Skill rating
882 skills. The A–F grade combines safety (60%) and quality (40%); tests add a bonus. The rating refreshes automatically from open catalogs.
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| # | Grade | Skill | Score ▾ | Safety | Quality | Process | Tests | Popularity | Updated |
|---|---|---|---|---|---|---|---|---|---|
| 201 | A | Expert network engineer specializing in modern cloud networking, security architectures, and performance optimization. Masters multi-cloud connectivity, service mesh, zero-trust networking, SSL/TLS, g | 100 | 87 | B | — | ★ 14 | 16 Jun 2026 | |
| 202 | A | Expert cloud architect specializing in AWS/Azure/GCP multi-cloud infrastructure design, advanced IaC (Terraform/OpenTofu/CDK), FinOps cost optimization, and modern architectural patterns. Masters serv | 100 | 87 | B | — | ★ 14 | 16 Jun 2026 | |
| 203 | A | Expert database administrator specializing in modern cloud databases, automation, and reliability engineering. Masters AWS/Azure/GCP database services, Infrastructure as Code, high availability, disas | 100 | 87 | B | — | ★ 14 | 16 Jun 2026 | |
| 204 | A | Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps tools. Implements automated training, deployment, and monitoring across cloud platfo | 100 | 87 | B | — | ★ 14 | 16 Jun 2026 | |
| 205 | A | data-engineerProcedureAWSGoogle CloudInfrastructureData and analyticsmodbender/skill-library-mcpAgent Skills Build scalable data pipelines, modern data warehouses, and real-time streaming architectures. Implements Apache Spark, dbt, Airflow, and cloud-native data platforms. Use PROACTIVELY for data pipeline | 100 | 87 | C | — | ★ 14 | 16 Jun 2026 | |
| 206 | A | Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks. Implements model serving, feature engineering, A/B testing, and monitoring. Use PROACTIVELY for ML model deployment, | 100 | 87 | B | — | ★ 14 | 16 Jun 2026 | |
| 207 | B | Deploy OpenClaw securely on AWS with a single command. Creates VPC, EC2 (ARM64), Telegram channel, and configurable AI model (Bedrock, Gemini, or any provider) — SSM-only access, no SSH. Use when sett | 90 | 87 | C | — | ↓ 1 385 | 18 May 2026 | |
| 208 | A | A powerful open-source tool for managing networks and troubleshooting network problems! network-config, c#, aws-ssm, dns, dns-lookup, icmp. | 100 | 76 | D | — | ↓ 821 | 11 May 2026 | |
| 209 | A | Use whenever the user wants to find, shortlist, vet, or enrich US cybersecurity firms — pen-testing/red team, security audits, vCISO, SOC 2 readiness, incident response, managed SOC, IAM, cloud securi | 95 | 86 | C | — | ↓ 492 | 3 Jun 2026 | |
| 210 | B | Architects, debugs, secures, and cost-optimizes AWS infrastructure — EC2, Lambda, RDS, VPC, IAM, ECS, CloudFront. Use when deploying or reviewing anything on AWS, when a bill jumps or spend has to com | 98 | 66 | B | — | ↓ 4 241 ★ 2 | 27 Jul 2026 | |
| 211 | A | Host and process metrics including CPU, memory, disk, network, containers, and process-level telemetry. Use when analyzing infrastructure health, resource utilization, process consumption, or host dis | 100 | 98 | B | — | — | 10 Jul 2026 | |
