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MCP server for AI-driven data pipeline operations — ingest, validate, transform, analyze, and query data. Tools covering ETL, AI data quality, vector search, PostgreSQL, MongoDB, Snowflake, Databricks, Kafka, S3/MinIO, HashiCorp Vault, Qdrant, Weaviate, Milvus, Chroma, pgvector.

Project description

Datris MCP Server

MCP (Model Context Protocol) server for the Datris AI Agent-Native Data Platform. Enables AI agents (Claude Desktop, Claude Code, Cursor, and custom frameworks) to natively interact with the platform — discover data, create pipelines, upload files, monitor jobs, search vector databases, query structured data, and answer questions with AI.

Install

pip install datris-mcp-server

Usage

stdio mode (Claude Desktop / Claude Code)

DATRIS_API_URL=http://localhost:8080 datris-mcp-server

Or run directly:

DATRIS_API_URL=http://localhost:8080 python server.py

SSE mode (Docker / remote agents)

DATRIS_API_URL=http://localhost:8080 datris-mcp-server --sse --port 3000

Docker

The MCP server starts automatically with docker compose up in SSE mode on port 3000.

Configuration

Claude Desktop

Add to ~/Library/Application Support/Claude/claude_desktop_config.json:

{
  "mcpServers": {
    "datris": {
      "command": "datris-mcp-server",
      "env": {
        "DATRIS_API_URL": "http://localhost:8080"
      }
    }
  }
}

Claude Code

Add to .mcp.json in your project root:

{
  "mcpServers": {
    "datris": {
      "command": "datris-mcp-server",
      "env": {
        "DATRIS_API_URL": "http://localhost:8080"
      }
    }
  }
}

Environment Variables

Variable Default Description
DATRIS_API_URL http://localhost:8080 Datris REST API server URL
REQUIRE_API_KEY false Reject SSE/HTTP sessions that connect without x-api-key

Authentication

There is no server-side API key. Each connecting agent authenticates per session by sending an x-api-key header; mcp-server forwards that key as-is to the Datris REST API on every tool call. The Datris REST API validates against oss/api-keys Vault secret (single-tenant) or api-key-mappings (multi-tenant). Manage keys in the Configuration UI's Secrets tab.

Tools

30+ tools across these categories:

  • Pipeline Management — create, list, get, delete pipelines; upload files; monitor jobs
  • Vector Search — semantic search across Qdrant, Weaviate, Milvus, Chroma, pgvector
  • Database Query — read-only SQL queries (PostgreSQL) and MongoDB queries
  • Metadata Discovery — explore databases, schemas, tables, columns, collections
  • AI — RAG-powered question answering
  • System — health checks, version info

See the full documentation at docs.datris.ai/mcp-server.

License

Apache 2.0

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