Data Analysis AI Skills

5,873 open-source Data Analysis AI skills that teach any AI model a new workflow.

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aipoch logo

Figure Legend Writer

aipoch
OrganizationPopular

Writes complete, publication-grade figure legends that can stand on their own. Use when writing or revising figure legends for any scientific figure — bar charts, line graphs, scatter plots, box…

175
1.9K
5 files
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cbrock84 logo

Business Growth Consultant

cbrock84
CommunityPopular

Finds the single constraint currently limiting a business's growth and the highest-leverage moves against it, rather than producing a list of everything that could be improved. Use this when growth…

237
1.6K
Instructions
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hashgraph-online logo

Seo Google

hashgraph-online
OrganizationPopular

Google SEO APIs: Search Console (Search Analytics, URL Inspection, Sitemaps), PageSpeed Insights v5, CrUX field data with 25-week history, Indexing API v3, and GA4 organic traffic. Provides real…

360
1.3K
13 files
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hoangsonww logo

Concurrency Report

hoangsonww
CommunityPopular

Report concurrency and parallelism for a session — how many agents ran in parallel, concurrency-lane utilization, peak parallel width, and serialization bottlenecks (sequential chains that could have…

260
1.1K
1 files
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beita6969 logo

Geospatial Analysis

beita6969
Community

Performs geospatial data analysis including GIS operations, spatial statistics, remote sensing image processing, geocoding, and cartographic visualization; trigger when users discuss maps,…

106
950
Instructions
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LeonChaoX logo

Pytorch Lightning

LeonChaoX
Community

Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard),…

83
944
10 files
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borghei logo

Agentic Evaluation Framework

borghei
Community

This skill should be used when the user asks to "evaluate LLM output quality", "set up LLM-as-judge", "build an eval rubric", "compare model outputs pairwise", or "measure agent quality".

154
856
4 files
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MicrosoftDocs logo

Azure Devops

MicrosoftDocs
Organization

Expert knowledge for Azure DevOps development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations &…

126
778
Instructions
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win4r logo

Withings

win4r
Community

Use when linking Withings or reading Withings body measurements, activity, sleep, workout, heart, and intraday data.

116
382
2 files
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jaechang-hits logo

Scikit Bio

jaechang-hits
Community

Python library for biology: sequence manipulation (DNA/RNA/protein), pairwise/multiple alignment, phylogenetic trees (NJ, UPGMA), diversity (Shannon, Faith PD, Bray-Curtis, UniFrac), ordination (PCoA,…

45
381
1 files
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minicoohei logo

Statistical Analysis

minicoohei
Community

統計検定の選択・仮定チェック・検出力分析・APA形式レポートを支援するスキル。 「統計分析をして」「t検定を実行」「適切な検定を選んで」等のリクエストで発動。

13
346
9 files
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aj-geddes logo

Clustering Analysis

aj-geddes
Community

Identify groups and patterns in data using k-means, hierarchical clustering, and DBSCAN for cluster discovery, customer segmentation, and unsupervised learning

55
340
2 files
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yonatangross logo

Llm Integration

yonatangross
Community

LLM integration patterns for function calling, streaming responses, local inference with Ollama, and fine-tuning customization. Use when implementing tool use, SSE streaming, local model deployment,…

35
298
34 files
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social-media-skills logo

Runway

social-media-skills
Organization

Prompt and direct Runway (Gen-4.5, Aleph) — the control-grade generative video tool for camera moves, character consistency, and edit-grade shots. Use when someone wants "a specific camera move," "the…

44
215
5 files
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Ormus-Solutions logo

Rapid Prototyping

Ormus-Solutions
Organization

Fast, disposable UI prototyping with AI: when to stay in vibe mode and when to switch to craft mode, throwaway prototype protocols, variant explosion, prompt patterns for quick iteration, and how to…

17
122
Instructions
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aws logo

Agentcore Observability Setup

aws
Organization

Validates and bootstraps Amazon Bedrock AgentCore observability so customers can trace agent reasoning, detect silent failures, and measure performance before an outage. Use this skill when a user…

97
120
9 files
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dralkh logo

Omero Integration

dralkh
Community

Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows.

