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Audiocraft Audio Generation

AudioCraft: MusicGen text-to-music, AudioGen text-to-sound.

by NousResearch/hermes-agent / skills/mlops/models/audiocraft

#broad-capability#development#creativeDesign, Media & Creative

Auditing AWS S3 Bucket Permissions

Systematically audit AWS S3 bucket permissions to identify publicly accessible buckets, overly permissive ACLs, misconfigured bucket policies, and missing encryption settings using AWS CLI, S3audit, and Prowler to enforce least-privilege data access controls.

by mukul975/Anthropic-Cybersecurity-Skills / skills/auditing-aws-s3-bucket-permissions

#mukul-cybersecurity-skills#security#cybersecuritySecurity & Compliance

Auditing Azure Active Directory Configuration

Auditing Microsoft Entra ID (Azure Active Directory) configuration to identify risky authentication policies, overly permissive role assignments, stale accounts, conditional access gaps, and guest user risks using AzureAD PowerShell, Microsoft Graph API, and ScoutSuite.

by mukul975/Anthropic-Cybersecurity-Skills / skills/auditing-azure-active-directory-configuration

#mukul-cybersecurity-skills#security#cybersecuritySecurity & Compliance

Auditing Cloud With Cis Benchmarks

This skill details how to conduct cloud security audits using Center for Internet Security benchmarks for AWS, Azure, and GCP. It covers interpreting CIS Foundations Benchmark controls, running automated assessments with tools like Prowler and ScoutSuite, remediating failed controls, and maintaining continuous compliance monitoring against CIS v5 for AWS, v4 for Azure, and v4 for GCP.

by mukul975/Anthropic-Cybersecurity-Skills / skills/auditing-cloud-with-cis-benchmarks

#mukul-cybersecurity-skills#security#cybersecuritySecurity & Compliance

Auditing Compose Performance

Use this skill to run an end-to-end Jetpack Compose performance audit when the symptom is broad ("the app feels sluggish", "scroll is rough everywhere", "we're starting a perf sprint", "what should we fix first?"). Orchestrates the four-phase Measure → Diagnose → Fix → Verify loop by sequencing the 25 focused skills (release-mode setup, R8, Baseline Profiles, Compose Compiler reports, stability inference, Layout Inspector, `@TraceRecomposition`, stabilization, strong skipping, phase-deferral, derivedStateOf, lazy layouts, lazy prefetch, Modifier.Node, modifier ordering, flow collection, effects, CI gates, hot-reload) and produces a written audit report with Before/After Macrobenchmark numbers. Use when the developer wants a perf sprint kickoff, a pre-release perf gate, onboarding to a perf-troubled codebase, or a written deliverable. Use when the user mentions "audit", "perf review", "perf sprint", "where do I start", or has no specific symptom yet.

by skydoves/compose-performance-skills / audit/auditing-compose-performance

#android#jetpack-compose#performanceSoftware Engineering

Auditing GCP Iam Permissions

Auditing Google Cloud Platform IAM permissions to identify overly permissive bindings, primitive role usage, service account key proliferation, and cross-project access risks using gcloud CLI, Policy Analyzer, and IAM Recommender.

by mukul975/Anthropic-Cybersecurity-Skills / skills/auditing-gcp-iam-permissions

#mukul-cybersecurity-skills#security#cybersecuritySecurity & Compliance

Auditing Kubernetes Cluster Rbac

Auditing Kubernetes cluster RBAC configurations to identify overly permissive roles, wildcard permissions, dangerous ClusterRoleBindings, service account abuse, and privilege escalation paths using kubectl, rbac-tool, KubiScan, and Kubeaudit.

by mukul975/Anthropic-Cybersecurity-Skills / skills/auditing-kubernetes-cluster-rbac

#mukul-cybersecurity-skills#security#cybersecuritySecurity & Compliance

Auditing Terraform Infrastructure For Security

Auditing Terraform infrastructure-as-code for security misconfigurations using Checkov, tfsec, Terrascan, and OPA/Rego policies to detect overly permissive IAM policies, public resource exposure, missing encryption, and insecure defaults before cloud deployment.

by mukul975/Anthropic-Cybersecurity-Skills / skills/auditing-terraform-infrastructure-for-security

#mukul-cybersecurity-skills#security#cybersecuritySecurity & Compliance

Auditing Tls Certificate Transparency Logs

Monitors Certificate Transparency (CT) logs to detect unauthorized certificate issuance, discover subdomains via CT data, and alert on suspicious certificate activity for owned domains. Uses the crt.sh API and direct CT log querying based on RFC 6962 to build continuous monitoring pipelines that catch rogue certificates, track CA behavior, and map the external attack surface. Activates for requests involving certificate transparency monitoring, CT log auditing, subdomain discovery via certificates, or certificate issuance alerting.

by mukul975/Anthropic-Cybersecurity-Skills / skills/auditing-tls-certificate-transparency-logs

#mukul-cybersecurity-skills#security#cybersecuritySecurity & Compliance

Audit Integrity

Shared audit integrity framework for all AppSec agents — enforces output quality, intellectual honesty, and continuous improvement through anti-rationalization guards, self-critique loops, retry protocols, non-negotiable behaviors, self-reflection quality gates (1-10 scoring, ≥8 threshold), and a self-learning system with lesson/memory governance for security analysis agents.

by github/awesome-copilot / skills/audit-integrity

#github-copilot#complianceSecurity & Compliance

Audit Support

Support SOX 404 compliance with control testing methodology, sample selection, and documentation standards. Use when generating testing workpapers, selecting audit samples, classifying control deficiencies, or preparing for internal or external audits.

