Data Analysis AI agent skills

2,858 skills in the archive. Read a skill’s instructions or open its original repository.

• Mlflow

  by @Orchestra-Research

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

• Nemo Curator

  by @Orchestra-Research

  GPU-accelerated data curation for LLM training. Supports text/image/video/audio. Features fuzzy deduplication (16× faster), quality filtering (30+ heuristics), semantic deduplication, PII redaction, NSFW detection. Scales across…

• Ray Data

  by @Orchestra-Research

  Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch, TensorFlow. Scales from single machine to 100s of nodes. Use for batch…

• Verl Rl Training

  by @Orchestra-Research

  Provides guidance for training LLMs with reinforcement learning using verl (Volcano Engine RL). Use when implementing RLHF, GRPO, PPO, or other RL algorithms for LLM post-training at scale with flexible infrastructure backends.

• Experiment Tracking Swanlab

  by @Orchestra-Research

  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.

• Grpo Rl Training

  by @Orchestra-Research

  Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training

• Ray Train

  by @Orchestra-Research

  Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter tuning with Ray Tune, fault tolerance, elastic scaling. Use when training massive…

• Inbox Zero Mcp

  by @elie222

  Search Inbox Zero mail, read threads, create mailbox drafts, and manage automation rules through a remote MCP server. Use when the user wants ChatGPT, Claude, or Cursor to work with their Gmail or Outlook inbox.

• Phoenix Evals

  by @Arize-ai

  Build and run evaluators for AI/LLM applications using Phoenix.

• Phoenix Evals New Metric

  by @Arize-ai

  Create a new built-in classification evaluator for Phoenix evals. Use this skill whenever the user asks to create a new eval, build a new metric, add a new builtin evaluator, create an LLM-as-a-judge metric, or add a new…

• Moviepilot Api

  by @jxxghp

  Use this skill for MoviePilot product operations such as media search, torrent search, downloads, subscriptions, library checks, sites, storage, workflows, schedulers, plugins, filter rules, and system settings. It authorizes…

• Database Operation

  by @jxxghp

  Use this skill when you need to inspect, query, maintain, or carefully modify the MoviePilot database. This skill uses the bundled scripts/mp-db.py helper, which reads MoviePilot local settings itself and never requires database…

• Phoenix Graphql

  by @Arize-ai

  Write efficient GraphQL queries against the Phoenix API. Load this skill in two cases: (1) before composing any non-trivial GraphQL query yourself for data analysis (via the `phoenix-gql` bash command) — it contains schema…

• Evaluators

  by @Arize-ai

  Author or refine a Phoenix evaluator — code or LLM-as-a-judge — that scores a run's output. Trigger when the user wants to create a new evaluator, improve an existing one's logic or rubric, choose labels, or decide what to…

• Monitoring Expert

  by @Jeffallan

  Configures monitoring systems, implements structured logging pipelines, creates Prometheus/Grafana dashboards, defines alerting rules, and instruments distributed tracing. Implements Prometheus/Grafana stacks, conducts load…

• Ml Pipeline

  by @Jeffallan

  Designs and implements production-grade ML pipeline infrastructure: configures experiment tracking with MLflow or Weights & Biases, creates Kubeflow or Airflow DAGs for training orchestration, builds feature store schemas with…

• Sql Pro

  by @Jeffallan

  Optimizes SQL queries, designs database schemas, and troubleshoots performance issues. Use when a user asks why their query is slow, needs help writing complex joins or aggregations, mentions database performance issues, or…

• Fine Tuning Expert

  by @Jeffallan

  Use when fine-tuning LLMs, training custom models, or adapting foundation models for specific tasks. Invoke for configuring LoRA/QLoRA adapters, preparing JSONL training datasets, setting hyperparameters for fine-tuning runs,…

• Pandas Pro

  by @Jeffallan

  Performs pandas DataFrame operations for data analysis, manipulation, and transformation. Use when working with pandas DataFrames, data cleaning, aggregation, merging, or time series analysis. Invoke for data manipulation tasks…

• Spark Engineer

  by @Jeffallan

  Use when writing Spark jobs, debugging performance issues, or configuring cluster settings for Apache Spark applications, distributed data processing pipelines, or big data workloads. Invoke to write DataFrame transformations,…

