Event-driven architecture patterns with Apache Kafka. Covers event schemas, producer/consumer patterns, partitioning strategies, dead letter queues, and retry mechanisms.
Kafka event-driven architecture designer and reviewer. ALWAYS use when designing, reviewing, or troubleshooting Kafka-based event systems — topic design, partition strategy,…
Write integration tests for Kafka producers and consumers using testcontainers. Use when testing producer/consumer workflows, verifying message ordering, testing error scenarios,…
MCP server integration for Kafka operations with Claude Desktop and SpecWeave. Use when configuring Kafka MCP servers, connecting Claude to Kafka topics, or choosing between MCP…
Kafka monitoring and observability expert for Prometheus, Grafana, and JMX metrics. Use when setting up Kafka monitoring, configuring alerting rules, or building performance…
Kafka operations expert for deployment, monitoring, and tooling. Kubernetes (Strimzi, Confluent), Terraform IaC, Prometheus/Grafana observability, and CLI tools (kcat, kafkactl).
Patterns Apache Kafka — topics, partitions, consumer groups, exactly-once semantics et Kafka Streams.
Kafka Producer Consumer - Auto-activating skill for Backend Development. Triggers on: kafka producer consumer, kafka producer consumer Part of the Backend Development skill…
Implement type-safe Kafka producers for event streaming with msgspec serialization. Use when building async/await producers that publish domain events (orders, transactions, etc.)…
Apache Kafka in Rails — producing and consuming with karafka (recommended), racecar as a thin alternative, ruby-kafka legacy notes, schema management with Avro/Protobuf,…
Design and manage Kafka message schemas with type safety and schema evolution. Use when defining event schemas, creating schema validators, managing versions, and generating…
Extracts and transforms Avro/Protobuf schemas from Confluent Schema Registry using the REST API. Generates TypeScript interfaces, JSON Schema, and data contract documentation from…
Validates Avro, Protobuf, and JSON Schema compatibility against Confluent Schema Registry using the REST API.
Set up Apache Kafka for event streaming - Strimzi for local Kubernetes, Redpanda Cloud for production. Use when configuring event-driven messaging for Phase 5. (project)
Complete guide for Apache Kafka stream processing including producers, consumers, Kafka Streams, connectors, schema registry, and production deployment
Kafka Stream Processor - Auto-activating skill for Data Pipelines. Triggers on: kafka stream processor, kafka stream processor Part of the Data Pipelines skill category.
Comprehensive guide to Apache Kafka for real-time data streaming including topics, producers, consumers, stream processing, and production best practices
Processes real-time data streams with Apache Kafka Streams. Use for real-time event processing.
Kafka Streams topology design expert. Covers KStream vs KTable vs GlobalKTable, topology patterns, stream operations (filter, map, flatMap, branch), joins, windowing strategies,…
Converts MongoDB Kafka managed connector configurations (MongoDbAtlasSource / MongoDbAtlasSink) to equivalent Atlas Stream Processing processors.
Use when designing, implementing, or reviewing Android deep links, web links, and App Links in KMP projects — intent-filter design, host verification, manifest scope, and…
Use the @layla-network/sdk package in third-party Layla mini-apps and WebView apps. Covers the public API surface for creating a Layla client, OpenAI-shaped chat completions and…
R-Paketabhaengigkeiten mit renv fuer reproduzierbare Umgebungen verwalten. Behandelt Initialisierung, Snapshot/Restore-Workflow, Fehlersuche bei haeufigen Problemen und…
Self-debug loop через два слоя MCP — project (apps/mcp + packages/debug-tools) и Coolify (prod). Используй MCP вместо ad-hoc curl/psql/ssh, а при нехватке тулов сначала расширяй…
Architecture de messaging avec RabbitMQ, Kafka, Azure Service Bus. Se déclenche avec "message queue", "RabbitMQ", "Kafka", "queue", "messaging", "async", "pub/sub", "brok — from…
Async message queue and event streaming patterns — AWS SQS/SNS, Kafka, RabbitMQ. Covers producer/consumer design, idempotency, dead-letter queues, fan-out, ordering guarantees,…
RabbitMQ, Kafka, SQS, pub/sub, competing consumers, dead letter queues, and event streaming
A Lead Data Engineer interviewer evaluating asynchronous messaging. Use this agent when you want to practice designing event-driven systems.
Helps migrate self-managed Apache Kafka workloads to Amazon MSK Express. Inventories the source cluster (from IaC files, Kafka CLI output, or manual input), assesses MSK Express…
Converts legacy SQL to modular dbt models. Use when migrating SQL to dbt for: (1) Converting stored procedures, views, or raw SQL files to dbt models (2) Task mentions "migrate",…
Use Mission Control to design or repair tf.data pipelines with explicit throughput, caching, and validation evidence.
