Role
Best agent skills for Data Scientists
- skills
- 5,683
- official
- 442
Categories for Data Scientists
Skills for Data Scientists, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Design and build AI agents for any domain. An agent skill from shareAI-lab/learn-claude-code. | shareAI-lab/ | 78k | 6 repos | ~1.2k | Automated safety check: Pass | MIT | 9 days ago |
| 2 | 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 |
| 3 | Low-level plotting library for full customization. An agent skill from zLanqing/codex-claude-academic-skills. | zLanqing/ | 4.6k | 17 repos | ~2.9k | Automated safety check: Pass | MIT | 4 mo ago |
| 4 | Machine learning in Python with scikit-learn. An agent skill from zLanqing/codex-claude-academic-skills. | zLanqing/ | 4.6k | 17 repos | ~3.9k | Automated safety check: Pass | BSD-3-Clause | 4 mo ago |
| 5 | Picks a suitable chart type from 26 options for your data, maps the data to that chart's parameters and generates a chart image through a JavaScript script. | bytedance/ | 83k | 2 repos | ~840 | Automated safety check: Pass | MIT | today |
| 6 | Add unsigned integer (uint) type support to PyTorch operators by updating ATDISPATCH macros. | pytorch/ | 104k | 2 repos | ~2.3k | Automated safety check: Pass | Unknown | today |
| 7 | Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. | Orchestra-Research/ | 13k | 9 repos | ~3.1k | Automated safety check: Pass | MIT | 3 mo ago |
| 8 | Forecasts any univariate time series zero-shot with Google's TimesFM model, returning point forecasts and calibrated prediction intervals without training. | google-research/ | 34k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 | 8 days ago |
| 9 | Guide to using Meta's Segment Anything Model for zero-shot image segmentation with point, box or mask prompts, or automatic mask generation. | Orchestra-Research/ | 13k | 9 repos | ~3.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 10 | A skill your agent uses when the user asks to create, scaffold, or edit Jupyter notebooks (.ipynb) for experiments, explorations, or tutorials; prefer the bundled templates and run the helper script… | microsoft/ | 77k | 8 repos | ~1k | Automated safety check: Pass | Apache-2.0 | 18 days ago |
| 11 | 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 |
| 12 | 12.1password Set up and use 1Password CLI (op). An agent skill from trpc-group/trpc-agent-go. | trpc-group/ | 1.8k | 13 repos | ~656 | Automated safety check: Pass | Apache-2.0 | today |
| 13 | Create publication figures with matplotlib/seaborn/plotly. An agent skill from mims-harvard/OptimusKG. | mims-harvard/ | 146 | 19 repos | ~6.3k | Automated safety check: Pass | MIT | 16 days ago |
| 14 | Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects. | Orchestra-Research/ | 13k | 8 repos | ~2.3k | Automated safety check: Pass | MIT | 3 mo ago |
| 15 | 15.Seaborn Statistical visualization with pandas integration. An agent skill from zLanqing/codex-claude-academic-skills. | zLanqing/ | 4.6k | 16 repos | ~4.9k | Automated safety check: Pass | BSD-3-Clause | 4 mo ago |
| 16 | This skill enriches vague prompts with targeted research and clarification before execution. | severity1/ | 1.9k | 2 repos | ~1.7k | Automated safety check: Pass | MIT | 6 days ago |
| 17 | Transforms workflow to use Manus-style persistent markdown files for planning, progress tracking, and knowledge storage. | jarrodwatts/ | 1.1k | 5 repos | ~967 | Automated safety check: Pass | No licence | 8 mo ago |
| 18 | 18.Tmux Remote-control tmux sessions for interactive CLIs by sending keystrokes and scraping pane output. | trpc-group/ | 1.8k | 23 repos | ~868 | Automated safety check: Pass | Apache-2.0 | today |
| 19 | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. | spacering-net/ | 3.8k | 3 repos | ~5k | Automated safety check: Pass | MIT | today |
| 20 | Use Linear as the org's memory: reconstruct a feature's history before touching it, and leave the reasoning behind finished work in the ticket description so the next agent inherits it. | langfuse/ | 35k | — | ~1.7k | Automated safety check: Pass | Unknown | today |
