Topic · Data & Analytics
Best data analysis skills for Claude Code, Codex and other agents.
- skills
- 547
- official
- 15
Data analysis skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. | spacering-net/ | 3.8k | 15 repos | ~3.6k | Automated safety check: Pass | MIT | today |
| 2 | Analyzes uploaded Excel and CSV files with SQL through DuckDB, producing schema inspections, statistical summaries and exports to CSV, JSON or Markdown. | bytedance/ | 83k | 4 repos | ~2.2k | Automated safety check: Pass | MIT | today |
| 3 | Analyzes Neuropixels recordings from SpikeGLX or Open Ephys through preprocessing, drift correction, Kilosort4 spike sorting, quality metrics and curation. | davila7/ | 32k | 10 repos | ~2.8k | Automated safety check: Pass | MIT | today |
| 4 | Perform bounded, local exploratory analysis of explicitly supported scientific files. | Oleafly/ | 205 | 2 repos | ~3.4k | Automated safety check: Notes | MIT | today |
| 5 | CUMCM 国赛、MCM/ICM 美赛与电工杯数学建模竞赛的端到端协作工作流。Use when a user explicitly works on one of these modeling contests or asks to run/review a modeling-competition paper from problem selection through modeling… | handsomeZR-netizen/ | 292 | — | ~2.5k | Automated safety check: Pass | MIT | 11 days ago |
| 6 | Execute Python code in a safe sandboxed environment via [inference.sh](https://inference.sh). | cortega26/ | 113 | 2 repos | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 7 | Takes a Kaggle competition from rules and validation design through baselines, ensembling and notebook architecture to a scored submission. | FrankS-IntelLab/ | 188 | — | ~4k | Automated safety check: Pass | MIT | 3 mo ago |
| 8 | Hire specialised agents to handle any task — data analysis, trading, content generation, research, on-chain operations, 3D printing, physical goods, gift delivery, and more. | Virtual-Protocol/ | 168 | 1 repo | ~6.4k | Automated safety check: Pass | No licence | 4 mo ago |
| 9 | Read, decrypt, query, search, and export local WeCom/企业微信 5.x desktop databases on macOS into a private read-only vault. | mcncarl/ | 4.3k | — | ~1.3k | Automated safety check: Pass | Unknown | 3 days ago |
| 10 | 10.Matlab MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. | zLanqing/ | 4.6k | 9 repos | ~2.3k | Automated safety check: Notes | GPL-3.0 | 4 mo ago |
| 11 | Fetch a region of cis-eQTL summary statistics from EBI eQTL Catalogue v7+ via tabix-on-FTP. | ClawBio/ | 1.2k | 1 repo | ~4.3k | Automated safety check: Pass | MIT | yesterday |
| 12 | Use this skill before any data analysis, transformation, or modeling. | aiming-lab/ | 3.5k | — | ~230 | Automated safety check: Pass | MIT | 4 mo ago |
| 13 | Raccoon (小浣熊) Data Analysis - Remote code interpreter and data visualization service powered by SenseTime. | SenseTime-Copilot/ | 137 | — | ~1.9k | Automated safety check: Pass | No licence | 6 mo ago |
| 14 | Search, query, and manage Weaviate vector database collections. | weaviate/ | 105 | — | ~1.8k | Automated safety check: Pass | BSD-3-Clause | yesterday |
| 15 | This skill should be used when users need to analyze CSV or Excel files, understand data patterns, generate statistical summaries, or create data visualizations. | 5zjk5/ | 127 | — | ~2.6k | Automated safety check: Pass | No licence | 22 days ago |
| 16 | Takes a user through building a Meridian marketing mix model, from loading CSV data and mapping columns to running EDA, fitting and saving the model. | google/ | 1.6k | — | ~2.5k | Automated safety check: Pass | Apache-2.0 | today |
| 17 | 17.Pandas Pro Handles pandas DataFrame work: cleaning, merging, groupby aggregation, pivots, time-series resampling and memory tuning, with checks on dtypes, shapes and nulls. | Jeffallan/ | 12k | 1 repo | ~1.5k | Automated safety check: Pass | MIT | 4 days ago |
