Data Analysis AI Skills
5,873 open-source Data Analysis AI skills that teach any AI model a new workflow.
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AI skills directory results
Helius
Build Solana applications with Helius infrastructure. Covers transaction sending (Sender), asset/NFT queries (DAS API), real-time streaming (WebSockets, Laserstream), event pipelines (webhooks),…
Bio Single Cell
Deep learning for single-cell analysis using scvi-tools and scverse ecosystem. This skill should be used when users need (1) data integration and batch correction with scVI/scANVI, (2) ATAC-seq…
Observability
This skill should be used when the user asks about "observability" or "monitoring", what "metrics, logs, and traces" to collect, "health checks" (liveness/readiness), "alerting" or "on-call",…
Neo4j Gds Skill
Neo4j Graph Data Science (GDS) embedded plugin via Python client or Cypher — covers GraphDataScience, gds.v2 plugin endpoints, gds.version, native projection, Cypher projection, graph catalog…
Product Manager
Act as a product-manager copilot that turns evidence into product decisions and artifacts: backlogs and prioritization, PRDs and user stories, metrics and OKRs, experiments, launch plans, feedback…
Bulk Rnaseq
End-to-end bulk RNA-seq orchestrator — takes raw FASTQ reads through QC and trimming (FastQC, fastp/Trim Galore), alignment and quantification (STAR, Salmon, featureCounts), assembles a gene-level…
Pareto Frontier Analysis
Identify Pareto-optimal solutions from multi-objective optimization results.
Render Monitor
Monitor Render services in real-time. Check health, performance metrics, logs, and resource usage. Use when users want to check service status, view metrics, monitor performance, or verify deployments…
Mitm Subdomains
Enumerate subdomains from captured traffic. Use when user asks about subdomain discovery, attack surface mapping, or domain reconnaissance.
Servd
Servd (servd.host) — Craft-specialised managed hosting for Craft CMS. Covers git push-to-deploy with the optional servd.yaml build config, local → staging → production environments with…
Pm Pool
Use when: 有新需求需要录入跟踪、需求状态需要变更、需要统一管理需求池、需求数量增多需要结构化 Do NOT use when: 需求极少可直接管理、仅需一次性分析无需持续跟踪
Alterlab Esm
Run ESM protein language models — ESMC for embeddings and representations, ESMFold2 for structure prediction, and ESM3 for generative multimodal protein design across sequence, structure, and function…
Attack Tree Construction
Build comprehensive attack trees to visualize threat paths. Use when mapping attack scenarios, identifying defense gaps, or communicating security risks to stakeholders.
Causal Sc
Builds synthetic control counterfactuals in R or Python with donor weighting, pre-treatment fit diagnostics, and placebo tests. Use when user mentions synthetic control, single treated unit,…
Evo Earthquake Distance
Find the earthquake furthest from a tectonic plate boundary within that plate. Uses GeoPandas for spatial containment and distance computation with EPSG:4087 projection.
Reading Portolan
Use when exploring, querying, analyzing, or visualizing data from a Portolan catalog (STAC-based cloud-native geospatial data). Covers navigating STAC metadata, querying GeoParquet with DuckDB,…
Performance Engineer
Performance optimization specialist for improving application speed and efficiency. Use when investigating performance issues or optimizing code.
Tablet
Use when investigating tablet-level structural problems: data skew (one tablet 10× larger than peers), too many tablet versions blocking writes (too many versions error), error-state replicas,…
Gnnwr
Spatial and spatiotemporal regression with GNNWR (Geographically Neural Network Weighted Regression). Use when the agent needs to: (1) Build spatially varying coefficient regression models, (2)…
Competitor Keyword Analysis
Use this skill to map a competitor's organic search footprint with Keywords Everywhere ranking keywords, traffic estimates, and content-theme clusters. Trigger it when comparing SEO visibility,…
Pace Retro
Use when user says "回顾", "复盘", "度量", "retro", "总结", "数据分析", "DORA", "质量报告", "交付效率", "度量报告", "趋势", "中期检查", "对比", "预测", "forecast", "能按时交付吗", "交付概率", "瓶颈", "pace-retro", or at iteration end when…
Event Analytics
Customer event analytics across every GTM system — Intercom, Zendesk, Salesforce, HubSpot, Segment, Amplitude, Mixpanel, PostHog, and custom event pipelines. Covers event taxonomy design, tracking…
Deepline Gtm
GTM leads, enrichment, outreach, Plays, developer signals/Reo.dev. Providers:…
Devexpress Dashboard Parameters
Create and use DevExpress Dashboard parameters — DashboardParameter, look-up settings (StaticListLookUpSettings, DynamicListLookUpSettings), pass parameters to SQL queries or stored procedures…
Sql Executor
Write and execute PostgreSQL or Supabase SQL queries from natural-language requests. Use when the user wants to inspect schema, run read queries, validate data, or safely perform confirmed database…
Scrna Preprocess Cluster
Preprocess and cluster an AnnData h5ad dataset with state-aware normalization, deterministic Scanpy settings, and machine-readable scientific provenance.
