mcpbeat

DevOps Claude Skills

4 344 DevOps skills from 392 authors. They ship releases, run infrastructure and keep watch over what is deployed. Half of them fit into 2 095 tokens or less — that is what one costs your context window when the agent loads it. 513 ship runnable scripts rather than instructions alone. 28 of them cannot work without an MCP server, most often rube. We also found 633 copies of these same skills sitting in other people's repositories — counted once here, not 633 times.

4 344 unique 392 authors 2 068 updated this month 579 from vendors

2 095
tokens, median
what a typical one costs in context
513
ship scripts
code that runs, not instructions alone
28
need a server
most often rube
633
copies elsewhere
counted once here, not once per repository

1 153–1 200 of 4 344

page 25 of 91
Pipeline Update
by indranilbanerjee

Update CRM pipeline. Use when: changing deal stages, values, notes, tracking velocity, or managing deal progression.

3k tokens
Redirect Manager
by indranilbanerjee

Manage URL redirects. Use when: creating 301/302 redirects, auditing chains, fixing loops, or deploying via CMS MCP.

2k tokens
Adding Product Alerting
by PostHog
vendor

> Recommended repo-engineering guide when adding alerting to a PostHog product or extending the shared alerts platform. Routes lifecycle state machines, AlertPolicy, destinations, HogFunction dispatch, email, fixed-cadence and calendar scheduling, insight evaluation, the AlertWizard, and shared alert editor components. Use for product alert implementations, shared destination types, lifecycle or scheduling options, advanced alert settings, and platform alert infrastructure. Not for configuring alerts in an existing product.

10k tokens
Debugging Local Task Agent Runs
by PostHog
vendor

Debug the output of local PostHog task runs — the wizard cloud-run path that executes inside a Docker sandbox under the local Temporal `process-task` workflow (the wizard that integrates PostHog, then the coding agent that commits and opens the PR). Use when a local run looks stuck, failed, or silent, or when you need to read the wizard or agent logs. Covers the `.env.local` keys + `ai_features` intent required for cloud runs locally, finding the task UUID (docker ps, temporal CLI, Temporal UI at localhost:8081), tailing live logs inside the sandbox container (`/tmp/posthog-wizard.log`, `/tmp/agent-server.log`), and reading the durable per-run console log from object storage after the sandbox is torn down. Trigger terms: task-sandbox, run_wizard, agent-server, process-task, SANDBOX_PROVIDER, LLM_GATEWAY, cloud_run, posthog-wizard.log.

2k tokens
Depot Container Builds
by PostHog
vendor

> Configures and runs Depot remote container builds using `depot build` and `depot bake`. Use when building Docker images, creating Dockerfiles with Depot, pushing images to registries, building multi-platform/multi-arch images (linux/amd64, linux/arm64), debugging container build failures, optimizing Dockerfile layer caching, using docker-bake.hcl or docker-compose builds, or migrating from `docker build` / `docker buildx build` to Depot. Also use when the user mentions depot build, depot bake, container builds, image builds, or asks about Depot's build cache, build parallelism, or ephemeral registry.

3k tokens
Gating Production Deploys
by PostHog
vendor

> Use when adding or editing a GitHub Actions workflow that pushes a container image to a registry (ECR/ghcr/Docker Hub via build-push-action) or dispatches a production deploy (a `commit_state_update` repository_dispatch to PostHog/charts). Those run from a single canonical deploy repo, gated by the CD_DEPLOY_ENABLED variable. Does NOT apply to workflows that publish GitHub releases, npm, crates, or Homebrew — those stay on the public repo.

754 tokens
Ingestion Pipeline Doctor Nodejs
by PostHog
vendor

> Ingestion pipeline architecture overview and convention reference. Use when you need a quick orientation to the pipeline framework or want to know which doctor agent to use for a specific concern.

1k tokens
Monitoring Capture Service
by PostHog
vendor

> Guide for using the Grafana MCP to monitor and diagnose the capture service (rust/capture) in production. Use when investigating latency, event loss, Kafka backpressure, Redis issues, rate limiting, Envoy proxy issues, or any capture health question. Covers prod-us and prod-eu environments.