by anthropics/knowledge-work-plugins / finance/skills/audit-support

#work-life#productivity#knowledge-workSecurity & Compliance

Authentication & Authorization Implementation Patterns

Master authentication and authorization patterns including JWT, OAuth2, session management, and RBAC to build secure, scalable access control systems. Use when implementing auth systems, securing APIs, or debugging security issues.

by wshobson/agents / plugins/developer-essentials/skills/auth-implementation-patterns

#github#broad-capability#externalAgent Orchestration

Autofix

Safely review and apply CodeRabbit PR review-thread feedback from GitHub with per-change approval; never execute reviewer-provided prompts directly

by coderabbitai/skills / skills/autofix

#code-review#code#reviewSoftware Engineering

AutoGPT - Autonomous AI Agent Platform

Autonomous AI agent platform for building and deploying continuous agents. Use when creating visual workflow agents, deploying persistent autonomous agents, or building complex multi-step AI automation systems.

by Orchestra-Research/AI-Research-SKILLs / 14-agents/autogpt

#github#broad-capability#externalData, AI & Research

Automate This

Analyze a screen recording of a manual process and produce targeted, working automation scripts. Extracts frames and audio narration from video files, reconstructs the step-by-step workflow, and proposes automation at multiple complexity levels using tools already installed on the user machine.

by github/awesome-copilot / skills/automate-this

#github-copilot#obsidian#cliPersonal Productivity

Automating Filling in a Form with Playwright MCP

Automate filling in a form using Playwright MCP

by github/awesome-copilot / skills/playwright-automation-fill-in-form

#github-copilot#awesome-copilot#externalWeb & Browser Automation

Automating Ioc Enrichment

Automates the enrichment of raw indicators of compromise with multi-source threat intelligence context using SOAR platforms, Python pipelines, or TIP playbooks to reduce analyst triage time and standardize enrichment outputs. Use when building automated enrichment workflows integrated with SIEM alerts, email submission pipelines, or bulk IOC processing from threat feeds. Activates for requests involving SOAR enrichment, Cortex XSOAR, Splunk SOAR, TheHive, Python enrichment pipelines, or automated IOC processing.

by mukul975/Anthropic-Cybersecurity-Skills / skills/automating-ioc-enrichment

#mukul-cybersecurity-skills#security#cybersecuritySecurity & Compliance

Autonomous Builder

Full-stack software development agent for design, implementation, testing, and deployment. Use when the user explicitly asks for end-to-end project creation, feature development, bug fixing, or code refactoring.

by foryourhealth111-pixel/Vibe-Skills / bundled/skills/autonomous-builder

#broad-capability#creative#architectureSoftware Engineering

Auto Paper Improvement Loop

Autonomously improve a generated paper via GPT-5.5 xhigh review → implement fixes → recompile, for 2 rounds. Use when user says "改论文", "improve paper", "论文润色循环", "auto improve", or wants to iteratively polish a generated paper.

by wanshuiyin/Auto-claude-code-research-in-sleep / skills/auto-paper-improvement-loop

#broad-capability#wanshuiyin-aris#ml-researchEducation & Writing

Auto Paper Improvement Loop

Autonomously improve a generated paper via Claude review through claude-review MCP → implement fixes → recompile, for 2 rounds. Use when user says "改论文", "improve paper", "论文润色循环", "auto improve", or wants to iteratively polish a generated paper.

by wanshuiyin/Auto-claude-code-research-in-sleep / skills/skills-codex-claude-review/auto-paper-improvement-loop

#broad-capability#wanshuiyin-aris#ml-researchEducation & Writing

Auto Paper Improvement Loop

Autonomously improve a generated paper via GPT-5.5 xhigh review → implement fixes → recompile, for 2 rounds. Use when user says "改论文", "improve paper", "论文润色循环", "auto improve", or wants to iteratively polish a generated paper.

by wanshuiyin/Auto-claude-code-research-in-sleep / skills/skills-codex/auto-paper-improvement-loop

#broad-capability#wanshuiyin-aris#ml-researchData, AI & Research

Auto Paper Improvement Loop

Autonomously improve a generated paper via Gemini review through gemini-review MCP → implement fixes → recompile, for 2 rounds. Use when user says "改论文", "improve paper", "论文润色循环", "auto improve", or wants to iteratively polish a generated paper.

by wanshuiyin/Auto-claude-code-research-in-sleep / skills/skills-codex-gemini-review/auto-paper-improvement-loop

#broad-capability#wanshuiyin-aris#ml-researchData, AI & Research

Autoresearch

Orchestrates end-to-end autonomous AI research projects using a two-loop architecture. The inner loop runs rapid experiment iterations with clear optimization targets. The outer loop synthesizes results, identifies patterns, and steers research direction. Routes to domain-specific skills for execution, supports continuous agent operation via Claude Code /loop and OpenClaw heartbeat, and produces research presentations and papers. Use when starting a research project, running autonomous experiments, or managing a multi-hypothesis research effort.

by Orchestra-Research/AI-Research-SKILLs / 0-autoresearch-skill

#broad-capability#ai-research#machine-learningData, AI & Research

Autoresearch

Autonomous iterative experimentation loop for any programming task. Guides the user through defining goals, measurable metrics, and scope constraints, then runs an autonomous loop of code changes, testing, measuring, and keeping/discarding results. Inspired by Karpathy's autoresearch. USE FOR: autonomous improvement, iterative optimization, experiment loop, auto research, performance tuning, automated experimentation, hill climbing, try things automatically, optimize code, run experiments, autonomous coding loop. DO NOT USE FOR: one-shot tasks, simple bug fixes, code review, or tasks without a measurable metric.