Patterns for efficient ML data pipelines using Polars, Arrow, and ClickHouse. TRIGGERS - data pipeline, polars vs pandas, arrow format, clickhouse ml, efficient loading,…
Manages MongoDB Atlas Stream Processing (ASP) workflows. Handles workspace provisioning, data source/sink connections, processor lifecycle operations, debugging diagnosti — from…
Implement incremental sync strategies for Navan BOOKING and TRANSACTION data with ETL pipeline patterns.
Guide for using Netlify AI Gateway to access AI models. Use when adding AI capabilities or selecting/changing AI models. Must be read before choosing a model.
Guide for using Netlify Blobs object storage. Use when storing files, images, documents, or simple key-value data without a full database.
Guide for controlling caching on Netlify's CDN. Use when configuring cache headers, setting up stale-while-revalidate, implementing on-demand cache purge, or understandin — from…
Reference for netlify.toml configuration. Use when configuring build settings, redirects, rewrites, headers, deploy contexts, environment variables, or any site-level con — from…
Guide for using Netlify DB (managed Neon Postgres). Use when the project needs a relational database, structured data storage, SQL queries, or data that will grow over time.
Deploy web projects to Netlify using the Netlify CLI (`npx netlify`). Use when the user asks to deploy, host, publish, or link a site/repo on Netlify, including preview a — from…
Netlify development best practices for serverless functions, edge functions, Blobs storage, build configuration, and deployment workflows.
Guide for writing Netlify Edge Functions. Use when building middleware, geolocation-based logic, request/response manipulation, authentication checks, A/B testing, or any — from…
Guide for using Netlify Forms for HTML form handling. Use when adding contact forms, feedback forms, file upload forms, or any form that should be collected by Netlify.
Guide for deploying web frameworks on Netlify. Use when setting up a framework project (Vite/React, Astro, TanStack Start, Next.js, Nuxt, SvelteKit, Remix) for Netlify de — from…
Guide for writing Netlify serverless functions. Use when creating API endpoints, background processing, scheduled tasks, or any server-side logic using Netlify Functions — from…
Use when the task involves authentication, user signups, logins, password recovery, OAuth providers, role-based access control, or protecting routes and functions.
Guide for using Netlify Image CDN for image optimization and transformation. Use when serving optimized images, creating responsive image markup, setting up user-uploaded — from…
Netlify Site Manager is built around Netlify deployment platform. The underlying ecosystem is represented by netlify/cli (1,837+ GitHub stars).
Nitro is a universal server framework from the UnJS ecosystem that lets you build and deploy web servers to any JavaScript runtime — Node.js, Deno, Bun, Cloudflare Workers,…
PWAF-compliant Databricks SQL Driver for Node.js (@databricks/sql): PAT, OAuth M2M, OAuth U2M (custom OAuth app PKCE + token-env), userAgentEntry telemetry.
Calculus, series, numerical methods, and optimization for computational mathematics. Covers limits (epsilon-delta, L'Hopital, squeeze theorem), derivatives (rules, optimization,…
Use when user asks about 7 Öffentliche Werke, Public Works, Energy, Transport, Energie, energy, Verkehr, transport, Post, Strassen, roads, Eisenbahn, railway, Umwelt, environment,…
olares-cli dashboard command tree — AI-agent-oriented mirror of the dashboard SPA's Overview2 + Applications2 routes.
标准 SOP：OceanBase 社区版经 OMS 同步至 Kafka 的延迟、吞吐与调优。涵盖全量/增量并发与限速、KafkaSink、OMS 平台 limitator 与 JVM、源端 OB 与表结构策略；与 observer 日志、OBProxy、单条 SQL 深查 skill 分工明确。
Guide for using Netlify AI Gateway to access AI models. Use when adding AI capabilities or selecting/changing AI models. Must be read before choosing a model.
Guide for using Netlify Blobs object storage. Use when storing files, images, documents, or simple key-value data without a full database.
Guide for controlling caching on Netlify's CDN. Use when configuring cache headers, setting up stale-while-revalidate, implementing on-demand cache purge, or understandin — from…
Reference for netlify.toml configuration. Use when configuring build settings, redirects, rewrites, headers, deploy contexts, environment variables, or any site-level con — from…
Deploy projects to Netlify with the Netlify CLI. Use when the user wants to link a repo, validate deploy settings, run a deploy, or choose between preview and production flows.
Guide for writing Netlify Edge Functions. Use when building middleware, geolocation-based logic, request/response manipulation, authentication checks, A/B testing, or any — from…