Koskamo

Laspi Business Directory MCP

A read-only MCP server providing access to a directory of real, owner-confirmed small businesses. It allows AI agents to search for businesses by query, niche, city, or language, and retrieve specific business details by slug, supporting attribution-based AI usage.

Endpoint and access

No sign-in to connect and list tools. Individual tools may still need a vendor account, credentials, or permissions; check the documented prerequisites.

Laspi Business Directory MCP logo, by GradeBuilder S.L.Vendor evidenceStreamable HTTPNo sign-inEndpoint checked 2026-11-07Operated by GradeBuilder S.L.
MCP endpoint (Streamable HTTP)
https://laspi.pro/api/v1/mcp/directory
Vendor documentation

What its tools do

3 tools, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.

Not annotated (3)

3 of 3 have a description · 0 of 3 declare behavior hints · 3 of 3 with parameters document them all

Checks and signals

Each line is separate evidence, not a trust score.

  • Passed Endpoint answered the live check ·
  • Passed Official MCP Registry namespace is tied to laspi.pro ·
  • Passed Endpoint is on the registry namespace domain ·
  • Availability 1 of 1 checks passed in 30 days

What you can do with it

  • Search for small businesses by query, niche, or city
  • Retrieve detailed information for a specific business slug
  • Access machine-readable directory data for AI agents

Source and maintenance

Vendor evidenceRegistry 1.0.0
mcp-registry: pro.laspi/directory@1.0.0Project website

Protocol and capabilities

Server
laspi-directory 1.0.0
MCP protocol negotiated in check
2025-03-26
Tools
3 advertised
Resources
Not advertised
Resource templates
Not advertised
Prompts
Not advertised
Server-advertised capabilities
{
  "tools": {}
}

Server-provided instructions

Untrusted server output shown for inspection. It is not Koskamo guidance and is excluded from knowledge search.

Read-only Laspi Pro business directory. Attribution required: link to the business's canonical laspi.pro/b/{slug} page when citing. License: https://laspi.pro/directory (footer).

Tools

3 advertised

search_businesses
Advertised by the server during the last successful anonymous check.

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'.

search_businesses input schema
{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "city": {
      "type": "string",
      "description": "Optional city filter (substring)"
    },
    "niche": {
      "type": "string",
      "description": "Optional niche key filter"
    },
    "query": {
      "type": "string",
      "description": "Natural-language search query"
    },
    "language": {
      "type": "string",
      "description": "Optional service language filter (ISO code)"
    }
  }
}
get_business
Advertised by the server during the last successful anonymous check.

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.

get_business input schema
{
  "type": "object",
  "required": [
    "slug"
  ],
  "properties": {
    "slug": {
      "type": "string",
      "description": "Business slug"
    }
  }
}
ask_directory
Advertised by the server during the last successful anonymous check.

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.

ask_directory input schema
{
  "type": "object",
  "required": [
    "question"
  ],
  "properties": {
    "language": {
      "type": "string",
      "description": "Optional service language filter (ISO code)"
    },
    "question": {
      "type": "string",
      "description": "Customer question"
    }
  }
}

Prompts

Not advertised

No prompt definitions available.

Resources

Not advertised

No resource definitions available.

30-day availability

Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.

Successful checks
1 of 1 (100%)
Average latency
818 ms
95th percentile latency
818 ms

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

  • · probe · passed · 818 ms · metadata changed · 3 tool(s)

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers the remote server. Use --scope project to write .mcp.json for the repo.
Claude Code configuration
claude mcp add --transport http laspi-business-directory-mcp https://laspi.pro/api/v1/mcp/directory

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).
Codex configuration
codex mcp add laspi-business-directory-mcp --url https://laspi.pro/api/v1/mcp/directory

Cursor

Merge this server into .cursor/mcp.json in your project, then enable laspi-business-directory-mcp in your MCP settings.
Cursor configuration
{
  "mcpServers": {
    "laspi-business-directory-mcp": {
      "url": "https://laspi.pro/api/v1/mcp/directory"
    }
  }
}

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure).
Cline configuration
{
  "mcpServers": {
    "laspi-business-directory-mcp": {
      "type": "streamableHttp",
      "url": "https://laspi.pro/api/v1/mcp/directory",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start laspi-business-directory-mcp and inspect its tools.
VS Code configuration
{
  "servers": {
    "laspi-business-directory-mcp": {
      "type": "http",
      "url": "https://laspi.pro/api/v1/mcp/directory"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.
Gemini CLI configuration
gemini mcp add --transport http laspi-business-directory-mcp https://laspi.pro/api/v1/mcp/directory

Claude Desktop

Open Claude Settings > Connectors > Add custom connector, enter this server URL and enable it for the conversation. This is a manual remote-connector handoff, not a desktop JSON configuration.
Claude Desktop configuration
https://laspi.pro/api/v1/mcp/directory

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.
Windsurf configuration
{
  "mcpServers": {
    "laspi-business-directory-mcp": {
      "serverUrl": "https://laspi.pro/api/v1/mcp/directory"
    }
  }
}

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