Data Analysis AI Skills

Generate alignment statistics using samtools flagstat, stats, depth, coverage, and mosdepth. Use when assessing alignment quality, calculating coverage, or generating QC reports.

NSGA-II multi-objective evolutionary method skill. USE WHEN the user explicitly requests NSGA-II / Non-dominated Sorting Genetic Algorithm, or wants multi-objective optimization with non-dominated…

Single-cell RNA-seq analysis. Load .h5ad/10X data, QC, normalization, PCA/UMAP/t-SNE, Leiden clustering, marker genes, cell type annotation, trajectory, for scRNA-seq analysis.

Analyze skill effectiveness across sessions. Computes per-skill metrics (action rate, friction, outcomes), identifies degrading skills, and generates improvement recommendations. Requires session-scan…

When the user wants to analyze how their social media posts are performing. Also use when the user mentions 'analytics,' 'performance,' 'how did my posts do,' 'engagement,' 'impressions,' 'what's…

Write ggsql queries — a grammar of graphics for SQL. Use when the user wants to create, modify, or understand a ggsql visualization query.

Detect and remove AI-generated markers from Hungarian text, making it sound like a native Hungarian speaker wrote it. Use when asked to "humanize", "naturalize", or "remove AI feel" from Hungarian…

Create the TestDriver client, authenticate, and connect to a sandbox

审计建模证据链与论文质量，检查指标与声明是否绑定、图表是否可读取并对应真实运行、结论是否有证据支撑，产出可追踪的审计报告。当运行证据需要放行判定、章节或全文需要质量复核、或用户要求验收与查漏洞时使用。

Use when designing dashboards, reports, and narratives for GTM stakeholders.

Design experiment plans with progressive stages — initial implementation, baseline tuning, creative research, and ablation studies. Plan baselines, datasets, hyperparameter sweeps, and evaluation…

Query the bundled BZD mathematical-modeling dictionary for a user-selected model, explain its assumptions, inputs, outputs, limitations and validation, then judge whether it fits the current…

Use when the user says 'track my time', 'freelancer invoice', 'billable hours', 'time tracking', 'freelance finances', 'client billing', 'project hours', or needs invoicing, time tracking, or…

Draft, restructure, and diagnose IEEE-style technical manuscript sections using a routed static/dynamic workflow. Use for IEEE conference, journal, Transactions, Letters, or magazine papers when…

Generate images and visualizations from Revit/IFC files without BIM software. Python-based noBIM tool for batch processing.

Analyze a local AI research paper, optionally using a local repository as supporting evidence, and produce a concise paper profile plus a validated module plan of at most five reusable skill modules.

rayskills 总入口：不确定该用哪个 ray-* skill、只丢来一个真实任务，或要把内容从 idea 一路做到草稿箱或口播稿时使用，判断下一步或执行已确认的生产链。“推送”“走完整流程”不等于发布授权。触发：/ray。

Review PRD.md for gaps, contradictions and unverifiable claims, write an improved PRD.md and record the findings in PRD-REVIEW.md.

Identify and apply building typologies for residential, commercial, institutional, hospitality, industrial, cultural, and mixed-use buildings. Use when the user asks about building types, plan…

Produces a compact KPI digest showing how key metrics changed over a period and what's driving the movement. Use this skill when someone asks for a performance summary, a weekly recap, a morning…

Load tests API endpoints with progressive concurrency. Measures response times, error rates, throughput, and identifies breaking points. Generates a detailed report with latency percentiles,…

Automatically generate Excel reports from data sources including CSV, databases, or Python data structures. Supports data analysis reports, business reports, data export, and template-based report…

Pull structured Apple App Store and Google Play data — app metadata, price, rating, the 1–5★ ratings histogram, version, developer, and reviews — and watch it for changes over time. Use when the user…

Build institutional-grade comparable company analyses with operating metrics, valuation multiples, and statistical benchmarking in Excel/spreadsheet format. **Perfect for:** - Public company valuation…

Diagnoses Qdrant production issues using metrics and observability tools. Use when someone reports 'optimizer stuck', 'indexing too slow', 'memory too high', 'OOM crash', 'queries are slow', 'latency…

Use when deploying or configuring this project on Vercel — env vars, build settings, serverless limits, and production checks for Next.js or Express.

