Data Analysis AI agent skills

2,858 skills in the archive. Read a skill’s instructions or open its original repository.

• Arxiv Database

  by @beita6969

  Search and retrieve preprints from arXiv via the Atom API. Use this skill when searching for papers in physics, mathematics, computer science, quantitative biology, quantitative finance, statistics, electrical engineering, or…

• Gnomad Database

  by @beita6969

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

• Drug Discovery Search

  by @beita6969

  End-to-end drug discovery platform combining ChEMBL compounds, DrugBank, targets, and FDA labels. Natural language powered by Valyu.

• Code Science

  by @beita6969

  Scientific programming best practices including reproducible research, computational notebooks, version control for research, data management, HPC/parallel computing, and research software engineering. Use when user needs help…

• Economics Analysis

  by @beita6969

  Economic analysis including econometrics, causal inference, time series economics, game theory, welfare analysis, and economic modeling. Use when user works with economic data, regression analysis, instrumental variables,…

• Data Analysis

  by @beita6969

  Scientific data analysis including data cleaning, exploratory data analysis (EDA), statistical testing, regression, and reporting. Uses Python with pandas, scipy, statsmodels, scikit-learn. Use when user asks to analyze data,…

• Copernicus Climate

  by @beita6969

  Access Copernicus Climate Data Store (CDS) for ERA5 reanalysis, climate projections, and satellite observations. Use when: (1) retrieving historical weather/climate data, (2) downloading ERA5 reanalysis fields, (3) querying…

• Geopandas Spatial

  by @beita6969

  Geospatial and climate data analysis with geopandas and xarray. Use when: (1) geographic vector data analysis, (2) climate and weather NetCDF data, (3) spatial joins and overlay operations, (4) map visualization, (5) CRS…

• Code Execution

  by @beita6969

  Execute scientific Python code for computation, data analysis, simulation, and verification. Use when: (1) running statistical analyses, (2) numerical computation, (3) data processing pipelines, (4) verifying calculations, (5)…

• Epidemiology

  by @beita6969

  Performs epidemiological analyses including disease modeling (SIR/SEIR), outbreak investigation, risk factor identification, incidence/prevalence estimation, and causal inference from observational data; trigger when users…

• Bioinformatics

  by @beita6969

  Performs bioinformatics analyses including pathway enrichment, gene ontology analysis, protein-protein interaction networks, multi-omics integration, and biological sequence database querying; trigger when users discuss gene…

• Genomics Analysis

  by @beita6969

  Orchestrates a genomics analysis workflow from gene query through expression analysis to pathway enrichment. Use when investigating gene function, analyzing expression data, or performing pathway-level interpretation. NOT for…

• Environmental Science

  by @beita6969

  Analyzes environmental and climate data including temperature trends, pollution monitoring, ecological modeling, carbon footprint assessment, and biodiversity metrics; trigger when users discuss climate change, ecosystems,…

• Geospatial Analysis

  by @beita6969

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

• Genome Analysis

  by @beita6969

  Performs genomics analyses including gene expression profiling, BLAST sequence alignment, GWAS interpretation, variant calling, and genome assembly tasks; trigger when the user mentions DNA/RNA sequences, SNPs, gene panels, or…

• Data Stats Analysis

  by @beita6969

  Perform statistical tests, hypothesis testing, correlation analysis, and multiple testing corrections using scipy and statsmodels. Works with ANY LLM provider (GPT, Gemini, Claude, etc.).

• Census Data

  by @beita6969

  US Census Bureau data via API. Use when: user asks about US demographics, population, housing, or economic data by geography. NOT for: non-US data or real-time statistics.

• Data Viz Plots

  by @beita6969

  Create publication-quality plots and visualizations using matplotlib and seaborn. Works with ANY LLM provider (GPT, Gemini, Claude, etc.).

• Data Transform

  by @beita6969

  Transform, clean, reshape, and preprocess data using pandas and numpy. Works with ANY LLM provider (GPT, Gemini, Claude, etc.).

