Data Analysis AI Skills

Turn an RFP and a folder of your past proposals, case studies, and capability docs into a requirement-by-requirement compliance matrix and a drafted response. Flags disqualifiers and unanswerable…

The participation content format — polls, quizzes, Q&A / scoped AMAs, this-or-that, emoji sliders, question boxes, caption-this, Add-Yours, and challenges. Use when someone wants interactive posts,…

Use when choosing or evaluating a technology (framework, database, library, cloud tool) — injects Tikal Israeli Tech Radar context (adoption ring, quadrant, opinion, Keep/Start alternatives for Stop…

DINO (DETR with Improved DeNoising Anchor Boxes) for 2D object detection. Transformer-based detector with denoising training, multi-scale features, and optional distillation support. Use when…

Query and download public cancer imaging data from NCI Imaging Data Commons using idc-index. Use for accessing large-scale radiology (CT, MR, PET) and pathology datasets for AI training or research.…

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…

Design, build, revise, or QA quantitative charts and figures. Use when an analytical answer needs visual judgment, whether for an inline answer, report, dashboard, notebook, or artifact.

Generates professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings — biomarker-stratified patient cohort analyses with outcomes and evidence-based…

Extract employee table from PDF backup, compare with current Excel file, identify deleted and modified employee records, output JSON diff report.

Implementing i18n and l10n: extracts hardcoded strings to t() functions, integrates Intl API for date/currency/number formatting, manages translation keys, and adds RTL layout support.

Build ServiceNow reports (list/bar/pie/line/pivot/single-score) on sys_report, sys_dashboard layouts with widget placement, scheduled report delivery, and drill-down configuration.

Help HR managers, recruiters, and talent acquisition teams understand Data Engineering, Data Analytics, Data Science, Business Intelligence, Machine Learning, and modern data ecosystems. Use when…

Find where an AI/LLM application is failing in production and surface the failure patterns, working from real traces. Use when someone wants to understand what's going wrong with an AI feature, find…

Use when running background jobs in .NET — fire-and-forget BackgroundJob.Enqueue, delayed Schedule, recurring Cron jobs via RecurringJob.AddOrUpdate, Hangfire.SqlServer/Hangfire.InMemory storage, or…

Grammar of graphics, chart type selection, color theory, interactive visualization, dashboards, and the principles of honest, effective data display. Covers Tufte's data-ink ratio, Bertin's visual…

Generates deep links to the Arize UI for projects, traces, spans, sessions, datasets, experiments, labeling queues, evaluators, and annotation configs. Discovers organization and project IDs with the…

Every Sherweb Partner API capability, plus a local SQLite store, offline analytics, and margin/drift/orphan joins no other Sherweb tool has. Trigger phrases: `reconcile sherweb billing`, `what's my…

Complete toolkit for programmatic video creation with Remotion + React. Covers animations, timing, rendering (CLI/Node.js/Lambda/Cloud Run), captions, 3D, charts, text effects, transitions, and media…

Build, refactor, review, or plan SaaS products with React/Vite, dashboards, admin panels, Supabase, payments, subscriptions, tenant limits, webhooks, security, infrastructure, and production…

Implements Syncfusion® .NET MAUI Polar Charts (SfPolarChart) for visualizing data in polar coordinates. Use when working with polar charts, radar charts, spider charts, web charts, or circular data…

Advocate for design quality, scope, and time with cross-functional partners using evidence and shared goals — not taste or authority.

Apply proven UI component patterns and scanning behaviour to build effective interfaces. Use when you need to: (1) design navigation, forms, buttons, cards, modals, or tables, (2) understand how users…

Agent skill for app-store - invoke with $agent-app-store

Unified Python interface to 40+ bioinformatics services. Use when querying multiple databases (UniProt, KEGG, ChEMBL, Reactome) in a single workflow with consistent API. Best for cross-database…

Audit cross-platform attribution, conversion definitions, reporting windows, GA4, AdServices and AdAttributionKit, MMPs, browser and server events, offline conversions, and platform reconciliation.…

