Data Analysis AI Skills

Runs once by hand on the first day and once a month after that. On the first run it researches the business from its own public presence, writes the charter with a source and a date beside every…

Python interface to OpenMS for mass spectrometry data analysis. Use for LC-MS/MS proteomics and metabolomics workflows including file handling (mzML, mzXML, mzTab, FASTA, pepXML, protXML, mzIdentML),…

Analyzes article structure, identifies positions requiring visual aids, generates illustrations with Type × Style two-dimension approach. Use when user asks to "illustrate article", "add images",…

Refresh and improve existing blog posts to outrank competitors using a 6-phase content audit and SERP gap analysis. Use when the user wants to update, refresh, or improve an existing blog post,…

Use when auditing, restructuring, or revising a research manuscript whose scientific question, claim hierarchy, evidence chain, section logic, figures, terminology, or prose may be unclear or out of…

MUST USE when investigating performance issues on a ClickHouse-managed Postgres instance. Provides an evidence-based RCA workflow that scrapes the Prometheus endpoint for system signal, pulls…

Analyze Wispr Flow voice dictation data. Stats, search, export, visualizations. Use when user says "dictation history", "word counts", "voice analytics", "how much did I dictate", "search my…

Document column-level mappings between source and target schemas. Use when integrating data from multiple systems, designing ETL transformations, or documenting how raw fields become analytical…

Rigor Paper Context helper for README-first deep learning repo reproduction. Use only when the README and repository files leave a narrow reproduction-critical gap and the task is to resolve a…

编排完整的数学建模工作流，从赛题与附件出发依次完成输入预检、题意分析、模型路线、数据与图表、代码与真实运行、证据门禁、正式写作与 Word/PDF 检查。当用户要做完整篇数学建模论文、需要从零跑通或从中断处续跑整个流程时使用。

GitHub metrics: velocity, review turnaround, churn and bottlenecks.

Use when defining events, fields, and governance for GTM analytics pipelines.

PostgreSQL-specific development assistant focusing on unique PostgreSQL features, advanced data types, and PostgreSQL-exclusive capabilities. Covers JSONB operations, array types, custom types,…

Python data pipelines with modular architecture. Use for content workflows, batch jobs, or Google Sheets/Drive integration.

Create Databricks AI/BI dashboards. Must use when creating, updating, or deploying Lakeview dashboards as Databricks Dashboard have a unique json structure. CRITICAL: You MUST test ALL SQL queries via…

When the user wants to optimize post-signup onboarding, user activation, first-run experience, or time-to-value. Also use when the user mentions "onboarding flow," "activation rate," "user…

Plan customer discovery interviews with the right goal, segment, constraints, and method. Use when preparing interviews for problem validation, churn research, or new product ideas.

Generate publication-style charts from structured data. Use when the user wants a figure, chart, or visualization for research results.

Lingzao lightweight XHS note breakdown Skill for Xiaohongshu viral note analysis by title, cover, outline, script, hook, shooting style, editing rhythm, comments, viral mechanism, learnable parts, and…

Generates a polished, leadership-ready performance briefing with KPI tiles, executive narrative bullets, and a driver analysis — all as a print-ready HTML document. Always use this skill when someone…

Use this skill when the user wants to start their go-to-market strategy, build a strategic foundation, or asks about SWOT analysis, value proposition canvas, 90-day GTM plan, analytics setup, or…

Extract structured data from thousands of pre-built Bright Data scrapers (e-commerce, social, jobs, maps, real estate and more) via the Bright Data CLI (`bdata pipelines search`, `info`, `run`). Use…

Use when constitution, spec, plan and tasks all exist and you want them cross-read against each other before any code is written — the rsc-sdd pre-implementation gate. Reports coverage gaps,…

Implement BM25 ranking function for e-commerce product search relevance scoring. Use this skill when the user needs to build a text-based product search engine, improve search result relevance, or…

Plans authorized offline password-strength audits across supplied hash datasets while enforcing compute budgets, progressive pass order, cohort coverage, aggregate-only reporting, and restricted…

Use when writing, validating, or troubleshooting a recurring scheduled buy strategy (DCA, dollar-cost averaging, weekly buys, daily buys, monthly accumulation, accumulator) on Superior Trade —…

