Data Analysis AI Skills

Understand and operate the homelab's snapshots and backups: how they work on each platform and how to take, list, verify, and restore/roll back safely. Use this whenever the user asks to snapshot,…

Benchmark vLLM or OpenAI-compatible serving endpoints using vllm bench serve. Supports multiple datasets (random, sharegpt, sonnet, HF), backends (openai, openai-chat, vllm-pooling, embeddings),…

Schedule and publish social media posts across X, LinkedIn, Instagram, Facebook Pages, TikTok, YouTube, Reddit, Pinterest, WordPress, Discord, and Telegram. Use when the user wants to post, schedule,…

Analyze datasets and turn them into narrative reports with charts, audits, comparisons, and statistical summaries. Use for exploratory analysis and executive-ready outputs.

Coach structured brainstorming sessions on any topic: diverge on ideas together, then converge on priorities and next steps in a session document. Use whenever the user wants ideas or wants to think…

Maps a business type the user mentions (coffee shop, restaurant, e-commerce, clinic, gym, hotel, school and more) to its industry-standard feature set — POS, inventory, orders, booking, reports, staff…

This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, segmentation, and similarity search. Use when working…

Writes and reviews native-quality Vietnamese (vi-VN) educational, school, academic, and EdTech communication — K-12 report-card remarks and học bạ entries, sổ liên lạc entries and school-to-parent…

Investigate data incidents and find root causes using Monte Carlo's observability data. Guides the agent through systematic investigation: alert lookup, lineage tracing, ETL checks, query analysis,…

UX design expert for auditing and redesigning pages, dashboards, and data-heavy interfaces. Use /ux-expert when you want a professional UX review of an existing page, a redesign proposal with…

Build a dated, court-sourced table of every rule that actually binds one filing on one subject, across all four layers that can carry one — national or statutory, court-wide, the individual judge, and…

Authors and validates render.yaml Blueprints for Render infrastructure. Use when the user needs to write or edit a render.yaml, wire services together with fromDatabase/fromService/fromGroup, set up…

Write Python code in n8n Code nodes. Use when writing Python in n8n, using _input/_json/_node syntax, working with standard library, or need to understand Python limitations in n8n Code nodes. Use…

Create effective data visualizations with Python (matplotlib, seaborn, plotly). Use when building charts, choosing the right chart type for a dataset, creating publication-quality figures, or applying…

Build, slice, concatenate, read, and write AnnData annotated data matrices (obs, var, X, layers, obsm, uns) — the scverse data STRUCTURE, not an analysis pipeline. Use when creating or wrangling…

Use when initializing Sentio projects, writing blockchain processor code, adding contracts/ABIs, testing processors, or deploying to the Sentio platform. Triggers on sentio CLI usage, processor…

ETL workflow patterns, data pipeline architecture, and ingestion strategies for Somali dialect classifier. Covers source integration, transformation logic, staging patterns, and load strategies.…

Guides DAG construction and causal identification through structured conversation. Generates dagitty (R) or DoWhy (Python) code for adjustment sets, testable implications, and visualization. Use when…

Quality-check data analysis for joins, metrics, denominators, date ranges, leakage, and statistical pitfalls.

Data analysis and statistical computation. Use when user needs "数据分析/统计/计算指标/数据洞察". Supports general analysis, financial data (stocks, returns), business data (sales, users), and scientific research.…

This skill should be used when working with GDAL command line tools for raster and vector geospatial processing. Covers inspection, reprojection, clipping, raster conversion, mosaics, tiling,…

Behavior-Driven Development with Gherkin specifications and black-box testing. Use when working with BDD projects, writing feature files, implementing step definitions, or designing acceptance tests…

Quantum-resistant, self-learning version control for AI agents with ReasoningBank intelligence and multi-agent coordination

Use when compaction score is sustained above 100, imports are failing with 'too many versions', or query MERGE time is elevated. Covers three root causes: import rate exceeding cumulative compaction…

为文章生成配图。分析文章结构，判断哪些位置需要什么类型的插图（infographic/flowchart/comparison/framework/timeline/scene），生成 prompt 并调用 image-gen 生成图片，最后插入文章。当用户说"配图"、"给文章加插图"、"生成文章插图"、"illustrate this…

Answer AI citation and answer engine optimization (AEO) questions in PostHog: whether AI answer engines (ChatGPT, Claude, and an Exa retrieval baseline) cite the project's site for its tracked…

Quality-check data analysis for joins, metrics, denominators, date ranges, leakage, and statistical pitfalls.