执行数值型数据的分布分析与异常值检测，支持通过正则表达式从文本中提取误差项并生成高分辨率的箱线图与直方图报告。

Show session analytics, learning patterns, correction trends, heatmaps, and productivity metrics. Computes stats from project memory and session history. Use when asking for stats, statistics,…

Verifies whether a scientific or biomedical claim is actually supported by the cited original papers rather than by citation drift, overstatement, selective citation, or correlation-to-causation…

Train GPT-2 scale models (~124M parameters) efficiently on a single GPU. Covers GPT-124M architecture, tokenized dataset loading (e.g., HuggingFace Hub shards), modern optimizers (Muon, AdamW), mixed…

Generate a daily standup summary from recent Claude Code sessions — completed work grouped by project (cwd), session costs from the pricing engine, tool invocations, error/compaction/APIError events,…

Production-ready phylogenetics and sequence analysis skill for alignment processing, tree analysis, and evolutionary metrics. Computes treeness, RCV, treeness/RCV, parsimony informative sites,…

phyloseq provides a set of classes and tools to facilitate the import, storage, analysis, and graphical display of microbiome census data.

Definition of Ready checklist criteria, antipattern detection patterns, UAT quality rules, and domain language enforcement for product owner review

Run Python code in the cloud with serverless containers, GPUs, and autoscaling. Use when deploying ML models, running batch processing jobs, scheduling compute-intensive tasks, or serving APIs that…

数据横向关联工具。读取多个结构化数据文件，按指定键进行横向关联（JOIN），输出关联后的合并文件。 当用户提到数据关联、表连接、横向合并、键合并、JOIN等需求时使用此skill。 即使用户没有明确说出"关联"，只要任务涉及按某个字段将多个表的数据关联在一起，就应该使用此skill。 不负责数据纵向拼接（concat）、数据去重、或字段值聚合（GROUP BY）。

KEGG REST API (academic only). Pathways, genes, compounds, enzymes, diseases, drugs via 7 ops (info/list/find/get/conv/link/ddi). ID conversion (NCBI/UniProt/PubChem). Use bioservices for multi-DB…

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…

The generative-video producer for native 4K, multi-shot storyboarding, and motion-transfer (Kling-led). Use when someone wants "native 4K video," "a multi-shot sequence / several cuts in one clip,"…

Workflow for fine-mapping, colocalization, mediation, pleiotropy analysis, and Mendelian randomization.

Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production. Use when optimizing prompts, improving LLM outputs, or designing production…

Create professional infographics using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review. Integrates research-lookup and web search for accurate data. Supports…

Access AlphaFold 200M+ AI-predicted protein structures. Retrieve structures by UniProt ID, download PDB/mmCIF files, analyze confidence metrics (pLDDT, PAE), for drug discovery and structural biology.

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;…

Writes comprehensive clinical reports — case reports (CARE guidelines), diagnostic reports (radiology, pathology, lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP…

Designing web-to-iOS/Android porting strategy: feature parity matrices, native architecture maps, phased Strangler-Fig roadmaps. Not for same-language migration (Shift) or native impl (Native).

Help HR leaders, workforce planners, and TA teams translate business strategy into headcount demand plans. Use when asked to build a headcount plan, forecast short-term hiring demand, model workforce…

Build customer success analytics dashboards — NPS, CSAT, CES, customer health scores, churn prediction models, expansion propensity, support volume trends, and CS team performance. Use when designing…

Reasoning skill for medical imaging study design and biomarker selection. Use when the user asks to plan an imaging study, choose a preprocessing strategy, select an imaging biomarker, design a…

Data cleaning, transformation, reshaping, joins, missing data handling, and tidy data principles. Covers the full pipeline from raw ingestion to analysis-ready datasets -- type coercion,…

Fleet-wide M365 backup assurance for SkyKick Cloud Backup - posture, stale snapshots, and coverage gaps no portal or wrapper can show. Trigger phrases: `check skykick backups`, `which customers aren't…

First-run onboarding for the marketing harness. Walks new users through product discovery, generates MARKETING.md, and recommends the first command to run. Use when a user has just installed Kai and…