• SCHEMA
  • DATA
  • VALIDATION
  • HUMAN

How to automate data ingestion with your AI

Connect QuestDB to your AI client once. From there, you just hand over your files and let the agent handle the schema and the upload.

Ask AI about this page

Short answer

How can I use AI to ingest data into QuestDB?

Your AI analyzes your CSV or TSV files to determine the correct schema, creates the necessary tables in QuestDB, and runs the import. You get structured time-series data ready for querying without writing manual SQL or ingestion scripts.

The end state

Where your data lands

What happens after you give your AI a dataset.

SCHEMA

Automated table creation

The AI reads your file headers and data types to build the right QuestDB tables. You don't have to write a single CREATE TABLE statement.

DATA

Bulk file imports

The agent moves large CSV or TSV files into your database. Your data lands in the right columns automatically.

VALIDATION

Data type matching

The AI ensures timestamps and numeric values match QuestDB's requirements. This prevents ingestion errors during the upload.

HUMAN

Manual review needed

You decide if the generated schema is correct before the final import. The AI waits for your signal to proceed with the actual data movement.

The workflow

What your AI does when the data arrives.

The AI takes over the heavy lifting of mapping files to database structures.

  1. Analyze file structure

    Your agent inspects the CSV or TSV file to identify columns, headers, and data types like timestamps or floats.

    import_data

  2. Map to time-series

    The AI translates your file columns into a QuestDB-compatible schema, specifically identifying the designated timestamp column.

    import_data

  3. Build the table

    The agent sends the schema instructions to QuestDB to create the target table.

    import_data

  4. Execute the import

    Once you approve the schema, the agent pushes the raw data into the new table.

    import_data

Try it

Copy these to start.

Use these prompts to kick off the process.

Starting points

Swap out the bracketed info for your actual file names or table names.

QuestDB Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_2JOk1hTa0Hc7TZSrk9PX0JHkHMR9yGZEnj7dIpoE/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — QuestDB capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "questdb-time-series-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_2JOk1hTa0Hc7TZSrk9PX0JHkHMR9yGZEnj7dIpoE/mcp"
    }
  }
}
Copy into chat04

  • Look at my sensor_data.csv file and suggest a QuestDB table schema.

  • Create a new table in QuestDB based on the columns in this TSV file.

  • Import the contents of logs.csv into my existing telemetry table.

  • Check if this CSV file matches the schema of my current QuestDB table.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect QuestDB once, then ask.

Just link your instance via the Vinkius dashboard. Your credentials stay encrypted and your agent gets immediate access to your database.

Connect QuestDB to your AI

FAQ

How the task behaves

  • 01

    Can the AI delete my existing QuestDB tables?

    No. The AI only has tools to create new tables and import data. It cannot drop or modify existing structures.

  • 02

    Does the AI handle the SQL commands for me?

    Yes. The agent translates your natural language request into the necessary commands to build the schema and move the data.

  • 03

    Can I use this for real-time streaming data?

    No. This specific workflow is designed for batch importing files like CSV or TSV, not for managing live ingestion streams.

  • 04

    Will the AI automatically run the import without asking?

    No. The agent will typically propose a schema first. You must confirm the table structure before it starts the actual data import.

  • 05

    What file types are supported?

    The AI is specifically equipped to handle CSV and TSV files.

  • More questions about QuestDB? The Connector page answers them. See everything the QuestDB Connector can do

Connect QuestDB to Claude, Cursor, ChatGPT & more