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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

Related MCP server: ResearchBrain MCP Server

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

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