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ChatGPT ilostat mcp server ilostat_dataframe_describe

How to: ChatGPT ilostat mcp server ilostat_dataframe_describe

client:ChatGPT transport:streamable-http tool:ilostat_dataframe_describe

Add ilostat mcp server to ChatGPT

  1. 01

    Open Settings → Connectors → Advanced → Developer mode and merge this in. Keep any servers already there.

https://ilostat.caseyjhand.com/mcp
  1. 02

    Save the file and restart ChatGPT.

  2. 03

    Ask for something ilostat_dataframe_describe does. ChatGPT lists the server's tools on connect and calls ilostat_dataframe_describe itself — you do not invoke it by name.

  3. 04

    If nothing happens, check the server is running and that ilostat mcp server's identifier in your config matches the one above exactly.

Custom connectors are a paid-plan feature and take a remote URL only. ChatGPT cannot run a packaged server locally. ChatGPT docs

Set these first

ilostat mcp server will not start until these are set, so ilostat_dataframe_describe never becomes available.

  • ILOSTAT_CATALOG_REFRESH_HOURS
  • ILOSTAT_MAX_ROWS
  • ILOSTAT_PREVIEW_CHARS
  • ILOSTAT_CACHE_TTL_SECONDS
  • ILOSTAT_DATASET_TTL_SECONDS
  • ILOSTAT_DATAFRAME_DROP_ENABLED
  • CANVAS_PROVIDER_TYPE
  • MCP_LOG_LEVEL

Same tool, other clients

This list was read from the server itself, by connecting to it and calling tools/list on 4 October 2026. It is what the server actually exposes, not what its listing claims.

Mutating and Read-only are read off each tool's name, not its schema — a hint, not a guarantee. The registry stores tool names only; connect the server for its live schemas.