Claude Skills
The open format is called Agent Skills and works in Claude Code, Codex, Cursor and other agents — most people know it as Claude Skills.
Every Agent Skill we could find on GitHub, deduplicated by content. 79 404 files from 1 741 authors, of which 61 763 are unique — the rest is the same skill repackaged into someone else's repository. For each one: what it weighs in tokens, whether it ships runnable scripts, and which MCP servers it needs.
| Implement machine learning experiment tracking using MLflow or Weights & Biases. Configures environment and provides code for logging parameters, metrics, and artifacts. Use when asked to "setup experiment tracking" or "initialize MLflow". Trigger with relevant phrases based on skill purpose.
| Execute use when setting up log aggregation solutions using ELK, Loki, or Splunk. Trigger with phrases like "setup log aggregation", "deploy ELK stack", "configure Loki", or "install Splunk". Generates production-ready configurations for data ingestion, processing, storage, and visualization with proper security and scalability.
Setup synthetic monitoring for proactive performance tracking including uptime checks, transaction monitoring, and API health. Use when implementing availability monitoring or tracking critical user journeys. Trigger with phrases like "setup synthetic monitoring", "monitor uptime", or "configure health checks".
| Siem Rule Generator - Auto-activating skill for Security Advanced. Part of the Security Advanced skill category.
| Simulate flash loan strategies with profitability calculations and risk assessment across Aave, dYdX, and Balancer. Use when simulating flash loans, analyzing arbitrage profitability, evaluating liquidation opportunities, or comparing flash loan providers. Trigger with phrases like "simulate flash loan", "flash loan arbitrage", "liquidation profit", "compare Aave dYdX", "flash loan strategy", or "DeFi arbitrage simulation".
| Execute analyzes existing plugins to extract their capabilities, then adapts and applies those skills to the current task. Acts as a universal skill chameleon that learns from other plugins. Activates when you request "skill adapter" functionality. Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.
| Sklearn Pipeline Builder - Auto-activating skill for ML Training. Part of the ML Training skill category.
| Sla Monitor Setup - Auto-activating skill for Enterprise Workflows. Part of the Enterprise Workflows skill category.
| This skill enables Claude to define and track Service Level Agreements (SLAs), Service Level Indicators (SLIs), and Service Level Objectives (SLOs) for improved service reliability. It is triggered when the user needs to establish, monitor, or analyze service performance metrics. Use this skill when the user mentions "SLA", "SLI", "SLO", "error budget", "service reliability", or "track service performance". The skill helps to define key metrics, set targets, and monitor performance against those targets.
| Slack Bot Creator - Auto-activating skill for Business Automation. Part of the Business Automation skill category.
| This skill runs smoke tests to verify critical application functionality. It executes pre-defined test suites that check system health, authentication, core features, and external integrations. Use this skill after deployments, upgrades, or significant configuration changes to ensure the application is operational. Trigger this skill using the terms "smoke test" or "st".
| Snapshot Test Helper - Auto-activating skill for Test Automation. Part of the Test Automation skill category.
| This skill enables Claude to manage and update snapshot tests using intelligent diff analysis and selective updates. It is triggered when the user asks to analyze snapshot failures, update snapshots, or manage snapshot tests in general. It helps distinguish intentional changes from regressions, selectively update snapshots, and validate snapshot integrity. Use this when the user mentions "snapshot tests", "update snapshots", "snapshot failures", or requests to run "/snapshot-manager" or "/sm". It supports Jest, Vitest, Playwright, and Storybook frameworks.
| Sns Topic Config - Auto-activating skill for AWS Skills. Part of the AWS Skills skill category.
| Soak Test Planner - Auto-activating skill for Performance Testing. Part of the Performance Testing skill category.
| This skill assists with SOC2 audit preparation by automating tasks related to evidence gathering and documentation. It leverages the soc2-audit-helper plugin to generate reports, identify potential compliance gaps, and suggest remediation steps. Use this skill when the user requests help with "SOC2 audit", "compliance check", "security controls", "audit preparation", or "evidence gathering" related to SOC2. It streamlines the initial stages of SOC2 compliance, focusing on automated data collection and preliminary analysis.
