Register, update, or re-sync data sources for MFS so they become searchable — postgres / mysql / mongo / snowflake / bigquery, github / jira / linear / notion / hubspot / zendesk,…
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…
Multi-state harmonized privacy compliance program. Common requirements matrix across all US state privacy laws, state-specific deltas, unified privacy program architecture, and…
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…
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…
Deploy web projects to Netlify using the Netlify CLI (`npx netlify`). Use when the user asks — from username/repo
Retrofits dbt Slim CI onto an existing Orchestra production dbt pipeline using latest_production, state:modified+, and --defer, with GitHub Actions run-pipeline as the primary CI…
Use when drafting the mandatory <500-word contribution statement and the discussion section for an Organization Science manuscript — articulating the overall contribution to…
Use ORMs for their productivity while avoiding N+1 queries and knowing when to drop to raw SQL. Use when working with an ORM or debugging the performance problems ORMs quietly…
Public-records OSINT investigation framework — SEC EDGAR filings, USAspending contracts, Senate lobbying, OFAC sanctions, ICIJ offshore leaks, NYC property records (ACRIS),…
Hookdeck Outpost — open-source infrastructure for sending webhooks and events to user-preferred destinations (HTTP, SQS, RabbitMQ, Pub/Sub, EventBridge, Kafka).
Pandas expert: DataFrame operations, merge/join, groupby, time series, performance optimization. Use when analyzing data, building ETL pipelines, or data manipulation with Python.
Generate correct pg_durable SQL code for durable function workflows. USE WHEN: writing pg_durable DSL, creating durable functions, using df.start(), composing ~> |=> & | ?> !> @>…
Build multimodal AI applications with Pixeltable — declarative tables replace LangChain + pandas + vector DB with one system.
Phase-3 recipes and troubleshooting for Designer-generated code — Event transport via `
EventRouter.php` (Kafka/RabbitMQ/Redis/HTTP-webhook/in-process), six recipes (VO in…
Prefect workflow orchestration — flows, tasks, deployments, work pools, schedules, retries
Prefect is a Python workflow orchestration framework for building resilient data pipelines. Add scheduling, retries, caching, and observability to any Python script with simple…
Verwandelt den Agenten in einen professionellen MV3-Architekten und Entwickler mit Fokus auf AI-Integration, Sicherheit, Performance, Testing und Publishing-Compliance.
Verwandelt den Agenten in einen professionellen MV3-Architekten und Entwickler mit Fokus auf AI-Integration, Sicherheit, Performance, Testing und Publishing-Compliance.
Kafka 知识基座。覆盖 Topics/Partitions、Consumer Groups、Producer/Consumer Config、Serialization、Exactly-Once、Rebalancing。供 devlab-middleware-expert 通过 extends 继承。
Deploy da landing page para producao via GitHub + Netlify CI/CD. Cobre primeiro deploy, atualizacoes, verificacoes pre-deploy.
Package a Progressive Web App into a Trusted Web Activity (TWA) Android app bundle for the Google Play Store with Bubblewrap.
Execute in-process analytical SQL with chDB and DuckDB v1.5+, orchestrate multi-step stateful pipelines via chdb.session, federate queries across S3 Parquet, PostgreSQL, MySQL,…
RabbitMQ in Rails — bunny client, sneakers for consumers, exchange topology (direct / fanout / topic / headers), durable queues + persistent messages, acknowledgements,…
Evaluate recommender system quality for the CSX4207 Vinyl Record Store. Use whenever you must compute or report recommender metrics (Precision@k, Recall@k, HitRate@k, MRR, MAP@k,…
Stage 2 skill of /arch. Reads the /specify quality profile, refines targets against architectural reality (inventory constraints, project-profile pins, epic constraints), and…