• Fact Verification

  by @beita6969

  Verify scientific claims, political statements, and environmental assertions against evidence

• Markdown Mermaid Writing

  by @LeonChaoX

  Comprehensive markdown and Mermaid diagram writing skill. Use when creating any scientific document, report, analysis, or visualization. Establishes text-based diagrams as the default documentation standard with full style…

• Neuropixels Analysis

  by @LeonChaoX

  Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics, Allen/IBL curation, AI-assisted visual analysis, for Neuropixels 1.0/2.0 extracellular…

• Pytorch Lightning

  by @LeonChaoX

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

• Pyhealth

  by @LeonChaoX

  Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks…

• Pytdc

  by @LeonChaoX

  Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological prediction.

• Pydicom

  by @LeonChaoX

  Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images…

• Peer Review

  by @LeonChaoX

  Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validity, reporting standards compliance (CONSORT/STROBE), and…

• Phylogenetics

  by @LeonChaoX

  Build and analyze phylogenetic trees using MAFFT (multiple alignment), IQ-TREE 2 (maximum likelihood), and FastTree (fast NJ/ML). Visualize with ETE3 or FigTree. For evolutionary analysis, microbial genomics, viral…

• Depmap

  by @LeonChaoX

  Query the Cancer Dependency Map (DepMap) for cancer cell line gene dependency scores (CRISPR Chronos), drug sensitivity data, and gene effect profiles. Use for identifying cancer-specific vulnerabilities, synthetic lethal…

• Tiledbvcf

  by @LeonChaoX

  Efficient storage and retrieval of genomic variant data using TileDB. Scalable VCF/BCF ingestion, incremental sample addition, compressed storage, parallel queries, and export capabilities for population genomics.

• Codex Slides Structured Intake

  by @nexu-io

  Collect and persist structured presentation requirements for Codex Slides, including scenario choice, audience, page count, language, format, research mode, visual direction, source-file roles, and clarification checkpoints. Use…

• Nextjs15 Init

  by @bear2u

  Use when user wants to create a new Next.js 15 project (Todo/Blog/Dashboard/E-commerce/Custom domain) with App Router, ShadCN, Zustand, Tanstack Query, and modern Next.js stack

• Retentioneering Product Analytics

  by @retentioneering

  Analyze event logs, clickstreams, user paths, product funnels, retention, behavioral segments, transition graphs, step matrices, sequence patterns, and customer journeys using Retentioneering. Use when the user provides CSV,…

• Retentioneering Contributing

  by @retentioneering

  Help the user turn their Retentioneering ideas, friction reports, bug findings, or feature needs into high-quality upstream contributions: from capturing and validating the idea, through minimal reproductions and issue drafts,…

• Dsql

  by @awslabs

  Build with Aurora DSQL — manage schemas, execute queries, handle migrations, diagnose query plans, diagnose cluster performance, load data, and develop applications with a serverless, distributed SQL database. Covers IAM auth,…

• Aws Lambda Microvms

  by @awslabs

  Build, run, debug, and operate applications on AWS Lambda MicroVMs — Firecracker-isolated, snapshot-resumable serverless compute environments that run inside a container with up to 8-hour lifetimes. Triggers on: Lambda MicroVMs,…

• Cloudflare Skill

  by @zeenie-ai

  Work with Cloudflare via the official cf CLI — check auth identity, list zones, list/create/delete DNS records, query the GraphQL Analytics API (zone traffic, Web Analytics/RUM), and run any other cf command. Output is parsed…

• Synalinks

  by @SynaLinks

  Use for anything involving the Synalinks neuro-symbolic LM framework (Keras-inspired): DataModel/Field/Input, JSON operators (+ & | ^ ~), synalinks.ops; LanguageModel/EmbeddingModel and provider prefixes; DecisionModel (TypeSafe…

• Add Dataverse

  by @microsoft

  Use when the user wants to add Dataverse tables (existing or new) to a Power Apps mobile app, extend an existing Dataverse table with new columns, or apply an approved data model plan.

