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.
| Dbt Model Generator - Auto-activating skill for Data Pipelines. Part of the Data Pipelines skill category.
| Dbt Test Creator - Auto-activating skill for Data Pipelines. Part of the Data Pipelines skill category.
| This skill optimizes deep learning models using various techniques. It is triggered when the user requests improvements to model performance, such as increasing accuracy, reducing training time, or minimizing resource consumption. The skill leverages advanced optimization algorithms like Adam, SGD, and learning rate scheduling. It analyzes the existing model architecture, training data, and performance metrics to identify areas for enhancement. The skill then automatically applies appropriate optimization strategies and generates optimized code. Use this skill when the user mentions "optimize deep learning model", "improve model accuracy", "reduce training time", or "optimize learning rate".
| Configure Deepgram CI/CD integration for automated testing and deployment. Use when setting up continuous integration pipelines, automated testing, or deployment workflows for Deepgram integrations. "deepgram github actions", "deepgram automated testing".
| Diagnose and fix common Deepgram errors and issues. Use when troubleshooting Deepgram API errors, debugging transcription failures, or resolving integration issues. "deepgram troubleshoot", "transcription failed", "deepgram 401".
| Implement production pre-recorded speech-to-text with Deepgram. Use when building audio transcription, batch processing, or implementing diarization and intelligence features. "batch transcription", "deepgram nova", "diarize audio".
| Implement real-time streaming transcription with Deepgram WebSocket. Use when building live transcription, voice interfaces, real-time captioning, or voice AI applications. "websocket transcription", "voice streaming", "deepgram live".
| Optimize Deepgram costs and usage for budget-conscious deployments. Use when reducing transcription costs, implementing usage controls, or optimizing pricing tier utilization. "deepgram budget", "optimize deepgram usage", "deepgram billing".
| Implement audio data handling best practices for Deepgram integrations. Use when managing audio file storage, implementing data retention, or ensuring GDPR/HIPAA compliance for transcription data. "deepgram GDPR", "deepgram HIPAA", "deepgram privacy", "PII redaction".
| Collect Deepgram debug evidence for support and troubleshooting. Use when preparing support tickets, investigating issues, or collecting diagnostic information for Deepgram problems. "deepgram diagnostic", "deepgram debug bundle".
| Deploy Deepgram integrations to production environments. Use when deploying to cloud platforms, configuring containers, or setting up Deepgram in Docker/Kubernetes/serverless. "deepgram production deploy", "deepgram cloud run", "deepgram lambda".
| Configure enterprise role-based access control for Deepgram integrations. Use when implementing team permissions, managing API key scopes, or setting up organization-level access controls. "deepgram team roles", "deepgram enterprise", "deepgram key scopes".
| Create a minimal working Deepgram transcription example. Use when starting a new Deepgram integration, testing your setup, or learning basic Deepgram API patterns. "simple transcription", "transcribe audio".
| Execute Deepgram incident response procedures for production issues. Use when handling Deepgram outages, debugging production failures, or responding to service degradation. "deepgram down", "deepgram emergency", "deepgram 500 errors".
| Install and configure Deepgram SDK authentication. Use when setting up a new Deepgram integration, configuring API keys, or initializing Deepgram in your project. "configure deepgram API key", "deepgram credentials".
| Configure Deepgram local development workflow with testing and mocks. Use when setting up development environment, configuring test fixtures, or establishing rapid iteration patterns for Deepgram integration. "deepgram test environment", "deepgram dev workflow", "deepgram mock".
| Deep dive into migrating to Deepgram from other transcription providers. Use when migrating from AWS Transcribe, Google Cloud STT, Azure Speech, OpenAI Whisper, AssemblyAI, or Rev.ai to Deepgram. "deepgram from AWS", "deepgram from Google", "replace whisper with deepgram".
| Configure Deepgram multi-environment setup for dev, staging, and production. Use when setting up environment-specific configurations, managing multiple Deepgram projects, or implementing environment isolation. "multi-environment deepgram", "deepgram config management".
| Set up comprehensive observability for Deepgram integrations. Use when implementing monitoring, setting up dashboards, or configuring alerting for Deepgram integration health. "monitor deepgram", "deepgram alerts", "deepgram dashboard".
| Optimize Deepgram API performance for faster transcription and lower latency. Use when improving transcription speed, reducing latency, or optimizing audio processing pipelines. "deepgram latency", "deepgram faster", "deepgram throughput".
| Execute Deepgram production deployment checklist. Use when preparing for production launch, auditing production readiness, or verifying deployment configurations. "deepgram go-live", "production ready deepgram".
