Plan and execute Customer.io SDK upgrades and migrations. Use when upgrading customerio-node versions, migrating from legacy APIs, or updating to new SDK patterns.
Implement Customer.io webhook and reporting event handling. Use when processing email delivery events, click/open tracking, bounce handling, or streaming to a data warehouse.
Modern data orchestration with Dagster - Software-Defined Assets, declarative pipelines, observability, and production patterns.
Use when classifying data, setting retention, judging cross-border transfer, or shaping DSR workflow. Triggers on 'how long do we keep this', 'can this data go to the US'.
Design or audit a recurring Data Reliability Contract for data products and pipelines—datasets, streams, imports, transformations, warehouses, and search/operational…
Expert guide for observability, analytics, telemetry, and data pipelines (OpenTelemetry, PostHog, Mixpanel) / Panduan ahli untuk observabilitas, telemetri, dan analitik.
Optimize Databricks costs with cluster policies, spot instances, and monitoring. Use when reducing cloud spend, implementing cost controls, or analyzing Databricks usage costs.
Implement Delta Lake data management patterns including GDPR, PII handling, and data lifecycle. Use when implementing data retention, handling GDPR requests, or managing data…
Configure Databricks enterprise SSO, Unity Catalog RBAC, and organization management. Use when implementing SSO integration, configuring role-based permissions, or setting up…
Install and configure Databricks CLI and SDK authentication. Use when setting up a new Databricks integration, configuring tokens, or initializing Databricks in your project.
Configure Databricks local development with Databricks Connect, Asset Bundles, and IDE. Use when setting up a local dev environment, configuring test workflows, or establishing a…
Execute comprehensive platform migrations to Databricks from legacy systems. Use when migrating from on-premises Hadoop, other cloud platforms, or legacy data warehouses to…
Set up comprehensive observability for Databricks with metrics, traces, and alerts. Use when implementing monitoring for Databricks jobs, setting up dashboards, or configuring…
Optimize Databricks cluster and query performance. Use when jobs are running slowly, optimizing Spark configurations, or improving Delta Lake query performance.
Upgrade Databricks runtime versions and migrate between features. Use when upgrading DBR versions, migrating to Unity Catalog, or updating deprecated APIs and features.
Configure Databricks job notifications, webhooks, and event handling. Use when setting up Slack/Teams notifications, configuring alerts, or integrating Databricks events with…
Use when you have raw or processed LC-MS/MS data from DDA mode acquisitions and need to extract, annotate, and structure MS/MS spectra with purity labels (or quality indicators)…
Configure enterprise role-based access control for Deepgram integrations. Use when implementing team permissions, managing API key scopes, or setting up organization-level access…
Configure Deepgram multi-environment setup for dev, staging, and production. Use when setting up environment-specific configurations, managing multiple Deepgram projects, or…
Set up comprehensive observability for Deepgram integrations. Use when implementing monitoring, setting up dashboards, or configuring alerting for Deepgram integration health.
Plan and execute Deepgram SDK upgrades and model migrations. Use when upgrading SDK versions (v3 to v4 to v5), migrating models (Nova-2 to Nova-3), or planning API version…
Gate 2 of the development cycle. VALIDATES that observability was correctly implemented by developers. Does not implement observability code - only validates it.
Automatically discover observability and monitoring skills when working with monitoring. Activates for observability development tasks. — from general/hello-world-templates
Optimize Documenso usage costs and manage subscription efficiency. Use when analyzing costs, optimizing document usage, or managing Documenso subscription tiers.
Handle document data, signatures, and PII in Documenso integrations. Use when managing document lifecycle, handling signed PDFs, or implementing data retention policies.
Configure Documenso enterprise role-based access control and team management. Use when implementing team permissions, configuring organizational roles, or setting up enterprise…
Install and configure Documenso SDK/API authentication. Use when setting up a new Documenso integration, configuring API keys, or initializing Documenso in your project.
Execute comprehensive Documenso migration strategies for platform switches. Use when migrating from other signing platforms, re-platforming to Documenso, or performing major…
Configure Documenso across multiple environments (dev, staging, production). Use when setting up environment-specific configurations, managing API keys, or implementing…
Manage Documenso API version upgrades and SDK migrations. Use when upgrading from v1 to v2 API, updating SDK versions, or migrating between Documenso versions.
