Data Analysis AI Skills

Guidelines and instructions for Pandas DataFrame columns selectors

HuggingFace hf CLI: search/download/upload models, datasets.

Detect host inventory and effective CPU, memory, disk, scheduler, container, and accelerator limits when a user asks for resource-aware planning or before a clearly resource-sensitive local workload.…

Master dbt (data build tool) for analytics engineering with model organization, testing, documentation, and incremental strategies. Use when building data transformations, creating data models, or…

Expert data scientist for advanced analytics, machine learning, and statistical modeling. Handles complex data analysis, predictive modeling, and business intelligence.

Ad intelligence & app analytics assistant. Search ad creatives, analyze apps, view rankings, track downloads/revenue, and get market insights via api.admapix.com. Triggers: 找素材, 搜广告, 广告素材, 竞品分析, 广告分析,…

Checks whether manuscript references are accurately matched to claims, appropriately scoped, and not overextended, misquoted, or second-hand cited.

Manim CE animations: 3Blue1Brown math/algo videos.

Display 3-D image volumes, medical image volumes, surface meshes, and annotations for 3-D image processing. Use when displaying 3-D images or isosurfaces with volshow, creating volume viewers with…

Forward snapshot assurance, path search, app-aware path search, NQE, checks, vulnerabilities, diffs, configuration, lifecycle, collection, and topology workflows through the upstream forward-mcp…

Web scraping and search via Bright Data API. Requires BRIGHTDATA_API_KEY and BRIGHTDATA_UNLOCKER_ZONE. Use for scraping any webpage as markdown (bypassing bot detection/CAPTCHA) or searching Google…

Use to convert creative briefs into actionable task plans with owners and SLAs.

Analyze data evolution patterns in construction organizations. Assess digital maturity and data strategy for construction companies

Routes multi-tool workflows through MCP servers for large datasets and pipelines. Use when Bash tool overhead is limiting throughput on data-heavy tasks.

Research and write evidence-backed listicles, product roundups, and best-of comparisons with optional SandBase SERP, page, review, and screenshot evidence. Use for ‘best tools’, ‘top products’,…

Analyzing earthquake data relative to tectonic plate boundaries using PB2002 dataset and GeoPandas.

Loads, runs, and fine-tunes pretrained models with Hugging Face Transformers v5 (PyTorch-only) — pipeline() inference for chat-model text generation, text classification, NER, zero-shot, speech…

Use when building JSON-plan GIS analysis or QC pipelines with OpenGisDAF (.NET 10 / C# 14) — daf validate/run, operators buffer/clip/intersect_check/containment_check/coordinate_transform, DAG…

XAF Views, layout, and navigation. Covers ListView, DetailView, DashboardView class hierarchy, View creation (Application.CreateListView/CreateDetailView/CreateDashboardView), ShowViewParameters for…

Fast CLI/Python queries to 20+ bioinformatics databases. Use for quick lookups: gene info, BLAST/BLAT, viral sequence downloads, AlphaFold structures, enrichment analysis, OpenTargets, COSMIC,…

Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark performance, debugging slow jobs, or scaling data processing pipelines.

tushare是一个财经数据接口包，拥有丰富的数据内容，如股票、基金、期货、数字货币等行情数据，公司财务、基金经理等基本面数据。该模块通过标准化API方式统一了数据资产的对外服务方式，以帮助有需要的技术用户更实时、简洁、轻量的使用相关数据。

Technical leadership guidance for engineering teams, architecture decisions, and technology strategy. Use when assessing technical debt, scaling engineering teams, evaluating technologies, making…

Automate Close CRM tasks via Rube MCP (Composio): create leads, manage calls/SMS, handle tasks, and track notes. Always search tools first for current schemas.

[omh] OMH Inference Serving workflow: choose the serving engine and quantization from decision tables, prepare deployment as an idempotent runbook with observed-only verification, and measure the…

Data engineering patterns for ETL pipelines, data warehousing, Apache Spark, and data quality validation

Ad intelligence & app analytics assistant. Search ad creatives, analyze apps, view rankings, track downloads/revenue, and get market insights. Get your API key at https://www.admapix.com. Triggers:…

Printing Press CLI for Amazon Ads reports, profitability analytics, keyword optimization, and guarded automation.