• Legacy Modernizer

  by @Jeffallan

  Designs incremental migration strategies, identifies service boundaries, produces dependency maps and migration roadmaps, and generates API facade designs for aging codebases. Use when modernizing legacy systems, implementing…

• Database Optimizer

  by @Jeffallan

  Optimizes database queries and improves performance across PostgreSQL and MySQL systems. Use when investigating slow queries, analyzing execution plans, or optimizing database performance. Invoke for index design, query…

• Postgres Pro

  by @Jeffallan

  Use when optimizing PostgreSQL queries, configuring replication, or implementing advanced database features. Invoke for EXPLAIN analysis, JSONB operations, extension usage, VACUUM tuning, performance monitoring.

• Huggingface Vision Trainer

  by @huggingface

  Trains and fine-tunes vision models for object detection (D-FINE, RT-DETR v2, DETR, YOLOS), image classification (timm models — MobileNetV3, MobileViT, ResNet, ViT/DINOv3 — plus any Transformers classifier), and SAM/SAM2…

• Huggingface Trackio

  by @huggingface

  Track and visualize ML training experiments with Trackio. Use when logging metrics during training (Python API), firing alerts for training diagnostics, or retrieving/analyzing logged metrics (CLI). Supports real-time dashboard…

• Hf Cli

  by @huggingface

  Hugging Face Hub CLI (`hf`) for downloading, uploading, and managing models, datasets, spaces, buckets, repos, papers, jobs, and more on the Hugging Face Hub. Use when: handling authentication; managing local cache; managing…

• Huggingface Datasets

  by @huggingface

  Use this skill for Hugging Face Dataset Viewer API workflows that fetch subset/split metadata, paginate rows, search text, apply filters, download parquet URLs, and read size or statistics.

• Hive.Pdf

  by @aden-hive

  Read, write, merge, split, rotate, watermark, encrypt, and OCR PDF files using Python (pypdf, pdfplumber, reportlab, pypdfium2) and command-line tools (poppler-utils, qpdf). Use when the user asks to extract text/tables/images…

• Hive.Error Recovery

  by @aden-hive

  Follow a structured recovery decision tree when tool calls fail instead of blindly retrying or giving up.

• Benchmark Checklist

  by @cursor

  Vet a perf measurement (limiter, tuning, limits, errors, repeatability, relevance, and whether the work happened) before you report or act on it. Use when you run a benchmark or report a speedup or regression you measured.

• Geo Citability

  by @zubair-trabzada

  AI citability scoring and optimization. Analyzes web page content to determine how likely AI systems (ChatGPT, Claude, Perplexity, Gemini) are to cite or quote passages from the page. Provides a citability score (0-100) with…

• Geo Report

  by @zubair-trabzada

  Generate a professional, client-facing GEO report combining all audit results into a single deliverable with scores, findings, and prioritized actions

• Geo Content

  by @zubair-trabzada

  Content quality and E-E-A-T assessment for AI citability — evaluate experience, expertise, authoritativeness, trustworthiness, and content structure

• Custom Investigation

  by @google

  Run a custom investigation: review a chosen slice of conversations instead of a random sample, by writing a SQL selector over the observed agent's telemetry, and optionally narrow what the reviewer reports. Use when a message…

• Agents Cli Aqua

  by @google

  Work with the Ambient Quality Agent (AQuA) added to this agents-cli project: augment the agents-cli agent with AQuA or attach the agent to an AQuA deployed elsewhere, read the quality insights it finds in production…

• Invention Intake

  by @anthropics

  Invention disclosure first-pass screen — novelty, obviousness, §101 eligibility, bar dates, detectability, and strategic value. Use when an invention disclosure comes in and needs triage on whether to pursue a prior-art search…

• Ads Attribution

  by @AgriciDaniel

  Audit cross-platform attribution, conversion definitions, reporting windows, GA4, AdServices and AdAttributionKit, MMPs, browser and server events, offline conversions, and platform reconciliation. Use for attribution audit,…

