Data Analysis AI agent skills

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

• People Report

  by @anthropics

  Generate headcount, attrition, diversity, or org health reports. Use when pulling a headcount snapshot for leadership, analyzing turnover trends by team, preparing diversity representation metrics, or assessing span of control…

• Data Visualization

  by @anthropics

  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 design principles like…

• Statistical Analysis

  by @anthropics

  Apply statistical methods including descriptive stats, trend analysis, outlier detection, and hypothesis testing. Use when analyzing distributions, testing for significance, detecting anomalies, computing correlations, or…

• Analyze

  by @anthropics

  Answer data questions -- from quick lookups to full analyses. Use when looking up a single metric, investigating what's driving a trend or drop, comparing segments over time, or preparing a formal data report for stakeholders.

• Ctx Insight

  by @mksglu

  Open the context-mode Insight dashboard in your default browser. Insight is the hosted analytics layer for AI-assisted engineering teams — per-engineer productive rate, retry waste, blocker detection, role-narrowed views.…

• Ctx Purge

  by @mksglu

  Purge the context-mode knowledge base. Permanently deletes all indexed content and resets session stats. This is destructive and cannot be undone. Trigger: /context-mode:ctx-purge

• Timescaledb

  by @2025Emma

  TimescaleDB - PostgreSQL extension for high-performance time-series and event data analytics, hypertables, continuous aggregates, compression, and real-time analytics

• Cryptofeed

  by @2025Emma

  Cryptofeed - Real-time cryptocurrency market data feeds from 40+ exchanges. WebSocket streaming, normalized data, order books, trades, tickers. Python library for algorithmic trading and market data analysis.

• Keyword Research

  by @every-app

  Discover keyword opportunities, evaluate metrics and SERPs, and save/tag promising terms.

• Screenpipe Writing Context

  by @screenpipe

  Recover facts and relevant examples from work history to support a requested piece of writing.

• Bigquery Troubleshooting

  by @google

  Provides diagnostic workflows and step-by-step root-cause analysis procedures for actively broken, failing, or slow BigQuery jobs, execution graph and query plan stage bottlenecks, system performance issues, or unexpectedly…

• Bigquery Optimization

  by @google

  Provides workflows to optimize BigQuery environments (capacity planning, editions), storage assets (partitioning, clustering, storage lifecycles, billing models), and SQL queries. Use when optimizing cost, modeling Edition…

• Dbt Sf To Bq Translator

  by @google

  Translates Snowflake dbt SQL models to Standardized BigQuery SQL. Handles SQL compilation, Jinja macro placeholder masking, BigQuery Translation Service migration workflows, AST-based config transformations, explicit type…

• Gke Ai Troubleshooting Tpu Vbar Oom

  by @google

  Diagnoses and prevents vbar_control_agent segfaults, out-of-memory (OOM) errors, and TPU device initialization failures on TPU v6e nodes in GKE caused by race conditions during TPU device resets or high-frequency metrics…

• Gke Cost Analysis

  by @google

  Answer natural language questions and perform analysis on GKE cluster and workload costs using BigQuery billing exports, cost allocation data, and live cluster monitoring metrics. Use when querying GKE costs across projects,…

• Datalineage Summary

  by @google

  Summarizes Google Cloud Data Lineage graphs to help users debug data quality issues and understand data provenance for BQ/GCS. Use when summarizing upstream and downstream data flows, and presenting complex lineage data as an…

• Gke Ai Troubleshooting Handle Disruption Gpu Tpu

  by @google

  Diagnoses, predicts, and mitigates node disruptions during Compute Engine host maintenance and hardware or software maintenance events for GPU and TPU workloads on GKE. Use when diagnosing node disruptions, predicting host…

• Cloud Logging Query Generation

  by @google

  Generates Logging Query Language (LQL) queries for Google Cloud Logging from natural language. Use this skill when you need to query log data or when you are debugging issues. You can filter log data by Google Cloud service.…

