AiProfile
Answers about local businesses, with sources, many confirmed by the owner.
Should I use this
Quality & Safety
Findings (3)
- HIGHTool poisoning patterns detected
- MEDIUMTool 'discover_businesses' description contains placeholder textin discover_businesses
- INFOTool description contains placeholder or incomplete textin discover_businesses
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.
Install
One-Click Install
Add this to your `claude_desktop_config.json` file:
{
"mcpServers": {
"answers": {
"url": "https://www.aiprofile.com/api/mcp"
}
}
}Remote endpoints
https://www.aiprofile.com/api/mcpstreamable-httpWhat it can do
Tool inventory
Tools (4)
🟢search_business(query, language, limit)
Find a business BY NAME (plus optionally city/country). Returns matching businesses with a stable id to use with get_profile and ask_business. Example query: 'brasserie van dam amsterdam'. NOTE: this matches business names only. To browse by category ('italian restaurants in amsterdam') use discover_businesses instead.
Input Schema
{
"type": "object",
"properties": {
"query": {
"type": "string",
"minLength": 3,
"maxLength": 80,
"description": "Business name, optionally with city or country."
},
"language": {
"type": "string",
"minLength": 2,
"maxLength": 5,
"description": "Preferred profile language (ISO 639-1, e.g. 'en' or 'nl')."
},
"limit": {
"type": "integer",
"minimum": 1,
"maximum": 20
}
},
"required": [
"query"
],
"additionalProperties": false,
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢discover_businesses(category, city, country, language, min_quality, ...)
Browse businesses by CATEGORY and place. Use when the caller does NOT know a specific business name, e.g. category 'italian restaurant' + city 'amsterdam' + country 'netherlands'. Full profiles (with approved Q&As) rank above basics-only placeholder entries; results carry the same stable id for get_profile and ask_business. Neighborhood and geo filtering are not supported yet.
Input Schema
{
"type": "object",
"properties": {
"category": {
"type": "string",
"minLength": 3,
"maxLength": 80,
"description": "Business category, cuisine or kind, e.g. 'italian restaurant', 'coffee roastery', 'hotel'."
},
"city": {
"type": "string",
"minLength": 2,
"maxLength": 60,
"description": "City, name or slug: 'Amsterdam', 'New York' and 'new-york' all work."
},
"country": {
"type": "string",
"minLength": 2,
"maxLength": 60,
"description": "Country, name, ISO code or slug: 'Netherlands', 'nl', 'USA' all work."
},
"language": {
"type": "string",
"minLength": 2,
"maxLength": 5,
"description": "Preferred profile language (ISO 639-1)."
},
"min_quality": {
"type": "string",
"enum": [
"any",
"non_placeholder",
"claimed"
],
"description": "Filter by profile quality. Default 'any' (placeholders included, ranked last)."
},
"limit": {
"type": "integer",
"minimum": 1,
"maximum": 20
}
},
"required": [
"category",
"city",
"country"
],
"additionalProperties": false,
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢get_profile(business_id, language)
Read the full profile of one business: every question and answer with sources and approval status ('owner-approved' answers were confirmed by the verified business owner). Use the business id from search_business.
Input Schema
{
"type": "object",
"properties": {
"business_id": {
"type": "string",
"minLength": 1,
"maxLength": 64,
"description": "Stable business id from search_business."
},
"language": {
"type": "string",
"minLength": 2,
"maxLength": 5,
"description": "Preferred profile language (ISO 639-1)."
}
},
"required": [
"business_id"
],
"additionalProperties": false,
"$schema": "http://json-schema.org/draft-07/schema#"
}🟢ask_business(business_id, question, language)
Ask a free-text question about one business. Returns the best-matching approved Q&As verbatim, each with sources and approval status, plus a coverage field: 'full' (the whole question was covered), 'partial' (only part of a multi-intent question matched; check what is missing), or 'none' (nothing matched; available_questions lists what this profile can answer). Use the business id from search_business.
Input Schema
{
"type": "object",
"properties": {
"business_id": {
"type": "string",
"minLength": 1,
"maxLength": 64,
"description": "Stable business id from search_business."
},
"question": {
"type": "string",
"minLength": 3,
"maxLength": 300,
"description": "The question, in any language."
},
"language": {
"type": "string",
"minLength": 2,
"maxLength": 5,
"description": "Preferred profile language (ISO 639-1)."
}
},
"required": [
"business_id",
"question"
],
"additionalProperties": false,
"$schema": "http://json-schema.org/draft-07/schema#"
}Community
Evidence