Data Analysis AI Skills

Author, validate, publish, and test Power BI paginated reports in the RDL format. Automatically invoke when the user mentions "paginated report", "RDL", ".rdl", "Report Builder", "Power BI Report…

This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for training region embeddings (Region2Vec, BEDspace), single-cell ATAC-seq analysis…

Use when user wants to create a new Next.js 15 project (Todo/Blog/Dashboard/E-commerce/Custom domain) with App Router, ShadCN, Zustand, Tanstack Query, and modern Next.js stack

Installing and using common Python packages in SkillBench containers. Covers scientific computing, data analysis, and file format libraries.

Builds and modifies dbt models, writes SQL transformations using ref() and source(), creates tests, and validates results with dbt show. Use when doing any dbt work - building or modifying models,…

Create original surveys, benchmarks, and aggregated data nobody else has. Automate data collection for content moats. Triggers on: "create original data", "proprietary data", "survey design",…

Internal genjutsu module - the reflexes a model falls into when nothing asked for them (invented data, decorative filler, converged layouts, hollow copy), each named by its evidence and a question…

Create HTML dashboards with KPI metric cards, bar/pie/line charts, progress indicators, and data visualizations. Use when users request dashboards, metrics displays, KPI visualizations, data charts,…

Multi-channel demand generation, paid media optimization, SEO strategy, and partnership programs for Series A+ startups. Includes CAC calculator, channel playbooks, HubSpot integration, and…

Inspect a supplied dataset for missing values, duplicates, inconsistent units, and limits on analysis.

Fine-tune public CodonFM Encodon checkpoints on labeled coding-sequence or coding-variant data using LoRA, head-only, or full fine-tuning. Use when a user explicitly asks to fine-tune CodonFM or…

External 1C knowledge — platform syntax reference, the platform-capability check before a custom specialized mechanism, БСП / SSL APIs, routed standards, file-format specs, ITS docs — via the docs,…

Use when you need to generate Java project diagrams — including UML sequence diagrams, UML class diagrams, C4 model diagrams, UML state machine diagrams, UML Deployment Diagrams, ER (Entity…

Feature construction from market data for ML trading models including price, volume, on-chain, and microstructure features

Use this skill when the user says 'scope of work', 'SOW', 'define scope', 'project scope', 'write SOW', 'scope document', or is defining project boundaries, deliverables, and acceptance criteria for a…

Defines right metrics using North Star framework, AARRR, and leading vs lagging indicators. Use when choosing metrics, instrumenting products, creating dashboards, or distinguishing vanity metrics…

Python image processing for microscopy and bioimage analysis. Read/write images, filter (Gaussian, median, LoG), segment (thresholding, watershed, active contours), measure region properties, detect…

Databricks SQL (DBSQL) advanced features and SQL warehouse capabilities. This skill MUST be invoked when the user mentions: "DBSQL", "Databricks SQL", "SQL warehouse", "SQL scripting", "stored…

Install and operate the agent-browser CLI for interactive pages, forms, dashboards, and multi-account media workflows.

TRIGGER THIS when preparing interviews, planning hiring processes, creating interview questions, building evaluation frameworks, developing interviewer guides, or standardizing interview approaches.…

Profile and debug Hermes sessions from their JSONL transcripts. Find a session and its subagents, build a queryable event table, summarize the work as a hierarchical table of contents, break down wall…

Парсинг публичных Telegram-каналов через веб-превью t.me/s/. Посты, метрики, аналитика, дайджесты, конкурентный анализ. Cache-first подход для гигиены контекстного окна. Triggers: telegram канал,…

Use when writing a funding-rate-driven perp strategy on Superior Trade — anything described as funding harvest, funding arbitrage, funding rate carry, negative funding, paid to long, paid to short,…

Process large datasets with Doctrine (ORM 3 toIterable, flush+clear, bulk DQL) and memory management

Guides through installation, configuration, and first-time setup of the Claude Patent Creator system.