• Weekly Update

  by @nexu-io

  6-8 页横向滑动周报: 已发布 / 进行中 / 阻塞 / 指标 / 求助

• Experiment Readout

  by @nexu-io

  假设 + 指标 + 结果 + 解释 + 决策, 把 A/B 或产品实验转成行动建议

• Doc Kami Parchment

  by @nexu-io

  暖羊皮纸底 (#f5f4ed) + 墨蓝单色 accent (#1B365D) + 单一衬线字体, 编辑级排印

• Live Dashboard

  by @nexu-io

  Notion 风团队仪表板, KPI + 7 日 sparkline + activity feed + 任务表

• Pm Spec

  by @nexu-io

  问题 + 成功指标 + 范围 + user stories + 设计 + 发布 + 待解决

• Flowai Team Dashboard

  by @nexu-io

  三个 tab 的团队管理后台: 成员、详情、活动日志, 含图表 + CSV 导出

• Dating Web

  by @nexu-io

  消费感配对仪表板: 信号 ticker + KPI + 30 天柱状 + 趋势

• Dashboard

  by @nexu-io

  固定侧栏 + 顶栏 + KPI 网格 + 1-2 张图

• Plannotator Compound

  by @backnotprop

  Analyze a user's Plannotator plan archive to extract denial patterns, feedback taxonomy, evolution over time, and actionable prompt improvements — then produce a polished HTML dashboard report. Falls back to Claude Code…

• Stitch::Code To Design

  by @google-labs-code

  Convert frontend code (Vite, React, Angular, Vue, etc.) to a Stitch Design by chaining static HTML extraction, design system extraction, and file upload. **ALWAYS** use this skill when the user's intent is to move existing web…

• Geo Fundamentals

  by @vudovn

  Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).

• Vr Ar

  by @vudovn

  VR/AR development principles. Comfort, interaction, performance requirements.

• Principle Build The Lever

  by @cursor

  Apply to any non-trivial work, not just bulk work: edits, migrations, analyses, checks. Build the tool that does it or proves it (codemod, script, generator, or a skill your subagents follow) instead of working by hand. The tool…

• Stock Analysis

  by @anbeime

  财务和投资分析师在进行个股研究时，当需要深度研判买卖点与趋势，使用本技能可实时获取行情，计算MACD/RSI等技术指标，精准识别缺口与支撑压力位，智能预测未来3天走势并输出专业操作建议，大幅提升投研决策效率。

• Archify

  by @anbeime

  Create polished, validated architecture, workflow, sequence, data-flow, and lifecycle/state diagrams as explorable standalone HTML with inline SVG, dark/light themes, optional trace motion, and PNG/JPEG/WebP/SVG/WebM export.…

• Tailored Resume Generator

  by @anbeime

  软件开发工程师、产品经理等求职者，在针对特定职位描述投递或跨行转岗时，可一键深度分析岗位需求，自动提取ATS关键词并重组个人经验，快速生成高命中率的定制简历，大幅提升面试邀约率。

• Incremental Excel Build

  by @HKUDS

  Build complex Excel files through staged, verifiable steps with intermediate CSV outputs for debugging

• Excel Debug Extraction

  by @HKUDS

  Iteratively debug Excel structure with exploratory scripts before writing extraction logic

• Excel Creation Fallback

  by @HKUDS

  Use shell_agent as fallback when execute_code_sandbox fails for Excel file operations

• Code Execution Fallback

  by @HKUDS

  Handle code execution failures with fallback strategies and anchored workspace paths

• Fallback Python Execution

  by @HKUDS

  Reliable Python execution workflow when execute_code_sandbox or shell_agent fail

• Fallback Python Shell

  by @HKUDS

  Use run_shell with Python heredoc when execute_code_sandbox or read_file fail

• Code Exec Fallback 266cba

  by @HKUDS

  Fallback workflow for reliable code execution when sandbox fails repeatedly

• Offensive Wifi Recon

  by @SnailSploit

  Wi-Fi reconnaissance methodology — adapter selection, monitor mode and packet injection setup, regulatory domain handling, multi-band airspace mapping, hidden SSID discovery, BSSID/ESSID/channel/PMF/encryption fingerprinting,…

• Seedance Lighting

  by @Emily2040

  This skill should be used when the user asks for lighting design, atmosphere, time of day, color temperature, shadow, reflections, weather light, practical lights, or mood transitions in Seedance 2.0.

