Data Analysis AI Skills

Reviews production readiness for services, APIs, jobs, queues, integrations, and deployment-sensitive changes. In strict tasks, mandatory after all applicable testing-tool gates and project…

数值关联规则校验工具。读取被检验表，根据用户自定义的条件表达式（类似Hive SQL规则）进行数据校验， 具有关联关系的数据项需满足特定约束条件。不满足条件的数据会标记质控标识并输出异常数据。 当用户提到关联规则校验、数据约束校验、自定义规则校验、条件表达式校验等需求时使用此skill。 即使用户没有说出"关联规则"，只要任务涉及根据自定义条件表达式进行数据校验，就应该使用此skill。

Create and maintain Revyl tests through MCP tools using create/update operations and execution feedback loops.

Guides technology selection and implementation of AI and ML features in .NET 8+ applications using ML.NET, Microsoft.Extensions.AI (MEAI), Microsoft Agent Framework (MAF), GitHub Copilot SDK, ONNX…

Execute read-only SQL queries against multiple PostgreSQL databases. Use when: (1) querying PostgreSQL databases, (2) exploring database schemas/tables, (3) running SELECT queries for data analysis,…

Convert an ML research paper into a complete, runnable code repository. 3-stage pipeline from Paper2Code — Planning (UML + dependency graph) → Analysis (per-file logic) → Coding (dependency-ordered…

Build managed ingestion pipelines into Databricks using Lakeflow Connect. Use when ingesting from SaaS apps (Salesforce, Workday Reports, ServiceNow, Google Analytics 4, HubSpot, Confluence) or…

Compare cost estimates across projects, versions, and scenarios. Identify variances, benchmark against standards, and generate comparison reports.

Create a Geoffrey Moore-style positioning statement. Use when clarifying who you serve, what problem you solve, your category, and why you're different from alternatives.

Use when a tabular dataset (CSV, Excel, Parquet, Stata, SAS) needs a data dictionary. Profiles every variable (type, levels, range, missingness) into codebook.md and codebook.json and flags coded…

200以上のファイル形式に対応した探索的データ分析（EDA）スキル。 「データを分析して」「EDAして」「ファイルの中身を調べて」等のリクエストで発動。 ファイル自動検出、品質評価、統計サマリー、可視化推奨を含むレポート生成。

DEPRECATED: The base model handles document condensation and summarization natively at high quality. This skill no longer provides meaningful uplift. Retained for reference only.

Expert evaluator for Prometheus label strategy on Grafana Cloud. Audits, designs, and improves label schemas using cardinality scoring, access-pattern alignment, static vs. dynamic label rules,…

Self-hosted semantic memory for AI agents via MCP. Save worklogs, decisions, and notes, then recall them across sessions by meaning, not keyword. Postgres + pgvector with auto-tagging.

AI-first testing methodology where autonomous agents plan, generate, execute, and maintain test suites with minimal human intervention, covering agent orchestration, feedback loops, and intelligent…

企业效能数据查询（效能概览、节省预算/时间、低代码学习与认证成果、明细报表、通知群）。 触发词：「企业效能」「corpEfficiency」「效能数据」「低代码学习成果」「效能分析明细」。

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…

Secular technology trends, technology adoption cycle, disruption risk, AI impact analysis, digital transformation, industry 4.0 trends, technology moat, innovation trajectory, R&D effectiveness, tech…

Automated and marker-guided single-cell cell type annotation using CellTypist, marker review, reference transfer, and confidence-aware label curation.

Guides use of AWS messaging and streaming services. Covers Amazon SQS, Amazon SNS, Amazon EventBridge, Amazon MQ, Amazon Kinesis Data Streams, Amazon Data Firehose, Amazon Managed Service for Apache…

Display Claude MPM system status

Query and analyze Logfire telemetry data — traces, logs, spans, metrics, summaries, and SQL results. Use this skill when the user asks to "query logfire", "search traces", "find logs", "query data",…

Detect or scaffold the standard ML workspace layout. Cookiecutter only: directories, README.md files, and src/<pkg>/ stubs. After a first scaffold, turn executed notebooks and the documentation site…

Use when asked "plan our content strategy" or to decide what to publish, refresh or stop. Suede AI maps audience questions, pillars, topic clusters, AI answer gaps and original-data assets to…

Answer data questions -- from quick lookups to full analyses

Audits and fixes technical SEO, researches search demand, creates content briefs, and measures SEO/AEO performance. Use when asked to "audit SEO", "fix indexing", "improve AI visibility", "check…

Google Analytics 4 configuration and data-quality audit — key events, data streams, custom dimensions, attribution, retention, PII, Ads link, BigQuery export

Installs and configures intelligent-textbook infrastructure - scaffold a brand-new MkDocs Material textbook (init textbook), install any of 41 features (math, mascot, learning graph viewer, Google…

Inspect and debug live ROS 2 robot state with RViz2.