| Implement Deepgram rate limiting and backoff strategies. Use when handling API quotas, implementing request throttling, or dealing with 429 rate limit errors. "deepgram quota", "deepgram backoff", "deepgram concurrency".
| Implement Deepgram reference architecture for scalable transcription systems. Use when designing transcription pipelines, building production architectures, or planning Deepgram integration at scale. "deepgram at scale", "enterprise deepgram", "deepgram queue".
| Apply production-ready Deepgram SDK patterns for TypeScript and Python. Use when implementing Deepgram integrations, refactoring SDK usage, or establishing team coding standards for Deepgram. "deepgram code patterns", "idiomatic deepgram", "deepgram typescript".
| Apply Deepgram security best practices for API key management and data protection. Use when securing Deepgram integrations, implementing key rotation, or auditing security configurations. "deepgram key rotation", "deepgram data protection", "deepgram PII redaction".
| Plan and execute Deepgram SDK upgrades and model migrations. Use when upgrading SDK versions (v3->v4->v5), migrating models (Nova-2 to Nova-3), or planning API version transitions. "deepgram version upgrade", "nova-3 migration".
| Implement Deepgram callback and webhook handling for async transcription. Use when implementing callback URLs, processing async transcription results, or handling Deepgram event notifications. "deepgram events", "deepgram notifications", "deepgram async".
| Definition Of Done Generator - Auto-activating skill for Enterprise Workflows. Part of the Enterprise Workflows skill category.
| This skill analyzes project dependencies for security vulnerabilities, outdated packages, and license compliance issues. It helps identify potential risks in your project's dependencies using the dependency-checker plugin. Use this skill when you need to check dependencies for vulnerabilities, identify outdated packages that need updates, or ensure license compatibility. Trigger phrases include "check dependencies", "dependency check", "find vulnerabilities", "scan for outdated packages", "/depcheck", and "license compliance". This skill supports npm, pip, composer, gem, and go modules projects.
| Dependency Vulnerability Checker - Auto-activating skill for Security Fundamentals. Part of the Security Fundamentals skill category.
| Deploy this skill enables AI assistant to deploy machine learning models to production environments. it automates the deployment workflow, implements best practices for serving models, optimizes performance, and handles potential errors. use this skill when th... Use when deploying or managing infrastructure. Trigger with phrases like 'deploy', 'infrastructure', or 'CI/CD'.
| Monitor use when deploying monitoring stacks including Prometheus, Grafana, and Datadog. Trigger with phrases like "deploy monitoring stack", "setup prometheus", "configure grafana", or "install datadog agent". Generates production-ready configurations with metric collection, visualization dashboards, and alerting rules.
| This skill orchestrates complex, multi-stage deployment pipelines. It generates production-ready configurations and setup code based on user-specified requirements and infrastructure. Use this skill when the user asks to create a deployment pipeline, generate CI/CD configurations, or needs help with automating software deployments. Trigger terms include "deployment pipeline", "CI/CD", "automate deployment", "pipeline configuration", and "deployment orchestration".
| This skill manages and executes deployment rollbacks with safety checks. It helps ensure smooth recovery from failed deployments by automating the rollback process. Use this skill when a deployment has issues, such as errors, performance degradation, or unexpected behavior. The skill is triggered by requests to "rollback deployment", "revert to previous version", or similar phrases related to deployment recovery. It prioritizes safe rollback procedures and provides options for verification.
| Deprecation Notice Generator - Auto-activating skill for Technical Documentation. Part of the Technical Documentation skill category.
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| Run a structured 5-day process to prototype, test, and validate product ideas with real users. Use when the user mentions "design sprint", "validate in a week", "rapid prototype", "test with users", or "de-risk before building". Covers mapping, sketching, deciding, prototyping, and testing. For ongoing experimentation, see lean-startup. For customer job analysis, see jobs-to-be-done. Trigger with 'design', 'sprint'.
| Process use when you need to work with database schema design. This skill provides schema design and migrations with comprehensive guidance and automation. Trigger with phrases like "design schema", "create migration", or "model database".
| Process identify anomalies and outliers in datasets using machine learning algorithms. Use when analyzing data for unusual patterns, outliers, or unexpected deviations from normal behavior. Trigger with phrases like "detect anomalies", "find outliers", or "identify unusual patterns".
| Process use when you need to work with deadlock detection. This skill provides deadlock detection and resolution with comprehensive guidance and automation. Trigger with phrases like "detect deadlocks", "resolve deadlocks", or "prevent deadlocks".
| Execute use when detecting infrastructure drift from desired state. Trigger with phrases like "check for drift", "infrastructure drift detection", "compare actual vs desired state", or "detect configuration changes". Identifies discrepancies between current infrastructure and IaC definitions using terraform plan, cloudformation drift detection, or manual comparison.