• Financial Analysis

  by @kyegomez

  Perform comprehensive financial analysis including DCF modeling, ratio analysis, and financial statement evaluation for companies and investment opportunities

• Data Visualization

  by @kyegomez

  Create effective data visualizations using best practices for clarity, accuracy, and visual communication of insights

• Dwarf Expert

  by @trailofbits

  Analyzes DWARF debug information in compiled binaries. Use when inspecting .debug_* sections, DIE trees, or DW_TAG_/DW_AT_ entries with dwarfdump/llvm-dwarfdump or readelf, verifying debug info with llvm-dwarfdump --verify,…

• User Story

  by @deanpeters

  Create user stories with Mike Cohn format and Gherkin acceptance criteria. Use when turning user needs into development-ready work with clear outcomes and testable conditions.

• Perf Web Optimization

  by @tech-leads-club

  Optimize web performance: bundle size, images, caching, lazy loading, and overall page speed. Use when site is slow, reducing bundle size, fixing layout shifts, improving Time to Interactive, or optimizing for Lighthouse scores.…

• Filesystem

  by @TokenRhythm

  Advanced filesystem operations - listing, searching, batch processing, and directory analysis for Clawdbot

• Rigs

  by @mvschwarz

  Use when the user mentions OpenRig, rigs or the rig command, or wants a team of coding agents (Claude Code, Codex) on their project. That includes installing, setting up, starting or updating OpenRig, seeing or getting back to…

• Product Sense Interview Answer

  by @deanpeters

  Structure a spoken PM product-sense answer with assumptions, segmentation, pain-point prioritization, and MVP tradeoffs. Use when practicing design, improve, or build-next interview questions.

• Problem Statement

  by @deanpeters

  Write a user-centered problem statement with who is blocked, what they are trying to do, why it matters, and how it feels. Use when framing discovery, prioritization, or a PRD.

• Customer Journey Map

  by @deanpeters

  Create a customer journey map across stages, touchpoints, actions, emotions, and metrics. Use when diagnosing a broken experience or aligning a team on the full customer flow.

• Eol Message

  by @deanpeters

  Write a right-sized EOL announcement — brief notice through full phased comms — with rationale, customer impact, and next steps. Use when retiring a product, feature, or plan.

• Positioning Statement

  by @deanpeters

  Create a Geoffrey Moore-style positioning statement. Use when clarifying who you serve, what problem you solve, your category, and why you're different from alternatives.

• Discovery Interview Prep

  by @deanpeters

  Plan customer discovery interviews with the right goal, segment, constraints, and method. Use when preparing interviews for problem validation, churn research, or new product ideas.

• Wechat Channels Ops Worker

  by @Devin-AXIS

  在 iPolloWork 当前会话中管理微信视频号本地草稿、素材和账号，通过账号独立浏览器执行已授权发布、作品同步和评论回复，记录真实页面结果。

• Cyberstrike Eino Demo

  by @AIPentest

  满配示例技能包：SKILL.md + scripts/、references/、assets/ 等可选目录；验证 Eino skill 与 HTTP 包内路径（仅授权安全测试与教学）。

• Pentest Agent Os

  by @AIPentest

  渗透测试Agent操作系统。把渗透抽象成状态空间搜索:不预设固定路径,以项目黑板 Fact 图 (upsert_project_fact)+漏洞记录沉淀认知,路径从已验证事实上涌现。覆盖全杀伤链攻击手法 (联网情报/Web/认证/服务端/源码/社工/后渗透/二进制/内网域/云/区块链/AI/无线/硬件)+0day+ 组合拳+代理自举。核心:全网搜不到洞时现场推导独属于目标的攻击链。本文件为套件索引。 Use when starting a…

• Pentest Blackboard

  by @AIPentest

  CyberStrikeAI 项目黑板：跨会话 Fact 图（SQLite）+ upsert_project_fact/record_vulnerability 边渗透边记录节奏、关系边 links、confidence、与多代理协调落库。Use when managing project facts, blackboard index, writing evidence, or avoiding context-loss after…

• Capability Primitive Search

  by @AIPentest

  能力原语+状态空间搜索:read/write/exec/ssrf等原语凑RCE等式A-F,低危映射,正反向搜索,跨域兑现。Use when no single RCE, chaining low-severity vulns, or deriving novel attack chains.