Optimize e-commerce search relevance across the full pipeline from query understanding to result presentation. Use this skill when the user needs to improve search quality, implement query processing…

Show analytics and metrics from agent loop execution history

反作弊对抗分析：EAC/BattlEye 驱动、内存校验、检测机制还原。 触发词：反作弊、EAC、BattlEye、内存校验、anti-cheat

Assess customer account health using product usage, support sentiment, payment status, and relationship signals

Set up and manage data labeling workflows using manual annotation tools, semi-automated pipelines, active learning, and programmatic weak supervision. Use when the user requests data labeling or…

Defines and tracks UX success through metrics, measurement frameworks, and experimentation. Part of the Intent design strategy system. Connects design decisions to observable evidence — did the thing…

USE FOR spell correction. Returns corrected query if misspelled. Most search endpoints have spellcheck built-in; use this only for pre-search query cleanup or "Did you mean?" UI.

Use when implementing logging, error tracking, or monitoring in Frappe v14-v16. Covers frappe.logger() for file-based logging, frappe.log_error() for Error Log DocType entries, request logging, Sentry…

Fullstack development toolkit with project scaffolding for Next.js/FastAPI/MERN/Django stacks and code quality analysis. Use when scaffolding new projects, analyzing codebase quality, or implementing…

Record the problem, deployment setting, metric, baseline, and fold count before any model code. Ask every missing decision in one turn, from `frame show`. Does not write Python, estimator…

Complete guide for building beautiful apps with Expo Router. Covers fundamentals, styling, components, navigation, animations, patterns, and native tabs.

Configure safe agent behavior around PlanetScale MCP, Insights, schema recommendations, and repository work without autonomous production mutation.

Suede AI App Store Optimization Skills. Use when asked to "improve our App Store listing" or prepare prelaunch keyword, title, subtitle, description and screenshot fields from app and console…

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…

数据库设计规范技能。面向 AI 生成代码，提供表名/字段名规范、索引设计规范、关联规范、性能优化规范、分库分表规范、引擎选择等统一标准。被所有后端 skill 引用，确保 AI 生成的代码遵循统一数据库设计规范。触发词："数据库设计规范"、"表名规范"、"字段名规范"、"索引设计"、"分库分表"、"数据库性能优化"。

Generates professional infographics with 21 layout types and 20 visual styles. Analyzes content, recommends layout×style combinations, and generates publication-ready infographics. Use when user asks…

Weekly read on community health — Discord joins, active channels, top contributors, themes and unanswered questions, plus Crisp support conversations and YouTube comments when connected

面向 MotionSurf paper registry 的只读查询与统计入口。当用户想查看某篇论文的 canonical registry 条目、筛选缺 note / 有 markdown / 有 code 的论文、按 year / venue / provenance source 做过滤，或快速查看全库的资产覆盖率与稀疏分析字段统计时，优先使用这个 skill。它只读取…

Use when working on Simulink or Simscape Electrical resonant converter or wireless power transfer models, including compensation networks, inductive links, frequency control, soft switching, and…

Schema, stored-data, and wire-format change discipline — old data lives forever, expand→migrate→contract, idempotent dry-run batched bounded backfills, count reconciliation, rollback plan first. Use…

Plan and run manual tests of the project's running app. Runs a session in one of five modes: exploratory, verification, smoke, assessment (UX, localization, accessibility, improvement review), or AI…

Make code measurably faster or leaner without breaking it — define a target, measure a baseline, profile to find the ACTUAL bottleneck, apply optimizations in a fixed order of leverage, and re-verify…

Use this skill when the user (Product Manager) requests product discovery, requirement analysis, competitive benchmarking, opportunity assessment, feature prioritization, user story mapping, product…

SvelteKit structure guidance. Use for routing, layouts, error handling, SSR, or svelte:boundary. Covers file naming, nested layouts, error boundaries, pending UI, and hydration.

Improve the readability and exposition of mathematical proofs that are already verified as correct, without changing their mathematical content. Use when the user asks to polish, edit, or improve the…