Data Analysis AI Skills
5,873 open-source Data Analysis AI skills that teach any AI model a new workflow.
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Figure Legend Writer
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…
Business Growth Consultant
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…
Seo Google
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…
Concurrency Report
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…
Geospatial Analysis
Performs geospatial data analysis including GIS operations, spatial statistics, remote sensing image processing, geocoding, and cartographic visualization; trigger when users discuss maps,…
Pytorch Lightning
Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard),…
Agentic Evaluation Framework
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".
Azure Devops
Expert knowledge for Azure DevOps development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations &…
Withings
Use when linking Withings or reading Withings body measurements, activity, sleep, workout, heart, and intraday data.
Scikit Bio
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,…
Statistical Analysis
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。
Clustering Analysis
Identify groups and patterns in data using k-means, hierarchical clustering, and DBSCAN for cluster discovery, customer segmentation, and unsupervised learning
Llm Integration
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,…
Runway
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…
Rapid Prototyping
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…
Agentcore Observability Setup
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…
Omero Integration
Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows.
1c Skd Compile
Компиляция схемы компоновки данных 1С (СКД) из компактного JSON-определения. Используй когда нужно создать СКД с нуля
Alterlab Pymoo
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…
Finance Financial Analyst
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。
Syncfusion Maui Tab View
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…
Warehouse Performance And Cost Optimization
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.
Faiss
Fast vector similarity search at billion scale.
Experimental Design
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…
Sn Deep Research
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 /…
Hunt Sqli
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),…
Omh External Connector Readiness
[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…
Experiment Designer
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…
Simbiology Fit Model
Fit SimBiology model parameters to data — fitproblem, population NLME, virtual patients, and NCA. Use when asked to fit, estimate, calibrate, or compute PK metrics.
Dag Map
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…
Gnomad Database
Query gnomAD (Genome Aggregation Database) for population allele frequencies, variant constraint scores (pLI, LOEUF), and loss-of-function intolerance. Essential for variant pathogenicity…
Xlsx Processing Openai
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…
Amazon Brand Analytics
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…
Nw Jtbd Analysis
JTBD methodology for extracting real jobs behind feature requests — job statements, abstraction layers, first-principles extraction, ODI outcome statements, and opportunity scoring
Cognee
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…
Anndata Data Structure
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…
Runtime Services
Configure and troubleshoot ADK runtime services: Runner, App, sessions, memory, artifacts, plugins, telemetry, code executors, environments, event persistence, and service lifecycles.
Sem Guide
Structural equation modeling with latent variables guide
Mk 071
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…
S4h Ethics Data Audit
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…
Scheduling And Queue
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…
Pathway Analysis
Workflow for enrichment testing, ranked-gene analysis, pathway scoring, and pathway-focused visualization across omics outputs.
Alterlab Flowio
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…
Alterlab Pytorch Lightning
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…
Xlsx
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…
Devexpress Xaf Business Logic Xpo
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…
Class Imbalance Handling For Rare Signal Events
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…
Exploratory Data Analysis
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;…
Sn Deepresearch Cli
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…
Econ Visualization
Create publication-quality charts and graphs for economics papers.
Graphical Abstract Generator
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…

