DevOps & Infra

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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. Use when this capability is needed.

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When setting up, debugging, or optimizing CI/CD pipelines. Use when the user mentions 'GitHub Actions,' 'CI/CD,' 'workflow,' 'pipeline,' 'deploy,' 'release automation,' 'build failing,' 'tests not running in CI,' or needs to automate testing, building, or deployment processes. Use when this capability is needed.

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Batch process GitHub issues via batch-orchestrator.sh with rate limit handling and session resumption Use when this capability is needed.

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Skill Instructions

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Guide for creating Azure API Management (APIM) XML policies. Use when users want to create, modify, or understand APIM policies including inbound/outbound processing, authentication, rate limiting, caching, transformations, AI gateway policies, and policy expressions. This skill provides policy syntax, examples, and C# policy expressions for request/response manipulation. Use when this capability is needed.

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Analyze Android authentication telemetry using Azure Data Explorer (Kusto). Use this skill for querying android_spans, eSTS correlation, latency investigation, error analysis, and telemetry troubleshooting. Triggers include "query Kusto", "analyze telemetry", "check android_spans", "eSTS correlation", "latency investigation", "error patterns", or any request involving telemetry data analysis. Use when this capability is needed.

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Skill in automating software deployment pipelines and managing cloud infrastructure for scalable, reliable systems. Use when this capability is needed.

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Deep Kubernetes expertise for container orchestration, deployment patterns, and cluster management. Use when deploying to K8s, writing Helm charts, configuring RBAC, troubleshooting pods, or optimizing cluster resources. Use when this capability is needed.

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SOQL Lib — Query Builder

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Build the project and start it with Docker Compose. Use for local integration testing or to verify the Docker setup. Use when this capability is needed.

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Debug and troubleshoot MBC CQRS Serverless applications. Use this when encountering errors, investigating issues, or optimizing performance in MBC CQRS Serverless projects. Use when this capability is needed.

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CI/CD best practices for building automated pipelines, deployment strategies, testing, and DevOps workflows across platforms Use when this capability is needed.

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Start up, tear down, and configure the local Kubernetes development environment for OpenShell. Uses k3d (Docker-backed k3s) + Skaffold + Helm. Covers cluster lifecycle, optional add-ons (Keycloak OIDC, Envoy Gateway), and port mappings. Trigger keywords - local k8s, local cluster, k3d, skaffold, helm dev, start cluster, stop cluster, tear down cluster, delete cluster, create cluster, helm:k3s, helm:skaffold, local dev environment, dev cluster, k8s dev, envoy gateway local, keycloak local. Use when this capability is needed.

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Deploy built dxvk-remix to a game and launch it. Use when the user asks to deploy, test, run, or debug a game with Remix, or when built changes need to be tested in a running game. Use when this capability is needed.

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Automate GitHub repositories, issues, pull requests, branches, CI/CD, and permissions via Rube MCP (Composio). Manage code workflows, review PRs, search code, and handle deployments programmatically. Use when this capability is needed.

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Help users deploy, validate, run, and parse OmniDocBench evaluations. Use this skill whenever the user mentions OmniDocBench, document parsing/OCR benchmark scoring, MinerU or other model evaluation on OmniDocBench, CDM formula metrics, end2end/md2md configs, Docker/conda deployment, remote SSH/H-cluster execution, result JSON parsing, or troubleshooting TeX Live/ImageMagick/Ghostscript/Docker/worker/OOM issues. Prefer Docker first, generate concrete commands from the user's paths, validate inputs before running, and report final Overall/Text/Formula/Table/Reading-order scores with result file paths. Use when this capability is needed.

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Design multi-skill workflow systems with artifact-based state handoff. Use when building skill pipelines, sequenced workflows, or when "workflow system", "skill pipeline", "state handoff", or "artifacts" are mentioned. Use when this capability is needed.

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Build Python-native web apps with Mesop. Triggers when users want to build, debug, or deploy Mesop applications, including AI chat interfaces, internal tools, and ML demos. Use when this capability is needed.

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Deploy fast-agent MCP Servers to Hugging Face Spaces using Docker. Use when the user wants to deploy an "agent card" as an MCP Server. Includes templates and CLI commands for deploying agent cards with custom tools to HF Spaces. Use when this capability is needed.

