Fluent

List evidence, provenance, source snapshots, event history, or evidence gaps for a subject or claim. For Meals recipe-to-grocery reasoning, pass the saved recipe ID or exact saved recipe title as subject to ground ingredients before proposing a grocery-list delta. Evidence can inform host reasoning, but it is not a final plan, style verdict, medical judgment, or checkout action.

fluent_list_evidence

List typed domain items such as Meals recipes, the living grocery list, inventory items, and Style closet items. For saved Meals recipe discovery, pass item_type="recipe" plus query for the recipe title or ID, then call fluent_get_item with the returned ID before deriving grocery-list deltas. The shared envelope is generic, but the payload remains the canonical typed domain record.

fluent_list_items

Log one explicit user-approved budget spend event or correction for style clothing or meals groceries and return read-after-write purchase context. This is manual declared spend only; it does not import transactions, connect accounts, sync cards, browse retailers, or create category taxonomies.

fluent_log_budget_spend

Record explicit feedback for one saved Meals recipe and return read-after-write proof. This is recipe evidence, not a global preference, allergy, inventory, grocery, cart, or order update.

fluent_record_recipe_feedback

Record explicit host/user Style descriptors on an EXISTING saved closet item. This is the durable home for tags and descriptors, including web-found ones stamped url_scrape or host_text. Fluent preserves stronger existing evidence, downgrades visual claims when no image is present, and returns read-after-write proof.

fluent_refresh_style_item_profile

Render the current Fluent grocery-list MCP Apps surface. Use surface="meals_grocery_list". If the host cannot mount the returned ui:// resource, answer from the structured grocery-list fallback data in text. Budget envelopes use the separate fluent_render_budgets_surface tool.

fluent_render_surface

Save one explicit user-approved, host-authored Meals plan and return read-after-write proof. Use only after the host model drafts the plan in conversation and the user approves saving it. This does not generate a plan on the server, browse retailers, mutate carts, create grocery items, save recipes, or infer pantry/inventory truth.

fluent_save_meal_plan

Save one complete, user-approved Meals recipe through the recipe validator and return read-after-write proof. Use only after the user explicitly approves saving the recipe.

fluent_save_recipe

Set one declared monthly budget envelope for style clothing or meals groceries and return read-after-write purchase context. Use only when the user explicitly asks Fluent to remember the envelope. This does not import transactions, connect Plaid, build dashboards, browse retailers, or make purchase decisions.

fluent_set_budget_envelope

Set one host-inspected image URL for a saved Style closet item and return read-after-write proof. The host must inspect or provide the image URL; Fluent does not scrape or browse product pages. Open and confirm the image shows this item before setting it; hold uncertain or representative images for user confirmation.

fluent_set_style_item_image

Promoted render adapter for the Fluent budget envelope-setup MCP Apps surface. Use this when the user wants to see, set, or edit their clothing/grocery budget envelopes and the host can mount MCP Apps ui:// resources. Returns the envelope-setup widget resource plus structured fallback data; if the host cannot mount the resource, answer from the structured fallback data in text.

fluent_render_budgets_surface

Promoted render adapter for the Fluent Style closet manager MCP Apps surface. Reads owned Style items and returns the closet widget plus compact structured fallback data. This surface is for managing saved closet state, not purchase advice or stylist judgment.

fluent_render_style_closet_surface

Fetch a compact context packet for a domain and intent. Use this first for broad Meals planning, currentness checks, "what Fluent knows", and weeknight meal planning: call fluent_get_context with domain="meals" and intent="planning". The host model owns reasoning and final judgment; Fluent supplies durable context, typed items, evidence gaps, freshness, and suggested writeback boundaries.

fluent_get_context

Apply one explicit user-approved update to an existing saved Meals recipe and return read-after-write proof. This cannot change recipe identity or create grocery, cart, or order state.

fluent_update_recipe_patch

Apply one explicit, provenance-backed Fluent fact. patch.kind, patch.pattern, patch.value, and patch.status are always required; use patch.pattern=null except for a confirmed standing vegetarian, vegan, or pescatarian dietary pattern. Use only when the user intends to save or correct a durable Fluent fact.

fluent_update_shared_profile_patch

Apply one explicit user-approved update to one saved Style closet item and return read-after-write proof. tags, use_case, care, and notes are not durable here and should go through fluent_refresh_style_item_profile instead. For explicit user-approved closet management only; it does not browse retailers, infer taste, or make purchase advice.

fluent_update_style_item_patch