by github/awesome-copilot / skills/autoresearch

#github-copilot#testingSoftware Engineering

Autoresearch Agent

Autonomous experiment loop that optimizes any file by a measurable metric. Inspired by Karpathy's autoresearch. The agent edits a target file, runs a fixed evaluation, keeps improvements (git commit), discards failures (git reset), and loops indefinitely. Use when: user wants to optimize code speed, reduce bundle/image size, improve test pass rate, optimize prompts, improve content quality (headlines, copy, CTR), or run any measurable improvement loop. Requires: a target file, an evaluation command that outputs a metric, and a git repo.

by alirezarezvani/claude-skills / engineering/autoresearch-agent/skills/autoresearch-agent

#testingSoftware Engineering

Auto Review Loop

Autonomous multi-round research review loop. Repeatedly reviews using Gemini via gemini-review MCP, implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says "auto review loop", "review until it passes", or wants autonomous iterative improvement.

by wanshuiyin/Auto-claude-code-research-in-sleep / skills/skills-codex-gemini-review/auto-review-loop

#broad-capability#wanshuiyin-aris#ml-researchData, AI & Research

Auto Review Loop

Autonomous multi-round research review loop. Repeatedly reviews via external reviewer backend (Codex or manual), implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says "auto review loop", "review until it passes", or wants autonomous iterative improvement.

by wanshuiyin/Auto-claude-code-research-in-sleep / skills/auto-review-loop

#broad-capability#wanshuiyin-aris#ml-researchData, AI & Research

Auto Review Loop

Autonomous multi-round research review loop. Repeatedly reviews using Claude Code via claude-review MCP, implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says "auto review loop", "review until it passes", or wants autonomous iterative improvement.

by wanshuiyin/Auto-claude-code-research-in-sleep / skills/skills-codex-claude-review/auto-review-loop

#broad-capability#wanshuiyin-aris#ml-researchData, AI & Research

Auto Review Loop

Autonomous multi-round research review loop. Repeatedly reviews using a secondary Codex agent, implements fixes, and re-reviews until positive assessment or max rounds reached. Use when user says "auto review loop", "review until it passes", or wants autonomous iterative improvement.

by wanshuiyin/Auto-claude-code-research-in-sleep / skills/skills-codex/auto-review-loop

#broad-capability#wanshuiyin-aris#ml-researchData, AI & Research

Auto Review Loop LLM

Autonomous research review loop using any OpenAI-compatible LLM API. Configure via llm-chat MCP server or environment variables. Trigger with "auto review loop llm" or "llm review".

by wanshuiyin/Auto-claude-code-research-in-sleep / skills/auto-review-loop-llm

#broad-capability#wanshuiyin-aris#ml-researchData, AI & Research

Auto Review Loop LLM

Autonomous research review loop using any OpenAI-compatible LLM API. Configure via llm-chat MCP server or environment variables. Trigger with "auto review loop llm" or "llm review".

by wanshuiyin/Auto-claude-code-research-in-sleep / skills/skills-codex/auto-review-loop-llm

#broad-capability#wanshuiyin-aris#ml-researchData, AI & Research

Auto Review Loop Minimax

Autonomous multi-round research review loop using MiniMax API. Use when you want to use MiniMax instead of Codex MCP for external review. Trigger with "auto review loop minimax" or "minimax review".

by wanshuiyin/Auto-claude-code-research-in-sleep / skills/skills-codex/auto-review-loop-minimax

#broad-capability#wanshuiyin-aris#ml-researchData, AI & Research

Auto Review Loop Minimax

Autonomous multi-round research review loop using MiniMax API. Use when you want to use MiniMax instead of Codex MCP for external review. Trigger with "auto review loop minimax" or "minimax review".

by wanshuiyin/Auto-claude-code-research-in-sleep / skills/auto-review-loop-minimax

#broad-capability#wanshuiyin-aris#ml-researchData, AI & Research

autoskill

Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills (or composition recipes that chain existing ones) for the patterns not yet covered. Use when the user asks to analyze their recent work and propose skills based on what they actually do. Requires the screenpipe daemon (https://github.com/screenpipe/screenpipe) running locally on port 3030 — the skill has no other data source and will refuse to run if screenpipe is unreachable. All detection runs locally; only redacted cluster summaries reach the LLM.

by K-Dense-AI/scientific-agent-skills / scientific-skills/autoskill

#github#broad-capability#externalData, AI & Research

Autoskill

Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills (or composition recipes that chain existing ones) for the patterns not yet covered. Use when the user asks to analyze their recent work and propose skills based on what they actually do. Requires the screenpipe daemon (https://github.com/screenpipe/screenpipe) running locally on port 3030 — the skill has no other data source and will refuse to run if screenpipe is unreachable. All detection runs locally; only redacted cluster summaries reach the LLM.

by K-Dense-AI/scientific-agent-skills / skills/autoskill

#broad-capability#science#mathData, AI & Research

Avoiding Subcomposition Pitfalls

Use this skill when a Compose tree uses SubcomposeLayout, BoxWithConstraints, or Scaffold and the developer reports extra measure passes, slow first frame, or layout passes running content composition repeatedly. Covers why SubcomposeLayout composes its slots during the measure phase, why BoxWithConstraints forces a subcomposition for every new Constraints value, why nesting Scaffold or BoxWithConstraints multiplies the cost, when a custom Layout or Modifier.layout { } replaces SubcomposeLayout, and how to use SubcomposeLayoutState's slot reuse policy and precompose APIs when SubcomposeLayout is genuinely required. Use when the developer mentions BoxWithConstraints, SubcomposeLayout, Scaffold, "extra measure pass", "double measurement", "first frame slow", "subcompose", or notices that wrapping content in BoxWithConstraints regresses scroll perf inside a LazyColumn.