• Bigquery Ai Ml

  by @google

  Leverages BigQuery's built-in machine learning and GenAI capabilities for advanced data analytics. Use when you need to write SQL queries that perform time-series forecasting, predict values, detect outliers or anomalies, find…

• Agent Platform Eval Flywheel

  by @google

  Measures and improves the quality of AI models and agents on Google Cloud using the Eval Quality Flywheel methodology. Use when evaluating an agent or model, building an eval dataset, picking or writing evaluation metrics,…

• Bigquery Observability

  by @google

  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 telemetry to fetch is already…

• Cloud Monitoring Chart Generation

  by @google

  Generates Google Cloud Monitoring Server-Driven UI (SDUI) Widget and XyChart Protocol Buffer textprotos from resolved PromQL or ListTimeSeries queries. Use when: - Generating valid google.monitoring.dashboard.v1.Widget…

• Bigquery Basics

  by @google

  Manages datasets, tables, and jobs in BigQuery. Use when you need to interact with BigQuery, run SQL queries, manage BigQuery resources (datasets, tables, views), or perform basic data ingestion and analysis.

• Google Analytics Data Api Basics

  by @google

  Manages Google Analytics reporting data, enables the Analytics Data API via the Cloud CLI, and creates reports using the Google Analytics Data API (v1beta). Use when you need to interact with Google Analytics properties, run…

• Google Analytics Admin Api Basics

  by @google

  Manages Google Analytics account and property settings, enables the Analytics Admin API via the Cloud CLI, lists accounts and properties, and manages data streams, custom dimensions, conversion events, and integrations. Use when…

• Bigtable Basics

  by @google

  Assists in provisioning instances/tables, designing performant schemas, and querying data in Bigtable. Use when designing Bigtable row keys, configuring column families, writing SQL queries or client library code (Java, Go,…

• Bigquery Slot Cost Optimizer

  by @google

  Analyzes Google Cloud BigQuery slot consumption, query costs, and execution bottlenecks using INFORMATION_SCHEMA. Use when diagnosing slow BigQuery queries, slot starvation, high on-demand query costs, unpartitioned table scans,…

• Bigquery Bigframes

  by @google

  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 (e.g. in a notebook). Don't…

• Datalineage Bigquery Asset Impact Analysis

  by @google

  Analyzes the downstream impact (blast radius) when a BigQuery table or view is broken, stale, or modified. Identifies all downstream tables, dashboards, and processes that will be affected. Use when: - Performing a blast radius…

• Cloud Monitoring List Time Series Request

  by @google

  Generates valid Cloud Monitoring ListTimeSeries requests and aggregation specifications from metric descriptors and resource parameters. Use when asked to create, generate, format, or build ListTimeSeries requests, JSON…

• Finding Google Skills

  by @google

  Locates and loads the right Google product skill on demand from a remote catalog index, instead of preloading every skill. Use at the START of any request touching a Google product, API, or developer platform - including Google…

• Google Ads Api Account Diagnostics

  by @google

  Diagnoses Google Ads account performance issues such as conversion loss (value or volume), low lead flow/volume, and lost impression share (opportunities) due to ad rank, bids, or budgets. Use when troubleshooting sudden…

• Cloud Logging Configuration Basics

  by @google

  Configure single-project Google Cloud Logging: regional log buckets, log sinks, log views, restricting or hiding sensitive logs in the default view (_Default) filter, IAM permissions for views (Logs View Accessor, IAM…

• Cloud Monitoring Metric Selection

  by @google

  Retrieve, query, and identify relevant Google Cloud Monitoring metric descriptors for a GCP service or resource (such as Compute Engine, Spanner, BigQuery, Cloud Run, Cloud SQL, Pub/Sub, Cloud Storage, etc.). Use when asked to…

• Shot

  by @tanweai

  PUA Shot — compact all-in-one PUA reference for explicit injection into sub-agents or short sessions. Strong flavor, same evidence-first behavior.

