Virtual try-on (VTO) API docs and SDK examples; OAuth account/guest photo uploads and try-ons.
Scored across 18 tools
Several paired tools are easy to confuse without parsing long descriptions: create_try_on vs create_trifit_try_on, get_try_on vs get_trifit_try_on, prepare_guest_upload vs prepare_trifit_upload vs upload_trifit_image, and the two partner application/access tools. The guest/account split helps, but the boundaries are not consistently obvious from names alone.
Most tools follow a readable verb_noun pattern, such as get_trifit_account, create_try_on, and list_trifit_library. Minor deviations exist: fetch and search are bare verbs, and the trifit prefix is applied inconsistently across otherwise parallel tools.
At 18 tools, the surface is on the heavy side for a virtual try-on API. The guest/account, upload, library, documentation, and partner-access tools each have a role, but the total set feels broad enough to increase selection burden.
Core lifecycle coverage is good: account/guest context, allowance checks, upload/import preparation, try-on creation, status retrieval, and result display are all represented. Minor gaps include no delete/update operations for saved library items and no cancel/delete operation for an existing try-on request.
Only after explicit user approval, submit one DressMe request using two existing account image IDs. Uses the website queue and existing account allowance, not the guest demo. The attempt can consume allowance. Never automatically retry, replace the request ID or claim that a timeout means it did not run. Check the original receipt.
Inputs: requestId (required), productAssetId (required), personalAssetId (required), permissionConfirmed (required). Returns: jobId, status, timing, message, +10 more
Generate a DressMe virtual try-on from the user’s personal photo and clothing reference only after their explicit request and permission. In ChatGPT pass both attached image files; in Codex pass the two asset IDs returned by completed private uploads. Use one method, not both. Consumes one session attempt and one shared daily attempt. One attempt per guest session, ten per day across all guests. Do not automatically retry or bypass limits. Returns a receipt; get_try_on retrieves its status/result.
Inputs: consent (required), garment_image, personal_image, product_asset_id, +1 more. Returns: error, jobId, status, timing, +12 more
Read the full public document for an ID returned by search, with an official source URL and deployed content checksum. Does not fetch arbitrary URLs or private files.
Inputs: id (required). Returns: id, url, text, title, +1 more
Read the current private guest-session allowance and its perSessionLimit denominator. Does not upload images or generate anything.
Inputs: no named parameters. Returns: busy, timeZone, queueMode, requestId, +8 more
Retrieve the runnable offline JavaScript/Node.js integration example or accompanying TypeScript declarations. Other language SDKs are not released. The example uses dummy local responses, with no cloud calls or generation charges.
Inputs: language (required). Returns: setup, example, language, simulated, +3 more
Explain how to apply for manually provisioned Velox Partner API access and keep the scoped application key on a backend. Does not create accounts, issue keys, send an application or promise a universal free allowance.
Inputs: no named parameters. Returns: source, allowance, credentials, provisioning, +4 more
Read official Partner API application requirements, contact details and available application channels. Public documentation only; this tool does not send messages, inspect mailboxes, submit applications, issue keys or change access. No TriFit account is required.
Inputs: no named parameters.
Identify whether this verified connection is a guest session or a personal TriFit account before choosing tools. Does not link, switch, create an account or trust a conversational email hint.
Inputs: no named parameters. Returns: id, name, environment, quotaSource
Read the same daily, weekly and monthly allowances as the TriFit website. Does not create, reset or spend credits.
Inputs: no named parameters. Returns: stages, checkedAt, environment, quotaSource
Read the stable profile represented by this connection. No account creation, switching, uploads or generation. Use get_trifit_account for connection mode and allowance source.
Inputs: no named parameters. Returns: id, name, nickname
Read the status, recorded duration and result ID of an existing account DressMe request without generating or replaying. A missing receipt means acceptance is uncertain, not that it never ran.
Inputs: jobId, requestId. Returns: jobId, status, timing, message, +10 more
Read only an existing request belonging to this authenticated guest session. With include_image=true, shows the completed image in a result card in ChatGPT and an inline image in other MCP clients. Does not create/retry a generation. Poll no more often than once every five seconds. A needs_review result must not be replayed.
Inputs: request_id (required), include_image. Returns: error, jobId, status, timing, +12 more
Read metadata for your saved personal photos, products, looks and DressMe requests. No image bytes or guest history transfer.
Inputs: kind, limit, offset. Returns: items, total, nextOffset, environment, +1 more
For Codex/local files: reserve one single-use HTTPS PUT upload for a personal photo or product image. Upload the user-selected file bytes to the returned URL; do not disclose that capability. Server resizes JPEG, PNG or WebP automatically. At most one upload per role per guest session. This does not generate a try-on.
Inputs: role (required). Returns: role, method, maxBytes, uploadUrl, +1 more
For a user-selected local file in Codex, with explicit permission: create a private, one-use upload URL valid for at most five minutes. PUT only that JPEG/PNG/WebP file as raw bytes, with its image Content-Type, no API/OAuth headers and no redirects. Do not print or share the URL. The PUT saves/resizes the image in the connected account library and selects its website photo/product slot; product images use cached description preparation. Preserve clientImportId and the returned assetId. Never retry an uncertain upload automatically. Preparing does not upload or generate.
Inputs: role (required), clientImportId (required), permissionConfirmed (required). Returns: role, method, maxBytes, expiresAt, +3 more
Find official Velox DressMe virtual try-on integration documentation, authentication, SDK languages, upload, polling and recovery guidance. Searches only the deployed public documentation corpus.
Inputs: query (required). Returns: results
Show a completed account DressMe image inside the conversation. Requires separate private-image permission. Uses only the existing result; no generation, upload, public share or new allowance is used.
Inputs: jobId, requestId. Returns: jobId, status, timing, message, +12 more
With explicit permission, import the selected personal or clothing image into the connected TriFit account. Resizes automatically, saves it in the website library and selects its photo/product slot. Product images also use the existing cached description preparation. Never import arbitrary URLs or retry an uncertain import automatically.
Inputs: file (required), role (required), clientImportId (required), permissionConfirmed (required). Returns: role, reused, status, assetId, +2 more
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
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