Implement Documenso webhook configuration and event handling. Use when setting up webhook endpoints, handling document events, or implementing real-time notifications for document…
Use when auditing a codebase for missing developer-experience features — standard tooling, contributor docs, observability services, and Claude Code setup.
Effect patterns for SQL databases (Drizzle/Kysely/Prisma): services, transactions, retries, streaming, and observability.
Time with Clock/Duration, tracing spans, and structured logging. Use for time-based logic, deadlines, and observability.
EKS observability with metrics, logging, and tracing. Use when setting up monitoring, configuring logging pipelines, implementing distributed tracing, building production…
Comprehensive guide to implementing Role-Based Access Control for enterprise applications with hierarchical roles, custom permissions, and multi-level access
Envoy proxy — L4/L7 filtering, load balancing, circuit breaking, observability, extensibility. Use when working with envoy proxy.
Use when designing or reviewing React error boundaries: what an error boundary catches (rendering errors, lifecycle errors, constructor errors) and what it does not (event handler…
You are an error tracking and observability expert specializing in implementing comprehensive error monitoring solutions.
Read error-report.md, fetch each New/Regressed issue's Sentry detail and stack trace, classify hitl per issue, and queue task-store tasks (plus companion observability-fix tasks…
Optimize Evernote integration costs and resource usage. Use when managing API quotas, reducing storage usage, or optimizing upload limits.
Best practices for handling Evernote data. Use when implementing data storage, processing notes, handling attachments, or ensuring data integrity.
Implement enterprise RBAC for Evernote integrations. Use when building multi-tenant systems, implementing role-based access, or handling business accounts.
Install and configure Evernote SDK and OAuth authentication. Use when setting up a new Evernote integration, configuring API keys, or initializing Evernote in your project.
Deep dive into Evernote data migration strategies. Use when migrating to/from Evernote, bulk data transfers, or complex migration scenarios.
Configure multi-environment setup for Evernote integrations. Use when setting up dev, staging, and production environments, or managing environment-specific configurations.
Implement observability for Evernote integrations. Use when setting up monitoring, logging, tracing, or alerting for Evernote applications.
Upgrade Evernote SDK versions and migrate between API versions. Use when upgrading SDK, handling breaking changes, or migrating to newer API patterns.
Implement Evernote webhook notifications and sync events. Use when handling note changes, implementing real-time sync, or processing Evernote notifications.
Optimize Exa costs through tier selection, sampling, and usage monitoring. Use when analyzing Exa billing, reducing API costs, or implementing usage monitoring and budget alerts.
Implement Exa PII handling, data retention, and GDPR/CCPA compliance patterns. Use when handling sensitive data, implementing data redaction, configuring retention policies, or…
Manage Exa API key scoping, team access controls, and domain restrictions. Use when implementing multi-key access control, configuring per-team search limits, or setting up…
Configure Exa enterprise SSO, role-based access control, and organization management. Use when implementing SSO integration, configuring role-based permissions, or setting up…
Identify and avoid Exa anti-patterns and common integration mistakes. Use when reviewing Exa code, onboarding new developers, or auditing existing Exa integrations for co — from…
Identify and avoid Exa anti-patterns and common integration mistakes. Use when reviewing Exa code for issues, onboarding new developers, or auditing existing Exa integrat — from…
Migrate from other search APIs (Google, Bing, Tavily, Serper) to Exa neural search. Use when switching to Exa from another search provider, migrating search pipelines, or…
Set up monitoring, metrics, and alerting for Exa search integrations. Use when implementing monitoring for Exa operations, building dashboards, or configuring alerting for search…
Set up comprehensive observability for Exa integrations with metrics, traces, and alerts. Use when implementing monitoring for Exa operations, setting up dashboards, or…
Implement content policy enforcement, domain filtering, and usage guardrails for Exa. Use when setting up content safety rules, restricting search domains, or enforcing query and…
Implement Exa reliability patterns: query fallback chains, circuit breakers, and graceful degradation.