| 18 | Build and risk-screen a compact role-based method shortlist for a mathematical-modeling subquestion. | zhnnky329/ | 1.1k | — | ~1.6k | Automated safety check: Pass | MIT | 13 days ago |
| 19 | Queries the data warehouse with SQL and answers business questions about data. | astronomer/ | 450 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 20 | Fetch a region of GWAS summary statistics from the NHGRI-EBI GWAS Catalog harmonised collection via tabix-on-FTP. | ClawBio/ | 1.2k | 1 repo | ~3.5k | Automated safety check: Pass | MIT | yesterday |
| 21 | Pulls Google Analytics 4 data through the Data API with TypeScript scripts and turns it into a daily SEO report or prioritized traffic and bounce-rate recommendations. | LichAmnesia/ | 234 | — | ~2k | Automated safety check: Notes | MIT | 3 mo ago |
| 22 | KQL language expertise for writing correct, efficient Kusto queries using the Fabric RTI MCP tools. | microsoft/ | 131 | — | ~6.2k | Automated safety check: Pass | MIT | 6 days ago |
| 23 | Writes statistical analysis code for experimental data, runs it through a four-round review, and reports effect sizes, p-values and confidence intervals. | lingzhi227/ | 383 | — | ~886 | Automated safety check: Pass | No licence | 7 mo ago |
| 24 | Counts messages per member in a WeChat group on macOS, tags how active each person is, and shows the results in a web dashboard with a JSON API. | punk2898/ | 121 | — | ~2.8k | Automated safety check: Notes | MIT | 4 mo ago |
| 25 | Systematic database and table profiling for DBX Studio. An agent skill from Dbxstudio/dbx-studio. | Dbxstudio/ | 103 | 1 repo | ~460 | Automated safety check: Pass | Apache-2.0 | 2 mo ago |
| 26 | Convert a completed data-analysis conversation into evidence-backed, reproducible living research through the Krisk MCP server. | napjon/ | 118 | — | ~702 | Automated safety check: Pass | BSD-3-Clause | 6 days ago |
| 27 | Deprecated sampler that captures short windows of the Bluesky firehose, clusters trending terms and builds an HTML report; replaced by the browsing-bluesky skill. | oaustegard/ | 150 | 1 repo | ~1.4k | Automated safety check: Pass | MIT | 5 days ago |
| 28 | Generate or improve a company-specific data analysis skill by extracting tribal knowledge from analysts. | w95/ | 235 | 1 repo | ~1.8k | Automated safety check: Pass | MIT | 7 mo ago |
| 29 | 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/ | 3.8k | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | today |
| 30 | 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/ | 148 | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | 5 days ago |
| 31 | Generates Scenario Planner data from a fitted Meridian marketing mix model and prepares it for a Looker Studio dashboard through a Colab handoff. | google/ | 1.6k | — | ~1.5k | Automated safety check: Pass | Apache-2.0 | today |
| 32 | Chinese-language stage that turns a math modeling contest problem and its data files into a modeling report with sub-problems, formulas and a task list for coding. | jihe520/ | 6.2k | — | ~494 | Automated safety check: Notes | No licence | 4 days ago |
| 33 | Runs exploratory data analysis on tabular data after you confirm each column's measurement level, then writes CSV tables and a narrative summary. | TyrealQ/ | 108 | — | ~1.1k | Automated safety check: Pass | MIT | 13 days ago |
| 34 | A skill your agent uses when answering a question that needs data from a ktx-connected database - investigating, analyzing, "how many", "show me", "what's the breakdown of", finding records by… | Kaelio/ | 1.6k | — | ~10k | Automated safety check: Pass | Apache-2.0 | 26 days ago |
| 35 | Azure Storage Services including Blob Storage, File Shares, Queue Storage, Table Storage, and Data Lake. | microsoft/ | 255 | 2 repos | ~1.3k | Automated safety check: Pass | MIT | today |
