cohere-pack

Deploy Cohere-powered applications to Vercel, Fly.io, and Cloud Run. Use when deploying Cohere API v2 apps to production, configuring platform-specific secrets, or setting up deployment pipelines. Trigger with phrases like "deploy cohere", "cohere Vercel", "cohere production deploy", "cohere Cloud Run", "cohere Fly.io".

Configure Cohere enterprise API key management, role-based access, and org controls. Use when implementing multi-team API key management, per-team usage limits, or setting up organization-level controls for Cohere. Trigger with phrases like "cohere enterprise", "cohere RBAC", "cohere team keys", "cohere org management", "cohere access control".

Create a minimal working Cohere example with Chat, Embed, and Rerank. Use when starting a new Cohere integration, testing your setup, or learning basic Cohere API v2 patterns. Trigger with phrases like "cohere hello world", "cohere example", "cohere quick start", "simple cohere code".

Execute Cohere incident response procedures with triage, mitigation, and postmortem. Use when responding to Cohere API outages, investigating errors, or running post-incident reviews for Cohere integration failures. Trigger with phrases like "cohere incident", "cohere outage", "cohere down", "cohere on-call", "cohere emergency", "cohere broken".

Install and configure Cohere SDK authentication with API v2. Use when setting up a new Cohere integration, configuring API keys, or initializing the CohereClientV2 in your project. Trigger with phrases like "install cohere", "setup cohere", "cohere auth", "configure cohere API key".

Configure Cohere local development with mocking, testing, and hot reload. Use when setting up a development environment, configuring test workflows, or establishing a fast iteration cycle with Cohere API v2. Trigger with phrases like "cohere dev setup", "cohere local development", "cohere dev environment", "develop with cohere", "mock cohere".

Migrate from OpenAI/Anthropic/other LLM providers to Cohere, or vice versa. Use when switching LLM providers, migrating embeddings between models, or re-platforming existing AI integrations to Cohere API v2. Trigger with phrases like "migrate to cohere", "switch from openai to cohere", "cohere migration", "replace openai with cohere", "cohere replatform".

Configure Cohere across development, staging, and production environments. Use when setting up multi-environment deployments, configuring per-environment API keys, model selection, and rate limit strategies. Trigger with phrases like "cohere environments", "cohere staging", "cohere dev prod", "cohere environment setup", "cohere config by env".

Set up comprehensive observability for Cohere API v2 with metrics, traces, and alerts. Use when implementing monitoring for Chat/Embed/Rerank operations, setting up dashboards, or configuring alerts for Cohere integrations. Trigger with phrases like "cohere monitoring", "cohere metrics", "cohere observability", "monitor cohere", "cohere alerts", "cohere tracing".

Optimize Cohere API performance with caching, batching, model selection, and streaming. Use when experiencing slow API responses, implementing caching strategies, or optimizing request throughput for Cohere Chat, Embed, and Rerank. Trigger with phrases like "cohere performance", "optimize cohere", "cohere latency", "cohere caching", "cohere slow", "cohere batch".

Execute Cohere production deployment checklist and rollback procedures. Use when deploying Cohere integrations to production, preparing for launch, or implementing go-live procedures for Cohere-powered apps. Trigger with phrases like "cohere production", "deploy cohere", "cohere go-live", "cohere launch checklist".

Implement Cohere rate limiting, backoff, and request queuing patterns. Use when handling 429 errors, implementing retry logic, or optimizing API request throughput for Cohere. Trigger with phrases like "cohere rate limit", "cohere throttling", "cohere 429", "cohere retry", "cohere backoff".

Implement Cohere reference architecture with layered project layout for RAG and agents. Use when designing new Cohere integrations, reviewing project structure, or establishing architecture standards for Cohere API v2 applications. Trigger with phrases like "cohere architecture", "cohere project structure", "cohere layout", "organize cohere app", "cohere design pattern".

Apply production-ready Cohere SDK patterns for TypeScript and Python. Use when implementing Cohere integrations, refactoring SDK usage, or establishing team coding standards for Cohere API v2. Trigger with phrases like "cohere SDK patterns", "cohere best practices", "cohere code patterns", "idiomatic cohere", "cohere wrapper".

Apply Cohere security best practices for API key management and access control. Use when securing API keys, implementing key rotation, or auditing Cohere security configuration. Trigger with phrases like "cohere security", "cohere secrets", "secure cohere", "cohere API key security", "cohere key rotation".

Migrate from Cohere API v1 to v2 and upgrade SDK versions. Use when upgrading cohere-ai SDK, migrating from CohereClient to CohereClientV2, or handling breaking changes between API versions. Trigger with phrases like "upgrade cohere", "cohere migration", "cohere v1 to v2", "update cohere SDK", "cohere breaking changes".

Implement Cohere streaming event handling, SSE patterns, and connector webhooks. Use when building streaming UIs, handling chat/tool events, or registering Cohere connectors for RAG. Trigger with phrases like "cohere streaming", "cohere events", "cohere SSE", "cohere connectors", "cohere webhook".

Configure CI/CD for Cohere integrations with GitHub Actions and automated testing. Use when setting up automated testing for Chat/Embed/Rerank, configuring CI pipelines, or testing Cohere-powered applications. Trigger with phrases like "cohere CI", "cohere GitHub Actions", "cohere automated tests", "CI cohere", "cohere pipeline".

Diagnose and fix Cohere API v2 errors and exceptions. Use when encountering Cohere errors, debugging failed requests, or troubleshooting CohereError, CohereTimeoutError, rate limits. Trigger with phrases like "cohere error", "fix cohere", "cohere not working", "debug cohere", "cohere 429", "cohere 400".

Build a complete RAG pipeline with Cohere Chat, Embed, and Rerank. Use when implementing retrieval-augmented generation, building grounded Q&A systems, or combining search with LLM generation. Trigger with phrases like "cohere RAG", "cohere retrieval", "cohere grounded generation", "cohere search and answer".

Build tool-use agents and function calling with Cohere API v2. Use when implementing multi-step agents, function calling, or building autonomous tool-using workflows with Cohere. Trigger with phrases like "cohere tool use", "cohere agents", "cohere function calling", "cohere multi-step".

Optimize Cohere costs through model selection, token budgets, and usage monitoring. Use when analyzing Cohere billing, reducing API costs, or implementing usage monitoring and budget alerts. Trigger with phrases like "cohere cost", "cohere billing", "reduce cohere costs", "cohere pricing", "cohere expensive", "cohere budget".

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

Implement data privacy for Cohere API calls with PII redaction and compliance. Use when handling sensitive data, implementing PII redaction before API calls, or ensuring GDPR/CCPA compliance with Cohere integrations. Trigger with phrases like "cohere data", "cohere PII", "cohere GDPR", "cohere data retention", "cohere privacy", "cohere redact".