7k tokens
Monitoring Ingestion Pipeline
by PostHog
vendor

> Guide for using the Grafana MCP to monitor and diagnose the Node.js ingestion pipeline workers in production. Use when investigating event lag, drops, pipeline errors, person/group processing, Kafka consumer health, Redis, Postgres, ClickHouse downstream health, or any ingestion worker question. Covers prod-us and prod-eu environments.

14k tokens
Writing Evals
by PostHog
vendor

> Teaches how to write and run evals on the `products/posthog_ai/eval_harness/` harness — sandboxed agent suites that execute the real coding agent in a Docker or Modal sandbox against a seeded Hedgebox project, and one-shot suites that score a single in-process model invocation per case. Use when adding or changing eval suites, cases, scorers, seeders, or synthesizers under `products/posthog_ai/evals/` or `products/*/evals/`, when touching the harness under `products/posthog_ai/eval_harness/`, or when running or debugging those evals (`hogli evals`). Covers suite kinds and discovery, case anatomy, the seeder/synthesizer split, the one-branch scorer patterns, and how to read results. Not for `ee/hogai/eval/ci/` pytest evals, and not for the LLM Analytics product's evaluation features.

8k tokens
Signals Scout Customer Analytics Billing And Usage
by PostHog
vendor

> Signals scout for per-account product-mix shifts. Watches each staked account's usage and forecasted MRR at the product grain for one product dropping or spiking against its own same-weekday trailing baseline while the account total holds — the shape account-level monitoring is blind to. Sweeps account notes, channel summaries, and synced comms for a planned-change explanation before filing, and files each validated shift as a report in the inbox.

6k tokens
Working With Scouts
by PostHog
vendor

> How to get real jobs done with PostHog Signals scouts — the scheduled agents that watch a project and write reports into the Signals inbox — and how to steer and customize the fleet over time. Use when a user wants to delegate a watching job ("have a scout keep an eye on X", "tell me if Y spikes", "watch this for a week"), wants to know which scout covers a surface, asks how to act on what scouts report, complains the fleet is noisy or quiet ("my scouts aren't useful", "too many reports"), or wants the fleet to get smarter over time (feedback loops, periodic calibration, promoting one-off steers into permanent policy). The operating manual for the human–scout working relationship; routes to `authoring-scouts` for write mechanics, `exploring-scouts` for run observability, and `inbox-exploration` for report triage. Trigger on "work with my scouts", "get more out of scouts", "have a scout watch X", "what do I do with this scout report", "calibrate/review my scout fleet".

7k tokens
Simulate New User
by PostHog
vendor

> Send synthetic first-time-visitor traffic to a URL and confirm that PostHog $pageview events fire. Use when a customer wants to verify that anonymous visitor tracking works, after deploying instrumentation changes, or when debugging "events not arriving" reports.

525 tokens
Deploying Laravel Cloud
by laravel

Deploys and manages Laravel applications on Laravel Cloud using the `cloud` CLI. Use when the user wants to deploy an app, ship to cloud, create/manage environments, databases, caches, domains, instances, background processes, check billing/usage/spend, or any Laravel Cloud infrastructure. Triggers on deploy, ship, cloud management, environment setup, database provisioning, billing/usage queries, and similar cloud operations.

2k tokens
Azure Active Directory B2c
by MicrosoftDocs

Expert knowledge for Azure Active Directory B2C development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when building B2C user flows/custom policies, configuring IdPs/MFA, securing APIs, automating CI/CD, or monitoring with Sentinel, and other Azure Active Directory B2C related development tasks. Not for Azure Role-based access control (use azure-rbac), Azure Information Protection (use azure-information-protection), Azure Security (use azure-security), Azure Sentinel (use azure-sentinel).

11k tokens
Azure Advisor
by MicrosoftDocs

Expert knowledge for Azure Advisor development including best practices, decision making, limits & quotas, security, configuration, and integrations & coding patterns. Use when managing Advisor alerts, digests, recommendation states, Resource Graph queries, or RBAC access, and other Azure Advisor related development tasks. Not for Azure Cost Management (use azure-cost-management), Azure Monitor (use azure-monitor), Azure Policy (use azure-policy), Azure Security (use azure-security).

