generated: '2026-07-20'
method: derived
status: candidate
source: Derived from openapi/misoai-openapi-original.json operations. No official hosted/remote Miso MCP
  server was found (searched docs.miso.ai, the MisoAI GitHub org, and npm @modelcontextprotocol). This
  is a candidate tool surface mapping each Miso API operation to an MCP tool — a starting point, not a
  published server.
server:
  name: misoai
  transport: http
  url: null
tools:
- name: search
  description: Personalized, typo-correcting semantic search over your catalog.
  source_operation: openapi/misoai-openapi-original.json#search_v1_search_search_post
- name: autocomplete
  description: Real-time personalized typeahead / search suggestions.
  source_operation: openapi/misoai-openapi-original.json#autocomplete_v1_search_autocomplete_post
- name: multiple_get
  description: Retrieve products by their product_ids.
  source_operation: openapi/misoai-openapi-original.json#mget_v1_search_mget_post
- name: user_to_products
  description: Products most likely to drive conversion for a given user.
  source_operation: openapi/misoai-openapi-original.json#user_to_products_v1_recommendation_user_to_products_post
- name: user_to_categories
  description: Product categories (with products) that drive conversion for a user.
  source_operation: openapi/misoai-openapi-original.json#user_to_categories_v1_recommendation_user_to_categories_post
- name: user_to_attributes
  description: Product attributes expected to drive conversion for a user.
  source_operation: openapi/misoai-openapi-original.json#user_to_attributes_v1_recommendation_user_to_attributes_post
- name: user_to_trending
  description: Trending products of interest to a user.
  source_operation: openapi/misoai-openapi-original.json#trending_items_v1_recommendation_user_to_trending_post
- name: product_to_products
  description: Products related to an anchor product.
  source_operation: openapi/misoai-openapi-original.json#product_to_products_v1_recommendation_product_to_products_post
- name: ask_question
  description: Submit a question to Miso (LLM answers grounded in your content).
  source_operation: openapi/misoai-openapi-original.json#questions_v1_ask_questions_post
- name: get_answer
  description: Fetch the latest answer for a previously submitted question.
  source_operation: openapi/misoai-openapi-original.json#questions_answer_v1_ask_questions__question_id__answer_get
- name: qa_question_answering
  description: Extract answering paragraphs from a product's html field.
  source_operation: openapi/misoai-openapi-original.json#question_and_answer_v1_qa_question_answering_post
- name: qa_question_autocomplete
  description: Autocomplete for the Q&A question bank.
  source_operation: openapi/misoai-openapi-original.json#post_autocomplete_v1_qa_question_autocomplete_post
- name: upload_products
  description: Bulk insert product / content records.
  source_operation: openapi/misoai-openapi-original.json#content_write_api_v1_products_post
- name: read_product
  description: Read a single product / content record by product_id.
  source_operation: openapi/misoai-openapi-original.json#content_read_api_v1_products__product_id__get
- name: upload_users
  description: Bulk insert user records.
  source_operation: openapi/misoai-openapi-original.json#user_write_api_v1_users_post
- name: upload_interactions
  description: Stream user interaction records to Miso.
  source_operation: openapi/misoai-openapi-original.json#interaction_upload_api_v1_interactions_post
- name: bulk_request
  description: Batch multiple Miso API requests in one call.
  source_operation: openapi/misoai-openapi-original.json#bulk_v1_bulk_post
deployment:
  mode: none
  verified: derived
  tools: 17
  checked: '2026-08-12'
  source: catalog MCP census