• Telos

  by @danielmiessler

  Dual-context skill: Personal TELOS reads and updates goals, beliefs, narratives, strategies, and more with timestamped backups; Project TELOS analyzes .md/.csv directories for dependency chains, bottlenecks, and alignment,…

• BeCreative

  by @danielmiessler

  Divergent ideation and corpus expansion via Verbalized Sampling plus extended thinking — single-shot generates several internally diverse candidates and surfaces the strongest, or expands a seed corpus into a diverse dataset for…

• Vitals

  by @danielmiessler

  macOS system performance diagnostics — see how the machine is running and what's slowing it down: CPU/GPU/memory/energy hogs, thermal throttling, memory and swap pressure, disk usage, Spotlight indexing, launchd/startup load,…

• USMetrics

  by @danielmiessler

  Analyze and update 68 US economic and social indicators from five government APIs (FRED, EIA, Treasury, BLS, Census) across 10 categories: GDP, Inflation, Employment, Housing, Consumer Finance, Markets, Trade, Government/Fiscal,…

• Seo Matomo

  by @AgriciDaniel

  Matomo Reporting API extension. Self-hosted or Matomo Cloud analytics as a GA4 alternative or complement. Organic traffic, landing pages, device / country breakdowns, referrers, search keywords. Triggers on "Matomo",…

• Sql Analyst

  by @RightNow-AI

  SQL query expert for optimization, schema design, and data analysis

• Twitter Hand Skill

  by @RightNow-AI

  Expert knowledge for AI Twitter/X management — API v2 reference, content strategy, engagement playbook, safety, and performance tracking

• Postgres Expert

  by @RightNow-AI

  PostgreSQL expert for query optimization, indexing, extensions, and database administration

• Linux Networking

  by @RightNow-AI

  Linux networking expert for iptables, nftables, routing, DNS, and network troubleshooting

• Ml Engineer

  by @RightNow-AI

  Machine learning engineer expert for PyTorch, scikit-learn, model evaluation, and MLOps

• Linear Tools

  by @RightNow-AI

  Linear project management expert for issues, cycles, projects, and workflow automation

• Llm Finetuning

  by @RightNow-AI

  LLM fine-tuning expert for LoRA, QLoRA, dataset preparation, and training optimization

• Confluence

  by @RightNow-AI

  Confluence wiki expert for page structure, spaces, macros, and content organization

• Azure

  by @RightNow-AI

  Microsoft Azure expert for az CLI, AKS, App Service, and cloud infrastructure

• Data Analyst

  by @RightNow-AI

  Data analysis expert for statistics, visualization, pandas, and exploration

• Data Pipeline

  by @RightNow-AI

  Data pipeline expert for ETL, Apache Spark, Airflow, dbt, and data quality

• Result To Claim

  by @wanshuiyin

  Use when experiments complete to judge what claims the results support, what they don't, and what evidence is still missing. Codex MCP evaluates results against intended claims and routes to next action (pivot, supplement, or…

• Lark Apps

  by @larksuite

  妙搭（Spark/Miaoda）应用开发与托管：应用创建、本地全栈开发、云端生成迭代、创意设计（UI mockup / 可交互原型 / 线框图 / 落地页 / 仪表盘 / 幻灯片 deck / 视觉探索）、AI相关能力和飞书平台能力或者其他外部能力集成、日志/Trace/监控指标/PV/UV…

• Seo Google

  by @AgriciDaniel

  Google SEO APIs: Search Console (Search Analytics, URL Inspection, Sitemaps), PageSpeed Insights v5, CrUX field data with 25-week history, Indexing API v3, and GA4 organic traffic. Provides real Google field data for Core Web…

• Seo Dataforseo

  by @AgriciDaniel

  Live SEO data via DataForSEO MCP server: SERP analysis, keyword research (volume, difficulty, intent, trends), backlink profiles, on-page analysis, competitor and content analysis, business listings, AI visibility (LLM mention…

• Seo Content

  by @AgriciDaniel

  Content quality and E-E-A-T analysis with AI citation readiness assessment, plus last-mile draft cleanup (AI-typical phrasing and invisible Unicode watermark characters). Use when user says "content quality", "E-E-A-T", "content…

