• STORAGE
  • STRUCTURE
  • VISUALS
  • HUMAN

How to ingest and visualize data with your AI

Connect Axiom to your AI client to turn raw logs into visual trends. Once connected, you can move data from your sources into Axiom and build dashboards through simple chat commands.

Ask AI about this page

Short answer

How can I ingest and visualize telemetry data with my AI?

Your AI uses Axiom to pull raw telemetry, organizes it into structured datasets, and generates visual dashboards. You get a clear view of your system trends through these automated steps.

Data outcomes.

Where your data lands.

The AI handles the heavy lifting of data movement and visualization.

STORAGE

Raw data ingestion

The AI pulls telemetry directly into Axiom. You get all your raw logs stored in one place for analysis.

STRUCTURE

Organized datasets

The AI converts messy logs into clean datasets. This makes it easy to query specific metrics later.

VISUALS

Automated dashboards

The AI builds visual charts and graphs. You can see trends and spikes as they happen.

HUMAN

Manual oversight

You decide which specific metrics matter most. The AI builds what you ask for, but you define the strategy.

The workflow

What your AI does when telemetry arrives.

The AI manages the pipeline from raw input to visual output.

  1. Pulling logs

    The AI grabs raw telemetry from your sources and moves it into Axiom.

    ingest_data

  2. Organizing data

    The AI structures the incoming telemetry into usable formats.

    create_dataset

  3. Building charts

    The AI creates visual representations of your data to show trends.

    create_dashboard

  4. Refining views

    The AI updates existing dashboards or creates new ones based on your feedback.

    create_dashboard

Try it

Copy these to start.

Use these prompts to trigger the Axiom workflow.

Starting points

Swap out the bracketed text for your actual service names or metric types.

Axiom Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_e61fohuL5myEGCp75T44EWD2aXWWhlKb6QKmFZpL/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 — Axiom capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "axiom-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_e61fohuL5myEGCp75T44EWD2aXWWhlKb6QKmFZpL/mcp"
    }
  }
}
Copy into chat04

  • Ingest the last hour of telemetry from my production cluster into Axiom.

  • Create a new dataset in Axiom from the logs I just uploaded.

  • Build a dashboard in Axiom that shows CPU usage trends over the last 24 hours.

  • Add a new line chart to my existing system health dashboard to track memory spikes.

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

Start here

Connect Axiom once, then ask.

Just link your Axiom account. Your credentials stay encrypted, and you can start managing data immediately.

Connect Axiom to your AI

FAQ

How this task behaves.

  • 01

    Can the AI delete my existing Axiom datasets?

    No. The AI can only create new datasets or dashboards; it cannot delete your existing data.

  • 02

    Does the AI manage my Axiom subscription?

    No. The AI only interacts with the data and dashboarding tools within your account.

  • 03

    Can I use this to pull data from sources other than Axiom?

    No. This connector is specifically for moving data into and visualizing it within Axiom.

  • 04

    Will the AI automatically create dashboards without me asking?

    No. The AI only creates dashboards when you explicitly prompt it to do so.

  • 05

    Can the AI fix broken telemetry streams?

    No. The AI can ingest the data that is being sent, but it cannot repair the source systems sending the telemetry.

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

Connect Axiom to Claude, Cursor, ChatGPT & more