Data Analysis AI Skills

Design, audit, and strengthen experimental validation for IEEE manuscripts using routed claim-evidence checks. Use when planning experiments, selecting baselines, designing ablations, choosing…

Databricks development guidance including Python SDK, Databricks Connect, CLI, and REST API. Use when working with databricks-sdk, databricks-connect, or Databricks APIs.

Analyze labor productivity from site data. Compare planned vs actual, identify trends, benchmark against industry standards.

Control the local pi-dashboard over its REST API with curl - list pi sessions, send a prompt, abort a run, spawn a session. Use after pi-dashboard-bootstrap has printed BASE, whenever the user wants…

Diagnose ClickHouse cluster health and provide concrete remediation.

Install, configure, and use BootUI in Spring Boot and Quarkus applications; assess a running application, propose a prioritized action plan, and execute only approved fixes using runtime evidence. Use…

Document an existing codebase as PRD.md, FEATURES.md and RULES.md, so new work is planned against the code as it is. Use instead of create-prd when the code already exists.

Acoustic design for buildings: sound insulation between spaces (airborne and impact), room acoustics and reverberation control, environmental noise intrusion, noise and vibration from building…

Analyzes a multi-step conversion funnel to find where visitors drop off and which steps have the worst leakage. Use this skill when someone describes a journey and asks about conversion rates,…

Plugin shim for the mathmodel-skill competition workflow. Use when Codex invokes this plugin for a CUMCM, MCM/ICM, or Diangong Cup modeling-contest task, including problem selection, modeling,…

Build DSPy evaluation harnesses with rich-feedback metrics that are essential for GEPA optimization. Use when writing a metric function, calling dspy.Evaluate, splitting dev/val sets, debugging "why…

Resource recommendation article generator with multi-turn workflow and domain adaptation. Creates structured articles with verifiable data, proper formatting, and professional style. Use when user…

Add a reviewed MCP Catalogue server to an explicit AICP project through the Speakeasy AI Control Plane Platform MCP.

Social listening and brand reputation research using Bright Data's web scraping infrastructure. Collects what real people are saying about a brand, product, or person across Reddit, X/Twitter,…

Analyze Claude Code usage costs from OpenTelemetry data — per-user spend, expensive sessions, context bloat, and model/token cost breakdowns — with a structured framework, ready-to-use query shapes,…

Use when publishing SEO blog articles to qaskills.sh, e.g. "publish today's articles", "daily SEO batch", "write 10 articles from keyword research", "add a blog post", or any request that creates…

Guidance for analyzing structured data, generating statistics and producing data-driven insights. Use when the user asks to analyze data, compute statistics, find patterns, or generate analytical…

Analyze authorized recorded all-day Quantified Self Health metrics through read-only MCP tools. Use for daily or intraday heart rate, HRV, stress, resources or Body Battery, movement, energy, blood…

Connect, verify, and troubleshoot Xquik's remote MCP server. Use when a user needs MCP setup, OAuth recovery, tool discovery, endpoint execution, or a connection check in ChatGPT, Claude, Codex,…

Head of Data agent - creates reportings and ad-hoc analytics using nao MCP tools. Always use ask_nao to create conversations that persist in nao.

Use this skill when someone wants a Google Ads account audited or optimized at senior-media-buyer depth: Search campaigns, search terms and keywords, Shopping and product feeds, Performance Max, or…

Validates, parses, and sanitizes AI-generated outputs before they reach end users or downstream systems. Structured output enforcement, schema validation, and fallback handling.

Adoption report: coverage (what the system provides), reach (teams with access) and adoption (teams shipping with it), design vs engineering, trend and at-risk teams. Triggers: adoption report, usage…

Expert guidance for working with Dagster and the dg CLI. ALWAYS use before doing any task that requires knowledge specific to Dagster, or that references assets, materialization, components, data…

Creates and manages backup snapshots

Design system architecture and high-level technical strategy

Map, analyze, and redesign the systems behind product experiences. Part of the Intent design strategy system. Creates service blueprints, ecosystem maps, process architecture, and dependency diagrams.…

Azure Data Factory (ADF) CI/CD, deployment, and pipeline development. PROACTIVELY activate for: (1) ADF CI/CD setup (npm validation, ARM template export), (2) ADF ARM template deployment, (3) ADF npm…

Operate the skills-manager CLI — manage a local skill hub (install, import, distribute to agents/projects, update) and backfill provenance for source-less skills (adopt lockfile evidence, search the…

Top bar, sidebar rail, app launcher, tenant and environment cue, status bar. Use when designing the persistent shell, a collapsible sidebar, or navigation between apps behind one login.