| Soc2 Compliance Checker - Auto-activating skill for Security Advanced. Part of the Security Advanced skill category.
| Sorting Parameter Handler - Auto-activating skill for API Development. Part of the API Development skill category.
| Spark Job Creator - Auto-activating skill for Data Pipelines. Part of the Data Pipelines skill category.
| Spark Sql Optimizer - Auto-activating skill for Data Pipelines. Part of the Data Pipelines skill category.
| Execute this skill should be used when the user asks about "writing specs", "specs.md format", "how to write specifications", "sprint requirements", "testing configuration", "scope definition", or needs guidance on creating effective sprint specifications for agentic development. Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.
| Spike Test Setup - Auto-activating skill for Performance Testing. Part of the Performance Testing skill category.
| Process split datasets into training, validation, and testing sets for ML model development. Use when requesting "split dataset", "train-test split", or "data partitioning". Trigger with relevant phrases based on skill purpose.
| Sprint Planning Helper - Auto-activating skill for Enterprise Workflows. Part of the Enterprise Workflows skill category.
| Execute this skill should be used when the user asks about "how sprints work", "sprint phases", "iteration workflow", "convergent development", "sprint lifecycle", "when to use sprints", or wants to understand the sprint execution model and its convergent diffusion approach. Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.
| Spy Setup Helper - Auto-activating skill for Test Automation. Part of the Test Automation skill category.
| This skill enables Claude to detect SQL injection vulnerabilities in code. It uses the sql-injection-detector plugin to analyze codebases, identify potential SQL injection flaws, and provide remediation guidance. Use this skill when the user asks to find SQL injection vulnerabilities, scan for SQL injection, or check code for SQL injection risks. The skill is triggered by phrases like "detect SQL injection", "scan for SQLi", or "check for SQL injection vulnerabilities".
| Sql Migration Generator - Auto-activating skill for Backend Development. Part of the Backend Development skill category.
| Sql Query Optimizer - Auto-activating skill for Data Analytics. Part of the Data Analytics skill category.
| Sql Transform Helper - Auto-activating skill for Data Pipelines. Part of the Data Pipelines skill category.
| Sqs Queue Setup - Auto-activating skill for AWS Skills. Part of the AWS Skills skill category.
| Ssh Key Manager - Auto-activating skill for DevOps Basics. Part of the DevOps Basics skill category.
| This skill enables Claude to manage and monitor SSL/TLS certificates using the ssl-certificate-manager plugin. It is activated when the user requests actions related to SSL certificates, such as checking certificate expiry, renewing certificates, or listing installed certificates. Use this skill when the user mentions "SSL certificate", "TLS certificate", "certificate expiry", "renew certificate", or similar phrases related to SSL/TLS certificate management. The plugin can list, check, and renew certificates, providing vital information for maintaining secure connections.
Stakeholder communication assistant for status updates, progress reports, and executive summaries. Use when the user needs to write a stakeholder update, status report, progress summary, or any upward communication. Triggers include "stakeholder update", "status update", "progress report", "update leadership", "weekly update", or "executive summary".
| Statistical Significance Calculator - Auto-activating skill for Data Analytics. Part of the Data Analytics skill category.
| Status Code Recommender - Auto-activating skill for API Development. Part of the API Development skill category.
| Status Report Generator - Auto-activating skill for Enterprise Workflows. Part of the Enterprise Workflows skill category.
| Step Functions Workflow - Auto-activating skill for AWS Skills. Part of the AWS Skills skill category.
| This skill uses the stored-procedure-generator plugin to create production-ready stored procedures, functions, triggers, and custom database logic. It supports PostgreSQL, MySQL, and SQL Server. Use this skill when the user asks to "generate stored procedure", "create database function", "write a trigger", or needs help with "database logic", "optimizing database performance", or "ensuring transaction safety" in their database. The skill is activated by requests related to database stored procedures, functions, or triggers.
| Build clear brand messaging using narrative structure that positions the customer as hero. Use when the user mentions "brand message", "website copy", "elevator pitch", "one-liner", "messaging isn''t resonating", or "brand script". Covers landing page copy, marketing collateral, and consistent communication. For memorable messaging, see made-to-stick. For product positioning, see obviously-awesome. Trigger with 'storybrand', 'messaging'.
