cohere-pack

Configure offline Cohere contract tests plus a protected, bounded live verification lane in CI. Use when testing Cohere integrations in pull requests or releases. Trigger with "Cohere CI", "Cohere GitHub Actions", or "Cohere integration tests".

Diagnose Cohere v2 authentication, validation, model, quota, transport, and provider failures from redacted evidence. Use when a Cohere request fails. Trigger with "Cohere error", "Cohere 429", or "debug Cohere API".

Build a Cohere v2 RAG pipeline with asymmetric embeddings, retrieval, Rerank v4, grounded Chat, and citation validation. Use when implementing grounded question answering. Trigger with "Cohere RAG", "Cohere retrieval", or "Cohere citations".

Build a bounded Cohere v2 tool-use loop with JSON Schema, explicit dispatch, result correlation, and approval gates. Use when adding Cohere-powered agents or function calling. Trigger with "Cohere tool use", "Cohere agent", or "Cohere function calling".

Model and reduce Cohere usage cost with current pricing, measured token or search units, quality gates, caching, and budget controls. Use when forecasting or optimizing Cohere spend. Trigger with "Cohere cost", "Cohere pricing", or "Cohere budget".

Govern data sent to Cohere with classification, minimization, tenant controls, redaction, retention mapping, and contractual evidence. Use when processing sensitive or regulated data. Trigger with "Cohere privacy", "Cohere PII", or "Cohere data retention".

Collect a minimal redacted Cohere diagnostic bundle with versions, request shape, timing, status, and reproduction evidence. Use when escalating a persistent Cohere problem. Trigger with "Cohere debug bundle", "Cohere support evidence", or "collect Cohere diagnostics".

Deploy a Cohere-powered service with server-side secrets, streaming-safe infrastructure, health checks, canarying, and rollback. Use when shipping Cohere workloads. Trigger with "deploy Cohere", "Cohere production deploy", or "Cohere streaming service".

Map Cohere Team Owner and User roles to application authorization, key ownership, tenant isolation, and audit controls. Use when governing multi-team Cohere access. Trigger with "Cohere RBAC", "Cohere team roles", or "Cohere enterprise keys".

Run bounded Cohere v2 Chat, Embed, or Rerank requests with current model discovery and explicit validation. Use when proving a new Cohere setup. Trigger with "Cohere hello world", "Cohere quickstart", or "test Cohere API".

Analyze and mitigate Cohere integration incidents with provider, model, capacity, data, and application evidence plus reversible actions. Use when responding to an outage or serious degradation. Trigger with "Cohere incident", "Cohere outage", or "Cohere on-call".

Install current Cohere v2 SDKs, store an API key safely, and verify access without spending inference tokens. Use when connecting a repository or runtime to Cohere. Trigger with "Cohere auth", "install Cohere SDK", or "CO_API_KEY setup".

Build a deterministic local Cohere development loop with a provider adapter, fixtures, and an opt-in live smoke test. Use when developing or testing Cohere features locally. Trigger with "Cohere local dev", "mock Cohere", or "Cohere test loop".

Migrate an application to or from Cohere with a provider adapter, parallel embedding index, quality evaluation, canary traffic, and rollback. Use when changing model providers. Trigger with "migrate to Cohere", "replace OpenAI with Cohere", or "Cohere replatform".

Configure Cohere development, staging, and production with separate keys, model resolution, budgets, and promotion evidence. Use when operating Cohere across environments. Trigger with "Cohere environments", "Cohere staging", or "Cohere dev prod setup".

Instrument Cohere requests, streams, retrieval, tools, limits, quality, and cost with low-cardinality telemetry and safe traces. Use when monitoring a Cohere service. Trigger with "Cohere observability", "Cohere metrics", or "monitor Cohere".

Measure and improve Cohere latency, throughput, retrieval quality, streaming, batching, and vector representation without fabricated benchmarks. Use when optimizing a Cohere workload. Trigger with "Cohere performance", "Cohere latency", or "optimize Cohere".

Issue an evidence-backed Cohere production go or no-go decision covering capacity, quality, security, operations, and rollback. Use when preparing to launch a Cohere workload. Trigger with "Cohere production checklist", "Cohere go live", or "Cohere launch review".

Implement Cohere endpoint-aware throttling, bounded retry, and queue backpressure from current limits and observed responses. Use when handling 429s or planning throughput. Trigger with "Cohere rate limit", "Cohere throttling", or "Cohere 429".

Design a governed Cohere architecture for Chat, RAG, tools, streaming, evaluation, and provider operations. Use when planning or reviewing a Cohere system. Trigger with "Cohere architecture", "Cohere RAG design", or "Cohere service layout".

Implement a typed Cohere v2 provider boundary with timeouts, bounded retries, streaming, and response validation. Use when standardizing production SDK usage. Trigger with "Cohere SDK patterns", "Cohere client wrapper", or "refactor Cohere client".

Apply a Cohere security baseline for keys, tenant isolation, input controls, output handling, safety modes, and logs. Use when building or reviewing a Cohere integration. Trigger with "Cohere security", "secure Cohere key", or "Cohere safety review".

Migrate Cohere API v1 or older SDK usage to v2 with contract tests, model lifecycle checks, canarying, and rollback. Use when upgrading Cohere dependencies or endpoints. Trigger with "Cohere v1 to v2", "upgrade Cohere SDK", or "Cohere deprecation".

Handle Cohere v2 streaming events and convert application-owned asynchronous work into idempotent internal events without inventing provider webhooks. Use when building streaming UIs or event workflows. Trigger with "Cohere streaming", "Cohere SSE", or "Cohere events".