• Add Data Source

  by @microsoft

  Guide the user to add a data source, connection, or API connector to a Canvas App via Power Apps Studio, then verify and continue. USE WHEN the user asks to add a data source, add a connection, add an API, add a connector,…

• Generate Mcp App Ui

  by @microsoft

  Generate a single-file MCP App widget for an MCP tool, with either bundled runtime code or user-approved public CDN imports. Describe the visual and provide a plain structured payload or a full tool result with content,…

• Add Connector

  by @microsoft

  Adds any Power Platform connector to a Power Apps code app. Generic fallback for connectors not covered by a specific skill.

• Apexlang Example Applications

  by @oracle

  Provides a list of APEXlang example applications with appropriate descriptions and access to the assets. Each example folder contains the complete APEXlang source tree of one real application for use as authoring evidence and…

• Oracle Data Guard

  by @oracle

  Provide operational guidance for Oracle Data Guard and SQLcl DG. Use when a user asks about SQLcl DG commands, Data Guard Broker fixed views, FSFO or observer state, transport or apply lag, ASYNC/SYNC/FASTSYNC performance, redo…

• Yao Geo Effect Monitor

  by @yaojingang

  Use when designing a GEO Signal Monitor, AI answer monitoring system, citation tracking plan, brand-fact correction loop, GEO monthly report, alert rules, dashboard fields, or cautious attribution framework for DeepSeek, Doubao,…

• Yao Geoflow Cli

  by @yaojingang

  Use when operating an existing GEOFlow 2.1+ system from CLI, API v1, or authenticated admin web for catalog/material/task/job/article operations, enterprise knowledge, growth-center leads, distribution, analytics, URL import,…

• 01 Graders And Pipeline

  by @agentscope-ai

  Build custom LLM evaluation pipelines using the OpenJudge framework. Covers selecting and configuring graders (LLM-based, function-based, agentic), running batch evaluations with GradingRunner, combining scores with aggregators,…

• Align Human

  by @agentscope-ai

  Use when the user has a judge/grader and human-labeled data, and wants to measure how well the judge agrees with humans, detect systematic biases, determine whether automatic evaluation can replace human review, or build a…

• Rag Eval

  by @agentscope-ai

  Use when the user has a RAG (Retrieval-Augmented Generation) system and wants to evaluate its quality — separating retrieval issues from generation issues. Also use when the user mentions RAG evaluation, faithfulness checking,…

• Meta Eval

  by @agentscope-ai

  Use when the user wants to build an evaluation system for an LLM/agent application but doesn't know where to start — they have traces, prompts, RAG pipelines, or nothing at all. Also use when the user mentions evaluation, eval,…

• Metric Design

  by @agentscope-ai

  Use when the user has evaluation principles or a dataset but needs help choosing the right graders, designing evaluation metrics, creating LLM-as-judge prompts, combining multiple metrics into a composite score, or building an…

• Eval Report

  by @agentscope-ai

  Use when the user has run multiple evaluation skills and wants a comprehensive analysis — maturity assessment, cross-skill signals, trends, prioritized actions, and an executive summary. Also use when the user mentions eval…

• Analytics Insights

  by @indranilbanerjee

  Design the analytics layer with script-backed benchmarks: KPI trees, report templates, MMM, cookieless. "define our KPIs"

• Funnel Architect

  by @indranilbanerjee

  Design a funnel for the business model: stages, KPIs, journey. Existing data → funnel-audit. "design a funnel for our SaaS"

• Campaign Plan

  by @indranilbanerjee

  Write a multi-channel campaign plan: objectives, channel mix, budget, timeline, KPIs. "build the Q3 campaign plan"

• Funnel Audit

  by @indranilbanerjee

  Find funnel drop-offs from stage numbers you give or connected data, benchmarked, ranked by revenue. "where are we losing people"

• Attribution Model

  by @indranilbanerjee

  Design an attribution model and credit rules. Real path data → attribution-report. "set up multi-touch attribution"