by skydoves/compose-performance-skills / recomposition/avoiding-subcomposition-pitfalls

#android#jetpack-compose#performanceMobile App Development

Award Calendar

Find the cheapest award dates for a route over a date range. Searches seats.aero across all programs, groups by date, and shows a calendar grid of the best deals. Use when dates are flexible and you want to find the sweet spot.

by borski/travel-hacking-toolkit / plugins/travel-hacking-toolkit/skills/award-calendar

#travel#flights#hotelsPersonal Productivity

Award Sweet Spots

Catalog of high-value award redemptions where points dramatically outvalue cash. Tiered by legendary/excellent/good with current rates, devaluation history, and booking caveats.

by borski/travel-hacking-toolkit / plugins/travel-hacking-toolkit/skills/award-sweet-spots

#travel#flights#hotelsPersonal Productivity

Awardwallet

Query AwardWallet for loyalty program balances, elite status, and transaction history. Use when checking points inventory, airline status, or planning trips on points.

by borski/travel-hacking-toolkit / plugins/travel-hacking-toolkit/skills/awardwallet

#travel#flights#hotelsPersonal Productivity

Awq Quantization

Activation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss. Use when deploying large models (7B-70B) on limited GPU memory, when you need faster inference than GPTQ with better accuracy preservation, or for instruction-tuned and multimodal models. MLSys 2024 Best Paper Award winner.

by Orchestra-Research/AI-Research-SKILLs / 10-optimization/awq

#broad-capability#ai-research#machine-learningData, AI & Research

AWS Agentic AI

AWS Bedrock AgentCore comprehensive expert for deploying and managing AI agents at scale. Use when working with any AgentCore service including Gateway, Runtime, Memory, Identity, Code Interpreter, Browser, Observability, Agent Registry, or Evaluations. Covers agent deployment, MCP tool integration, credential management, agent discovery, governance workflows, and automated quality assessment. Essential when user mentions AgentCore, agent runtime, agent registry, agent evaluation, MCP gateway, deploy agent, register MCP server, discover agents, evaluate agent quality, agent credentials, or wants to build, deploy, catalog, or monitor AI agents on AWS.

by zxkane/aws-skills / plugins/aws-agentic-ai/skills/aws-agentic-ai

#aws#cloud#agentAgent Orchestration

AWS Ami Builder

Build Amazon Machine Images (AMIs) with Packer using the amazon-ebs builder. Use when creating custom AMIs for EC2 instances.

by hashicorp/agent-skills / packer/builders/skills/aws-ami-builder

#terraform#packer#infrastructure-as-codeDevOps & Cloud

AWS API Gateway

AWS API Gateway for REST and HTTP API management. Use when creating APIs, configuring integrations, setting up authorization, managing stages, implementing rate limiting, or troubleshooting API issues.

by itsmostafa/aws-agent-skills / skills/api-gateway

#github#external#license-mitDevOps & Cloud

AWS AppSync Event API Instructions

Production-grade guidance for AWS AppSync Event API handlers using APPSYNC_JS runtime restrictions, utilities, modules, and datasource patterns

by github/awesome-copilot / instructions/aws-appsync.instructions.md

#github-copilot#cloud#architectureDevOps & Cloud

AWS Aurora

AWS Aurora Serverless v2, RDS Proxy, Data API, connection pooling

by alinaqi/maggy / skills/aws-aurora

#claude-bootstrap#bootstrap#cloudDevOps & Cloud

AWS Cdk Development

AWS Cloud Development Kit (CDK) expert for building cloud infrastructure with TypeScript/Python. Use when creating CDK stacks, defining CDK constructs, implementing infrastructure as code, or when the user mentions CDK, CloudFormation, IaC, cdk synth, cdk deploy, or wants to define AWS infrastructure programmatically. Covers CDK app structure, construct patterns, stack composition, and deployment workflows.

by zxkane/aws-skills / plugins/aws-iac/skills/aws-cdk-development

#aws#cloud#terraformDevOps & Cloud

AWS CDK Development

AWS Cloud Development Kit (CDK) expert for building cloud infrastructure with TypeScript/Python. Use when creating CDK stacks, defining CDK constructs, implementing infrastructure as code, or when the user mentions CDK, CloudFormation, IaC, cdk synth, cdk deploy, or wants to define AWS infrastructure programmatically. Covers CDK app structure, construct patterns, stack composition, and deployment workflows.

by zxkane/aws-skills / plugins/aws-cdk/skills/aws-cdk-development

#github#external#license-mitDevOps & Cloud

AWS CDK Python Setup Instructions

Setup and initialization guide for developing AWS CDK (Cloud Development Kit) applications in Python. This skill enables users to configure environment prerequisites, create new CDK projects, manage dependencies, and deploy to AWS.

by github/awesome-copilot / skills/aws-cdk-python-setup

#github-copilot#awesome-copilot#externalDevOps & Cloud

AWS Cloud Expert

AWS Cloud Expert provides deep, hands-on guidance for designing, building, and operating AWS workloads. Covers the full AWS ecosystem — serverless, containers, databases, networking, IaC, security, and cost optimization — grounded in the AWS Well-Architected Framework.

by github/awesome-copilot / agents/aws-cloud-expert.agent.md

#github-copilot#cloud#architectureDevOps & Cloud

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 assessing security posture. Essential when user mentions AWS costs, spending, billing, budget, pricing, CloudWatch, observability, monitoring, alerting, CloudTrail, audit, or wants to optimize AWS infrastructure costs and operational efficiency.

