Use when users ask how to install, configure, query, visualize, alert on, administer, or troubleshoot Grafana and the Grafana Labs observability stack, including Grafana OSS, Grafana Enterprise, Grafana Cloud, dashboards, panels, data sources, Loki, Mimir, Tempo, Pyroscope, Alloy, Beyla, k6, alerting, IRM, SLOs, or…
Use when users ask how to design, query, mutate, subscribe to, validate, secure, deploy, or troubleshoot GraphQL APIs, including schemas and types, queries and mutations, subscriptions, resolvers, validation, execution, responses, introspection, HTTP transport, authorization, pagination, federation, performance…
Use when users ask how to install, search, deploy, upgrade, rollback, uninstall, template, lint, package, or troubleshoot Helm charts and releases on Kubernetes, including chart development, values, repositories, hooks, plugins, OCI registries, Helm 4 changes, or the Helm Go SDK, especially when they need official…
Use when users ask how to deploy, connect to, query, model, index, aggregate, secure, scale, back up, monitor, or troubleshoot MongoDB databases and applications, including Atlas, Community Edition, Enterprise Advanced, CRUD, the aggregation framework, search, vector search, transactions, change streams, replication…
Use when users ask how to write, explain, configure, tune, secure, replicate, back up, monitor, or troubleshoot MySQL SQL, schemas, indexes, transactions, users, privileges, InnoDB, replication, Group Replication, InnoDB Cluster, connectors, or server settings, especially when they need official MySQL documentation…
Use when users ask how to install, configure, proxy, load-balance, secure, reload, or troubleshoot NGINX as a web server, reverse proxy, mail proxy, or TCP/UDP stream proxy, including nginx.conf syntax, server blocks, location matching, upstreams, SSL/TLS, HTTP/2, HTTP/3, QUIC, rewrite rules, rate limiting, caching…
Use when users ask how to deploy, index, search, map, secure, scale, monitor, ingest, aggregate, or troubleshoot OpenSearch clusters and OpenSearch Dashboards, including Query DSL, vector search, k-NN, ML Commons, Data Prepper, security plugin, index management, ISM, snapshots, clients, or migration from…
Use when users ask how to instrument, collect, process, export, or troubleshoot OpenTelemetry traces, metrics, and logs, including language SDKs, the OpenTelemetry Collector, zero-code instrumentation, semantic conventions, OTLP, platforms, security, compatibility, or reference architectures, especially when they need…
Use when users ask how to build, explain, configure, route, secure, test, deploy, or troubleshoot Phoenix web applications and APIs, including routers, controllers, contexts, Ecto, LiveView, channels, plugs, HEEx templates, authentication, PubSub, generators, or Elixir releases, especially when they need official…
Use when users ask how to build, configure, index, query, filter, scale, or troubleshoot Pinecone vector database applications, including serverless indexes, namespaces, upsert/query/update/delete operations, metadata filtering, hybrid search, reranking, Pinecone Assistant, or SDKs, especially when they need official…
Use when users ask how to write, explain, configure, tune, secure, replicate, extend, or troubleshoot PostgreSQL 16 SQL, schemas, indexes, transactions, roles, authentication, backups, replication, monitoring, procedural languages, extensions, or server settings, especially when they need official PostgreSQL…
Use when users ask how to write, explain, configure, tune, secure, replicate, extend, or troubleshoot PostgreSQL 17 SQL, schemas, indexes, transactions, roles, authentication, backups, replication, monitoring, procedural languages, extensions, or server settings, especially when they need official PostgreSQL…
Use when users ask how to write, explain, configure, tune, secure, replicate, extend, or troubleshoot PostgreSQL 18 SQL, schemas, indexes, transactions, roles, authentication, backups, replication, monitoring, procedural languages, extensions, or server settings, especially when they need official PostgreSQL…
Use when users ask how to build, configure, query, filter, index, scale, secure, or troubleshoot Qdrant vector database deployments, including collections, points, payloads, vectors, hybrid search, filtering, quantization, snapshots, distributed deployment, Qdrant Cloud, or client libraries, especially when they need…
Use when users ask how to install, configure, publish to, consume from, cluster, secure, monitor, or troubleshoot RabbitMQ brokers and messaging applications, including AMQP 0-9-1, AMQP 1.0, queues, exchanges, bindings, routing, streams, publishers, consumers, management UI, plugins, or production operations…
Use when users ask how to build, explain, configure, tune, secure, scale, monitor, or troubleshoot Redis applications and deployments, including data types, commands, clients, pipelining, transactions, pub/sub, streams, JSON, search, vector search, AI/RAG patterns, clustering, replication, persistence, Redis Open…
Use when users ask how to install, configure, model, query, secure, scale, repair, monitor, migrate to, or troubleshoot ScyllaDB clusters, ScyllaDB Cloud, Alternator, CQL applications, shard-aware drivers, CDC, nodetool, cqlsh, Manager, Monitoring Stack, Operator, or DynamoDB-compatible APIs, especially when they need…
Use when users ask how to build, configure, integrate, test, secure, or troubleshoot Stripe payments, billing, subscriptions, Connect marketplaces, Checkout, Elements, webhooks, or the Stripe API, especially when they need official Stripe documentation, exact links, docs-grounded guidance, or the correct API/SDK…
Use when users ask how to install, configure, write, plan, apply, import, destroy, test, secure, or troubleshoot Terraform infrastructure as code, including HCL syntax, providers, modules, state, workspaces, backends, variables, outputs, data sources, provisioners, HCP Terraform, Terraform Enterprise, or the Terraform…
Use when users ask how to build, configure, query, filter, index, scale, deploy, or troubleshoot Weaviate vector database applications, including collections, schema, CRUD operations, similarity/hybrid/generative search, multi-tenancy, replication, model provider integrations, client libraries, or self-hosted vs…
Explains and applies {domain, e.g. "the Gang of Four design patterns" / "the 12-factor app principles"} with idiomatic {guidance/examples} in {context, e.g. "Python, Java, Go, and Rust" or "system design"}. Use when users ask about {topic-1}, {topic-2}, {topic-3}, when they need help choosing {an item} for a design…