• Kubesphere Servicemesh

  by @kubesphere

  KubeSphere ServiceMesh extension management Skill (Istio + Kiali + Jaeger). Use this skill for the ServiceMesh extension Configuration (covers installation, uninstallation, status checks), troubleshooting (covers grayscale…

• Opensearch

  by @kubesphere

  Use when installing or configuring the OpenSearch extension for KubeSphere, which provides distributed search and analytics engine for storing logs, events, auditing, and notification history

• Codegen

  by @vercel-labs

  Code generation utilities for json-render. Use when generating code from UI specs, building custom code exporters, traversing specs, or serializing props for @json-render/codegen.

• Experiment Plan

  by @wanshuiyin

  Turn a refined research proposal or method idea into a detailed, claim-driven experiment roadmap. Use after `research-refine`, or when the user asks for a detailed experiment plan, ablation matrix, evaluation protocol, run…

• Experiment Audit

  by @wanshuiyin

  Audit experiment integrity before claiming results. Uses cross-model review (external reviewer backend) to check for fake ground truth, score normalization fraud, phantom results, and insufficient scope. Use when user says…

• Experiment Bridge

  by @wanshuiyin

  Workflow 1.5: Bridge between idea discovery and auto review. Reads EXPERIMENT_PLAN.md, implements experiment code, deploys to GPU, collects initial results. Use when user says "实现实验", "implement experiments", "bridge",…

• Analyze Results

  by @wanshuiyin

  Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental data.

• Monitor Experiment

  by @wanshuiyin

  Monitor running experiments, check progress, collect results. Use when user says "check results", "is it done", "monitor", or wants experiment output.

• Ablation Planner

  by @wanshuiyin

  Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission.

• Getting Started

  by @wasp-lang

  Get started with your Open SaaS project — fetches docs, checks Wasp installation, and helps you start your database and app.

• Xlsx

  by @eigent-ai

  Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing…

• Kernel Analysis Vphone600

  by @Lakr233

  Analyze vphone600 kernel artifacts using the local symbol database and XNU source tree. Use when working on kernel reverse engineering, address-to-symbol lookup, release-vs-research kernel comparison, or patch analysis for…

• Golden Jupyter Kw

  by @yusufkaraaslan

  Use when testing the golden_jupyter_kw golden build

• Golden Jupyter Topics

  by @yusufkaraaslan

  Use when testing the golden_jupyter_topics golden build

• Golden Jupyter Dir

  by @yusufkaraaslan

  Use when testing the golden_jupyter_dir golden build

• Golden Chat Topics

  by @yusufkaraaslan

  Use when testing the golden_chat_topics golden build

• Golden Chat Single

  by @yusufkaraaslan

  Use when testing the golden_chat_single golden build

• Golden Chat Empty

  by @yusufkaraaslan

  Use when testing the golden_chat_empty golden build

• Golden Jupyter

  by @yusufkaraaslan

  Use when testing the golden_jupyter golden build

• Golden Rss Empty

  by @yusufkaraaslan

  Use when testing the empty rss golden build

• Golden Man Single

  by @yusufkaraaslan

  Use when testing the man golden build

• Product Thinking

  by @millionco

  Think like a product manager before changing React Doctor's public surface — CLI commands/flags, the 0–100 score, config (doctor.config.*), the JSON report schema, package APIs (inspect()/diagnose()), the GitHub Action, the…

• Postgresql Indexing

  by @prowler-cloud

  PostgreSQL indexing best practices for Prowler: index design, partial indexes, partitioned table indexing, EXPLAIN ANALYZE validation, concurrent operations, monitoring, and maintenance. Trigger: When creating or modifying…

• Researchclaw

  by @aiming-lab

  Run the ResearchClaw autonomous research pipeline from a topic, config, and output directory.