Wrds
This skill should be used when the user asks to "query WRDS", "access Compustat", "get CRSP data", "pull Form 4 insider data", "query ISS compensation", "download SEC EDGAR filings", "get ExecuComp…
Dashboard Creator
Design, build, and verify practical dashboards for KPIs, trends, comparisons, status monitoring, filters, charts, and operational decisions.
Balanced Scorecard
Builds and evaluates Kaplan and Norton's Balanced Scorecard across four perspectives: Financial, Customer, Internal Process, and Learning and Growth. Creates strategy maps linking causal chains from…
Ui Patterns
UI/UX patterns and guidelines derived from official Frappe apps (CRM, Helpdesk, HRMS). Use when designing interfaces for custom Frappe applications to ensure consistency with the ecosystem.
Randomuser
randomuser should become a local, searchable operational workspace, not only an endpoint wrapper. Use for 1 operation/source entries against https://randomuser.me.
Vmanomaly Review
Audit an existing VictoriaMetrics vmanomaly configuration against runtime capabilities and real data. Use when reviewing model-data fit, scheduler cadence, persisted-state compatibility, cold start,…
Market Research
执行市场研究(market research)、竞争分析、投资者尽职调查和行业情报,提供来源引用及面向决策的摘要。当用户需要市场规模估算、竞品对比、基金研究、技术扫描或为业务决策提供支持的研究时,请使用此技能。
Find Seo Agency
Use whenever the user wants to find, shortlist, vet, or enrich US SEO agencies — technical SEO, on-page/off-page, link-building, content-led SEO, local SEO, ecommerce SEO, B2B SEO, and SEO audits.…
Syncfusion Maui Cartesian Charts
Implements Syncfusion® .NET MAUI Cartesian Chart (SfCartesianChart) for data visualization with 20+ chart types including line, area, column, bar, financial, statistical, and stacked charts. Use when…
Data Migration And Platform Cutover
Guides agents through data migration and platform cutover workflows. Use when moving pipelines, tables, contracts, orchestration, or workloads between systems, clouds, warehouses, lakehouses, or…
Data Visualization Mastery
50+ chart types with selection criteria, dashboard composition, data tables, KPI cards, sparklines, heatmaps, and accessible data presentation, with React code (Recharts, D3, Nivo) and data-viz…
Shrek
Write deadpan, dry, grumpy-but-warm prose in the voice of Shrek. Use when the user wants blunt honesty with humor, layered dirt-and-fairy-tale analogies, sarcasm that lands kindly, or anything too…
Seller Overview Tracker
Snapshot tracker for one seller on JoomPulse — Mercado Livre (Brasil) or Shopee Brasil. Pulls store name, estimated monthly revenue and sales, listing count, sales trend, categories, location, and the…
Predictive Modeling
Build and evaluate predictive sports models from user-provided modeling data. Use for binary outcome models, feature/model selection, chronological backtests, probability scoring, and comparison to…
Remotion Narrated Video Essay
Edit narration-led Remotion video essays using talking-head footage, overlays, selective B-roll, comic callouts, and still-frame visual QA. Use for personal reflective essays; not for a generic slide…
Landing Page Copy
Write conversion-focused landing page or homepage copy for any product, service, or solution. Use when the user asks to write, create, draft, or generate landing page content, homepage copy, website…
Pm Problem Statement
Write or critique a product problem statement — turning a vague prompt, signal, or feature request into a clear, evidence-grounded, testable statement of the real problem before any solution.…
Shopware Dal
Use when querying or writing Shopware 6 data through the Data Abstraction Layer — entity definitions, criteria, associations, filters, aggregations, EntityExtension, and custom fields. Triggers on…
Overdrive
Pushes interfaces past conventional limits with technically ambitious implementations — shaders, spring physics, scroll-driven reveals, 60fps animations. Use when the user wants to wow, impress, go…
Markdown Mermaid Writing
Writes scientific Markdown documentation and Mermaid diagrams for workflows, relationships, timelines, and schemas. Provides syntax references, document templates, accessibility guidance, and…
Cohort Analysis
Perform cohort analysis on user engagement data — retention curves, feature adoption trends, and segment-level insights. Use when analyzing user retention by cohort, studying feature adoption over…
Golden Jupyter Topics
Use when testing the golden_jupyter_topics golden build
Seedance Lighting
This skill should be used when the user asks for lighting design, atmosphere, time of day, color temperature, shadow, reflections, weather light, practical lights, or mood transitions in Seedance 2.0.
User Story
Create user stories with Mike Cohn format and Gherkin acceptance criteria. Use when turning user needs into development-ready work with clear outcomes and testable conditions.
N8n Workflow Patterns
Proven workflow architectural patterns from real n8n workflows. Use when building new workflows, designing workflow structure, choosing workflow patterns, planning workflow architecture, or asking…