by zxkane/aws-skills / plugins/aws-cost-ops/skills/aws-cost-operations

#github#external#license-mitDevOps & Cloud

AWS Dynamodb

AWS DynamoDB single-table design, GSI patterns, SDK v3 TypeScript/Python

by alinaqi/maggy / skills/aws-dynamodb

#claude-bootstrap#bootstrap#cloudDevOps & Cloud

AWS MCP Setup

Configure AWS MCP servers for documentation search and API access. Use when setting up AWS MCP, configuring AWS documentation tools, troubleshooting MCP connectivity, or when user mentions aws-mcp, awsdocs, uvx setup, or MCP server configuration. Covers both Full AWS MCP Server (with uvx + credentials) and lightweight Documentation MCP (no auth required).

by zxkane/aws-skills / plugins/aws-common/skills/aws-mcp-setup

#aws#cloud#architectureDevOps & Cloud

AWS Serverless Eda

AWS serverless and event-driven architecture expert based on Well-Architected Framework. Use when building serverless APIs, Lambda functions, REST APIs, microservices, or async workflows. Covers Lambda with TypeScript/Python, API Gateway (REST/HTTP), DynamoDB, Step Functions, EventBridge, SQS, SNS, and serverless patterns. Essential when user mentions serverless, Lambda, API Gateway, event-driven, async processing, queues, pub/sub, or wants to build scalable serverless applications with AWS best practices.

by zxkane/aws-skills / plugins/serverless-eda/skills/aws-serverless-eda

#aws#cloud#architectureSoftware Engineering

AWS Solution Architect

Design AWS architectures for startups using serverless patterns and IaC templates. Use when asked to design serverless architecture, create CloudFormation templates, optimize AWS costs, set up CI/CD pipelines, or migrate to AWS. Covers Lambda, API Gateway, DynamoDB, ECS, Aurora, and cost optimization.

by alirezarezvani/claude-skills / engineering-team/skills/aws-solution-architect

#github#external#license-mitDevOps & Cloud

Axolotl

Axolotl linked from Hermes creative, research, and development skills, with the upstream skill instructions available on GitHub.

by NousResearch/hermes-agent / skills/mlops/training/axolotl

#github#broad-capability#externalData, AI & Research

Axolotl Skill

Expert guidance for fine-tuning LLMs with Axolotl - YAML configs, 100+ models, LoRA/QLoRA, DPO/KTO/ORPO/GRPO, multimodal support

by Orchestra-Research/AI-Research-SKILLs / 03-fine-tuning/axolotl

#github#broad-capability#externalData, AI & Research

Az Aks Agent

Azure AKS Agentic CLI - AI-powered troubleshooting and insights tool for Azure Kubernetes Service. Use when diagnosing AKS cluster issues, getting cluster health insights, troubleshooting networking/storage/security problems, or analyzing cluster configuration with natural language queries.

by julianobarbosa/claude-code-skills / skills/az-aks-agent

#broad-capability#devops#azureDevOps & Cloud

Az Cost Optimize

Analyze Azure resources used in the app (IaC files and/or resources in a target rg) and optimize costs - creating GitHub issues for identified optimizations.

by github/awesome-copilot / skills/az-cost-optimize

#github-copilot#cloud#architectureDevOps & Cloud

Aztfexport

Use when exporting existing Azure resources to Terraform using aztfexport. Triggers on aztfexport, Azure import to Terraform, export Azure resource, bring Azure under Terraform management, reverse-engineer Azure infrastructure, bootstrap IaC from live Azure resources. Covers resource, resource-group, and query modes.

by julianobarbosa/claude-code-skills / skills/aztfexport

#broad-capability#devops#azureDevOps & Cloud

Aztfexport Skill

Aztfexport Skill linked from Juliano Barbosa Claude Code Skills, with the upstream skill instructions available on GitHub.

by julianobarbosa/claude-code-skills / skills/aztfexport-skill

#github#broad-capability#externalDevOps & Cloud

Azure Ad Sso

Azure AD OAuth2/OIDC SSO integration for Kubernetes applications. Use when implementing Single Sign-On, configuring Azure AD App Registrations, restricting access by groups, or integrating tools (DefectDojo, Grafana, ArgoCD, Harbor, SonarQube) with Azure AD authentication.

by julianobarbosa/claude-code-skills / skills/azure-ad-sso

#broad-capability#devops#azureSecurity & Compliance

Azure Ad Sso Skill

Azure Ad Sso Skill linked from Juliano Barbosa Claude Code Skills, with the upstream skill instructions available on GitHub.

by julianobarbosa/claude-code-skills / skills/azure-ad-sso-skill

#github#broad-capability#externalDevOps & Cloud

Azure Aigateway

Configure Azure API Management as an AI Gateway for AI models, MCP tools, and agents. WHEN: semantic caching, token limit, content safety, load balancing, AI model governance, MCP rate limiting, jailbreak detection, add Azure OpenAI backend, add AI Foundry model, test AI gateway, LLM policies, configure AI backend, token metrics, AI cost control, convert API to MCP, import OpenAPI to gateway.

by microsoft/skills / .github/plugins/azure-skills/skills/azure-aigateway

#broad-capability#development#setupDevOps & Cloud

Azure AI Services

Use for Azure AI: Search, Speech, OpenAI, Document Intelligence. Helps with search, vector/hybrid search, speech-to-text, text-to-speech, transcription, OCR. WHEN: AI Search, query search, vector search, hybrid search, semantic search, speech-to-text, text-to-speech, transcribe, OCR, convert text to speech.

by microsoft/skills / .github/plugins/azure-skills/skills/azure-ai

#github#broad-capability#externalDevOps & Cloud

Azure Aks Agent Skill

Azure Aks Agent Skill linked from Juliano Barbosa Claude Code Skills, with the upstream skill instructions available on GitHub.