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Skill to resolve Docker vulnerabilities for the firebase-cli image. Use this skill when you need to check for vulnerabilities in the firebase-cli Docker image and address them. Use when this capability is needed.

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Bump pinned CLI tool versions in GitHub Actions workflows on the Fission repo (helm, kind, skaffold, cosign, golangci-lint, goreleaser, etc.) — primarily the `*_VERSION:` env vars and the `# vX.Y.Z` comments next to SHA-pinned `uses:` actions. Use when the user asks to update workflow tool versions, do a CI tool sweep, check what's outdated in `.github/workflows/`, or process Dependabot's grouped github-actions PR. Use when this capability is needed.

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Terraform infrastructure as code including modules, state management, workspaces, providers, and best practices. Trigger when users write Terraform configs, manage cloud infrastructure, need help with state management, or design reusable modules. Use when this capability is needed.

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Provides expert guidance on authenticating and authorizing to Google Cloud services and APIs, covering human users, service identities, Application Default Credentials (ADC), and best practices for secure access.

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Design the domain model for the Stitch SDK. Use when mapping MCP tools to domain classes and bindings in domain-map.json. This is Stage 2 of the generation pipeline. Use when this capability is needed.

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End-to-end 16S amplicon workflow from FASTQ reads to differential abundance. Orchestrates DADA2 ASV inference, taxonomy assignment, diversity analysis, and compositional testing with ALDEx2. Use when processing 16S/ITS amplicon data. Use when this capability is needed.

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End-to-end proteomics workflow from MaxQuant output to differential protein abundance. Orchestrates data import, normalization, imputation, and statistical testing with limma (default) or MSstats for complex feature-level designs. Use when processing mass spectrometry proteomics. Use when this capability is needed.

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Add a new AWS event source attribute (e.g., Kinesis, Kafka, MQ) to the Lambda .NET Annotations framework, including the attribute class, source generator integration, CloudFormation writer, unit tests, writer tests, source generator tests, and integration tests Use when this capability is needed.

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Release Notes Authoring Skill

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Use when upgrading Go emitter package and TypeSpec packages in eng/emitter-package.json to their latest versions.

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@azure/search-documents — Package Skill

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This skill should be used when the user asks to "design an ETL pipeline", "build data ingestion", "set up data orchestration", "troubleshoot pipeline issues", "optimize data workflows", or mentions ELT, medallion architecture, batch vs streaming, or data transformation patterns. Use when this capability is needed.

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Build and deploy Firebase Functions to production Use when this capability is needed.

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Use when interacting with Bmob backend cloud over plain HTTP / curl from ANY language that lacks a Bmob SDK — Python (requests/httpx), Go (net/http), PHP (Guzzle), C# (HttpClient), Rust (reqwest), Ruby, Java backend, Bash, Deno, server-side scripting, data migration. Also use when the user explicitly wants curl or the raw REST API URL pattern. API base domain: https://api.codenow.cn (e.g. /1/classes/Token). Triggers: /1/classes/, /1/users, /1/batch, /1/cloudQuery, /1/timestamp, /1/requestSmsCode, X-Bmob-Application-Id, X-Bmob-REST-API-Key, X-Bmob-Safe-Sign, simple auth, encrypted auth, MD5 signature, curl bmob, Bmob REST API, Bmob HTTP. NOT for JavaScript / Node / Web / Mini Program (use bmob-database-javascript), Android (use bmob-database-android), iOS (use bmob-database-ios), or Flutter / Dart (use bmob-database-flutter). If Bmob MCP is configured, generate_code MCP tool can emit ready-to-use curl for 13 operation types — prefer it over hand-writing curl.

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Prepare Python projects with professional structure, documentation, and tooling. Use when starting a new Python project, setting up a repository, creating project documentation (README, CONTRIBUTING), configuring development tools (pytest, ruff, mypy, pre-commit), or establishing CI/CD pipelines. Triggers on requests to "start a Python project", "set up a repo", "create project structure", "initialize a package", "prepare development environment", or any Python project scaffolding needs. Use when this capability is needed.

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Docker and Kubernetes security, image scanning, and runtime protection. Use when this capability is needed.