| 21 | Zero-shot time series forecasting with Google's TimesFM foundation model. | zLanqing/ | 4.6k | 6 repos | ~7.5k | Automated safety check: Notes | Apache-2.0 | 4 mo ago |
| 22 | 22.Add Op Add a new ONNX operator or update an existing operator to a new opset version. | onnx/ | 22k | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | today |
| 23 | Explains OpenAI's CLIP model for zero-shot image classification, image-text similarity, semantic image search and content moderation, with install steps and code patterns. | Orchestra-Research/ | 13k | 8 repos | ~1.7k | Automated safety check: Pass | MIT | 3 mo ago |
| 24 | Chooses the right serving container and current image URI for deploying a Hugging Face model to a SageMaker endpoint, preferring Hugging Face images over generic ones. | huggingface/ | 11k | 1 repo | ~4.6k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
| 25 | 25.Statsmodels Statistical models library for Python. An agent skill from zLanqing/codex-claude-academic-skills. | zLanqing/ | 4.6k | 16 repos | ~4.9k | Automated safety check: Pass | BSD-3-Clause | 4 mo ago |
| 26 | Set up, index, and manage SocratiCode codebase indexing. An agent skill from giancarloerra/SocratiCode. | giancarloerra/ | 3.3k | 1 repo | ~1.8k | Automated safety check: Pass | AGPL-3.0 | 5 days ago |
| 27 | Trains or fine-tunes language and vision models with TRL or Unsloth on Hugging Face Jobs cloud GPUs, then converts the results to GGUF. | huggingface/ | 11k | 3 repos | ~7.2k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
| 28 | Runs lm-evaluation-harness to benchmark language models on academic suites such as MMLU, GSM8K and HumanEval, compare models and track training checkpoints. | Orchestra-Research/ | 13k | 8 repos | ~3k | Automated safety check: Pass | MIT | 3 mo ago |
| 29 | Routes a sentence-transformers training task to the right model type and required reference docs and example scripts, covering bi-encoders, rerankers, sparse and multi-vector models. | huggingface/ | 11k | 1 repo | ~2.6k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
| 30 | Generate publication-quality matplotlib figures by selecting a pre-built paper style and substituting user data. | Trae1ounG/ | 861 | 1 repo | ~583 | Automated safety check: Pass | No licence | 5 mo ago |
| 31 | 31.Add Dataset Guide for adding a new dataset loader to AReaL. An agent skill from areal-project/AReaL. | areal-project/ | 5.8k | 1 repo | ~1.4k | Automated safety check: Pass | Apache-2.0 | 4 days ago |
| 32 | Covers publication-ready matplotlib figures for academic papers, slides, and reports—bars, trends, scatter, heatmaps, and multi-panel layouts—with… | ChenLiu-1996/ | 8.1k | — | ~557 | Automated safety check: Pass | Unknown | yesterday |
| 33 | 33.D3 Viz Creating interactive data visualisations using d3.js. An agent skill from calesthio/OpenMontage. | calesthio/ | 65k | 3 repos | ~5.4k | Automated safety check: Pass | AGPL-3.0 | 4 days ago |
| 34 | Diagnose and fix ModuleNotFoundError in Nuitka standalone binaries caused by missing implicit imports. | Nuitka/ | 15k | — | ~519 | Automated safety check: Pass | AGPL-3.0 | yesterday |
| 35 | Add a function body definition to an ONNX operator, defining how it decomposes into simpler ops. | onnx/ | 22k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | today |
| 36 | This skill should be used when long-running agent sessions need context compression, structured summarization, compaction, token-per-task optimization, or durable handoff summaries that preserve… | guanyang/ | 973 | 2 repos | ~4.6k | Automated safety check: Pass | MIT | today |
| 37 | A skill your agent uses when adding a DB migration or a new column/field to a Becca entity in Trilium ("add a migration", "new column on notes/attributes", "ALTER TABLE", "add a field to… | TriliumNext/ | 38k | — | ~2.1k | Automated safety check: Pass | AGPL-3.0 | today |
| 38 | Academic-grade scientific figure creation for Nature/Cell/Science journals. | TingxiYu/ | 474 | 1 repo | ~7k | Automated safety check: Pass | Apache-2.0 | 2 mo ago |