5
96
8 files
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Desko77 logo

1c Skd Compile

Desko77
Community

Компиляция схемы компоновки данных 1С (СКД) из компактного JSON-определения. Используй когда нужно создать СКД с нуля

17
88
5 files
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AlterLab-IEU logo

Alterlab Pymoo

AlterLab-IEU
Community

Multi-objective optimization with pymoo — NSGA-II, NSGA-III, MOEA/D, Pareto-front computation, constraint handling, and standard benchmarks (ZDT, DTLZ). Use when solving multi-objective or constrained…

16
84
13 files
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itgoyo logo

Finance Financial Analyst

itgoyo
Community

专业财务分析师,精通财务建模、预测、场景分析和数据驱动的决策支持。将原始财务数据转化为可行动的商业智能,驱动战略规划、投资决策和运营优化。

11
77
Instructions
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syncfusion logo

Syncfusion Maui Tab View

syncfusion
Organization

Implements Syncfusion .NET MAUI Tab View (SfTabView) controls for tab navigation interfaces and tabbed content layouts. Use when working with tab controls, tab navigation, nested tabs, or swipeable…

1
61
8 files
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vaquarkhan logo

Warehouse Performance And Cost Optimization

vaquarkhan
Community

Guides agents through warehouse performance and cost decisions. Use when optimizing BigQuery, Snowflake, Redshift, Athena, Synapse, or lakehouse query patterns, storage layout, and workload isolation.

8
60
Instructions
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NousResearch logo

Faiss

NousResearch
OrganizationPopular

Fast vector similarity search at billion scale.

53.5K
250.4K
1 files
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K-Dense-AI logo

Experimental Design

K-Dense-AI
OrganizationPopular

Design experiments and studies BEFORE data is collected — choosing a design, randomizing, blocking, and laying out treatment combinations so results are interpretable. Use whenever someone is planning…

4.1K
45.4K
6 files
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OpenSenseNova logo

Sn Deep Research

OpenSenseNova
OrganizationPopular

用于用户请求深度研究、系统性研究、竞品分析、方案对比、趋势分析或事实核查时。**遇到以下任一情况就主动使用本 skill,不要自行搜几条就回答**:①用户出现触发词:深度研究 / 深度调研 / 深入研究 / 全面研究 / 系统研究 / 调研 / 调查 / 尽调 / 行业研究 / 市场研究 / 竞品分析 / 政策研究 / 技术研究 / 趋势研究 / 事实核查 / 写一份研究报告 / 调研报告 /…

392
5.6K
24 files
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elementalsouls logo

Hunt Sqli

elementalsouls
CommunityPopular

Hunting skill for sqli vulnerabilities. Built from 12 public bug bounty reports including modern NoSQL injection (Rocket.Chat CVE-2021-22911 MongoDB $regex, Mongoose ORM CVE-2024-53900 $where bypass),…

678
4.5K
Instructions
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rlaope logo

Omh External Connector Readiness

rlaope
CommunityPopular

[omh] External connector readiness - assess whether a named plugin, connector, API, data provider, or multimodal route is safe, affordable, fresh, and observable; use executor-runtime-readiness for…

194
2.7K
1 files
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mohitagw15856 logo

Experiment Designer

mohitagw15856
CommunityPopular

Design statistically rigorous A/B tests and interpret experiment results. Use when asked to design an experiment, run an A/B test, calculate sample size, interpret test results, or assess whether an…

257
1.4K
Instructions
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matlab logo

Simbiology Fit Model

matlab
OrganizationPopular

Fit SimBiology model parameters to data — fitproblem, population NLME, virtual patients, and NCA. Use when asked to fit, estimate, calibrate, or compute PK metrics.

138
1.2K
2 files
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hoangsonww logo

Dag Map

hoangsonww
CommunityPopular

Render the multi-agent orchestration DAG for a session — parent→child subagent edges, tree depth, and fan-out — from the Agent Monitor workflow intelligence API. Cross-checks the orchestration dataset…

260
1.1K
1 files
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beita6969 logo

Gnomad Database

beita6969
Community

Query gnomAD (Genome Aggregation Database) for population allele frequencies, variant constraint scores (pLI, LOEUF), and loss-of-function intolerance. Essential for variant pathogenicity…

106
950
2 files
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lawve-ai logo

Xlsx Processing Openai

lawve-ai
Organization

Toolkit for comprehensive Spreadsheet reading, creation, editing, and analysis with visual quality control. Use to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv) for: (1) Creating new spreadsheets…

111
854
4 files
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nexscope-ai logo

Amazon Brand Analytics

nexscope-ai
Organization

Amazon Brand Analytics interpretation and strategic insights for Brand Registry owners. Decode Search Frequency Rank (SFR) data, analyze Market Basket patterns, interpret Item Comparison reports, and…

125
726
Instructions
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nWave-ai logo

Nw Jtbd Analysis

nWave-ai
Organization

JTBD methodology for extracting real jobs behind feature requests — job statements, abstraction layers, first-principles extraction, ODI outcome statements, and opportunity scoring

65
616
Instructions
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coco-research logo

