andish-mcp

MCP server for the Andish Knowledge Graph API.

Works with any MCP-compatible client: Cursor, Cline, Continue, and others.

Full docs: https://andish.ru/docs

Registry ownership verification: mcp-name: ru.andish/andish-mcp

Install

uvx andish-mcp@latest

Or with pip:

pip install andish-mcp

Configure

// example MCP client config (the exact file path depends on your client)
{
  "mcpServers": {
    "andish": {
      "command": "uvx",
      "args": ["andish-mcp@latest"],
      "env": {
        "ANDISH_API_KEY": "adsh_live_xxxxxxxxxxxx"
      }
    }
  }
}

Available Tools

Nine tools are registered by the server.

Tool	What it does
andish_query	Search the workspace knowledge graph and synthesise an answer.
andish_context	Fetch raw context from the knowledge graph and write the answer yourself.
andish_list_documents	List documents uploaded to the workspace.
andish_get_document	Fetch metadata and a content excerpt for one document.
andish_upload_document	Upload a local file to the workspace for indexing.
andish_search_entities	Search entities (people, organizations, concepts) by label substring.
andish_get_neighbors	Return entities connected to an entity, directly (hop=1) or transitively (hop=2).
andish_workspace_usage	Show current workspace usage: documents, cost, daily queries.
andish_health	Check server health and API connectivity.

Environment Variables

Variable	Required	Default	Description
ANDISH_API_KEY	Yes	—	API key from https://andish.ru/dashboard
ANDISH_BASE_URL	No	https://api.andish.ru/v1	Override for self-hosted or staging
ANDISH_TIMEOUT	No	30.0	Per-request timeout in seconds