by julianobarbosa/claude-code-skills / skills/az-aks-agent-skill

#github#broad-capability#externalDevOps & Cloud

Azure Architecture Autopilot

Design Azure infrastructure using natural language, or analyze existing Azure resources to auto-generate architecture diagrams, refine them through conversation, and deploy with Bicep. When to use this skill: - "Create X on Azure", "Set up a RAG architecture" (new design) - "Analyze my current Azure infrastructure", "Draw a diagram for rg-xxx" (existing analysis) - "Foundry is slow", "I want to reduce costs", "Strengthen security" (natural language modification) - Azure resource deployment, Bicep template generation, IaC code generation - Microsoft Foundry, AI Search, OpenAI, Fabric, ADLS Gen2, Databricks, and all Azure services

by github/awesome-copilot / skills/azure-architecture-autopilot

#github-copilot#cloud#architectureDevOps & Cloud

Azure AVM Bicep mode

Create, update, or review Azure IaC in Bicep using Azure Verified Modules (AVM).

by github/awesome-copilot / agents/azure-verified-modules-bicep.agent.md

#github-copilot#terraform#infrastructureDevOps & Cloud

Azure AVM Terraform mode

Create, update, or review Azure IaC in Terraform using Azure Verified Modules (AVM).

by github/awesome-copilot / agents/azure-verified-modules-terraform.agent.md

#github-copilot#terraform#infrastructureDevOps & Cloud

Azure Bicep Infrastructure Planning

Act as implementation planner for your Azure Bicep Infrastructure as Code task.

by github/awesome-copilot / agents/bicep-plan.agent.md

#github-copilot#awesome-copilot#externalDevOps & Cloud

Azure Cloud Migrate

Assess and migrate cross-cloud workloads to Azure with reports and code conversion. Supports Lambda→Functions, Beanstalk/Heroku/App Engine→App Service, Fargate/Kubernetes/Cloud Run/Spring Boot→Container Apps. WHEN: migrate Lambda to Functions, AWS to Azure, migrate Beanstalk, migrate Heroku, migrate App Engine, Cloud Run migration, Fargate to ACA, ECS/Kubernetes/GKE/EKS to Container Apps, Spring Boot to Container Apps, cross-cloud migration.

by microsoft/skills / .github/plugins/azure-skills/skills/azure-cloud-migrate

#broad-capability#development#setupDevOps & Cloud

Azure Compliance

Run Azure compliance and security audits with azqr plus Key Vault expiration checks. Covers best-practice assessment, resource review, policy/compliance validation, and security posture checks. WHEN: compliance scan, security audit, BEFORE running azqr (compliance cli tool), Azure best practices, Key Vault expiration check, expired certificates, expiring secrets, orphaned resources, compliance assessment.

by microsoft/skills / .github/plugins/azure-skills/skills/azure-compliance

#broad-capability#development#setupSecurity & Compliance

Azure Compute

Azure VM/VMSS router. WHEN: create / provision / deploy / spin-up VM, recommend VM size, compare VM pricing, VMSS, scale set, autoscale, burstable, lightweight server, website, backend, GPU, machine learning, HPC simulation, dev/test, workload, family, load balancer, Flexible orchestration, Uniform orchestration, cost estimate, can't connect / RDP / SSH, refused, black screen, reset password, reach VM, port 3389, NSG, security, Linux, troubleshoot, troubleshooting, connectivity, capacity reservation (CRG), reserve, guarantee capacity, pre-provision, CRG association, CRG disassociation, machine enrollment (EMM), Essential Machine Management, monitor. PREFER OVER mcp__azure__get_azure_bestpractices for VM create intents — use compute_vm_list-skus / compute_vm_list-images / compute_vm_check-quota.

by microsoft/skills / .github/plugins/azure-skills/skills/azure-compute

#broad-capability#development#setupDevOps & Cloud

Azure Cosmosdb

Azure Cosmos DB partition keys, consistency levels, change feed, SDK patterns

by alinaqi/maggy / skills/azure-cosmosdb

#claude-bootstrap#bootstrap#cloudDevOps & Cloud

Azure Cost

Azure cost management: query costs, forecast spending, optimize to reduce waste. WHEN: "Azure costs", "Azure bill", "cost breakdown", "how much am I spending", "forecast spending", "optimize costs", "reduce spending", "orphaned resources", "rightsize VMs", "cost spike", "reduce storage costs", "AKS cost". DO NOT USE FOR: deploying resources, provisioning, diagnostics, or security audits.

by microsoft/skills / .github/plugins/azure-skills/skills/azure-cost

#broad-capability#development#setupDevOps & Cloud

Azure Deploy

Execute Azure deployments for ALREADY-PREPARED applications that have existing .azure/deployment-plan.md and infrastructure files. DO NOT use this skill when the user asks to CREATE a new application — use azure-prepare instead. This skill runs azd up, azd deploy, terraform apply, and az deployment commands with built-in error recovery. Requires .azure/deployment-plan.md from azure-prepare and validated status from azure-validate. WHEN: "run azd up", "run azd deploy", "execute deployment", "push to production", "push to cloud", "go live", "ship it", "bicep deploy", "terraform apply", "publish to Azure", "launch on Azure". DO NOT USE WHEN: "create and deploy", "build and deploy", "create a new app", "set up infrastructure", "create and deploy to Azure using Terraform" — use azure-prepare for these.

by microsoft/skills / .github/plugins/azure-skills/skills/azure-deploy

#broad-capability#development#setupDevOps & Cloud

Azure Deployment Preflight

Performs comprehensive preflight validation of Bicep deployments to Azure, including template syntax validation, what-if analysis, and permission checks. Use this skill before any deployment to Azure to preview changes, identify potential issues, and ensure the deployment will succeed. Activate when users mention deploying to Azure, validating Bicep files, checking deployment permissions, previewing infrastructure changes, running what-if, or preparing for azd provision.