• Live Dashboard

  by @indranilbanerjee

  Design a live Looker Studio dashboard spec with fields, filters and setup guide. "build a Looker Studio dashboard"

• Cohort Analysis

  by @indranilbanerjee

  Run cohort analysis: retention matrix and LTV by cohort. Churn scoring → churn-risk. "build a retention matrix"

• Campaign Audit

  by @indranilbanerjee

  Audit all campaigns running for a brand across channels, with 4-tier triage. "we just inherited this account"

• Content Decay Scan

  by @indranilbanerjee

  Scan content for decay by script and rank refreshes by recoverable traffic. "which content is losing traffic"

• Agency Dashboard

  by @indranilbanerjee

  Build the agency dashboard across all client brands: health, pacing, risk. "how are all our clients doing"

• Data Export

  by @indranilbanerjee

  Export marketing data to a warehouse or Sheets, PII-redacted, approval-gated. "export contacts to a sheet"

• Executive Dashboard

  by @indranilbanerjee

  Design an executive dashboard spec: north-star metrics, charts, alert thresholds. "design a CMO dashboard"

• Autopilot Status

  by @indranilbanerjee

  Show autopilot status: health, auto-corrections, guardrails, escalations. "what did the autopilot change"

• Add Integration

  by @indranilbanerjee

  Add a custom MCP integration: scaffold the server, write .mcp.json, test it. "add a new MCP server"

• Plotting SOP

  by @wentorai

  Standard operating procedure for academic figure generation. Four rendering engines: Python (data viz), Mermaid (flowcharts), AI Image via NanoBanana/OpenRouter (complex diagrams), SVG (vector). Includes engine selection…

• Survey SOP

  by @wentorai

  Standard operating procedure for research survey and project execution. Covers deep reading methodology, information synthesis, paper evaluation, citation integrity, cross-module coordination (Library↔Tasks↔Workspace↔Monitor),…

• Coding SOP

  by @wentorai

  Standard operating procedure for research experiments, data analysis, and visualization. Covers Python/R script execution, statistical analysis, data wrangling (pandas/tidyverse), publication-quality figures…

• Workspace SOP

  by @wentorai

  Workspace file management, git versioning, directory conventions, and CLI execution safety rules for the Research-Claw workspace.

• Research Analysis Router

  by @wentorai

  科研分析能力入口：统计、因果推断、数据清洗与可视化。Use for statistics, econometrics, wrangling, causal inference, charts, and publication figures.

• Jobhuntbot

  by @DanielPan12

  A reusable job application workflow for Codex and other AI agents. Use when a user wants to set up or run an AI-assisted job search system: collecting a candidate profile, creating an application dashboard, defining screening…

• Analytics Engineer

  by @borghei

  Analytics engineering across data modeling, dbt, transformation, and semantic layers. Use when building dbt models, designing star schemas, writing staging or mart SQL, configuring data tests, or optimizing warehouse queries.

• Revenue Operations

  by @borghei

  Analyzes pipeline coverage, tracks forecast accuracy with MAPE, and calculates GTM efficiency metrics for SaaS revenue optimization

• Statistical Analyst

  by @borghei

  Applied statistics for business and product questions — test selection, assumption checks, power planning, effect sizes with intervals, multiplicity correction. Use when interpreting an experiment, sizing a study, or vetting a…

• Data Quality Auditor

  by @borghei

  Audit data quality across pipelines, warehouses, and stores. Use when designing a DQ program, defining DQ dimensions, building rule-based checks, detecting schema drift, monitoring freshness SLAs, or responding to a DQ incident.

• Chief Data Officer Advisor

  by @borghei

  Data leadership advisor on data strategy, governance, quality, and platform decisions. Use when defining a data strategy, scoring data maturity, auditing data governance, evaluating a data platform, or designing the data org.

• Vpe Advisor

  by @borghei

  VP of Engineering advisor on org design, productivity, quality, delivery, and capacity planning. Use when scoring engineering org health, designing the eng org, planning capacity, or building the productivity dashboard.

