Data Analysis AI Skills
5,873 open-source Data Analysis AI skills that teach any AI model a new workflow.
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AI skills directory results
Tailored Resume Generator
Analyzes job descriptions and generates tailored resumes that highlight relevant experience, skills, and achievements to maximize interview chances
Data Availability
Use when drafting, auditing, or revising Data Availability statements, repository plans, accession-number placement, source-data coverage, or restricted-data wording for journal submission or…
Promote
Generate X/Twitter release promotion posts with ASCII tables and CodeSnap rendering. Use when writing release posts, promotion tweets, plugin announcements, or preparing social media content for new…
Content Pattern Analyzer Sms
When the user wants to find patterns in what content works and what doesn't. Also use when the user mentions 'what's working,' 'content patterns,' 'best topics,' 'best format,' 'best time to post,'…
Recall
Load context from vault memory. Temporal queries (yesterday, last week, session history) use native JSONL timeline. Topic queries use QMD BM25 search. "recall graph" generates interactive temporal…
Modsmith
Patterns, cost review and ready templates for Claude Mods (Claude Code plugins whose behaviour is a function-hooks module). Adds what the built-in mod authoring does not: proven designs…
Analysis Documentation
Structured, reproducible analysis documentation. Use when documenting analysis findings, creating analysis notebooks, ensuring reproducibility, or building analysis archives for future reference.
Visactor Map3d Dashboard
创建富有立体感的三维地图 Dashboard,在地球上分析地域差异,联动证据、记录与后续行动。用于明确的三维地图或地球需求。Powered by VisActor。
Airflow
Queries, manages, and troubleshoots Apache Airflow using the `af` CLI. Use when working with anything related to Airflow - a DAG, a DAG run, a task log, an import or parse error, a broken DAG, or any…
Copy Editing
When the user wants to edit, review, or improve existing marketing copy. Also use when the user mentions 'edit this copy,' 'review my copy,' 'copy feedback,' 'proofread,' 'polish this,' 'make this…
Code Debugging
Debug experiment code with structured error analysis. Categorize errors, apply targeted fixes with retry logic, and use reflection to prevent recurring issues. Use when experiment code fails or…
Ieee Paper Reader
Read, decompose, and analyze IEEE-style papers using routed technical-reading workflows. Use when extracting problem setting, object-method-condition logic, contributions, method pipeline, equations,…
Archviz
Architectural visualization in Blender for interiors/exteriors with real-world scale, camera composition, PBR materials, and still/animation delivery via MCP.
Single Cell Annotation
Best practices for single-cell RNA-seq cell type annotation including marker-based, reference-based, and automated classification approaches.
App Release
End-to-end pipeline for releasing an iOS / watchOS app to TestFlight and the App Store. Use when the user wants to publish, ship, or release an iOS/watchOS app, get a build onto TestFlight, archive…
Cto Advisor
Technical leadership guidance for engineering teams, architecture decisions, and technology strategy. Includes tech debt analyzer, team scaling calculator, engineering metrics frameworks, technology…
Aws Cost Operations
AWS cost optimization, monitoring, and operational excellence expert. Use when analyzing AWS bills, estimating costs, setting up CloudWatch alarms, querying logs, auditing CloudTrail activity, or…
Databricks Agent Bricks
Create Agent Bricks: Knowledge Assistants (KA) for document Q&A and Supervisor Agents for multi-agent orchestration (MAS).
Summary
Use this for a quick summary of a research paper's core ideas and key points. Use when you want to quickly understand a paper without deep study materials. Triggers on PDF paths, arXiv URLs, or paper…
Author Strategy
Use when analyzing a researcher's publication record from PubMed. Fetches an author's papers, classifies study types and author position, charts the patterns and writes a strategy report, with an…
Source Code Inspection
Investigate application or repository source code with search_file and read_file to explain behavior, trace root causes of runtime or query errors, and answer with precise file citations.