2k tokens
Azure AI Vision
by MicrosoftDocs

Expert knowledge for Azure AI Vision development including decision making, limits & quotas, configuration, integrations & coding patterns, and deployment. Use when using Image Analysis, Read OCR containers, smart-crop thumbnails, background removal, or video frame analysis, and other Azure AI Vision related development tasks. Not for Azure AI Custom Vision (use azure-custom-vision), Azure AI Video Indexer (use azure-video-indexer), Azure AI Document Intelligence (use azure-document-intelligence), Azure AI Immersive Reader (use azure-immersive-reader).

2k tokens
Azure Aks Edge Essentials
by MicrosoftDocs

Expert knowledge for Azure Kubernetes Service Edge Essentials development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when managing AKS Edge/Arc clusters with Entra/AD auth, Arc onboarding, GPUs, IoT/AI workloads, or TPM/camera access, and other Azure Kubernetes Service Edge Essentials related development tasks. Not for Azure Kubernetes Service (AKS) (use azure-kubernetes-service), Azure IoT Edge (use azure-iot-edge), Azure Stack Edge (use azure-stack-edge), Azure Container Apps (use azure-container-apps).

11k tokens
Azure Analysis Services
by MicrosoftDocs

Expert knowledge for Azure Analysis Services development including troubleshooting. Use when resolving server connectivity, firewall/VNet, DNS, client connection, or network error issues, and other Azure Analysis Services related development tasks. Not for Azure Synapse Analytics (use azure-synapse-analytics), Azure SQL Database (use azure-sql-database), Azure SQL Managed Instance (use azure-sql-managed-instance), SQL Server on Azure Virtual Machines (use azure-sql-virtual-machines).

607 tokens
Azure Anomaly Detector
by MicrosoftDocs

Expert knowledge for Azure AI Anomaly Detector development including troubleshooting, best practices, limits & quotas, configuration, and deployment. Use when tuning Docker-based Anomaly Detector, ACI or IoT Edge deployments, univariate/multivariate APIs, or service limits, and other Azure AI Anomaly Detector related development tasks. Not for Azure AI Metrics Advisor (use azure-metrics-advisor), Azure Monitor (use azure-monitor), Azure Machine Learning (use azure-machine-learning).

1k tokens
Azure API Center
by MicrosoftDocs

Expert knowledge for Azure Api Center development including best practices, security, configuration, integrations & coding patterns, and deployment. Use when automating API linting/registration, ARM/Bicep deployment, backup/restore, portal access control, or API platform sync, and other Azure Api Center related development tasks. Not for Azure API Management (use azure-api-management), Azure Resource Manager (use azure-resource-manager), Azure Portal (use azure-portal).

1k tokens
Azure API Management
by MicrosoftDocs

Expert knowledge for Azure API Management development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when configuring APIM policies, OAuth/JWT auth, VNets/private gateways, self-hosted gateways, or multi-region scaling, and other Azure API Management related development tasks. Not for Azure Application Gateway (use azure-application-gateway), Azure Front Door (use azure-front-door), Azure Web Application Firewall (use azure-web-application-firewall), Azure Logic Apps (use azure-logic-apps).

10k tokens
Azure App Configuration
by MicrosoftDocs

Expert knowledge for Azure App Configuration development including troubleshooting, best practices, decision making, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when using feature flags, dynamic config refresh, snapshots, Key Vault integration, or CI/CD exports/imports, and other Azure App Configuration related development tasks. Not for Azure App Service (use azure-app-service), Azure Functions (use azure-functions), Azure Key Vault (use azure-key-vault).

6k tokens
Azure App Service
by MicrosoftDocs

Expert knowledge for Azure App Service development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when configuring App Service plans, VNet integration, managed identity access, deployment slots, or ASE environments, and other Azure App Service related development tasks. Not for Azure Functions (use azure-functions), Azure Spring Apps (use azure-spring-apps), Azure Container Apps (use azure-container-apps), Azure Static Web Apps (use azure-static-web-apps).