• Cto Advisor

  by @borghei

  Technical leadership guidance for engineering teams, architecture decisions, and technology strategy. Use when assessing technical debt, scaling engineering teams, evaluating technologies, or making architecture decisions.

• Agentic Evaluation Framework

  by @borghei

  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".

• Strategic Alignment

  by @borghei

  Cascades strategy from boardroom to individual contributor and detects misalignment. Use when teams pull in different directions, OKRs don't connect, departments optimize locally at company expense, or strategy doesn't translate…

• Company Os

  by @borghei

  Meta-framework for how a company runs -- the connective tissue between C-suite roles (EOS, Scaling Up, OKR-native). Use when setting up company operations, selecting a management framework, designing meeting rhythms, or…

• Cmo Advisor

  by @borghei

  Marketing leadership advisor on brand strategy, demand generation, and marketing operations. Use when building a marketing strategy, planning demand-gen campaigns, designing lead scoring models, or aligning marketing with revenue.

• Data Analyst

  by @borghei

  Data analysis across SQL, visualization, statistics, and reporting. Use when writing SQL queries, building dashboards, performing cohort or funnel analysis, running hypothesis tests, or presenting data-driven recommendations.

• Business Intelligence

  by @borghei

  Business intelligence across dashboard design, visualization, and reporting automation. Use when designing dashboards, building KPI frameworks, automating reports, creating data stories, or optimizing BI tool performance.

• Data Scientist

  by @borghei

  Data science across machine learning, statistical modeling, and experimentation. Use when selecting ML algorithms, engineering features, designing A/B tests, evaluating model performance, or building predictive pipelines.

• Page Cro

  by @borghei

  Landing page and marketing page conversion rate optimization covering value proposition clarity, headline effectiveness, CTA hierarchy, visual flow, social proof placement, objection handling, and structured A/B testing.

• Coo Advisor

  by @borghei

  Operations leadership advisor on business operations, process optimization, and scaling infrastructure. Use when designing operational processes, planning headcount capacity, optimizing vendors, or scaling operations.

• Executive Mentor

  by @borghei

  Adversarial thinking partner that stress-tests plans, prepares board meetings, and surfaces blind spots. Use when you need plan validation, board prep, hard-decision frameworks, or pre/post-mortem failure analysis.

• Form Cro

  by @borghei

  Form optimization for lead capture, contact, demo request, application, and checkout forms. Covers field-cost analysis, multi-step form design, validation UX, mobile optimization, and A/B testing frameworks.

• Onboarding Cro

  by @borghei

  Post-signup user onboarding optimization covering activation metrics, time-to-value reduction, onboarding flow design, empty state optimization, multi-channel coordination, and stalled user recovery.

• Board Deck Builder

  by @borghei

  Assembles board and investor update decks by pulling perspectives from all C-suite roles. Use when preparing board meetings, investor updates, quarterly business reviews, or fundraising narratives.

• Toolify

  by @coreyhaines31

  When you want to integrate an external tool, API, MCP server, or service into a project — the wizard walks you through auth, config, env vars, client wrapper code, example usage, and an optional smoke test. Scoped to Next.js and…

• Xlsx Processing Openai

  by @lawve-ai

  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 with formulas and…

• Windows Services

  by @taracodlabs

  Windows services: list, start, stop, restart, configure (PowerShell)

• Jupyter Live Kernel

  by @taracodlabs

  Stateful Jupyter kernel — variables persist across cells (hamelnb)

• Songsee

  by @taracodlabs

  Visualize audio as mel spectrograms, chromagrams, MFCC (librosa)

• Architecture Diagram

  by @taracodlabs

  Architecture and component diagrams as HTML/SVG (dark-themed)

• Adding Feature Flags

  by @spencerpauly

  Add feature flags to an application for gradual rollouts, A/B testing, and kill switches using PostHog, LaunchDarkly, or a simple local implementation.

• Form Testing

  by @spencerpauly

  Use Cursor's browser to fill and submit every form in the app with valid and invalid data, verifying validation, error states, and success flows.