mistralai

Add or modify a feature in the Mistral Vibe Python CLI while following the app architecture ADRs. Use when working in vibe/core, vibe/cli, vibe/acp, vibe/setup, built-in tools, config, sessions, skills, hooks, MCP, connectors, or other Vibe feature code.

Create or update Architecture Decision Records for the Mistral Vibe Python CLI. Use when a design discussion creates a new architectural constraint, when an undocumented convention causes confusion or review feedback, or when architecture guidance in docs/adr or AGENTS.md must be changed.

Write or refactor Mistral Vibe tests with proper decoupling. Use when adding behavior coverage, testing ports/adapters, replacing brittle mocks, creating fakes, adding characterization tests before refactors, or changing tests under tests/ for vibe/core, vibe/cli, vibe/acp, tools, config, sessions, skills, hooks, MCP, or setup.

Plan analytics instrumentation for a feature. Use when implementing any feature — every feature must ship with telemetry. Decides which events and properties the metrics need (funnels, adoption, status flows), checks compatibility with the existing datalake and event registry, and walks through local, staging, and production verification.

Framework for building durable workflows with orchestrated activities, used for background jobs, multi-step pipelines, scheduled tasks, LLM agents, or any process requiring fault tolerance, retries, and long-running execution. This skill provides comprehensive documentation and guidance for working with the Mistral Workflows framework.

Build ingestion and retrieval pipelines with mistralai-search-toolkit (PyPI). Covers Document/DocumentChunk models, Pipeline, QueryEngine, embedders, retrievers, rerankers, context propagation, and Vespa/S3/GCS/Azure plugins. Use when working with mistralai-search-toolkit, mistralai.search.toolkit, search toolkit SDK, IR pipelines, document ingestion, vector/keyword search, search-starter-app, local Vespa via docker compose, or migrating from ragnarok.