Generate a comprehensive summary report of the latest experiment including metrics, plots, and comparison with baseline. Use this after training and evaluation to create a shareable experiment…

Run bounded, evidence-driven training research through W&B Launch: assess project readiness, establish launchable code and queue capacity, smoke-test real jobs, execute serial trials, compare metrics,…

Validate database schema integrity and check for common issues

Provides expert-level analysis and diagnosis for Google Ads campaigns. Use this skill to interpret performance data via GAQL, diagnose Quality Score and Impression Share issues, evaluate Smart Bidding…

Rate a SkillNote skill after using it in Codex. Called after applying a skill to record a 1-5 rating and outcome.

Analyse Kafka consumer group lag using the Lenses MCP server. Diagnoses lag causes (throughput bottlenecks, rebalancing, partition skew, stalled consumers) and suggests remediation. Use when user says…

Generate and configure DevExpress Blazor Charts (DxChart, DxPieChart, DxPolarChart) for common chart types (line/bar/area/pie/donut/scatter/bubble/financial), data binding, axes, series, labels,…

Use when a new source is connected or a source changes how it delivers, to write the data contract with the source system, the format, the schema, the quality rules, the delivery, the owner and the…

Use when designing, operating or reviewing data pipelines, scheduled/cron jobs, backups and restores, or data integrity protections — pipeline SLOs, idempotency, handling stragglers and hot spots,…

Interactive visualization library. Use when you need hover info, zoom, pan, or web-embeddable charts. Best for dashboards, exploratory analysis, and presentations. For static publication figures use…

Set up and audit a dedicated European ISP proxy workflow for Claude on Windows, including transparent referral disclosure, current-price checks, account-environment consistency, a clean extension-free…

Use when the user wants to post or schedule to Instagram through Publora: a single image, a 2-10 image carousel, a Reel or a Story. Requires a Business account and an image or video; text-only posts…

Build a MotherDuck dashboard as a Dive, choosing the analytical story, metrics, and section queries.

coingecko should become a local, searchable operational workspace, not only an endpoint wrapper. Use for 4 operation/source entries against https://api.coingecko.com.

Design VictoriaMetrics stream aggregation rules to reduce cardinality, sample frequency, or query load. Use whenever the user wants to apply, plan, or troubleshoot stream aggregation…

管理数字员工的登记、授权、上下线和运行指标。

Evidence-based competition workflow for CUMCM, MCM/ICM, Diangong and custom modeling contests, including requirements, actual runs, independent validation, papers, team handoff and submission audit.…

Use when 高教社杯/CUMCM 数学建模任务需要实现计算、复现结果、生成表图、验证求解器输出、更新登记表，或发现建模交接中不能凭空补全的缺口。

Use when cutting a release, writing a CHANGELOG entry, or summarizing what changed since a tag — when the repo's commits follow (or mostly follow) Conventional Commits and a mechanically-accurate…

Expert knowledge in AI/ML development, model deployment, and MLOps practices

Use this skill when reading sensor data from CSV files, writing simulation results to CSV, processing time-series data with pandas, or handling missing values in datasets.

Turn profile.json into a deterministic cleaning plan, execute only the planned operations, and prove byte-for-byte reproducibility. Additive-only.

Help users create and run AI evaluations. Use when someone is building evals for LLM products, measuring model quality, creating test cases, designing rubrics, or trying to systematically measure AI…

Reports the JoomPulse opportunity level (low, medium, high) for one category on Mercado Livre (Brasil) or Shopee Brasil, with that month's snapshot — estimated revenue and sales, sellers, listings,…