7k tokens
Azure App Testing
by MicrosoftDocs

Expert knowledge for Azure App Testing development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when using Azure Load Testing with VNets/private endpoints, JMeter/Locust, Playwright Workspaces, CI/CD, or quotas, and other Azure App Testing related development tasks. Not for Azure Test Plans (use azure-test-plans), Azure DevOps (use azure-devops), Azure Pipelines (use azure-pipelines), Azure App Service (use azure-app-service).

4k tokens
Azure Application Gateway
by MicrosoftDocs

Expert knowledge for Azure Application Gateway development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when configuring HTTP routing, WAF/TLS, autoscaling v2 gateways, AKS ingress/AGIC, or App Gateway for Containers, and other Azure Application Gateway related development tasks. Not for Azure Front Door (use azure-front-door), Azure Load Balancer (use azure-load-balancer), Azure Traffic Manager (use azure-traffic-manager), Azure Web Application Firewall (use azure-web-application-firewall).

7k tokens
Azure Arc
by MicrosoftDocs

Expert knowledge for Azure Arc development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when managing Arc-enabled Kubernetes, servers, SQL/data services, resource bridge, or Edge RAG workloads, and other Azure Arc related development tasks. Not for Azure Kubernetes Service (AKS) (use azure-kubernetes-service), Azure Stack Edge (use azure-stack-edge), Azure Local (use azure-local), Azure Virtual Machines (use azure-virtual-machines).

10k tokens
Azure Architecture
by MicrosoftDocs

Expert guidance for designing Azure solutions using Azure Architecture. Covers reference architectures, solution ideas, design patterns, technology choices, architecture styles, best practices, anti-patterns, example workloads, and migration guides. Use when designing AKS, data/AI, SAP, or hybrid workloads, choosing Azure services, or planning AWS/GCP migrations, and other Azure Architecture related development tasks.

15k tokens
Azure Artifact Signing
by MicrosoftDocs

Expert knowledge for Azure Artifact Signing development including best practices, decision making, security, configuration, and integrations & coding patterns. Use when managing signing cert lifecycle, RBAC roles, DGSSv2 migration, diagnostic logs, or CI/CD signing integrations, and other Azure Artifact Signing related development tasks. Not for Azure Key Vault (use azure-key-vault), Azure Artifacts (use azure-artifacts), Azure Information Protection (use azure-information-protection).

1k tokens
Azure Artifacts
by MicrosoftDocs

Expert knowledge for Azure Artifacts development including best practices, decision making, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when managing feeds, upstream sources, storage limits, tool integrations (npm/NuGet/Maven), or CI/CD publishing, and other Azure Artifacts related development tasks. Not for Azure DevOps (use azure-devops), Azure Pipelines (use azure-pipelines), Azure Repos (use azure-repos), Azure Test Plans (use azure-test-plans).

3k tokens
Azure Attestation
by MicrosoftDocs

Expert knowledge for Azure Attestation development including troubleshooting, best practices, security, configuration, and deployment. Use when validating attestation tokens, authoring policies, enforcing SGX/TPM baselines, or configuring private endpoints, and other Azure Attestation related development tasks. Not for Azure Confidential Computing (use azure-confidential-computing), Azure Virtual Enclaves (use azure-virtual-enclaves), Azure Dedicated HSM (use azure-dedicated-hsm), Azure Key Vault (use azure-key-vault).

2k tokens
Azure Automation
by MicrosoftDocs

Expert knowledge for Azure Automation development including troubleshooting, best practices, decision making, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when securing Automation accounts, configuring runbooks/DSC, using Hybrid Workers, integrating external services, or deploying at scale, and other Azure Automation related development tasks. Not for Azure Functions (use azure-functions), Azure Logic Apps (use azure-logic-apps), Azure Scheduler (use azure-scheduler), Azure Update Manager (use azure-update-manager).

