Data Analysis AI Skills

为护理研究制定或审查分析计划，按用户指定本地软件执行有依据的统计分析，解释结果并交付脚本、日志和结果台账。适用于定量分析与统计报告；计分依据或设计未明时先完成数据就绪核实，不自动选择复杂模型。

Group controls with Gestalt principles so users see what belongs together. Use when laying out components, navigation, toolbars, forms or dashboards.

Financial and statistics report listing and downloading from Google Play Console via GCS. Use when asked to view, list, or download financial earnings, sales, payouts, or app statistics (installs,…

Technology stack evaluation and comparison with TCO analysis, security assessment, and ecosystem health scoring. Use when comparing frameworks, evaluating technology stacks, calculating total cost of…

A/B Test Setup workflow skill. Use this skill when the user needs Structured guide for setting up A/B tests with mandatory gates for hypothesis, metrics, and execution readiness and the operator…

Read the stored report, then write one idea file and one Ideas row per candidate. Trigger after a successful evaluate, on "review this stem", or when review consent is audit or proceed. Do not write…

Build a safe recommendation plan for PlanetScale Postgres Database Traffic Control budgets and rules without applying them.

数据分析助手 - 专业的数据分析与业务洞察专家。适用场景： (1) 数据可视化与报表设计 (2) 业务指标体系构建 (3) 趋势分析与预测建模 (4) 异常检测与根因分析 (5) A/B测试设计与分析 (6) 数据报告撰写与汇报 (7) SQL/数据提取指导 触发关键词：数据分析、数据可视化、指标体系、趋势分析、异常检测、AB测试、数据报告、SQL、数据洞察、Dashboard、数据驱动

Marketing analytics and measurement infrastructure. Use when the user requests 'GA4', 'GTM', 'analytics', 'attribution', 'measurement', 'tracking setup', 'UTM', or 'experiment infrastructure'.

Optimize LLM prompts, tools, and agents in Opik using standardized optimizer workflows (prompt optimization, tool optimization, and parameter tuning), dataset/metric wiring, and result interpretation.

Core Web Vitals Reference — LCP, INP, CLS thresholds, root causes, optimization fixes, CrUX BigQuery queries, web-vitals library usage, and SEO impact

Read and analyze the UniFi router/console: WAN and internet health, adopted access points and switches, connected clients, VLANs and networks, firmware status. Use this whenever the user asks about…

Socratic questioning partner named Gadfly for deep learning through dialogue. Use this skill when the user wants to learn, understand, or explore a topic through questions rather than explanations.…

当优化代码性能时，分析算法复杂度，优化数据结构，解决性能瓶颈。验证优化效果，设计高效代码，和最佳实践。

Monitor and analyze Plex Media Server usage via Tautulli analytics API. Use when the user asks to "check Tautulli", "Plex analytics", "watch statistics", "current streams", "who's watching", "Plex…

Database patterns for Go services: database/sql, connection management, transactions, migrations, query builders, and ORM usage (sqlc, GORM, ent). Use when: "database access", "SQL query", "connection…

Analyze and engineer protein glycosylation — scan sequences for N-glycosylation sequons (N-X-S/T), predict O-glycosylation hotspots, and reach curated glycoengineering tools (NetOGlyc, GlycoShield,…

Pre-simulation review and Spectre simulation verification for analog circuits. Reviews circuit netlist and testbench, runs simulation, produces margin report. Use after analog-design completes a…

Use when the user is defining or revisiting product strategy, North Star metrics, or objectives. Triggers on phrases like "strategy", "North Star", "OKRs", "vision and mission", "what metrics matter",…

Triggers when researching competitive or professional positioning: market intelligence, engineer brands, profiles, and content strategy. Research and strategy only — not code.

Harden a REQUIREMENTS or PLAN document against its ticket and the code before the next phase picks it up.

Use when working with TESSERA satellite embeddings — downloading via CLI, sampling via the Python or R library, choosing between point-based and mosaic approaches, or exporting to GeoTIFF/NPY/Zarr.