| 212 | A | AWS cloud resource monitoring including EC2, RDS, Lambda, ECS/EKS, VPC networking, load balancers, S3, DynamoDB, SQS/SNS, and cost optimization. Use when analyzing AWS infrastructure, resource invento | 100 | 98 | D | — | — | 10 Jul 2026 | |
| 213 | A | Use whenever the user wants to find, shortlist, vet, or enrich US software development firms — custom software, web development, mobile app development, backend/API development, DevOps/cloud, system i | 95 | 86 | C | — | ↓ 446 | 3 Jun 2026 | |
| 214 | A | Self-hosted lightweight object storage speaking three interfaces at once — the S3 API (boto3 / AWS-SDK compatible, AWS Sig V4), a plain HTTP API (curl-friendly, Bearer auth), and MCP (Streamable HTTP | 100 | 77 | C | — | ↓ 874 | 1 Aug 2026 | |
| 215 | B | alibabacloud-migration-mas-cloud-migration-surveyProcedureWordAWSData and analyticsClawHubAgent Skills 当用户提供迁云调研材料(Excel/Word/文本/CSV文件)并要求生成结构化调研报告时,自动分析汇总并输出 .docx 文档。涵盖客户画像、架构现状、云产品映射、版本兼容性风险、迁移风险、待确认事项。支持 AWS/Azure/GCP/华为云/腾讯云/百度云/IDC 到阿里云的迁移评估。适用于阿里云迁云项目售前或交付调研阶段。本 skill 仅做信息梳理和报告生成,不执行实际迁移操作,不生成报价 | 100 | 72 | B | — | ↓ 8 185 | 22 Jul 2026 | |
| 216 | A | 云锻造自发化专业版是面向团队与企业的全功能多云基础设施即代码编排系统。不仅覆盖单云IaC基础能力,更包含多云统一管控、Ansible配置管控、CI/CD部署流水线、合规策略审计、灾备恢复、成本调优与安全加固,确保企业级云基础设施安全、合规、高效。Use when 需要安全检测、合规审计、漏洞扫描、加密防护时使用。不适用于渗透测试未授权目标。 | 100 | 82 | C | — | ↓ 202 | 33 d ago | |
| 217 | A | cron表达式助手专业版是面向企业级场景的完整cron表达式工具。在免费版基础语法之上,专业版新增高级特殊字符(L/W/#)、时区变换与对比、表达式冲突查验、智能调优建议、执行时间预计算五大高级能力,满足复杂调度场景的表达式编写需求。Use when 需要AI模型调用、智能对话、Agent编排、LLM应用时使用。不适用于需要100%确定性的关键决策。 功能涵盖: mate。 | 100 | 82 | C | — | ↓ 191 | 33 d ago | |
| 218 | A | Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking screenshots, extracting data, testing web a | 100 | 85 | C | — | ↓ 75 | 19 d ago | |
| 219 | A | Runs SQL queries on CloudWatch Logs data exported as Apache Iceberg tables in S3 Tables. Covers VPC Flow Logs, WAF logs, CloudFront access logs, Route 53 resolver logs, Network Firewall logs, EKS audi | 99 | 81 | C | — | ↓ 462 | 6 Jul 2026 | |
| 220 | A | Guides building full-stack applications with AWS Blocks — an Infrastructure-from-Code framework. Applies when creating APIs, selecting Building Blocks (KVStore, DistributedTable, Database, AuthBasic, | 100 | 79 | D | — | ↓ 440 | 6 Jul 2026 | |
| 221 | B | Manage AWS Lightsail and EC2 instances using AWS CLI | 100 | 65 | C | — | ↓ 1 871 ★ 2 | 11 May 2026 | |
| 222 | A | Guides use of AWS messaging and streaming services. Covers Amazon SQS, Amazon SNS, Amazon EventBridge, Amazon MQ, Amazon Kinesis Data Streams, Amazon Data Firehose, Amazon Managed Service for Apache F | 100 | 80 | C | — | ↓ 433 | 6 Jul 2026 | |
| 223 | A | Use when generating or editing draw.io/diagrams.net architecture diagrams via MCP or native XML. | 100 | 79 | C | — | ↓ 283 | 3 d ago | |
| 224 | B | resume-cv-builderGeneratorLaTeXAWSWriting and documentsPeople and hiringsundial-org/awesome-openclaw-skillsAgent Skills Create professional resumes and CVs. Generate ATS-friendly formats, optimize bullet points, tailor for specific jobs, and export to multiple formats (Markdown, HTML, LaTeX, PDF). | 100 | 71 | C | — | ★ 663 | 7 Mar 2026 | |