| 36 | Walks through single-cell RNA-seq analysis with Scanpy: loading .h5ad and 10X data, QC, normalization, PCA and UMAP, Leiden clustering, marker genes and cell type annotation. | davila7/ | 32k | 16 repos | ~2.8k | Automated safety check: Pass | MIT | today |
| 37 | Sets up Dinobase, a local DuckDB database that syncs data from 100+ business sources, then answers questions across them with SQL joins and previewed write-backs. | kappa90/ | 263 | — | ~1.5k | Automated safety check: Pass | Unknown | 3 mo ago |
| 38 | 38.Postgres Execute read-only SQL queries against multiple PostgreSQL databases. | sanjay3290/ | 430 | 1 repo | ~975 | Automated safety check: Pass | Apache-2.0 | 26 days ago |
| 39 | Domain-validated pipeline guidance for EEG/MEG data analysis using MNE-Python: data loading, preprocessing (filtering, ICA, re-referencing), epoching, ERP/ERF computation, time-frequency… | NeuroAIHub/ | 1k | — | ~2.3k | Automated safety check: Pass | AGPL-3.0 | 5 days ago |
| 40 | Explores Hugging Face datasets through the read-only Dataset Viewer API: list splits, preview and page through rows, search, filter, and fetch parquet links and statistics. | huggingface/ | 11k | 3 repos | ~1.1k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
| 41 | Perform data analysis tasks including data cleaning, statistical analysis, visualization, and insight generation. | xiaoyuge886/ | 198 | 1 repo | ~794 | Automated safety check: Pass | MIT | 2 mo ago |
| 42 | End-to-end R data analysis workflow from exploration through regression to publication-ready tables and figures | maxwell2732/ | 136 | 2 repos | ~1.1k | Automated safety check: Notes | No licence | 4 mo ago |
| 43 | Execute code in E2B sandboxes and integrate with LLMs for tool calling. | agent-sandbox/ | 218 | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | 17 days ago |
| 44 | Analyzes clinical diagnostic accuracy studies for bias using the QUADAS-2 tool. | aipoch/ | 2k | — | ~1.4k | Automated safety check: Pass | MIT | 20 days ago |
| 45 | Best practices for multi-step Python tasks including data analysis, HuggingFace datasets, token counting, and any task requiring state across multiple python() calls. | A-EVO-Lab/ | 805 | — | ~476 | Automated safety check: Pass | No licence | 1 mo ago |
| 46 | Analyze data, process CSV/JSON files, compute statistics, and create data visualizations. | fastclaw-ai/ | 1.4k | — | ~410 | Automated safety check: Pass | Unknown | yesterday |
| 47 | Builds, fits, checks and compares Bayesian models in PyMC, from priors and NUTS sampling to variational inference, LOO and WAIC comparison, and diagnostics. | davila7/ | 32k | 12 repos | ~3.9k | Automated safety check: Pass | MIT | today |
| 48 | A skill your agent uses when auditing a product, business, or project ecosystem — analyzing data sources, decision loops, bottlenecks, and implementation contours. | serejaris/ | 229 | — | ~1.3k | Automated safety check: Pass | MIT | 3 days ago |
Questions, answered from the data.
What is the best data analysis skill?
Exploratory Data Analysis from spacering-net/codeg ranks first of the 547 data analysis skills listed here, with the highest score: its repository has 3.8k GitHub stars, 15 other GitHub owners carry a copy, its SKILL.md loads about 3.6k tokens and it passes the automated safety check with no findings. Next come Excel and CSV Data Analysis and Neuropixels Data Analysis.
Which data analysis skills are official?
15 of the 547 data analysis skills are official, published by the vendor's own GitHub organization: Weaviate, Meridian MMM Model Building, Kql, Meridian Scenario Planner, Azure Storage and 10 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.