradermonty/claude-trading-skills3k1 repo~1.5kAutomated safety check: PassMITyesterday
45

Excel 数据分析多步编排器。覆盖:(1) 读取多 Sheet Excel 文件并统计行数,(2) 大文件检测(≥10k 行自动 Parquet 优化),(3) 数据清洗(缺失值、文本标准化、无效字符),(4) 条件筛选与分类提取,(5) 跨 Sheet 统计聚合,(6) 导出 Excel/CSV 并提供下载链接。覆盖从数据读取到报告生成全流程,按步骤编排 capability 子…

MichaelYang-lyx/AIDABench1111 repo~2.5kAutomated safety check: PassNo licence9 days ago
46

Validate alignment quality with insert size distribution, proper pairing rates, GC bias, strand balance, and other post-alignment metrics.

GPTomics/bioSkills1.2k2 repos~3.7kAutomated safety check: PassMIT1 mo ago
47

Aggregate and rank signals from multiple edge-finding skills (edge-candidate-agent, theme-detector, sector-analyst, institutional-flow-tracker) into a prioritized conviction dashboard with weighted…

tradermonty/claude-trading-skills3k1 repo~1.8kAutomated safety check: PassMITyesterday
48

Finds usable public datasets, judges whether the data can support a research idea, and checks train and test splits for leakage before results are trusted.

Light0305/Light-skills640—~4.9kAutomated safety check: PassMIT3 mo ago

Questions, answered from the data.

What is the best data cleaning skill?

Excel Spreadsheet Creation and Editing (official) from anthropics/skills ranks first of the 257 data cleaning skills listed here, with the highest score: its repository has 180k GitHub stars, 4 other GitHub owners carry a copy, its SKILL.md loads about 2.1k tokens and it passes the automated safety check with no findings. Next come Question2report and Stream Chain.

Which data cleaning skills are official?

12 of the 257 data cleaning skills are official, published by the vendor's own GitHub organization: Excel Spreadsheet Creation and Editing, Issues Deduplication, Credit Risk Data Cleaning, AWS Step Functions, Datalineage Summary and 7 more.

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.