Market Category Booster

{'type': 'object', 'required': ['description', 'store_id'], 'properties': {'store_id': {'type': 'string', 'description': 'target marketplace, one of the values from `list_stores`.'}, 'description': {'type': 'string', 'description': 'free-text product description, up to 2000 characters.'}}, 'additionalProperties': False}

{'type': 'object', 'required': ['name', 'categories'], 'properties': {'name': {'type': 'string', 'description': 'Product name'}, 'categories': {'type': 'array', 'items': {'type': 'object', 'required': ['category', 'reason'], 'properties': {'id': {'anyOf': [{'type': 'integer'}, {'type': 'string'}, {'type': 'null'}], 'default': None, 'description': 'Category identifier in the target taxonomy'}, 'level': {'anyOf': [{'type': 'integer'}, {'type': 'null'}], 'default': None, 'description': 'Zero-based depth in the taxonomy tree; null on legacy records'}, 'reason': {'type': 'string', 'description': 'Why the model picked this category'}, 'category': {'type': 'string', 'description': 'Category name as it appears in the taxonomy'}, 'truncated': {'type': 'boolean', 'default': False, 'description': 'True on the last match when the per-request token budget stopped the descent: the path is valid but not necessarily a leaf'}}, 'description': 'One level of the taxonomy descent: the category matched at that depth.'}, 'description': 'One match per taxonomy level, from broadest to most specific. The last item may carry truncated=true'}, 'judge_reason': {'anyOf': [{'type': 'string'}, {'type': 'null'}], 'default': None, 'description': "The judge's stated reason for its verdict on the final path; null when the judge did not run or the final path was never judged"}, 'judge_approved': {'anyOf': [{'type': 'boolean'}, {'type': 'null'}], 'default': None, 'description': 'Whether a separate LLM judge confirmed the final category path is consistent with the description; null when the token budget ran out before the judge could run'}}}

{'type': 'object', 'properties': {}, 'additionalProperties': False}

{'type': 'object', 'required': ['result'], 'properties': {'result': {'type': 'array', 'items': {'type': 'string'}}}, 'x-fastmcp-wrap-result': True}

{'type': 'object', 'properties': {}, 'additionalProperties': False}

{'type': 'object', 'required': ['result'], 'properties': {'result': {'type': 'string'}}, 'x-fastmcp-wrap-result': True}