Data Analysis AI Skills

Cold-read the artifact you're focused on from a fresh, zero-context sub-session to confirm it stands on its own — a shower-thought reset for accumulated session bias. Use when a long session has worn…

Generate product requirements documents with optional publishing to Confluence or other wiki platforms

Generate read-only MongoDB queries (find) or aggregation pipelines using natural language, with collection schema context and sample documents. Use this skill whenever the user asks to write, create,…

Shotgun metagenomics profiling — taxonomy, resistome, and functional pathways

Assemble a submission-ready writer package from final method, result, robustness, figure, and human-decision artifacts, then freeze approved numerical claims with provenance.

Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.

Create or update the feature specification from a natural language feature description.

Architecture and component diagrams as HTML/SVG (dark-themed)

Data architecture patterns (warehouse, lake, lakehouse, mesh), ETL/ELT pipelines, streaming architectures, scaling strategies, and schema design patterns

Spreadsheet toolkit (.xlsx/.csv). Create/edit with formulas/formatting, analyze data, visualization, recalculate formulas, for spreadsheet processing and analysis.

Use when analyzing experimental results, validating comparisons, generating paper-ready results text, or turning model-evaluation outputs into figures, tables, and defensible claims.

Fetches and extracts payloads from PayloadsAllTheThings on demand. Bake into executor prompts for live payload enrichment.

SAP Datasphere development skill with 3 specialized agents, 5 slash commands, and validation hooks. Use when building data warehouses on SAP BTP, creating analytic models, configuring data flows and…

Use when establishing measurement frameworks, dashboards, and optimization rhythms for live campaigns.

Time of day and atmosphere in Blender 5.2 - measured sky + sun for dawn, morning, noon, golden hour, sunset, blue hour, overcast, night/moonlight with stars and city glow, exposure balance, height fog…

Design research plans and paper architectures. Given a research topic or idea, generate structured plans with methodology outlines, paper structure, dependency-ordered task lists, UML diagrams, and…

PHP Web 源码 SQL 注入漏洞审计工具。从源码中识别所有 SQL 执行点并分析注入风险，输出可利用性分级、PoC 与修复建议（禁止省略）。

Use when building vector retrieval with DashVector using the Python SDK. Use when creating collections, upserting docs, and running similarity search with filters in Claude Code/Codex.

Generates production-grade Appium mobile automation scripts for Android and iOS in Java, Python, or JavaScript. Supports real device and emulator testing locally and on TestMu AI cloud with 100+ real…

밤밤의 네이버 블로그(bam_bam_2)에 올릴 여행/장소 후기 글을 쓸 때 사용. 사용자가 사진·일정·경비 등 재료를 주면 이 스킬의 기준대로 초안을 만들어 승인받는다. 워케이션 후기, 숙소/카페/맛집 후기, 서포터즈·기자단 원고도 포함.

Validate CWICR data quality and estimate inputs. Check for errors, inconsistencies, outliers, and missing data.

Evaluate Claude Code rules in .claude/rules/. Use for frontmatter, globs, and quality audits.

Generate/create/write PromQL queries, metric expressions, alerting rules, recording rules, Prometheus dashboards.

Localize Amazon listings, search terms, advertising copy, images, and video for a target marketplace by combining verified product facts, native-language search evidence, cultural context, policy, and…

Data engineering knowledge reference covering Airflow, Dagster, Kafka Streams, Flink, dbt, and data quality patterns. Use when building data pipelines, ETL workflows, stream processing, or data…

Test LLM, RAG, MCP, and agentic systems end to end. Build golden datasets, run deterministic checks and LLM judges, score retrieval, probe prompt injection, verify tool use, and gate CI on thresholds.…

Display session efficiency report showing token savings, cache performance, and optimization recommendations. Use when user asks "show my stats", "how efficient am I?", "show session metrics", or…

创建自定义展示页面（display 类型）并返回 pageId（即 formUuid）；仅当目标 page 缺失且用户意图允许新增页面时使用。

Use when designing or auditing AISTATS experiments, simulations, baselines, statistical tests, uncertainty estimates, ablations, random seeds, hyperparameters, compute, dataset handling, and…

Mass spectrometry proteomics QC, quantification, comparative analysis, and export for DDA, DIA, and protein-level result tables.

Runs time series machine learning with the aeon library — classification, regression, clustering, forecasting, anomaly detection, segmentation, and similarity search via scikit-learn compatible APIs.…

Define implementation contracts (APIs and data models) that developers will build against during PRD v0.6 Architecture. Triggers on requests to define APIs, design database schema, create data models,…

Expert knowledge for Azure Event Hubs development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations &…

Session owner: list installed entry skills and ask which to run. Load a skill without asking only when the request is certain to be that skill. Trigger on an ambiguous request, a finished stage, a…

When the user wants to create local SEO reports, track local ranking performance, set up reporting dashboards, or communicate results to clients. Also use when the user mentions "local SEO report,"…

Jupyter notebook and kernel operations — start kernels, execute cells programmatically, export, and data analysis patterns.

Performance analysis, profiling techniques, bottleneck identification, and optimization strategies for code and systems. Use when the user needs to improve performance, reduce resource usage, or…

QA an analysis before sharing -- methodology, accuracy, and bias checks

Run Neo4j Graph Analytics algorithms (PageRank, Louvain, WCC, Dijkstra, KNN, Node2Vec, FastRP, GraphSAGE) directly inside Snowflake without moving data. Use when running graph algorithms against…

Weekly GA4 check — sessions, users, key-event conversions, revenue, channel mix — with week-over-week deltas and tracking-break alerts

Comprehensive market research and analysis skill. Use when sizing markets, conducting competitive analysis, generating professional market research reports, analyzing consumer behavior, or identifying…

Read and normalize GA4 properties, metadata, standard reports, and realtime reports through any compatible Runx connector, preserving the measurement caveats an operator needs before turning analytics…

Create and manage production Grafana dashboards for real-time visualization of system and application metrics. Use when building monitoring dashboards, visualizing metrics, or creating operational…

Choose proportional evidence for robotics software before claiming it works.

Data science and analytics expertise for statistical analysis, machine learning pipelines, data governance, business intelligence, predictive modeling, and analytics strategy. Use when building ML…

Query the Cancer Dependency Map (DepMap) for cancer cell line gene dependency scores (CRISPR Chronos), drug sensitivity data, and gene effect profiles. Use for identifying cancer-specific…

Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data processing pipelines.

Verify that every reference in a manuscript really exists and matches its metadata, catching hallucinated, corrupted or mismatched citations before submission. Use when checking a .bib file or…

Analyze cross-channel campaign data, quantify uncertainty, and propose evidence-labeled budget tests without overstating causality.

Use when: 需要验证产品优化效果、进行数据驱动的A/B实验决策、评估功能改动的因果影响 Do NOT use when: 改动无法量化测量、样本量不足、不需要严格统计验证

Run differential gene expression analysis on bulk RNA-seq count matrices with PyDESeq2, the Python port of DESeq2 — size-factor normalization, dispersion estimation, Wald tests, FDR…