Frames product design problems before solutions exist. Synthesizes research, sizes opportunities, defines hypotheses, scopes projects, and maps customer journeys. Use this skill for new project…

帮助用户把零散护理文献组织成有主线的综述。用于叙述性、范围或系统综述的选型、方案设计、证据整理、写作与修订，根据已提供的研究问题、检索记录和研究材料，交付综述方案、证据矩阵和中英文段落草稿；不把未执行的检索、人工筛选或质量评价写成已完成。

Multi-Agent Project Manager orchestration - delegation patterns, agent types, and verification protocol

Use when a published goldset is ready to become executable graders and configs — Python graders and metrics with auto-run unit tests verifying grader correctness.

Literature research for an ML methodology concern. Trigger when explore-ml-data or build-ml-pipeline load this skill. Not for routine profiling or a single API signature — use `api get` for symbols.…

When the user wants traffic data, conversion tracking, user behavior on location pages, GBP traffic attribution, or geographic traffic patterns. Trigger on "Google Analytics," "GA4," "traffic,"…

Refactor a bloated dbt model on Snowflake safely and produce a quantified before/after report that explains **which qualities improved and why** — not just raw deltas. Extends the standard refactor…

Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Assistant needs to work with spreadsheets (.xlsx, .xlsm, .csv,…

Assessor de Chief Data Officer (CDO) para estratégia de dados, governança, arquitetura de plataforma de dados, qualidade, LGPD e monetização. Use ao definir estratégia de dados corporativa, desenhar…

Data visualization, report generation, SQL queries, and spreadsheet automation. Transform your AI agent into a data-savvy analyst that turns raw data into actionable insights.

Consolidate topic modeling outputs (BERTopic, LDA, NMF) into theory-driven classification frameworks. Use for topic finetuning, topic consolidation, reclassification, outlier handling, or updating…

Manage Instagram professional accounts via the Hyper MCP — publish photos, Reels, Stories, and carousels; moderate comments and mentions; send Direct Messages; pull account and media insights. Uses…

Coordinates an active production incident by establishing command, reducing blast radius, preserving evidence, communicating verified impact, restoring service, validating recovery, and creating owned…

CQO (Jim Simons)｜需要量化假设设计、回测与复现、模型评估与独立复核、组合风险控制或实验预登记时调用。 不适用：需要资本配置与预算决策、实盘下单或交易执行、经营现金流与利润预测，或问题缺少可复现数据与量化口径。

Act as the team's Scrum Master of record, or copilot to a human one: plan sprints, run daily pulses, close sprints, prepare and follow up retrospectives, track and escalate impediments, and detect…

Build, review, debug, and automate ParaView post-processing and visualization workflows. Use when working with ParaView readers, filters, color maps, screenshots, state files, pvpython or pvbatch…

Visual progress reporting — progress bars, done / in-progress / remaining checklists, and completion estimates so a non-technical user always knows where the build stands. Transparency without…

Draft a provider-side Data Processing Agreement from the bundled DOCX template after structured intake covering party roles, processing details, security, subprocessors, incidents, audits, deletion,…

Sets up and optimizes Managed PostgreSQL on Render—connection strings (internal vs external), creation constraints, storage autoscaling, connection limits, high availability, read replicas, backups,…

Design schemas, write queries for MongoDB and PostgreSQL. Use for database design, SQL/NoSQL queries, aggregation pipelines, indexes, migrations, replication, performance optimization, psql CLI.

Parse and write FCS (Flow Cytometry Standard) files v2.0-3.1 with FlowIO — extract event data as NumPy arrays, read $-keyword metadata and channel/parameter definitions, and convert events to CSV or…

Turn market and customer evidence into product questions worth investigating - for a product area or a roadmap under review - without treating competitor features as a roadmap. Establishes what…

Profile datasets for schema, distributions, nulls, cardinality, outliers, relationships, and data quality.

Use this skill when the user asks to "analyze AI errors", "error analysis for our AI feature", "open coding", "axial coding", "analyze model failures", "categorize AI mistakes", "find patterns in bad…

Build a GTM metrics system for SaaS: funnel conversion, pipeline velocity, win rates, CAC, payback, NRR, sales efficiency, growth accounting, and executive dashboards. Use when creating metrics…

Moves recurring DevOps and operational work out of individual memory, manual execution, ticket queues, and team-local practice into documented procedures, repo standards, shared platforms,…