groq-pack

Configure Groq CI/CD integration with GitHub Actions, testing, and model validation. Use when setting up automated testing, configuring CI pipelines, or integrating Groq tests into your build process. Trigger with phrases like "groq CI", "groq GitHub Actions", "groq automated tests", "CI groq".

Diagnose and fix Groq API errors with real error codes and solutions. Use when encountering Groq errors, debugging failed requests, or troubleshooting integration issues. Trigger with phrases like "groq error", "fix groq", "groq not working", "debug groq", "groq 429".

Execute Groq's primary workflow: chat completions with tool use and JSON mode. Use when implementing chat interfaces, function calling, structured output, or building AI features with Groq's fast inference. Trigger with phrases like "groq chat completion", "groq tool use", "groq function calling", "groq JSON mode".

Use when you need Groq's non-chat endpoints — transcribing or translating audio with Whisper, understanding images with Llama 4 vision, generating speech (TTS), or benchmarking models for speed vs quality. Trigger with phrases like "groq whisper", "groq transcription", "groq audio", "groq vision", "groq TTS", "groq speech".

Optimize Groq costs through model routing, token management, and usage monitoring. Use when analyzing Groq billing, reducing API costs, or implementing usage monitoring and budget alerts. Trigger with phrases like "groq cost", "groq billing", "reduce groq costs", "groq pricing", "groq expensive", "groq budget".

Use when you need to keep PII out of Groq API calls, filter model responses, audit-log conversations, or track token cost and usage for a Groq integration. Implements prompt sanitization, PII redaction, response filtering, and usage tracking. Trigger with phrases like "groq data", "groq PII", "groq GDPR", "groq data retention", "groq privacy", "groq compliance".

Collect Groq debug evidence for support tickets and troubleshooting. Use when encountering persistent issues, preparing support tickets, or collecting diagnostic information for Groq problems. Trigger with phrases like "groq debug", "groq support bundle", "collect groq logs", "groq diagnostic".

Deploy Groq integrations to Vercel, Cloud Run, and containerized platforms. Use when deploying Groq-powered applications to production, configuring platform-specific secrets, or setting up deployment pipelines. Trigger with phrases like "deploy groq", "groq Vercel", "groq production deploy", "groq Cloud Run", "groq Docker".

Use when you run Groq inference for multiple teams and need per-team model allow-lists, spending caps, rate limits, and key rotation — because Groq API keys have no built-in scopes, so access control must live in your gateway. Configure Groq organization management, API key scoping, spending controls, and team access patterns. Trigger with phrases like "groq organization", "groq RBAC", "groq enterprise", "groq team access", "groq spending limits", "groq multi-team".

Create a minimal working Groq chat completion example. Use when starting a new Groq integration, testing your setup after installing the SDK, or learning the basic Groq API request/response pattern before building something larger. Trigger with phrases like "groq hello world", "groq example", "groq quick start", "simple groq code".

Execute Groq incident response: triage, mitigation, fallback, and postmortem. Use when responding to Groq-related outages, investigating errors, or running post-incident reviews for Groq integration failures. Trigger with phrases like "groq incident", "groq outage", "groq down", "groq on-call", "groq emergency", "groq broken".

Install and configure Groq SDK authentication for TypeScript or Python. Use when setting up a new Groq integration, configuring API keys, or initializing the groq-sdk in your project. Trigger with phrases like "install groq", "setup groq", "groq auth", "configure groq API key".

Configure Groq local development with hot reload, mocking, and testing. Use when setting up a Groq development environment, configuring mocked vs live test workflows, or establishing a fast iteration cycle with Groq. Trigger with phrases like "groq dev setup", "groq local development", "groq dev environment", "develop with groq".

Use when you are moving a codebase off OpenAI, Anthropic, or another LLM provider onto Groq (or between Groq model generations) and want a zero-downtime, feature-flagged cutover with a benchmark and rollback plan. Trigger with phrases like "migrate to groq", "switch to groq", "groq migration", "openai to groq", "groq replatform".

Use when you need Groq to behave differently across dev, staging, and production — cheap fast models and verbose logs in dev, the production model and hardened retries everywhere else, with per-environment API keys. Configure environment-specific model selection, rate limits, and secrets. Trigger with phrases like "groq environments", "groq staging", "groq dev prod", "groq environment setup", "groq multi-env", "groq config by env".

Set up observability for Groq integrations: latency histograms, token throughput, rate limit gauges, cost tracking, and Prometheus alerts. Use when instrumenting Groq API calls, building a metrics dashboard, or wiring latency/cost/rate-limit alerts. Trigger with phrases like "groq monitoring", "groq metrics", "groq observability", "monitor groq", "groq alerts", "groq dashboard".

Optimize Groq API performance with model selection, caching, streaming, and parallel requests. Use when experiencing slow responses, implementing caching strategies, or optimizing request throughput for Groq integrations. Trigger with phrases like "groq performance", "optimize groq", "groq latency", "groq caching", "groq slow", "groq speed".

Execute Groq production deployment checklist and go-live procedures. Use when deploying Groq integrations to production, preparing for launch, or implementing go-live procedures. Trigger with phrases like "groq production", "deploy groq", "groq go-live", "groq launch checklist".

Implement Groq rate limit handling with backoff, queuing, and header parsing. Use when handling rate limit errors, implementing retry logic, or optimizing API request throughput for Groq. Trigger with phrases like "groq rate limit", "groq throttling", "groq 429", "groq retry", "groq backoff".

Implement Groq reference architecture with model routing, streaming pipelines, and fallbacks. Use when designing new Groq integrations, reviewing project structure, or establishing architecture standards for Groq applications. Trigger with phrases like "groq architecture", "groq best practices", "groq project structure", "how to organize groq", "groq design".

Apply production-ready Groq SDK patterns for TypeScript and Python. Use when implementing Groq integrations, refactoring SDK usage, or establishing team coding standards for Groq. Trigger with phrases like "groq SDK patterns", "groq best practices", "groq code patterns", "idiomatic groq".

Apply Groq security best practices for API key management and data protection. Use when securing API keys, implementing least privilege access, or auditing Groq security configuration. Trigger with phrases like "groq security", "groq secrets", "secure groq", "groq API key security".

Upgrade groq-sdk versions and handle Groq model deprecations. Use when upgrading SDK versions, detecting deprecated models, or migrating to new Groq model IDs. Trigger with phrases like "upgrade groq", "groq migration", "groq breaking changes", "update groq SDK", "groq deprecated model".

Build event-driven architectures with Groq streaming, batch processing, and async patterns. Use when setting up real-time SSE endpoints, batch processing pipelines, or event-driven LLM processing with Groq. Trigger with phrases like "groq streaming", "groq events", "groq SSE", "groq batch", "groq async", "groq event-driven".