Fluent

Hide one visible photo of a saved closet item. The photo file is kept, not deleted, so the change can be undone. Hiding the current cover requires next_cover_photo_id. Send the item's photoRevision from fluent_show_closet as expected_revision; a changed revision fails without saving. Returns read-after-write proof and an undoToken for fluent_undo_closet_item_photo_change. For user-approved closet management only.

fluent_hide_closet_item_photo

List evidence, provenance, source snapshots, event history, or evidence gaps for a subject or claim. Evidence can inform host reasoning, but it is not a final plan, style verdict, medical judgment, or checkout action.

fluent_list_closet_evidence

List typed domain items such as Style closet items. Results are incomplete whenever nextCursor is returned: never conclude that an item is absent until relevant pages are exhausted or a confident match is found. Prefer targeted query values before broad closet traversal. For Style photo ingestion, search discriminating brand or graphic text, garment description, and category/color evidence before creating; a matching item without Catalog media is an incomplete existing item to repair, not a new item. For owned-item outfit or shoe advice, list the relevant active Style category before recommending a saved item, then visually inspect shortlisted items through focused fluent_get_closet_item_photos calls.

fluent_list_closet_items

Merge a duplicate closet record into the item that stays, after the user confirms they are the same physical garment. Fluent moves the duplicate's retained photos into the kept item, fills only its missing core details, and archives the duplicate, with read-after-write proof. Never infer or auto-merge. The result carries the merge_id that fluent_undo_closet_item_merge needs. For user-approved closet management only.

fluent_merge_closet_items

Refresh selected profile fields or typed natural-language wear feedback on an EXISTING saved Style closet item from explicit host/user evidence. This is the durable home for tags, descriptors, fit/wear learning, and recommendation corrections. Fluent rank-merges each field, preserves stronger existing evidence, never infers unworn from silence, and returns read-after-write proof.

fluent_record_closet_item_feedback

Set the display order of a saved closet item's visible photos. Send the item's photoRevision from fluent_show_closet as expected_revision; a changed revision fails without saving. Returns read-after-write proof and an undoToken for fluent_undo_closet_item_photo_change. For user-approved closet management only.

fluent_reorder_closet_item_photos

Swap one visible photo of a saved closet item for a photo already added to the same item (for example with fluent_add_closet_item_photo). The replacement takes the old photo's place, and the cover if it was the cover; the old file is kept. Send the item's photoRevision from fluent_show_closet as expected_revision; a changed revision fails without saving. Returns read-after-write proof and an undoToken for fluent_undo_closet_item_photo_change. For user-approved closet management only.

fluent_replace_closet_item_photo

Restore one archived closet item to the active closet, with read-after-write proof. Use it when the user says an archived item is back or was archived by mistake. It does not undo a duplicate merge: an item archived by a merge is rejected without changes and must use fluent_undo_closet_item_merge. For user-approved closet management only.

fluent_restore_closet_item

Save the product YOU (the host) identified for one saved closet item, with read-after-write proof: the product listing, its match status and basis, and attributed facts (colour, composition, care, construction, made in) that each cite a source. The details replace the previous ones in full, so carry forward every existing fact you keep. Read productReference.revision from fluent_get_closet_item and send it as expected_revision (0 if absent). Keep uncertain matches as candidate until the user confirms. Fluent does not browse or fetch the listing, change photos or edit ownership fields. For a new item, add it first, then save its product details. For user-approved closet management only.

fluent_save_closet_item_product_details

Make one visible product photo the cover of a saved closet item. On-you (fit) photos cannot be the cover. Send the item's photoRevision from fluent_show_closet as expected_revision; a changed revision fails without saving. Returns read-after-write proof and an undoToken for fluent_undo_closet_item_photo_change. For user-approved closet management only.

fluent_set_closet_item_cover

Set the photo in one role slot of a saved closet item (primary cover, alternate or fit), replacing what that slot held, with read-after-write proof. In ChatGPT, pass an uploaded, selected, or generated image through image_file. Set catalog_ready=true only after reviewing the final primary Catalog presentation; for host-generated media, also provide source_photo_id for the exact retained non-generated source on this item. Fluent stores and hashes inline/hosted-file bytes and atomically binds the reviewed Catalog to its source. It never inspects images or browses product pages. To add another photo while keeping every saved photo and the cover, use fluent_add_closet_item_photo.

fluent_set_closet_item_photo

Show the Fluent Closet of the user as an MCP Apps view. Reads owned Style items and returns one collection-to-detail experience plus compact structured fallback data. When the user asks to review, compare, or resolve a possible duplicate between two saved closet records, call this tool with exactly those two saved IDs in filter.item_ids, filter.status="active", and presentation.mode="comparison"; omit focused_item_id. Do not claim that the comparison is open unless this tool was actually called and returned. After an outfit or shoe recommendation names one winning owned item, render the conversational payoff with filter.item_ids containing only its exact saved ID, presentation.mode="recommendation", focused_item_id set to the same ID, and one concise recommendation_reason; never substitute a category/subcategory/query filter or the whole closet. For an outfit of 3 to 5 exact owned items, render only those selected saved IDs with presentation.mode="comparison" and omit focused_item_id; the model must name the exact items and may offer at most one exact-owned replacement. Use presentation.mode="ingestion_review" only as the text-only/non-UI fallback when fluent_add_closet_item could not attach its create-owned review app: follow fluent_add_closet_item payload.reviewHandoff with filter.status="active", exact filter.item_ids, and the exact focused_item_id. Newly created items are active; pending_review is not a valid lifecycle or filter status. Exact filter.item_ids otherwise default to comparison and always provide an in-app route back to the full closet. Use mode="detail" with focused_item_id only when the user explicitly asks to inspect or manage the complete saved item. Category/type/brand/color/size/query filters are for deliberate collection browsing; status="archived" shows archived items. This surface manages saved closet state and hands exact stored item IDs to outfit creation; it does not invent garments or make purchase judgments.

fluent_show_closet

Undo one duplicate merge, with read-after-write proof: the archived duplicate becomes active again and the photos it gave the kept item move back to it. Send the archived item's ID and the exact merge_id of that merge (duplicateMergeId on the item in fluent_show_closet). If that item has no outstanding merge with this merge_id, nothing changes and the call fails. For user-approved closet management only.

fluent_undo_closet_item_merge

Reverse the most recent cover, order, hide or replace change on a saved closet item's photos, using the undoToken that change returned. It only works while the photos are unchanged since. Send the item's photoRevision from fluent_show_closet as expected_revision; a changed revision fails without saving. Returns read-after-write proof and an undoToken for fluent_undo_closet_item_photo_change. For user-approved closet management only.

fluent_undo_closet_item_photo_change

Edit the catalog details of one saved closet item (brand, name, category, subcategory, color, size, formality) with read-after-write proof. Omitted fields stay unchanged. This tool only edits details: tags and styling descriptors belong in fluent_record_closet_item_feedback, and restoring an archived item uses fluent_restore_closet_item. For user-approved closet management only; Fluent does not browse retailers or read email.

fluent_update_closet_item

Save one explicit, provenance-backed fact about the user (for example their timezone, a size note or a style preference) through the canonical shared or domain profile service. Use only when the user intends to change durable Fluent memory.

fluent_update_profile