| 225 | A | AWS架构设计、部署、成本优化,规避资源浪费与安全陷阱,降低云上运维成本。Architect, deploy, and optimize AWS infrastructure avoiding cost explosions。触发关键词: web, deploy, architect, avoiding, aws, optimize, infrastructure, amazon。 | 100 | 82 | C | — | ↓ 170 | 43 d ago | |
| 226 | A | Shared launch intake for any TAO workflow or action. Use when the user wants to run TAO AutoML, train, evaluate, infer, export, generate TensorRT engines, or launch DEFT/workflow jobs on an execution | 95 | 85 | B | — | ↓ 708 | 15 d ago | |
| 227 | A | AWS SDK for Swift development patterns. Use when writing Swift code that uses AWS services via aws-sdk-swift package. | 100 | 81 | C | — | ↓ 427 | 6 Jul 2026 | |
| 228 | A | Designs a resilience program: how to structure and standardize resilience policies across an organization, team, or portfolio (tiered policy model with availability/RTO/RPO targets and DR approach sel | 100 | 80 | C | — | ↓ 420 | 23 Jul 2026 | |
| 229 | A | Expert hybrid cloud architect specializing in complex multi-cloud solutions across AWS/Azure/GCP and private clouds (OpenStack/VMware). Masters hybrid connectivity, workload placement optimization, ed | 99 | 87 | B | — | ★ 14 | 16 Jun 2026 | |
| 230 | A | Scan AWS accounts for security misconfigurations and vulnerabilities. Use when user asks to audit AWS security, check for misconfigurations, find exposed S3 buckets, review IAM policies, check securit | 100 | 84 | C | — | ★ 14 | 16 Jun 2026 | |
| 231 | A | Use when bulk-managing Terraform modules at scale — upgrading providers across AWS, GCP, Azure, or DigitalOcean repositories, standardizing GitHub Actions workflows, automating semantic releases, runn | 97 | 89 | C | — | ★ 14 | 16 Jun 2026 | |
| 232 | A | Cross-cloud GPU provisioning with NUMA-aligned topology optimization, K8s cluster creation, and inference overflow. Get real-time pricing across 11+ cloud providers, provision the cheapest GPUs in sec | 100 | 85 | C | — | ★ 14 | 16 Jun 2026 | |
| 233 | A | Use when implementing infrastructure as code with Terraform across AWS, Azure, or GCP. Invoke for module development, state management, provider configuration, multi-environment workflows, infrastruct | 100 | 84 | C | — | ★ 14 | 16 Jun 2026 | |
| 234 | A | backend-architectIntegrationAWSAzureSoftware developmentInfrastructuremodbender/skill-library-mcpAgent Skills Expert backend architect specializing in scalable API design, microservices architecture, and distributed systems. Masters REST/GraphQL/gRPC APIs, event-driven architectures, service mesh patterns, an | 99 | 87 | B | — | ★ 14 | 16 Jun 2026 | |
| 235 | A | sling-api-specsIntegrationAWSWriting and documentsAI and agentsmodbender/skill-library-mcpAgent Skills Build REST API specifications for Sling data extraction. Use when creating API specs, configuring authentication (OAuth, API key, Bearer token, HMAC), setting up pagination (cursor, offset, page), pro | 100 | 84 | C | — | ★ 14 | 16 Jun 2026 | |
| 236 | A | infra-as-codeProcedureTerraformAWSInfrastructureSoftware developmentmodbender/skill-library-mcpAgent Skills Define and manage cloud infrastructure with code. Use when writing Terraform, CloudFormation, or Pulumi configs, managing state, planning deployments, setting up networking/compute/storage resources, | 100 | 84 | D | — | ★ 14 | 16 Jun 2026 | |