Detect potential memory leaks and analyze memory usage patterns in code. Use when troubleshooting performance issues related to memory growth or identifying leak sources. Trigger with phrases like "detect memory leaks", "analyze memory usage", or "find memory issues".
| Execute this skill enables AI assistant to detect and resolve performance bottlenecks in applications. it analyzes cpu, memory, i/o, and database performance to identify areas of concern. use this skill when you need to diagnose slow application performance, op... Use when optimizing performance. Trigger with phrases like 'optimize', 'performance', or 'speed up'.
Automatically detect performance regressions in CI/CD pipelines by comparing metrics against baselines. Use when validating builds or analyzing performance trends. Trigger with phrases like "detect performance regression", "compare performance metrics", or "analyze performance degradation".
Constructive critic and stress-tester for ideas and proposals. Use when the user needs someone to challenge their thinking, find weaknesses, anticipate objections, or strengthen an argument. Triggers include "challenge", "critique", "push back", "poke holes", "stress test", "what am I missing", or "play devil's advocate".
| Generates conventional commit messages using AI. It analyzes code changes and suggests a commit message adhering to the conventional commits specification. Use this skill when you need help writing clear, standardized commit messages, especially after making code changes and preparing to commit. Trigger with terms like "create commit", "generate commit message", or "write commit".
| This skill enables Claude to plan and implement disaster recovery (DR) procedures. It generates configurations and setup code based on specific requirements and infrastructure. Use this skill when the user requests assistance with disaster recovery planning, business continuity, or related DevOps tasks. Trigger this skill when the user mentions "disaster recovery", "DR plan", "business continuity", or requests help with setting up a recovery strategy. It provides production-ready configurations, implements best practices, and supports multi-platform environments.
| Discord Bot Generator - Auto-activating skill for Business Automation. Part of the Business Automation skill category.
| This skill automates the setup of distributed tracing for microservices. It helps developers implement end-to-end request visibility by configuring context propagation, span creation, trace collection, and analysis. Use this skill when the user requests to set up distributed tracing, implement observability, or troubleshoot performance issues in a microservices architecture. The skill is triggered by phrases such as "setup tracing", "implement distributed tracing", "configure opentelemetry", or "add observability to microservices".
| Distributed Training Setup - Auto-activating skill for ML Training. Part of the ML Training skill category.
| Django View Generator - Auto-activating skill for Backend Development. Part of the Backend Development skill category.
| Docker Compose Creator - Auto-activating skill for DevOps Basics. Part of the DevOps Basics skill category.
| This skill enables Claude to generate Docker Compose configurations for multi-container applications. It leverages best practices for production-ready deployments, including defining services, networks, volumes, health checks, and resource limits. Claude should use this skill when the user requests a Docker Compose file, specifies application architecture involving multiple containers, or mentions needs for container orchestration, environment variables, or persistent data management in a Docker environment. Trigger terms include "docker-compose", "docker compose file", "multi-container", "container orchestration", "docker environment", "service definition", "volume management", "network configuration", "health checks", "resource limits", and ".env files".
| Docker Container Basics - Auto-activating skill for DevOps Basics. Part of the DevOps Basics skill category.
| Dockerfile Generator - Auto-activating skill for DevOps Basics. Part of the DevOps Basics skill category.
| Configure CI/CD pipelines for Documenso integrations. Use when setting up automated testing, deployment pipelines, or continuous integration for Documenso projects. Trigger with phrases like "documenso CI", "documenso GitHub Actions", "documenso pipeline", "documenso automated testing".
| Diagnose and resolve common Documenso API errors and issues. Use when encountering Documenso errors, debugging integration issues, or troubleshooting failed operations. Trigger with phrases like "documenso error", "documenso 401", "documenso failed", "fix documenso", "documenso not working".
| Implement Documenso document creation and recipient management workflows. Use when creating documents, managing recipients, adding signature fields, or building signing workflows with Documenso. Trigger with phrases like "documenso document", "create document", "add recipient", "documenso signer", "signature field".
| Implement Documenso template-based workflows and direct signing links. Use when creating reusable templates, generating documents from templates, or implementing direct signing experiences. Trigger with phrases like "documenso template", "signing link", "direct template", "reusable document", "template workflow".
| Optimize Documenso usage costs and manage subscription efficiency. Use when analyzing costs, optimizing document usage, or managing Documenso subscription tiers. Trigger with phrases like "documenso costs", "documenso pricing", "optimize documenso spending", "documenso usage".
Answers built from the skills we actually parsed.