Cognee

coco-research
Community

Use when the user says 'cognee', asks about knowledge graph or graph memory, wants to switch memory backends, or needs a status check, dataset init, or graph view. Covers Cognee endpoints plus the…

12
550
Instructions
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jaechang-hits logo

Anndata Data Structure

jaechang-hits
Community

Annotated matrices for single-cell genomics. Stores X with obs/var metadata, layers, embeddings (obsm/varm), graphs (obsp/varp), uns. Use for .h5ad/.zarr I/O, concatenation, scverse integration. For…

45
381
2 files
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VectorSpaceLab logo

Runtime Services

VectorSpaceLab
Organization

Configure and troubleshoot ADK runtime services: Runner, App, sessions, memory, artifacts, plugins, telemetry, code executors, environments, event persistence, and service lifecycles.

26
341
4 files
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wentorai logo

Sem Guide

wentorai
Community

Structural equation modeling with latent variables guide

42
294
Instructions
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backtrue logo

Mk 071

backtrue
Community

Average order value and conversion-rate sensitivity analysis. Use when the task requires revenue and profit changes under different assumptions. Apply this method to the specified inputs and verify…

24
249
2 files
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human-avatar logo

S4h Ethics Data Audit

human-avatar
Organization

Audit a data collection, retention, or sharing decision against ethical standards. Use when the user is making decisions about what data to collect, how long to keep it, who can access it, or who it's…

24
234
Instructions
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social-media-skills logo

Scheduling And Queue

social-media-skills
Organization

Use to schedule, queue, or publish FINISHED social media posts to the user's connected accounts through WoopSocial. This is a BRIDGE skill — it turns ready content into real scheduled or published…

44
215
5 files
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BioTender-max logo

Pathway Analysis

BioTender-max
Community

Workflow for enrichment testing, ranked-gene analysis, pathway scoring, and pathway-focused visualization across omics outputs.

36
204
1 files
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NVlabs logo

Alterlab Flowio

NVlabs
Organization

Parse and write FCS (Flow Cytometry Standard) files v2.0-3.1 with FlowIO — extract event data as NumPy arrays, read $-keyword metadata and channel/parameter definitions, and convert events to CSV or…

18
189
5 files
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AlterLab-IEU logo

Alterlab Pytorch Lightning

AlterLab-IEU
Community

Scalable deep-learning training with PyTorch Lightning — organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, build data pipelines and callbacks, log to W&B or…

16
84
11 files
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okou-ai logo

Xlsx

okou-ai
Organization

Open, create, read, analyze, edit, or validate Excel/spreadsheet files (.xlsx, .xlsm, .csv, .tsv). Use when the user asks to create, build, modify, analyze, read, validate, or format any Excel…

19
81
25 files
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DevExpress logo

Devexpress Xaf Business Logic Xpo

DevExpress
Organization

XPO-specific CRUD and business logic patterns for XAF applications. Sub-skill of devexpress-xaf-business-logic — load this when XPO ORM is detected. Covers UnitOfWork, Session, XPCollection, XPQuery…

12
67
4 files
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HimanshuJ16 logo

Class Imbalance Handling For Rare Signal Events

HimanshuJ16
Community

Use when predicting rare events such as halts or flash crashes where one class is under a few percent; cost-sensitive weighting and undersampling with the probability recalibration that undersampling…

7
50
5 files
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K-Dense-AI logo

Exploratory Data Analysis

K-Dense-AI
OrganizationPopular

Perform bounded, local exploratory analysis of explicitly supported scientific files. Use for redacted CSV/TSV/JSON profiles; optional NumPy, HDF5, FASTA/FASTQ, and basic image metadata inspection;…

4.1K
45.4K
20 files
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OpenSenseNova logo

Sn Deepresearch Cli

OpenSenseNova
OrganizationPopular

一键启用 SenseNova-Skills-DeepResearch,用于行业与市场研究、竞品分析、政策或技术调研、商业尽调、趋势分析、方案对比、事实核查,以及研究报告、白皮书等交付场景。用户提出深度研究、调研、调查、尽调、research/deepresearch,或任务需要跨来源取证、多维度比较和交叉验证时主动使用;Skill…

392
5.6K
1 files
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brycewang-stanford logo

Econ Visualization

brycewang-stanford
CommunityPopular

Create publication-quality charts and graphs for economics papers.

479
3.8K
1 files
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aipoch logo

Graphical Abstract Generator

aipoch
OrganizationPopular

Converts a biomedical study storyline into a graphical abstract and, when direct image capability is available, generates the graphical abstract directly; otherwise it falls back to prompts, Mermaid…

175
1.9K
10 files
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