| 237 | A | Integrate Amazon SQS safely through Pontx. Use for queue discovery, direct SDK or CLI setup, consumer reliability, FIFO or standard queue decisions, visibility timeouts, DLQs, polling, and explicitly | 100 | 81 | D | — | ↓ 205 | 31 d ago | |
| 238 | B | Query AWS CloudWatch metrics for ECS/EC2/RDS and return charts. | 100 | 69 | C | — | ↓ 1 336 | 17 May 2026 | |
| 239 | A | Detect, exploit, and prevent Server-Side Request Forgery (SSRF) vulnerabilities. Use when tasks involve testing for SSRF in web applications, accessing internal services through SSRF, bypassing SSRF f | 95 | 83 | C | — | ★ 150 | 2 d ago | |
| 240 | A | Velero for Kubernetes backup and disaster recovery. Use when the user needs to back up cluster resources and persistent volumes, restore workloads, migrate between clusters, or schedule automated back | 95 | 82 | D | — | ★ 150 | 2 d ago | |
| 241 | A | Alibaba Cloud OPC (one-person-company) cloud resource SELECTION advisor — recommends one of 7 standard SKU packages with exact monthly price, purchase URL, and plain-language launch/migration path for | 100 | 78 | C | — | ↓ 460 | 22 d ago | |
| 242 | B | 将 Markdown 文件转换为符合微信公众号规范的 HTML 文件,并可进一步推送到微信公众号草稿箱。支持文章模式(默认,含 7 种预设样式)和新闻模式(--news)。支持推送 Markdown 到稀土掘金草稿箱。当用户提到"md转微信html""推送公众号""转换微信公众号格式""推送到掘金""掘金草稿"等意图时触发此技能。 | 93 | 80 | C | — | ↓ 606 ★ 2 | 12 Jun 2026 | |
| 243 | A | Discover existing cloud resources using Terraform Search queries and bulk import them into Terraform management. Use when bringing unmanaged infrastructure under Terraform control, auditing cloud reso | 100 | 94 | C | — | — | 10 Jul 2026 | |
| 244 | A | Kubernetes cluster, pod, node, and workload monitoring. Use when analyzing K8s health, resource optimization, pod failures, OOMKills, scheduling, or security posture. Also use for Kubernetes operation | 100 | 95 | D | — | — | 10 Jul 2026 | |
| 245 | A | One-click deploy, publish, and update a local project or Git repository to Alibaba Cloud International (alibabacloud.com), producing an accessible online service with a public IP. Supports full-stack | 92 | 90 | C | — | ↓ 411 | 41 d ago | |
| 246 | B | Analyze AWS Cost & Usage Reports to identify top cost drivers, waste, and anomalies across all linked accounts | 100 | 69 | B | — | ↓ 1 167 | 17 May 2026 | |
| 247 | B | Analyze AWS CDK applications for best practices, security, cost optimization, and deployment safety — covers construct patterns, IAM policies, and CloudFormation output. | 99 | 75 | B | — | ↓ 680 | 11 May 2026 | |
| 248 | B | Analyze dead letter queue (DLQ) messages to identify failure patterns, root causes, and remediation strategies. Supports AWS SQS, RabbitMQ, Kafka, Azure Service Bus, and generic message queues. | 100 | 72 | C | — | ↓ 668 | 11 May 2026 | |
| 249 | B | Review Terraform plans and HCL files for AWS security misconfigurations before deployment | 100 | 69 | B | — | ↓ 971 | 11 May 2026 | |
| 250 | B | Set up a complete OpenClaw personal AI assistant from scratch using Claude Code. Walks through AWS provisioning, OpenClaw installation, Telegram bot creation, API configuration, Google Workspace integ | 93 | 76 | C | — | ↓ 2 871 | 18 May 2026 |