Nextjs Nextra Starter Distill Zh
蒸馏并应用当前仓库的 Next.js Nextra 启动模板架构、已实现功能、二次开发扩展点与迁移模式。适用于理解本项目、继续二次开发、修改 docs/landing/i18n/theme/auth/UI 行为,或把这些 Next.js 16 + Nextra 4 + Tailwind CSS 4 模式复用到其他项目。
Aa Segment Performance Comparator
Compares the performance of two or more audience segments across key metrics side by side. Use this skill when someone wants to compare audiences or visitor groups — for example, "how do mobile…
Kpi Dashboard
ACTIVATE when building executive dashboards, tracking business metrics, creating executive scorecards, monitoring organizational KPIs, setting up health metrics, building dashboards for real-time…
Langfuse Integration Page
Create a new Langfuse integration page in the langfuse-docs repo. Use this skill whenever the user wants to add, create, draft, or scaffold an integration page, cookbook, or docs page for a new…
Caveman
超压缩通信模式。通过去掉废话、冠词和客套语,在保持完整技术准确性的同时削减约 75% token 用量。 当用户说"caveman 模式"、"简洁模式"、"少废话"、"省 token"、"简短点"或调用 /caveman 时触发。
Data Analysis
Guide a full data-analyst workflow from business question to recommendation. Use when the user says "analyze this data/CSV", wants EDA on a fresh dataset, asks to find patterns in this dataset…
Bollinger Reverter 4h
Use when writing a symmetric Bollinger-band mean-reversion strategy on the 4h timeframe — BB reverter, range trader, chop strategy, ADX<25 mean reversion, band-fade with a minimal_roi ladder.…
Ai Voiceover
The AI narration / voiceover mini-skill (ElevenLabs-led). Use when someone wants an "AI voiceover," "narration," "text-to-speech for a video," "voice for my Reel/Short/explainer," "clone my voice," or…
Reimagine It Infographic
Content-derived infographic poster — reads the source file and builds a statistical poster from the facts already in it. Not a dashboard, not a CV, not an AntV template. Uses common-scale encodings…
Strategy Compare
Compare multiple strategies or directions (long vs short vs both) on the same symbol. Generates side-by-side stats table.
R Style Guide
R style guide covering naming conventions, spacing, layout, and function design best practices. Use when writing R code.
Data Analyst
Analyze structured data (CSV/JSON), find patterns, generate insights, and suggest visualizations. Use for data analysis tasks.
Ai System Testing
Test AI/LLM features that ship in your product. Covers prompt regression testing, response quality evaluation, tool-call validation, hallucination and RAG grounding checks, nondeterministic-output…
Dependency Manager
Visualizes, creates, and diagnoses dependencies between MCP work items. Use when a user says: what blocks this, add a dependency, show dependency graph, why can't this start, link these items, unblock…
Airflow Dag Patterns
Apply airflow dag patterns in reproducible local data workflows with version-aware APIs, explicit assumptions, and validation. Use when the user chooses airflow dag patterns or its strengths fit the…
Mongodb Schema Design
MongoDB schema design patterns and anti-patterns. Use when designing data models, reviewing schemas, migrating from SQL, or troubleshooting performance issues caused by schema problems. Triggers on…
Airflow
Queries, manages, and troubleshoots Apache Airflow using the af CLI. Covers listing DAGs, triggering runs, reading task logs, diagnosing failures, debugging DAG import errors, checking connections,…
Website Finishing Director
Run a structured 5-pass finishing audit on any website before launch — scoring visual polish, technical foundation, UX completeness, content quality, and cross-device readiness on 100 points. Use…
Senior Backend
This skill should be used when the user asks to "design REST APIs", "optimize database queries", "implement authentication", "build microservices", "review backend code", "set up GraphQL", "handle…
Theme Detector
Detect and analyze trending market themes across sectors. Use when user asks about current market themes, trending sectors, sector rotation, thematic investing, what themes are hot or cold, or wants…
Evaluate Ml Pipeline
Evaluate one sklearn-compatible learner with the locked validation scheme and persist structured skore reports. The splitter and any non-default score are already on the DataOp from…
Hwc Stimulus Fundamentals
Cover Stimulus controller fundamentals: lifecycle hooks, values and valueChanged callbacks, targets and target callbacks, outlets, action parameters, keyboard events, and controller architecture…
Developing Incremental Models
Develops and troubleshoots dbt incremental models. Use when working with incremental materialization for: (1) Creating new incremental models (choosing strategy, unique_key, partition) (2) Task…
Genai Hub Prompt Evaluation
Run GenAI evaluations on SAP AI Core: benchmark LLMs and prompts against a test dataset using system-defined and custom (LLM-as-judge) metrics, then retrieve aggregate results. Supports all three…
Factor Mining
Discover alpha factors by running the FactorMiner research engine — the paper-faithful Ralph loop or the enhanced Helix loop (causal validation, regime conditioning, multi-specialist debate,…
Micro Drama Script Studio
Guide short-form episodic script production with consistent beats, character voice, and production-ready outputs.
Status Update Writer
Use when the user asks to write a status update, weekly or monthly update, stakeholder update, project update, standup, status report, or QBR. Do NOT use for writing a PRD or a retro doc — those need…
Geo Toolkit
Parse, convert, geocode, visualize, and measure geographic data. Use for address cleanup, geo file conversion, mapping, and distance workflows.
Data Storytelling
Transform data into compelling narratives using visualization, context, and persuasive structure. Use when presenting analytics to stakeholders, creating data reports, or building executive…
Ddd Domain Interactions
设计构造块间的协作机制:领域事件、领域服务、仓储接口与工厂。