| 39 | 39.Doc Author Write, edit, and maintain documentation. An agent skill from InsForge/InsForge. | InsForge/ | 13k | — | ~3.7k | Automated safety check: Pass | MIT | yesterday |
| 40 | 40.Antv L7 Comprehensive guide for AntV L7 geospatial visualization library. | antvis/ | 4.1k | — | ~1.4k | Automated safety check: Pass | MIT | 29 days ago |
| 41 | Validates dataset formatting and quality for SageMaker model fine-tuning (SFT, DPO, or RLVR). | awslabs/ | 912 | 2 repos | ~1.3k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 42 | 42.Ketch Research skill for ketch — a fast stateless CLI for web search, OSS code search, curated library docs, page scraping, and site crawling; an optional MCP server exists for operators who want it, but… | 1broseidon/ | 696 | 1 repo | ~3.9k | Automated safety check: Pass | MIT | today |
| 43 | Reproduce any academic paper figure from an uploaded image using accumulated style experience. | Trae1ounG/ | 861 | 1 repo | ~868 | Automated safety check: Pass | No licence | 5 mo ago |
| 44 | A skill your agent uses when the user has tabular data (pandas DataFrame, parquet, csv, Arrow, json) and wants to filter, group, aggregate, join, or speed up slow pandas. | vemetric/ | 394 | 2 repos | ~1.4k | Automated safety check: Pass | Apache-2.0 | today |
| 45 | Reference for building on Microsoft Foundry with the azure-ai-projects Python SDK: project clients, versioned agents, evaluations, connections, datasets and indexes. | microsoft/ | 3.1k | 6 repos | ~2.8k | Automated safety check: Pass | MIT | yesterday |
| 46 | Explore and understand codebases using SocratiCode semantic search, dependency graphs, and context artifacts. | giancarloerra/ | 3.3k | 1 repo | ~1.5k | Automated safety check: Pass | AGPL-3.0 | 5 days ago |
| 47 | Guide for creating and maintaining outbox-based eventually consistent operations in Sentry. | getsentry/ | 45k | — | ~4.8k | Automated safety check: Pass | Unknown | today |
| 48 | Fetches RSS feeds from 90 top Hacker News blogs (curated by Karpathy), uses AI to score and filter articles, and generates a daily digest in Markdown with Chinese-translated titles, category… | vigorX777/ | 1.6k | — | ~1.3k | Automated safety check: Pass | No licence | 7 mo ago |
Questions, answered from the data.
What is the best agent skill for Data Scientists?
Agent Builder from shareAI-lab/learn-claude-code ranks first of the 5,683 agent skills for Data Scientists listed here, with the highest score: its repository has 78k GitHub stars, 6 other GitHub owners carry a copy, its SKILL.md loads about 1.2k tokens and it passes the automated safety check with no findings. Next come Exploratory Data Analysis and Matplotlib.
Which agent skills for Data Scientists are official?
442 of the 5,683 agent skills for Data Scientists are official, published by the vendor's own GitHub organization: Jupyter Notebook, SageMaker Serving Image Selection, Hugging Face LLM Trainer, Sentence-Transformers Training Router, Dataset Evaluation and 437 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.
Explore related skills
Categories for Data Scientists
Popular topics
- Bioinformatics1,169
- Citation management952
- Web scraping717
- SQL558
- Statistics557
- Data analysis547
- Building AI agents525
- Academic paper search515
- Literature review487
- Data visualization422
- Deep research421
- Data pipelines and ETL408
- Deep learning408
- Database schema design390
- Embeddings381
- Reproducible research378
- LLM inference and serving364
- Retrieval-augmented generation360
- Prompt engineering350
- Machine learning337
- ORMs and data access335
- Econometrics and empirical research331
- Peer review314
- Fine-tuning313
Products these skills work with
Other roles
- Developers38,025
- Frontend Developers7,059
- DevOps and SRE Engineers6,088
- Designers4,940
- Marketers5,433
- SEO Specialists1,464
- Writers and Editors5,934
- Product Managers2,123
- Founders and Solopreneurs6,564
- Researchers6,678
- Students and Educators2,072
- Lawyers and Compliance Teams1,346
- Accountants and Finance Teams2,516