Data Analysis AI Skills

When the user wants to build GTM automation with code, design workflow architectures, use AI agents for GTM tasks, or implement the 'architecture over tools' principle. Also use when the user mentions…

Phylogenetic tree toolkit (ETE). Tree manipulation (Newick/NHX), evolutionary event detection, orthology/paralogy, NCBI taxonomy, visualization (PDF/SVG), for phylogenomics.

Django architecture patterns including DRF, ORM optimization, signals, middleware, and project structure

PHP 源码序列化与模板类漏洞审计。当在 PHP 白盒审计中需要检测反序列化、XML 解析或模板注入漏洞时触发。 覆盖 3 类风险: PHP 反序列化(unserialize/phar 反序列化/POP 链构造)、 XXE(XML 外部实体注入/libxml 配置)、SSTI(模板注入/Twig/Blade/Smarty 引擎)。 需要 php-audit-pipeline 提供的数据流证据。

Registry fallback entry point for the VidSeeds.ai MCP connector. Use the bundled domain skills for setup, efficiency, thumbnails, projects, analytics, local video, and publishing workflows.

Set up and run rank tracking using Ahrefs MCP: pick the right keywords to track, segment them by purpose, set baselines, and define alert thresholds. Use this skill when starting a new tracking…

Windows services: list, start, stop, restart, configure (PowerShell)

Trajectory inference and cell fate mapping for single-cell and spatial transcriptomics: PAGA graph + diffusion pseudotime (no velocity needed), scVelo RNA velocity (stochastic / dynamical, from…

Handle CSV files from construction software exports. Auto-detect delimiters, encodings, and clean messy data.

Product management frameworks for business cases, market analysis, strategy, prioritization, OKRs/KPIs, personas, requirements, and user research. Use when building ROI projections, competitive…

Industrial anomaly detection methods and benchmark papers

Model, forecast, and interpret volatility using time-series models and options-implied measures. Use when the user asks about EWMA, GARCH models, implied volatility, volatility surfaces, volatility…

Write and publish single posts on Meta's Threads — the Threads format-execution skill. Use when someone wants a "Threads post," to "post to Threads," grow on Meta's Threads, or publish a Threads post…

Queries the OFR (Office of Financial Research) Hedge Fund Monitor API for time series on hedge fund size, leverage, counterparties, liquidity, complexity, and risk management, including SEC Form PF…

Database-level data-plane diagnostics for Aurora MySQL and Aurora PostgreSQL. Executes predefined read-only health check queries via RDS Data API to analyze buffer pool, connections, locks,…

Search and retrieve preprints from arXiv via the Atom API by keywords, authors, arXiv IDs, date ranges, or subject categories. Use when finding or fetching papers in physics, mathematics, computer…

Orchestrate an explicit Mémoire canvas workflow across design inspection, planning, generation, and verification. Use only when the user requests Mémoire orchestration; do not use as a default session…

Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery,…

Generates Python code using BigQuery DataFrames (BigFrames), the pandas/scikit-learn-style API over BigQuery. Use when writing BigFrames code or doing pandas-style dataframe/ML work against BigQuery…

Track ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic ML lifecycle platform

When the user wants to define GTM metrics, build a metrics dashboard, measure pipeline efficiency, or track AI product performance. Also use when the user mentions 'GTM metrics,' 'revenue latency,'…

Provides context about the Roo Code evals system structure in this monorepo. Use when tasks mention "evals", "evaluation", "eval runs", "eval exercises", or working with the evals infrastructure.…

Browse, slice, and analyze the curated American Reindustrialization directory — with diffs, geo clusters, sector... Trigger phrases: `look up american reindustrialization companies`, `find…

Converts biomedical table content into clear manuscript or presentation narrative by prioritizing meaningful patterns, contrasts, and interpretation boundaries rather than restating every number.

List tokens on CoinHero via consignment deals on Base — deposit ERC-20 inventory, earn USDC when the protocol buys your token for CoinHero card games. Use when a wallet-enabled agent wants to consign…

CLI for VCF/BCF: filter, merge, annotate, query, normalize, compute stats. Core post-variant-calling: quality filtering, multi-sample merging, rsID annotation, genotype extraction. Samtools companion…

Profile construction data to understand characteristics, distributions, quality metrics, and patterns. Essential for data quality assessment and ETL planning.

Evaluate interface complexity by measuring information density, decision points, visual hierarchy, and task completion paths to reduce user cognitive burden.

Cloudflare Durable Objects for stateful coordination and real-time apps. Use for chat, multiplayer games, WebSocket hibernation, or encountering class export, migration, alarm errors.

Report what the AWS DevOps Agent itself costs to run, and where that cost comes from, per Agent Space and per role on demand in chat or on a schedule through a custom agent. Use this skill when a user…

Query BindingDB for measured protein-ligand binding affinities (Ki, Kd, IC50, EC50) via its keyless REST API or the full TSV download, searching by target (UniProt ID), compound (SMILES), or pathogen.…

Help HR teams measure, improve, and develop manager effectiveness across the organization. Use when asked to assess manager effectiveness, improve manager quality, build a manager effectiveness…

Investigates a session recording by gathering metadata, person profile, same-session events, and linked error tracking issues in one pass. Use when a user provides a recording or session ID and wants…

Structure a product data analysis, metric deep-dive, funnel analysis, or cohort study. Use when asked to analyse product metrics, investigate a drop in conversion, explain a data change to…

Answers a Fulfillment by Amazon (FBA) seller's business-performance questions (inventory health, traffic, and sales) by querying the Selling Partner API (SP-API) analytics operations. Discovers the…

Apply the Gestalt principle of Similarity — elements that share visual attributes (color, shape, size, orientation) are perceived as belonging together, regardless of their physical proximity. Use…

Survey platform integration — import responses from Typeform, Google Forms, SurveyMonkey, Airtable, and CSV exports into Mémoire's research pipeline

Clean training loops with built-in distributed support.

Agent skill for performance-monitor - invoke with $agent-performance-monitor

Plans and audits use of ChicagoHAI HypoGeniC/HypoRefine for LLM-assisted hypothesis generation from labeled text datasets. Use for the `hypogenic` package, its task configs, hypothesis banks, or…

Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing models without retraining, achieving 50% sparsity with minimal accuracy loss, or…

Provides data-retrieval best practices, tool selection guidance, and performant SQL query syntax for BigQuery telemetry across INFORMATION_SCHEMA, Cloud Monitoring, and the REST API. Use when the…

Provides guidance for experiment tracking with SwanLab. Use when you need open-source run tracking, local or self-hosted dashboards, and lightweight media logging for ML workflows.

System metrics, telemetry, and performance monitoring

Modern frontend patterns for React Server Components, performance optimization, and Core Web Vitals

Printing Press CLI for Amplitude. Read-first Amplitude Analytics API surface for exports, cohorts, events, users, and chart-style analytics queries.

Matches your study to appropriate journals based on topic, design, and evidence strength. Use when deciding where to submit a manuscript, comparing journal options by impact factor vs scope fit vs…

Audit data quality across pipelines, warehouses, and stores. Use when designing a DQ program, defining DQ dimensions, building rule-based checks, detecting schema drift, monitoring freshness SLAs, or…

Amazon keyword position monitoring and SERP analysis. Real-time position tracking, competitor movement alerts, search result changes, and keyword performance optimization. Use when the user asks about…

Detect somatic CNVs from WES/WGS/targeted BAMs (CNVkit v0.9.x). Bin coverage in target/antitarget regions, normalize vs reference, segment with CBS/HMM, call amps/dels, scatter/diagram plots,…

Apply computer vision research methods, models, and evaluation tools