4k tokens
Azure Backup
by MicrosoftDocs

Expert knowledge for Azure Backup development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when protecting Azure VMs, SQL/SAP HANA, AKS, Files/Blobs, or automating Azure Backup via CLI/PowerShell/REST, and other Azure Backup related development tasks. Not for Azure Site Recovery (use azure-site-recovery), Azure Virtual Machines (use azure-virtual-machines), Azure Virtual Network (use azure-virtual-network).

10k tokens
Azure Bastion
by MicrosoftDocs

Expert knowledge for Azure Bastion development including best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, and integrations & coding patterns. Use when configuring Bastion for AKS private clusters, VM scale sets, Entra ID auth, hub/spoke VNets, or IP-based cross-VNet access, and other Azure Bastion related development tasks. Not for Azure Virtual Network (use azure-virtual-network), Azure Virtual Machines (use azure-virtual-machines), Azure VPN Gateway (use azure-vpn-gateway), Azure Firewall (use azure-firewall).

2k tokens
Azure Batch
by MicrosoftDocs

Expert knowledge for Azure Batch development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when configuring Batch pools/tasks, autoscale, containers/MPI, storage mounts, or CI/CD for HPC/render jobs, and other Azure Batch related development tasks. Not for Azure Kubernetes Service (AKS) (use azure-kubernetes-service), Azure Container Instances (use azure-container-instances), Azure Functions (use azure-functions), Azure HDInsight (use azure-hdinsight).

4k tokens
Azure Blob Storage
by MicrosoftDocs

Expert knowledge for Azure Blob Storage development including troubleshooting, best practices, decision making, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when using Blob tiers, lifecycle policies, immutability, SAS/SFTP access, or NFS/BlobFuse mounts, and other Azure Blob Storage related development tasks. Not for Azure Files (use azure-files), Azure Table Storage (use azure-table-storage), Azure Queue Storage (use azure-queue-storage), Azure NetApp Files (use azure-netapp-files).

13k tokens
Azure Blueprints
by MicrosoftDocs

Expert knowledge for Azure Blueprints development including troubleshooting, decision making, security, configuration, integrations & coding patterns, and deployment. Use when migrating off Blueprints, mapping to PBMM/ISO/SWIFT, automating via CLI/PowerShell/REST, or fixing deployment errors, and other Azure Blueprints related development tasks. Not for Azure Policy (use azure-policy), Azure Resource Manager (use azure-resource-manager), Azure Resource Graph (use azure-resource-graph), Azure Portal (use azure-portal).

2k tokens
Azure Boards
by MicrosoftDocs

Expert knowledge for Azure Boards development including troubleshooting, best practices, decision making, limits & quotas, security, configuration, and integrations & coding patterns. Use when managing work items, WIQL queries, Excel/Office sync, GitHub/Teams integrations, or process templates, and other Azure Boards related development tasks. Not for Azure DevOps (use azure-devops), Azure Test Plans (use azure-test-plans), Azure Pipelines (use azure-pipelines), Azure Repos (use azure-repos).

2k tokens
Azure Bot Service
by MicrosoftDocs

Expert knowledge for Azure AI Bot Service development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when building bots with adaptive dialogs, Direct Line/Web Chat, Teams integration, OAuth/SSO, or proactive messages, and other Azure AI Bot Service related development tasks. Not for Azure Health Bot (use azure-health-bot), Azure Web PubSub (use azure-web-pubsub), Azure Functions (use azure-functions), Azure App Service (use azure-app-service).

8k tokens
Azure Business Process Tracking
by MicrosoftDocs

Expert knowledge for Azure Business Process Tracking development including deployment. Use when creating CI/CD pipelines, automating builds, running tests, and deploying tracking solutions via DevOps tools, and other Azure Business Process Tracking related development tasks. Not for Azure Monitor (use azure-monitor), Azure Logic Apps (use azure-logic-apps), Azure Data Factory (use azure-data-factory), Azure Machine Learning (use azure-machine-learning).