Database access patterns for performance. Separate read/write models, avoid N+1 queries, use AsNoTracking, apply row limits, and never do application-side joins. Works with EF Core and Dapper. Use…

Progressive-disclosure workflow for PowerWorld Simulator studies through PowerMCP. Use whenever the user wants to open a PowerWorld case, solve the base power flow, inspect flows or voltages, change…

Create or edit a PostHog freeform canvas — a sandboxed browser application (data board, document, form, small tool, graphics experiment) stored in PostHog and rendered by the desktop/web app. Use when…

Entrepreneurship, innovation, and disruption for starting, scaling, and defending new ventures. Covers opportunity recognition, jobs-to-be-done, the disruptive innovation framework, sustaining vs…

Create HTML timelines and roadmaps with status pills, dependency arrows, and milestone markers — for quarterly planning, project retrospectives, release histories, incident timelines, sprint…

Diagnoses and optimizes SQL Server database performance. Use when diagnosing slow T-SQL queries, tuning indexes, reading execution plans, fixing parameter sniffing, optimizing batch operations,…

Assess MotherDuck costs, plan fit, cost attribution, and ROI from the workload's compute and storage needs.

tvmaze-quick should become a local, searchable operational workspace, not only an endpoint wrapper. Use for 1 operation/source entries against https://api.tvmaze.com.

The branded entry point to ServiceGraph — use whenever the user explicitly names **ServiceGraph** — "use ServiceGraph to…", "what datasets does ServiceGraph have", "search ServiceGraph for…", "look…

Finds products with no brand (unbranded / no-name / generic) in one category on JoomPulse — Mercado Livre (Brasil) or Shopee Brasil: an opening for your own brand / private label, where buyers aren't…

Use this skill when the user requests to generate, create, write, or draft a newsletter, email digest, weekly roundup, industry briefing, or curated content summary. Supports topic-based research,…

Applies medicinal chemistry filters for compound triage, using drug-likeness rules (Lipinski, Veber, CNS), structural alert catalogs (PAINS, NIBR, ChEMBL), complexity metrics, and the medchem query…

Generate realistic dummy datasets for testing with customizable columns, constraints, and output formats (CSV, JSON, SQL, Python script). Use when creating test data, building mock datasets, or…

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…

Turn operating data into a KPI dashboard workbook with metric definitions, target vs actual, attainment rates and trend charts, delivered as an Excel workbook

Wrap high-verbosity shell commands with RTK to reduce token consumption. Use when running git log, git diff, cargo test, pytest, or other verbose CLI output that wastes context window tokens.

Use when researching China market, industry, macro, trade, procurement, listed-company disclosure, regulation, IP, healthcare, logistics, energy, environment, or industrial-operation information using…

Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning (clustering, dimensionality reduction), model evaluation,…

This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file…

Reconcile what the numbers say with what users say, and design the study that settles it rather than restates it. Use when behavioural data and research findings point different ways. For reading the…

Side-by-side comparison of 2-5 stocks or options across GBM Five Pillars scores, options metrics, technicals, and valuations. Identifies the winner by category. Triggers: "compare AAPL vs MSFT", "NVDA…

When the user wants to monitor, triage, or reduce their app's crash rate — including setting up Crashlytics, prioritizing which crashes to fix first, interpreting crash data, and understanding how…

Simple operations on user-provided text files including summarization.

Design effective KPI dashboards with metrics selection, visualization best practices, and real-time monitoring patterns. Use when building business dashboards, selecting metrics, or designing data…

Configures Simulink simulations non-destructively using SimulationInput objects — parameter overrides without modifying the model, batch sweeps via parsim, custom input signals via Dataset, and…

Analyze Claude Code usage trends over time using the Agent Monitor's analytics API — daily session counts, daily event counts, token volumes by type, model distribution, tool usage rankings, and…

Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data processing pipelines.

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

Harmonize data management of multiple experimental assays performed on an overlapping set of specimens. It provides a familiar Bioconductor user experience by extending concepts from…