• Gpui Kit Design Guides

  by @longbridge

  The normative Design Guides for GPUI Kit desktop applications. Read in full before designing or changing any screen, layout, spacing, visual hierarchy, color, density, component choice, interaction state, overlay, motion,…

• Metabolic Study Planner

  by @aiming-lab

  Plan publishable constraint-based metabolic modelling studies when the user has a broad biological or metabolic-engineering topic but no concrete dataset, organism, model, or hypothesis. Selects feasible BiGG/COBRA models,…

• Fba Simulator

  by @aiming-lab

  Run Flux Balance Analysis (FBA) and related constraint-based simulations using COBRApy. Covers standard FBA, parsimonious FBA (pFBA), Flux Variability Analysis (FVA), loopless FBA, gene/reaction knockouts, and carbon source…

• Stat Research Orchestrator

  by @aiming-lab

  Orchestrate a statistical research pipeline centered on formal problem formulation, method proposal, theoretical analysis, experimental evaluation, comparison, and final result synthesis.

• Scientific Visualization

  by @aiming-lab

  Publication-ready scientific figure design with matplotlib and seaborn. Use when creating journal submission figures with proper formatting, accessibility, and statistical annotations.

• Statistical Problem Formulation

  by @aiming-lab

  Formulate statistical research problems with formal notation, target parameters, assumptions, hypotheses, evaluation criteria, and theory targets.

• Statistical Experimental Evaluation

  by @aiming-lab

  Design and run statistical experiments that test the formal problem, proposed methods, theoretical predictions, baselines, and ablations.

• Meta Analysis

  by @aiming-lab

  Statistical methods for combining results across multiple studies. Use when aggregating cross-study or cross-experiment results.

• Data Loading

  by @aiming-lab

  Optimize data loading pipeline to prevent GPU starvation. Use when setting up DataLoader or data preprocessing.

• Document Workflows

  by @andrewyng

  Use this skill for building end-to-end document processing workflows and pipelines using LandingAI ADE. Trigger when users need to: (1) Process batches of documents in parallel or async, (2) Build classify-then-extract pipelines…

• New Project

  by @andrewyng

  Build a new AI agent with Olakai monitoring from scratch — project setup, SDK integration, KPI configuration, and end-to-end validation

• Minimax Xlsx

  by @MiniMax-AI

  Open, create, read, analyze, edit, or validate Excel/spreadsheet files (.xlsx, .xlsm, .csv, .tsv). Use when the user asks to create, build, modify, analyze, read, validate, or format any Excel spreadsheet, financial model, pivot…

• Fine Tuning Serving Openpi

  by @Orchestra-Research

  Fine-tune and serve Physical Intelligence OpenPI models (pi0, pi0-fast, pi0.5) using JAX or PyTorch backends for robot policy inference across ALOHA, DROID, and LIBERO environments. Use when adapting pi0 models to custom…

• Evaluating Cosmos Policy

  by @Orchestra-Research

  Evaluates NVIDIA Cosmos Policy on LIBERO and RoboCasa simulation environments. Use when setting up cosmos-policy for robot manipulation evaluation, running headless GPU evaluations with EGL rendering, or profiling inference…

• Faiss

  by @Orchestra-Research

  Facebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and various index types (Flat, IVF, HNSW). Use for fast k-NN search, large-scale vector…

• Serving Llms Vllm

  by @Orchestra-Research

  Serves LLMs with high throughput using vLLM's PagedAttention and continuous batching. Use when deploying production LLM APIs, optimizing inference latency/throughput, or serving models with limited GPU memory. Supports…

• Crewai Multi Agent

  by @Orchestra-Research

  Multi-agent orchestration framework for autonomous AI collaboration. Use when building teams of specialized agents working together on complex tasks, when you need role-based agent collaboration with memory, or for production…

• Pytorch Lightning

  by @Orchestra-Research

  High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to supercomputer with same code. Use when you want clean…

• Weights And Biases

  by @Orchestra-Research

  Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B - collaborative MLOps platform

• Tensorboard

  by @Orchestra-Research

  Visualize training metrics, debug models with histograms, compare experiments, visualize model graphs, and profile performance with TensorBoard - Google's ML visualization toolkit