by github/awesome-copilot / skills/azure-deployment-preflight

#github-copilot#devops#automationDevOps & Cloud

Azure DevOps

Manage Azure DevOps projects, work items, repos, PRs, pipelines, wikis, test plans, security alerts, variable groups, environments/approvals, branch policies, and attachments. Use when user asks to: manage sprints, create/update work items, list repos, create PRs, run pipelines, search code, manage wiki pages, check security alerts, manage variable groups, approve deployments, or configure branch policies. Covers 13 domains with 99 tools via REST API.

by sanjay3290/ai-skills / skills/azure-devops

#github#broad-capability#externalBusiness, Marketing & Sales

Azure DevOps

Comprehensive Azure DevOps REST API skill for work items, pipelines, repos, test plans, wikis, and search operations via MCP tools and direct API calls

by julianobarbosa/claude-code-skills / skills/azure-devops

#broad-capability#devops#azureDevOps & Cloud

Azure DevOps CLI

Manage Azure DevOps resources via CLI including projects, repos, pipelines, builds, pull requests, work items, artifacts, and service endpoints. Use when working with Azure DevOps, az commands, devops automation, CI/CD, or when user mentions Azure DevOps CLI.

by github/awesome-copilot / skills/azure-devops-cli

#github-copilot#ci#cdDevOps & Cloud

Azure DevOps Pipeline YAML Best Practices

Best practices for Azure DevOps Pipeline YAML files

by github/awesome-copilot / instructions/azure-devops-pipelines.instructions.md

#github-copilot#awesome-copilot#externalDevOps & Cloud

Azure DevOps Skill

Azure DevOps Skill linked from Juliano Barbosa Claude Code Skills, with the upstream skill instructions available on GitHub.

by julianobarbosa/claude-code-skills / skills/azure-devops-skill

#github#broad-capability#externalDevOps & Cloud

Azure DevOps Wiki Skill

Azure DevOps Wiki Skill linked from Juliano Barbosa Claude Code Skills, with the upstream skill instructions available on GitHub.

by julianobarbosa/claude-code-skills / skills/azure-devops-wiki-skill

#github#broad-capability#externalDevOps & Cloud

Azure DevOps Wiki Skill

Complete guide for managing Azure DevOps wikis with best practices and CLI operations.

by julianobarbosa/claude-code-skills / skills/azure-devops-wiki

#broad-capability#devops#azureDevOps & Cloud

Azure Diagnostics

Debug Azure production issues on Azure using AppLens, Azure Monitor, resource health, and safe triage. WHEN: debug production issues, troubleshoot app service, app service high CPU, app service deployment failure, troubleshoot container apps, troubleshoot functions, troubleshoot AKS, kubectl cannot connect, kube-system/CoreDNS failures, pod pending, crashloop, node not ready, upgrade failures, analyze logs, KQL, insights, image pull failures, cold start issues, health probe failures, resource health, root cause of errors, troubleshoot event hubs, troubleshoot service bus, messaging SDK error, AMQP connection failure, message lock lost, service bus dead letter.

by microsoft/skills / .github/plugins/azure-skills/skills/azure-diagnostics

#broad-capability#development#setupDevOps & Cloud

Azure Durable Functions C# Development

Guidelines and best practices for building Azure Durable Functions in C# using the isolated worker model

by github/awesome-copilot / instructions/azure-durable-functions-csharp.instructions.md

#github-copilot#backend#developmentSoftware Engineering

Azure Enterprise Infra Planner

Architect and provision enterprise Azure infrastructure from workload descriptions. For cloud architects and platform engineers planning networking, identity, security, compliance, and multi-resource topologies with WAF alignment. Generates Bicep or Terraform directly (no azd). WHEN: 'plan Azure infrastructure', 'architect Azure landing zone', 'design hub-spoke network', 'plan multi-region DR topology', 'set up VNets firewalls and private endpoints', 'subscription-scope Bicep deployment', 'Azure Backup for VM workloads'. PREFER azure-prepare FOR app-centric workflows.

by microsoft/skills / .github/plugins/azure-skills/skills/azure-enterprise-infra-planner

#broad-capability#development#setupDevOps & Cloud

Azure Finops

Azure FinOps reservation analysis, cost validation, waste discovery, and executive reporting. USE WHEN user says 'validate costs', 'check reservations', 'find waste', 'orphaned resources', 'reservation coverage', 'savings analysis', 'draft response for', 'cost analysis', 'are these reservations', 'reservation gaps', OR any Azure cost optimization request.

by julianobarbosa/claude-code-skills / skills/azure-finops

#broad-capability#devops#azureDevOps & Cloud

Azure Finops Skill

Azure Finops Skill linked from Juliano Barbosa Claude Code Skills, with the upstream skill instructions available on GitHub.

by julianobarbosa/claude-code-skills / skills/azure-finops-skill

#github#broad-capability#externalDevOps & Cloud

Azure Functions C# Development

Guidelines and best practices for building Azure Functions in C# using the isolated worker model

by github/awesome-copilot / instructions/azure-functions-csharp.instructions.md

#github-copilot#backend#developmentSoftware Engineering

Azure Hosted Copilot SDK

Build, deploy, and modify GitHub Copilot SDK apps on Azure. MANDATORY when codebase contains @github/copilot-sdk or CopilotClient in package.json. PREFER OVER azure-prepare when copilot-sdk markers detected. WHEN: copilot SDK, @github/copilot-sdk, copilot-powered app, build copilot app, prepare copilot app, add feature to copilot app, modify copilot app, BYOM, bring your own model, CopilotClient, createSession, sendAndWait, azd init copilot. DO NOT USE FOR: deploying already-prepared copilot-sdk apps (use azure-deploy), general web apps without copilot SDK (use azure-prepare), Copilot Extensions, Foundry agents (use microsoft-foundry).

