Data Analysis AI Skills

Use when user asks "why did devpace decide X", "追溯", "为什么这样做", "决策记录", "决策原因", "架构决策", "ADR", "技术选型", wants to see AI decision trail or manage architecture decisions, or says /pace-trace [CR]…

Master analytics tracking plan for PLG and B2B SaaS — unified event taxonomy, pixel strategy (1P and 3P tagging), marketing attribution architecture, CDP implementation (Segment, Rudderstack), product…

Manage multi-agent swarms, memory, tasks, hooks, workflows, and browser automation via CLI. Use when spawning agents, storing/searching memory, orchestrating workflows, coordinating hive-minds, or…

Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations,…

Automatic SaaS billing engine with AbacatePay (PIX + credit card), configurable dunning (regua de cobranca), trial management, invoice portal, email (Resend) and WhatsApp (Evolution API)…

Create, consume, or manage MotherDuck data shares, including audience grants, table filters, and refresh policy.

Implements Syncfusion .NET MAUI ComboBox (SfComboBox) control. Use when working with ComboBox, dropdown selection, editable dropdown, searchable dropdown, or filterable dropdown in .NET MAUI. Covers…

Guides agents through reconciliation and control design for business-critical data. Use when validating financial, operational, or audit-sensitive metrics with source-to-target totals, control…

Ask the user a clarifying question

Post-implementation observability analysis - decide what monitoring, metrics, and alerts the just-implemented code needs, account for what already exists, and either produce concrete alert-as-code…

Create honest sports-analysis figures from user-owned data, including distributions, rates, rating trajectories, calibration plots, and walk-forward metric comparisons. Use for exploration and…

Orchestrated, idea-to-plan PM workflow. Establishes context once, then composes the PM generative ladder in order — problem → discovery → users → riskiest-assumption test → prioritization → spec →…

Use this skill whenever the design has many features, controls, or content elements and decisions about which to prioritize matter — feature roadmaps, redesign scoping, IA decisions, dashboard design,…

Featurizes small molecules with Molfeat for QSAR/QSPR, chemical similarity, virtual screening, and molecular ML. Covers ECFP/MACCS fingerprints, RDKit descriptors, pharmacophores, pretrained…

Use this skill when another agent's expertise or context is needed, or when the user explicitly asks to involve another agent. First list agents, then use qwenpaw agents chat for two-way communication…

Google SEO APIs: Search Console (Search Analytics, URL Inspection, Sitemaps), PageSpeed Insights v5, CrUX field data with 25-week history, Indexing API v3, and GA4 organic traffic. Provides real…

Code generation utilities for json-render. Use when generating code from UI specs, building custom code exporters, traversing specs, or serializing props for @json-render/codegen.

Track and visualize ML training experiments with Trackio. Use when logging metrics during training (Python API), firing alerts for training diagnostics, or retrieving/analyzing logged metrics (CLI).…

Use when editing a locally created or downloaded Lightdash custom chart type (data_app_viz) — the vizSchema/component lockstep contract, the upload-and-verify loop, the local fixture preview, and how…

搜索社区、社媒、新闻热点、百科趋势、开发者生态和技术讨论时使用。

Draft or reformat copy-paste-ready LinkedIn posts from user-provided ideas and source material. Use for professional posts, concise thought-leadership drafts, resource announcements, story-led posts,…

Guided statistical analysis with test selection and reporting. Use when you need help choosing appropriate tests for your data, assumption checking, power analysis, and APA-formatted results. Best for…

Write long-form X (Twitter) posts and threads in a founder/CEO voice. Use when drafting X articles, long tweets, thought leadership threads, or viral content. Produces contrarian, data-backed posts…

OpenChatCut product knowledge — UI layout, editor features, and how generation providers are configured. Use when the user asks about the product interface, how to use a feature, where to find…

SQL database migrations with zero-downtime strategies for PostgreSQL, MySQL, SQL Server

Genome, transcriptome, and protein completeness assessment via BUSCO v6. Agentic lineage routing from organism description, all three BUSCO modes, auto-lineage support, and full demo mode without the…

Instrument AI agents with tracing, token metrics, latency, and cost visibility. Use for reliability and debugging.

Analyze skill execution traces to identify issues and automatically evolve/improve skills. Use when users provide trace files (JSON) from skill runs and want to improve skill performance based on real…

Use when using the Dialogue Manager addon — .dialogue files with titles, responses, conditions and mutations, runtime balloons, and C# support

Product Hunt launch optimization with specific specs, timing, and gallery strategy. Covers taglines, gallery images, maker comments, and launch day tactics. Use for: product launches, startup…

Interactive Product Owner skill for requirements gathering, analysis, and PRD generation. Triggers when users request product requirements, feature specification, PRD creation, or need help…

OPS on-demand: This skill should be used when the user asks to "shopify", "orders inventory", or…

When designing distributed systems for scalability, reliability, and consistency. Covers CAP/PACELC theorems, consistency models (strong, eventual, causal), replication patterns (leader-follower,…

Transform data findings into compelling insights. Use when converting analysis results into actionable insights, connecting findings to business impact, or preparing insights for stakeholder…

Operating model for defining, enforcing, and auditing BI data contracts.

PHP Web 源码 NoSQL 注入审计工具。识别用户输入进入 MongoDB/DocumentDB 查询构造，分析是否存在 operator 注入（$gt/$ne/$where 等），输出分级、PoC 与修复建议（禁止省略）。

Interactive scientific visualization with Plotly. Two APIs: plotly.express (px) for one-liner DataFrame plots, plotly.graph_objects (go) for trace-level control. 40+ chart types with hover, zoom, pan,…

Databricks Lakebase Postgres: projects, scaling, connectivity, Lakebase synced tables, and Data API. Use when asked about Lakebase databases, OLTP storage, or connecting apps to Postgres on…

Process construction change orders using CWICR data. Calculate cost impact, compare to original estimate, and generate change order documentation.

Design and analyze A/B tests, calculate statistical significance, and determine sample sizes for conversion optimization and experiment validation

Analyze insider trading patterns to surface companies with significant, meaningful insider buying activity. Use when the user asks to review insider trading activity, find stocks insiders are buying,…

Extract clean, de-noised job-posting data from LinkedIn, Indeed, Glassdoor, and 20+ boards in one Apify run — deduplicated across boards, with likely ghost jobs and reposts flagged (heuristic, not…

Physicochemical properties, surface/SS features, and finetuned protein/residue function prediction. Use when the user asks for solubility, optimal temperature, activity/binding/conserved sites,…

Track changes in institutional holdings and identify smart money moves from 13F filings

Audit an existing social media account and its content — the retrospective reality-check of what's working and what isn't. Use when someone wants to "audit my content/account," "what's working and…

Structured logging, distributed tracing, and alerting for AI systems and traditional services. You can't fix what you can't see.

Weekly analytics report combining GA4, Google Search Console, and Microsoft Clarity into a premium HTML email. Use for automated Sunday cron jobs that generate weekly product analytics reports. Tracks…

Report sessions, conversion rate, and bounce rate for every product and collection page using Shopify's analytics API — surfaces which pages earn eyeballs and which convert them.

Predictive analytics for Dynatrace — time series forecasting with the timeseries-forecast tool, capacity saturation planning, trend and anomaly detection across hosts, services, and infrastructure.

Create executive stakeholder updates following proven communication frameworks. Use when the user needs to create a status update, progress report, executive summary, or communication for leadership,…

Analyze one or more cycling, running, or hiking FIT/KML activity tracks, generate evidence-based single or aggregate reports, open the bundled local Ride Relief report page when the environment…