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gh-address-comments
Help address review/issue comments on the open GitHub PR for the current branch using gh CLI; verify gh auth first and prompt the user to authenticate if not logged in.
local-environment
Local development environment management for Polar using Docker
release
Release a new version of atomic-agents to PyPI and GitHub. Use when the user asks to "release", "publish", "deploy", or "bump version" for atomic-agents.
knowledge-distillation
Compress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained performance, transferring GPT-4 capabilities to open-source models, or reducing inference costs. Covers temperature scaling, soft targets, reverse KLD, logit distillation, and MiniLLM training strategies.
serving-llms-vllm
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 OpenAI-compatible endpoints, quantization (GPTQ/AWQ/FP8), and tensor parallelism.
code-review-large
In-depth code review for large PRs (>500 lines). Full analysis including architecture, performance, security, and maintainability.
Red Team Tools and Methodology
This skill should be used when the user asks to "follow red team methodology", "perform bug bounty hunting", "automate reconnaissance", "hunt for XSS vulnerabilities", "enumerate subdomains", or needs security researcher techniques and tool configurations from top bug bounty hunters.
Security Scanning Tools
This skill should be used when the user asks to "perform vulnerability scanning", "scan networks for open ports", "assess web application security", "scan wireless networks", "detect malware", "check cloud security", or "evaluate system compliance". It provides comprehensive guidance on security scanning tools and methodologies.
cloud-security-audit
云安全审计的专业技能和方法论
container-security-testing
容器安全测试的专业技能和方法论
azd-deployment
Imported from https://github.com/microsoft/agent-skills.
aws-advisor
Expert AWS Cloud Advisor for architecture design, security review, and implementation guidance. Leverages AWS MCP tools for accurate, documentation-backed answers. Use when user asks about AWS architecture, security, service selection, migrations, troubleshooting, or learning AWS. Triggers on AWS, Lambda, S3, EC2, ECS, EKS, DynamoDB, RDS, CloudFormation, CDK, Terraform, Serverless, SAM, IAM, VPC, API Gateway, or any AWS service.
MLOps Automation
Guide to refine MLOps projects with task automation, containerization, CI/CD pipelines, and robust experiment tracking.
administering-linux
Manage Linux systems covering systemd services, process management, filesystems, networking, performance tuning, and troubleshooting. Use when deploying applications, optimizing server performance, diagnosing production issues, or managing users and security on Linux servers.
github-workflow-skill
Provides concrete GitHub workflow patterns including branch naming conventions, PR templates, and CI/CD setup. Offers specific examples for feature development and hotfixes with clear quality gate requirements. Focuses on enforcing team standards rather than automating complex tasks.
n-version-workflow
This skill implements N-version programming for critical code by generating multiple independent solutions and selecting the best one based on correctness, security, and simplicity.
management
Provides type-safe configuration management with JSON schema validation for the Claude Flow Novice project. Supports export/import operations and centralized storage with Redis coordination for distributed environments.
plan-validate-execute-template
Provides a structured template for implementing approval-gated workflows with plan-validate-execute-verify phases. Includes concrete examples for database migrations and clear guidance on when to use it. The template enforces safety checks before irreversible operations.
nmap
Professional network reconnaissance and port scanning using nmap. Supports various scan types (quick, full, UDP, stealth), service detection, vulnerability scanning, and NSE scripts. Use when you need to enumerate network services, detect versions, or perform network reconnaissance.
onvifscan
ONVIF device security scanner for testing authentication and brute-forcing credentials. Use when you need to assess security of IP cameras or ONVIF-enabled devices.
cost-optimization
Provides concrete cloud cost optimization strategies with specific commands and examples for AWS. Covers reserved instances, spot instances, rightsizing, storage tiering, and tagging practices. Includes actionable bash commands and Terraform snippets for immediate implementation.
moai-foundation-quality
Enterprise code quality orchestrator implementing TRUST 5 validation framework (Testable, Readable, Unified, Secured, Trackable). Provides automated quality gates, proactive issue detection, and Context7 integration for real-time best practices enforcement across 25+ programming languages. Includes quality metrics dashboard and CI/CD pipeline integration.
incident-response
Provides structured incident response procedures with severity levels, escalation paths, and common runbooks for infrastructure issues like high CPU or database slowdowns. It offers clear checklists and communication templates for on-call engineers.
recommendation-system
This skill provides a production-ready architecture for scalable recommendation systems, enabling rapid deployment of personalized APIs with feature stores, multi-tier caching, A/B testing, and comprehensive monitoring for low latency and high quality.