Local expo-sdk documentation reference (55). Expo SDK API reference documentation. Use for Expo module APIs, native module interfaces, and SDK-specific API details.

Query the CELLxGENE Census (61M+ cells) programmatically. Use when you need expression data across tissues, diseases, or cell types from the largest curated single-cell atlas. Best for…

Runs FASTQ-to-VCF germline and somatic variant calling via the Nextflow nf-core/sarek pipeline pinned to -r 3.10.0 — builds the samplesheet.csv (patient, sex, status, sample, lane, fastq_1, fastq_2),…

A collection of specialized AI agent personalities for Claude Code, Cursor, Aider, Windsurf, and other AI coding tools — covering engineering, design, marketing, sales, and more.

Conducting user research: interview guides, usability test plans, qualitative analysis, persona creation, journey mapping. Use when research design or analysis is needed; complements Echo.

专业深度研究与报告生成技能。支持企业竞争分析、产品竞争分析、行业分析、市场规模/竞争格局、AI大模型厂商、AI工具学习指南等领域。基于 Agent 内置 `web_search` + `web_fetch`（无需 API key），三阶段工作流（主题确认→框架生成→报告输出），运用PESTEL、SWOT、波特五力、商业模式画布等经典咨询研究模型，输出精美的深蓝色政务风格 HTML 与…

Interview a user to discover a concrete GTM problem or manual task, recommend the right installed Deepline skill, prebuilt Play, recipe, or tool, confirm the plan and org, then start the chosen…

Every Datto RMM API operation, plus a local SQLite fleet store and fleet-wide analytics no other Datto tool has. Trigger phrases: `datto rmm stale devices`, `which endpoints have antivirus disabled`,…

PDF manipulation toolkit. Extract text/tables, create PDFs, merge/split, fill forms, for programmatic document processing and analysis.

Guides agents through regulated-data security and compliance workflows for PII, PCI, HIPAA, PHI, and similar obligations. Use when data products handle sensitive fields, regulated records, control…

Build and repair batch and streaming pipelines that can be run twice without lying — lineage, event-time windowing, late arrivals, re-runnable writes and bounded backfills. Use when writing or fixing…

Use when writing any custom database query in WordPress with $wpdb — get_results, get_var, get_row, query, or building WHERE/IN/LIKE/ORDER BY clauses. Uses $wpdb->prepare() with correct placeholders…

Guided statistical modeling for user-provided sports data: selecting models for binary, continuous, and count outcomes; assumption checks; effect sizes; time-aware inference; GLM diagnostics; and…

Model-Driven Apps Development. Use when: building Model-Driven Apps, forms, views, business rules, site map, command bar customization, custom pages, embedded Canvas Apps, subgrids, role-based form…

Experimental DryUI mobile-first fixture skill for image-to-app layout tests. Use when testing stage 1 page classification, stage 2 compact DryUI implementation, and stage 3 build/visual repair.

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…

Use when working on Shopware 5 — Enlight architecture, SW 5.2+ plugin structure, the Enlight event and hook system, Smarty templates, and the key differences from Shopware 6. Triggers on Enlight,…

Creates specs before coding. Use when starting a new project, feature, or significant change and no specification exists yet. Use when drafting a PRD or requirements document with objectives and…

Creates, analyzes, and visualizes complex networks and graphs in Python with NetworkX. Use when working with network/graph data structures, computing graph algorithms (shortest paths, centrality,…

Compile documents, notes, web content, transcripts, research materials, or code repositories into an evidence-grounded, visualization-ready knowledge graph with semantically typed entity nodes,…

Microsoft Azure expert for az CLI, AKS, App Service, and cloud infrastructure

Use when installing or configuring the OpenSearch extension for KubeSphere, which provides distributed search and analytics engine for storing logs, events, auditing, and notification history