591 tokens
Azure Cache Redis
by MicrosoftDocs

Expert knowledge for Azure Cache for Redis development including troubleshooting, best practices, decision making, architecture & design patterns, security, configuration, integrations & coding patterns, and deployment. Use when configuring Redis clustering/replication, VNet/Private Link access, TLS/auth, CLI automation, or ARM/Bicep deployments, and other Azure Cache for Redis related development tasks. Not for Azure Managed Redis (use azure-managed-redis), Azure Cosmos DB (use azure-cosmos-db), Azure Table Storage (use azure-table-storage).

3k tokens
Azure Carbon Optimization
by MicrosoftDocs

Expert knowledge for Azure Carbon Optimization development including troubleshooting, security, and integrations & coding patterns. Use when using Carbon Service REST API, Python exports, RBAC roles, emissions data quality, or dashboard issues, and other Azure Carbon Optimization related development tasks. Not for Azure Cost Management (use azure-cost-management), Azure Impact Reporting (use azure-impact-reporting), Azure Monitor (use azure-monitor), Azure Policy (use azure-policy).

836 tokens
Azure Chaos Studio
by MicrosoftDocs

Expert knowledge for Chaos Studio development including troubleshooting, best practices, decision making, limits & quotas, security, configuration, and integrations & coding patterns. Use when designing Chaos Studio experiments, AKS resiliency tests, ARM/Bicep deployments, Private Link, or Azure Monitor telemetry, and other Chaos Studio related development tasks. Not for Azure Monitor (use azure-monitor), Azure Resiliency (use azure-resiliency), Azure Reliability (use azure-reliability), Azure Site Recovery (use azure-site-recovery).

2k tokens
Azure Cloud Adoption Framework
by MicrosoftDocs

Expert guidance for planning and executing cloud adoption using Azure Cloud Adoption Framework. Covers strategy, planning, readiness & landing zones, adoption patterns, governance, security, operations & management, organization & teams, and adoption scenarios. Use when designing landing zones, AKS, AVS, AVD, Oracle/SAP on Azure, or enforcing governance/security policies, and other Azure Cloud Adoption Framework related development tasks.

15k tokens
Azure Cloud Hsm
by MicrosoftDocs

Expert knowledge for Azure Cloud Hsm development including troubleshooting, best practices, limits & quotas, security, and integrations & coding patterns. Use when configuring Cloud HSM auth/network, PKCS#11 cert storage, key lifecycle, quotas, or cluster sync issues, and other Azure Cloud Hsm related development tasks. Not for Azure Dedicated HSM (use azure-dedicated-hsm), Azure Payment Hsm (use azure-payment-hsm), Azure Key Vault (use azure-key-vault), Azure Attestation (use azure-attestation).

1k tokens
Azure Cloud Services
by MicrosoftDocs

Expert knowledge for Azure Cloud Services development including troubleshooting, best practices, decision making, limits & quotas, security, configuration, and integrations & coding patterns. Use when managing Cloud Services guest OS upgrades, Key Vault certs, .csdef/.cscfg configs, autoscale, or migrations, and other Azure Cloud Services related development tasks. Not for Azure Virtual Machines (use azure-virtual-machines), Azure App Service (use azure-app-service), Azure Kubernetes Service (AKS) (use azure-kubernetes-service), Azure Functions (use azure-functions).

2k tokens
Azure Cloud Shell
by MicrosoftDocs

Expert knowledge for Azure Cloud Shell development including troubleshooting, limits & quotas, and security. Use when configuring Cloud Shell storage accounts, private VNet access, session limits, concurrency, or RBAC roles, and other Azure Cloud Shell related development tasks. Not for Azure Portal (use azure-portal), Azure Virtual Machines (use azure-virtual-machines), Azure Kubernetes Service (AKS) (use azure-kubernetes-service), Azure App Service (use azure-app-service).

885 tokens
Azure Cognitive Search
by MicrosoftDocs

Expert knowledge for Azure AI Search development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when building indexes, indexers, enrichment skillsets, semantic/vector search, or agentic answer synthesis, and other Azure AI Search related development tasks. Not for Azure Data Explorer (use azure-data-explorer), Azure Cosmos DB (use azure-cosmos-db), Azure SQL Database (use azure-sql-database), Azure Synapse Analytics (use azure-synapse-analytics).

10k tokens