Redis Cluster and replication guidance covering hash tags for multi-key operations, avoiding CROSSSLOT errors, and reading from replicas to scale read-heavy workloads. Use when designing keys for a…

Work with Dynatrace dashboards - create, modify, query, and analyze dashboard JSON including tiles, layouts, DQL queries, variables, and visualizations.

Apple Human Interface Guidelines for content display components. Use this skill when the user asks about "charts component", "collection view", "image view", "web view", "color well", "image well",…

Parse and analyze CSV files with data validation

Audit a persisted skore report read-only and produce a reusable digest. Do not execute it. Run `materialize.py` once. Never call `skore.evaluate` or `project.put`. TRIGGER when a completed run needs…

ngspice simulation tutorial and template skill. Provides nine standard simulation examples: (1) Transient — RC charging voltage and current; (2) DC — NMOS Id-Vds family curves; (3) AC — RC low-pass…

review-analyzer-skill是由buluslan（公众号：新西楼.AI）研发的电商评论深度分析Skill（VOC 客户之声分析），他会帮你把一堆产品评论变成一份能落地的决策依据——22 维 AI 打标提炼用户画像、痛点和真实需求，输出 15 章深度洞察报告和可视化看板，从差评里挖出产品优化机会点、从好评里找到爆款基因。 更多跨境电商 AI 实战内容，请关注公众号「新西楼.AI」。…

Raccoon (小浣熊) Data Analysis - Remote code interpreter and data visualization service powered by SenseTime. Upload files (Excel, CSV, etc.) for AI-driven analysis, chart generation, and automated…

Query the OpenData API for data research and analysis. Use when fetching dataset rows, filtering, sorting, aggregating, inspecting columns, composing cross-dataset joins, exploring graph intelligence,…

Creates dbt models following project conventions. Use when working with dbt models for: (1) Creating new models (any layer - discovers project's naming conventions first) (2) Task mentions "create",…

Enforces precise, minimal design for dashboards and admin interfaces. Use when building SaaS UIs, data-heavy interfaces, or any product needing Jony Ive-level craft.

Strategy backtest. Single/multi-factor portfolio backtesting with gate checks. 策略回测。单/多因子组合回测。 Triggers: "backtest", "run backtest", "回测", "跑个回测"

Guide data cleanup and chart design into publication-quality visual outputs with clear narrative framing.

Integrates Alchemy blockchain APIs using an API key. Requires $ALCHEMY_API_KEY to be set; if unavailable, use the alchemy-agentic-gateway skill instead. Use when user asks about EVM JSON-RPC calls,…

Meta Ads audit — audience analysis, creative fatigue, budget pacing, lead quality

Turn any codebase into an explorable interactive graph so a developer can understand it fast. Deterministic scan (files, imports, symbols, call edges, PageRank importance, architectural layers,…

Determine whether AI is appropriate for a specific e-commerce task. Use when evaluating if a problem has enough data, the right tools, or acceptable risk for AI automation. Answers 'should I use AI…

Audits and improves SEO for Astro sites. Use when the user asks to audit, set up, or improve SEO on an Astro site, or mentions head metadata, structured data, JSON-LD, sitemaps, IndexNow, Open Graph…

Write PandaScript agent scripts (.js) — Lightpanda's replayable browser-automation format, run token-free with `lightpanda agent script.js`.

数据库代码审查 + Migration 安全检查。 代码审查：锁表风险、索引缺失、慢 SQL 模式、N+1 查询。 Migration 审查：破坏性操作、Schema 漂移检测、回滚方案。 适用于 SQL（MySQL/PostgreSQL/SQLite）和 ORM（Prisma/TypeORM/Sequelize/SQLAlchemy/Drizzle）。 触发词：数据库检查、migration…

技术决策时找行业最佳实践 + 跨学科深刻洞见。用于选型、架构决策、未知领域问题；触发词「最佳实践」「业界怎么做」「有类似的吗」「best practice」「cross-domain」「跨学科启发」。