Laspi Business Directory
Search a directory of real, owner-confirmed small businesses. Read-only; attribution required.
Should I use this
Quality & Safety
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": {
"directory": {
"url": "https://laspi.pro/api/v1/mcp/directory"
}
}
}Remote endpoints
https://laspi.pro/api/v1/mcp/directorystreamable-httpWhat it can do
Tool inventory
Tools (3)
🟢search_businesses(query, niche, city, language)
Search the Laspi Pro public business directory (small businesses: services, location, languages). Returns top matches with name, description, city, languages and the canonical page URL. Use the customer's own words as the query, e.g. 'manicure in Alicante' or 'online QA course in Russian'.
Input Schema
{
"type": "object",
"properties": {
"query": {
"type": "string",
"description": "Natural-language search query"
},
"niche": {
"type": "string",
"description": "Optional niche key filter"
},
"city": {
"type": "string",
"description": "Optional city filter (substring)"
},
"language": {
"type": "string",
"description": "Optional service language filter (ISO code)"
}
},
"required": [
"query"
]
}🟢get_business(slug)
Get the full public card of one business by its slug (from search results or a laspi.pro/b/{slug} URL): description, services, contacts, languages.
Input Schema
{
"type": "object",
"properties": {
"slug": {
"type": "string",
"description": "Business slug"
}
},
"required": [
"slug"
]
}🟢ask_directory(question, language)
Ask the directory a customer question in natural language. Returns schema.org cards of businesses that genuinely answer it (LLM-reranked, strictly from the directory — never invented) + grounding links. Use when the customer describes a NEED rather than a search term.
Input Schema
{
"type": "object",
"properties": {
"question": {
"type": "string",
"description": "Customer question"
},
"language": {
"type": "string",
"description": "Optional service language filter (ISO code)"
}
},
"required": [
"question"
]
}Community
Evidence