Machine-learning research loop for dataset curation, fine-tuning, evaluation, inference deployment, experiment tracking, and model explainability. Use when working on ML experiments, training data,…

Design any user-facing experience end-to-end: task flows, multi-step workflows, navigation structures, onboarding, settings, search, content creation, collaboration, signup, checkout, dashboards,…

USE FOR getting local business/POI details. Requires POI IDs from local-place-search, or from web-search with result_filter=locations. Returns full business information including ratings, hours,…

Use when a developer wants to iterate on ONE specific Agent Observability / LLM Obs trace whose output they didn't like — re-running that trace against their LOCAL code, seeing a concise diff of the…

AWS cloud resource monitoring including EC2, RDS, Lambda, ECS/EKS, VPC networking, load balancers, S3, DynamoDB, SQS/SNS, and cost optimization. Use when analyzing AWS infrastructure, resource…

Common delegation patterns for PM agent

Analyze conversion funnels and identify drop-offs. Use when: analyzing checkout funnel; tracking signup flow; identifying conversion blockers; optimizing user journey; visualizing funnel performance

How to choose and configure data sources for MapLibre GL JS — rendering your own data without tiles, hosted tile services, serverless PMTiles, self-hosted tile servers, tile schemas, and sprites.

Recommend caching strategies and invalidation patterns. Use when a mid-level developer needs performance guidance.

Coordinate executed notebooks and an offline MkDocs documentation site. Trigger on a generic "export" request, or to flip the notebooks/site gates after setup.

When the user needs bulk SERP data, local pack data at scale, keyword volumes for hundreds of terms at once, Google Maps business data programmatically, or is building custom local SEO…

Run vault health check — broken links, orphans, missing sections, statistics. Generates report at 01-index/_graph-health.md. Use for "/health".

Use when the user asks about Fantasy Premier League player stats, transfer advice, captain picks, fixture difficulty, gameweek strategy, or saved squad management.

Convert MS SQL Server source code (stored procs, views, T-SQL scripts) into dbt models targeting Snowflake, with build-first-then-parity, isolated-schema deployment, and a migration dashboard. Use…

Factor reports. Generate panoramic, deep-dive, or comparison reports. 因子报告。生成全景、深度、对比报告。 Triggers: "generate report", "factor report", "生成报告", "因子报告"

This skill should be used when the user designs "distributed logging", "log aggregation", "centralized logs", an "ELK" or "EFK" stack, "log shipping", "structured logging", a "correlation ID" or…

Use when the user is preparing for, practising, or recovering from interviews, including mock interviews, what interviewers look for, post-interview or post-rejection coaching, references, and…

Plan, conduct, and analyze UX research using proven methodologies. Use when planning user research, writing interview scripts, creating test plans, recruiting participants, analyzing qualitative data,…

Author, validate, and manage Contact Center AI (CCAI) Insights Configurable Dashboards. Use when users want to define multi-tab analytics dashboards, configure Vega-Lite charts and SQL queries,…

Compute statistics, scores, and flags from samples that may be too small to support them — undefined dispersion returned as 0.0 and tripping a minimum threshold, sentinel choice (None vs 0 vs NaN),…

Convert a live website (WordPress first; Drupal, Webflow, Squarespace, Wix and static sites too) into a static Astro site with the same URLs, content, head tags, media, redirects and look, proven by…

Use when creating or improving a discoverable Raw skill, including browser authoring; write its description and instructions, register it on an agent and verify loading. Use create-package to share…

CDO (Nate Silver)｜需要数据契约与口径定义、数据质量与血缘治理、指标体系或分析模型设计、数据安全架构评审时调用。 不适用：研究方法设计与一手证据核验、具体业务决策取舍、生产应用与前端编码实现，或数据授权与合规依据尚未确认。

Run the mining-based DEFT improvement workflow for ITS Cosmos-Reason binary video questions, focused on the non-reasoning classification/evaluation path. Use when the user asks for a DEFT CR ITS…

Write, restructure, classify, and review documentation with the Diataxis framework. Use when the user asks to create, improve, audit, or reorganize documentation of any kind: knowledge bases, help…