Guided workflow for establishing team identity, boundaries, and strategic clarity. Use when starting a new role, inheriting ambiguity, when a team lacks clear identity, or when you need to define "what we own" vs "what we don't". Triggers include "strategic clarity", "team identity", "new role", "inherited ambiguity", "what does my team own", or "define our boundaries".
| Streaming Inference Setup - Auto-activating skill for ML Deployment. Part of the ML Deployment skill category.
| Stress Test Config - Auto-activating skill for Performance Testing. Part of the Performance Testing skill category.
| Stub Creator - Auto-activating skill for Test Automation. Part of the Test Automation skill category.
| Styled Components Helper - Auto-activating skill for Frontend Development. Part of the Frontend Development skill category.
| Enables Claude to manage Sugar's autonomous development workflows. It allows Claude to create tasks, view the status of the system, review pending tasks, and start autonomous execution mode. Use this skill when the user asks to create a new development task using `/sugar-task`, check the system status with `/sugar-status`, review pending tasks via `/sugar-review`, or initiate autonomous development using `/sugar-run`. It provides a comprehensive interface for interacting with the Sugar autonomous development system.
| Survey Creator - Auto-activating skill for Business Automation. Part of the Business Automation skill category.
| Svg Icon Generator - Auto-activating skill for Visual Content. Part of the Visual Content skill category.
| Swagger Doc Creator - Auto-activating skill for API Development. Part of the API Development skill category.
| This skill automates the setup of synthetic monitoring for applications. It allows Claude to proactively track performance and availability by configuring uptime, transaction, and API monitoring. Use this skill when the user requests to "set up synthetic monitoring", "configure uptime monitoring", "track application performance", or needs help with "proactive performance tracking". The skill helps to identify critical endpoints and user journeys, design monitoring scenarios, and configure alerts and dashboards.
| Tailwind Class Optimizer - Auto-activating skill for Frontend Development. Part of the Frontend Development skill category.
| Teams Webhook Sender - Auto-activating skill for Business Automation. Part of the Business Automation skill category.
Technical analysis translator for Product Managers. Use when the user needs to understand a system, codebase, API, or technical concept in PM-friendly terms. Triggers include "understand system", "explain code", "technical analysis", "how does X work", "what does this service do", or when exploring unfamiliar technical territory.
| Technical Diagram Analyzer - Auto-activating skill for Visual Content. Part of the Visual Content skill category.
| Tensorboard Visualizer - Auto-activating skill for ML Training. Part of the ML Training skill category.
| Tensorflow Model Trainer - Auto-activating skill for ML Training. Part of the ML Training skill category.
| Tensorflow Savedmodel Creator - Auto-activating skill for ML Deployment. Part of the ML Deployment skill category.
| Tensorflow Serving Setup - Auto-activating skill for ML Deployment. Part of the ML Deployment skill category.
| This skill empowers Claude to build reusable Terraform modules based on user specifications. It leverages the terraform-module-builder plugin to generate production-ready, well-documented Terraform module code, incorporating best practices for security, scalability, and multi-platform support. Use this skill when the user requests to create a new Terraform module, generate Terraform configuration, or needs help structuring infrastructure as code using Terraform. The trigger terms include "create Terraform module," "generate Terraform configuration," "Terraform module code," and "infrastructure as code."
| Terraform Module Creator - Auto-activating skill for DevOps Advanced. Part of the DevOps Advanced skill category.
Claude Skills — questions
Answers built from the skills we actually parsed.