• Ai Llm App Attack

  by @AIPentest

  AI/LLM应用攻击:提示注入,Agent工具滥用RCE,RAG投毒,MCP供应链,torch.load pickle RCE。Use when testing LLM apps, agents, RAG, MCP plugins, or AI model file risks.

• Data Storytelling

  by @anbeime

  数据科学家与产品经理在向高管汇报或制作投资者演示时，当面临数据枯燥难懂的痛点，使用此技能可套用“Setup-Conflict-Resolution”叙事框架，自动生成结合可视化与业务上下文的洞察报告，让非技术受众秒懂结论并驱动决策。

• Variant

  by @jakubkrehel

  Builds multiple variants of a component you're working on and helps you iterate and pick one.

• Quicknode Skill

  by @internet-court

  Quicknode blockchain infrastructure for 80+ chains: Core RPC API, Streams, Webhooks, Blazar WSS, Solana gRPC, HyperCore gRPC, SQL Explorer, Metaplex DAS API, Blockbook, Ordinals & Runes API, Swap API, x402, MPP, Agent…

• Okx Dapp Discovery

  by @internet-court

  Plugin router for 20 third-party DeFi protocols (Polymarket, Aave, Hyperliquid, PancakeSwap, Morpho, Raydium, Curve, Compound, Pendle, Lido, ether.fi, GMX, Kamino, Orca, Meteora, Clanker, pump.fun, Uniswap) and their…

• 3d Wood Lighting Scorecard

  by @MengTo

  Light carved wood in a dark room in three.js, with procedural grain and pores, one warm key through a window, soft shadows that touch, light shafts, background rays and dust, then score the render out of 10 on an anchored rubric…

• Infographic Syntax Creator

  by @antvis

  Generate AntV Infographic syntax only. Use when asked to turn notes, outlines, reports, or other user content into the Infographic DSL with template selection, data structuring, and theme hints. Do not use for HTML rendering or…

• Infographic Template Updater

  by @antvis

  Update template catalogs and UI prompts after adding new infographic templates (src/templates/*.ts), including SKILL.md template list, site gallery template mappings, and the AIPlayground prompt list.

• Beeper

  by @steipete

  Beeper cache: contact hints, room lookup, WhatsApp/iMessage traces, FTS.

• Surf

  by @BlockRunAI

  Use this skill — NOT browser or web_fetch — for ALL Surf crypto-data calls. 83 endpoints at localhost:8402/v1/surf/* covering CEX/DEX markets, on-chain SQL over 80+ ClickHouse tables (Ethereum, Base, Arbitrum, BSC, TRON,…

• Preline Mcp

  by @htmlstreamofficial

  Add, integrate, or build Preline UI components and blocks into HTML files via the Preline MCP server. Use when the user mentions "preline", says "/preline", asks to add a UI component, or requests a Preline block (a ready-made…

• Netlify Deploy

  by @tech-leads-club

  Deploy web projects to Netlify using the Netlify CLI (`npx netlify`). Use when the user asks to deploy, host, publish, or link a site/repo on Netlify, including preview and production deploys. Do NOT use for deploying to Vercel,…

• Gtm Engineering

  by @tech-leads-club

  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 'GTM engineering,' 'GTM…

• Domain Analysis

  by @tech-leads-club

  Maps business domains and suggests service boundaries in any codebase using DDD Strategic Design. Use when asking "what are the domains in this codebase?", "where should I draw service boundaries?", "identify bounded contexts",…

• Component Identification Sizing

  by @tech-leads-club

  Maps architectural components in a codebase and measures their size to identify what should be extracted first. Use when asking "how big is each module?", "what components do I have?", "which service is too large?", "analyze…

• Gtm Metrics

  by @tech-leads-club

  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,' 'pipeline metrics,' 'TTFV,'…

• Pdf

  by @ThinkInAIXYZ

  Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze…

• Xlsx

  by @ThinkInAIXYZ

  Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new…

• Infographic Syntax Creator

  by @ThinkInAIXYZ

  Generate AntV Infographic syntax outputs. Use when asked to turn user content into the Infographic DSL (template selection, data structuring, theme), or to output `infographic <template>` plain syntax.

• N8n Workflow Patterns

  by @czlonkowski

  Proven workflow architectural patterns from real n8n workflows. Use when building new workflows, designing workflow structure, choosing workflow patterns, planning workflow architecture, or asking about webhook processing, HTTP…