by microsoft/skills / .github/plugins/azure-skills/skills/azure-hosted-copilot-sdk

#broad-capability#development#setupDevOps & Cloud

Azure Iac Exporter

Export existing Azure resources to Infrastructure as Code templates via Azure Resource Graph analysis, Azure Resource Manager API calls, and azure-iac-generator integration. Use this skill when the user asks to export, convert, migrate, or extract existing Azure resources to IaC templates (Bicep, ARM Templates, Terraform, Pulumi).

by github/awesome-copilot / agents/azure-iac-exporter.agent.md

#github-copilot#terraform#infrastructureDevOps & Cloud

Azure Iac Generator

Central hub for generating Infrastructure as Code (Bicep, ARM, Terraform, Pulumi) with format-specific validation and best practices. Use this skill when the user asks to generate, create, write, or build infrastructure code, deployment code, or IaC templates in any format (Bicep, ARM Templates, Terraform, Pulumi).

by github/awesome-copilot / agents/azure-iac-generator.agent.md

#github-copilot#terraform#infrastructureDevOps & Cloud

Azure Image Builder

Build Azure managed images and Azure Compute Gallery images with Packer. Use when creating custom images for Azure VMs.

by hashicorp/agent-skills / packer/builders/skills/azure-image-builder

#terraform#packer#infrastructure-as-codeDevOps & Cloud

Azure Kubernetes

Plan, create, and configure production-ready Azure Kubernetes Service (AKS) clusters. Covers Day-0 checklist, SKU selection (Automatic vs Standard), networking options (private API server, Azure CNI Overlay, egress configuration), security, and operations (autoscaling, upgrade strategy, cost analysis). WHEN: create AKS environment, provision AKS, enable AKS observability, design AKS networking, choose AKS SKU, secure AKS, optimize AKS, AKS spot nodes, AKS cluster-autoscaler, rightsize AKS pod, pod rightsizing, over-provisioned AKS pod, pod resource requests and limits, Vertical Pod Autoscaler, VPA recommendations.

by microsoft/skills / .github/plugins/azure-skills/skills/azure-kubernetes

#broad-capability#development#setupDevOps & Cloud

Azure Kusto

Query and analyze data in Azure Data Explorer (Kusto/ADX) using KQL for log analytics, telemetry, and time series analysis. WHEN: KQL queries, Kusto database queries, Azure Data Explorer, ADX clusters, log analytics, time series data, IoT telemetry, anomaly detection.

by microsoft/skills / .github/plugins/azure-skills/skills/azure-kusto

#broad-capability#development#setupData, AI & Research

Azure Landing Zone Checklist

Fill out Microsoft Azure Landing Zone (ALZ) Accelerator checklists by interviewing the user, mapping their Azure subscriptions, integrating IP addressing documentation, and applying Microsoft Cloud Adoption Framework best practices. Produces a completed Excel checklist (.xlsx) ready for ALZ deployment. Use this skill whenever the user mentions Azure Landing Zone, ALZ checklist, landing zone accelerator, platform landing zone configuration, ALZ bootstrap, hub-and-spoke setup, Azure network topology planning, or wants to fill out any ALZ-related checklist or configuration file. Also trigger when the user uploads an Excel file that contains tabs like "Accelerator - Bootstrap", "Accelerator - Bicep", or "Accelerator - Terraform".

by julianobarbosa/claude-code-skills / skills/azure-landing-zone-checklist

#broad-capability#devops#azureDevOps & Cloud

Azure Landing Zone Checklist Skill

Azure Landing Zone Checklist Skill linked from Juliano Barbosa Claude Code Skills, with the upstream skill instructions available on GitHub.

by julianobarbosa/claude-code-skills / skills/azure-landing-zone-checklist-skill

#github#broad-capability#externalDevOps & Cloud

Azure Logic Apps and Power Automate Instructions

Guidelines for developing Azure Logic Apps and Power Automate workflows with best practices for Workflow Definition Language (WDL), integration patterns, and enterprise automation

by github/awesome-copilot / instructions/azure-logic-apps-power-automate.instructions.md

#github-copilot#power#automateDevOps & Cloud

Azure Logic Apps Expert Mode

Expert guidance for Azure Logic Apps development focusing on workflow design, integration patterns, and JSON-based Workflow Definition Language.

by github/awesome-copilot / agents/azure-logic-apps-expert.agent.md

#github-copilot#devops#automationDevOps & Cloud

Azure Messaging SDK Troubleshooting

Troubleshoot and resolve issues with Azure Messaging SDKs for Event Hubs and Service Bus. Covers connection failures, authentication errors, message processing issues, and SDK configuration problems. WHEN: event hub SDK error, service bus SDK issue, messaging connection failure, AMQP error, event processor host issue, message lock lost, message lock expired, lock renewal, lock renewal batch, send timeout, receiver disconnected, SDK troubleshooting, azure messaging SDK, event hub consumer, service bus queue issue, topic subscription error, enable logging event hub, service bus logging, eventhub python, servicebus java, eventhub javascript, servicebus dotnet, event hub checkpoint, event hub not receiving messages, service bus dead letter, batch processing lock, session lock expired, idle timeout, connection inactive, link detach, slow reconnect, session error, duplicate events, offset reset, receive batch.

by microsoft/skills / .github/plugins/azure-skills/skills/azure-messaging

#github#broad-capability#externalDevOps & Cloud