Checks biomedical manuscripts against reporting guidelines such as CONSORT, STROBE, PRISMA, and TRIPOD to identify missing or weak reporting elements before submission or revision.

**PROFILE TEST** - A skill for testing the profile command. USE FOR: testing profile analysis, verifying structural metrics. DO NOT USE FOR: production use.

Codex-native multi-keyword Amazon opportunity scan using LaunchFast MCP. Use when the user wants to research 1-10 keywords, compare niches, or decide whether a product idea is a GO, INVESTIGATE, or…

Computes sample size and power for clinical trials including continuous, binary, and time-to-event endpoints; superiority, non-inferiority, and equivalence designs; FDA 2016 non-inferiority margin…

Structured approach for investigating funnel issues across e-commerce experiences.

Squidpy spatial statistics on annotated spatial transcriptomics: build the spatial graph (Visium grid, kNN, radius, Delaunay), neighbourhood enrichment z-scores, distance-resolved co-occurrence,…

Plan post-purchase product sequences around existing buyers' needs so the same audience continues buying suitable products from the line. Use when second and third purchases are scarce, the user does…

测试用例编写助手 - 专业的测试用例设计与编写专家。适用场景： (1) 测试用例设计（等价类/边界值/决策表/状态迁移） (2) 测试场景分析与用例拆解 (3) 边界值与异常场景测试用例 (4) 功能测试用例编写（正向/反向/异常） (5) API接口测试用例设计 (6) 测试用例评审与优化 (7) 用例模板设计与规范制定 (8) 测试数据设计与准备…

Build and analyze phylogenetic trees using MAFFT (multiple alignment), IQ-TREE 2 (maximum likelihood), and FastTree (fast NJ/ML). Visualize with ETE3 or FigTree. For evolutionary analysis, microbial…

Nonlinear dimensionality reduction with UMAP — fast manifold learning for 2D/3D visualization, clustering preprocessing (e.g., HDBSCAN), and supervised or parametric UMAP. Use when projecting…

Help HR managers with leadership development programs. Use when asked to create a leadership program, develop leadership competencies, conduct leadership assessments, design executive coaching, create…

Diagnose why a product metric changed (dropped, spiked, or plateaued) by orchestrating breakdowns, actors, paths, lifecycle, retention, and annotations queries. Use when the user reports an anomaly,…

本地混合搜索 Markdown 笔记和文档。适用于搜索笔记、查找相关内容或从已索引的文档集合中检索文档。

Submit and manage protocols on Ginkgo Bioworks Cloud Lab (cloud.ginkgo.bio), a web-based interface for autonomous lab execution on Reconfigurable Automation Carts (RACs). Use when the user wants to…

Use this skill when designing or reviewing a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns, and advanced features

Query optimization, indexing strategies, and database performance tuning for PostgreSQL and MySQL

Entry P1 category router for injection testing. Use when routing between XSS, SQLi, SSRF, XXE, SSTI, command injection, and NoSQL injection workflows based on how attacker-controlled input is…

Every Amazon.jobs feature, plus a local job store, new-since diffing, and aggregation Amazon's own site can't do — no login required. Trigger phrases: `find amazon jobs`, `search amazon.jobs for`,…

Django项目的验证循环：迁移、代码检查、带覆盖率的测试、安全扫描，以及在发布或PR前的部署就绪检查。

Organizes biomedical figures, analyses, and result blocks into a clear Results section structure with disciplined narrative ordering and evidence-aware presentation.

Performs subgroup and heterogeneous treatment effect (HTE) analyses for clinical trials. Covers Mantel-Haenszel pooling, Breslow-Day, interaction tests in regression, RERI for additive interaction,…

Toolkit for planning promos, onsite placements, and channel coordination.

Setting up or changing Clerk sign-in, organizations, roles or billing on Next.js, or sign-in that does nothing or lands wrong: Clerk in production.