• DOMINANT
  • NOISE
  • SIGNAL
  • HUMAN

How to identify market price cycles with your AI

Connect your price data to your AI and let it isolate the specific frequencies that drive market movement.

Ask AI about this page

Short answer

How can I find repeating price cycles using AI?

Your AI uses the Fourier Transform Engine to convert raw price time series into frequency domains. This reveals the exact number of days or weeks that make up a repeating market cycle. You'll get a clear map of dominant periodicities.

The analysis outcomes

What you get from the analysis

Once the AI processes your data, you get these specific outputs.

DOMINANT

Primary cycle periods

The AI identifies the strongest repeating patterns. You'll see exactly how many days or weeks constitute the main market pulse.

NOISE

Filtered price data

The engine strips away random volatility. You get a cleaner view of the underlying trend and rhythm.

SIGNAL

Frequency spectrum

The AI provides a breakdown of signal strength across different frequencies. This shows which cycles are actually reliable.

HUMAN

Manual strategy check

The AI identifies the math, but you decide if these cycles are tradable. You interpret the frequency data to build your entry rules.

The workflow

What your AI does when the data arrives.

The AI handles the heavy math so you can focus on the interpretation.

  1. Data ingestion

    Your AI reads your price history from a CSV or a connected database.

    calculate_fft

  2. Frequency extraction

    The AI runs the math to find the hidden rhythms in the price movement.

    calculate_fft

  3. Pattern isolation

    The engine separates the strongest periodic signals from the random market noise.

    calculate_fft

  4. Cycle reporting

    The AI summarizes the findings into specific time intervals like 7-day or 30-day cycles.

    calculate_fft

Try it

Copy these to start.

Use these prompts to kick off your analysis.

Starting points

Swap out the bracketed text with your specific file names or ticker symbols.

fft.js Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_OgVdcAJ5c4akzqqyOKLcs4VoR2ziukAMExZvS9jD/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 — fft.js capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "fourier-transform-engine-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_OgVdcAJ5c4akzqqyOKLcs4VoR2ziukAMExZvS9jD/mcp"
    }
  }
}
Copy into chat04

  • Run a frequency analysis on my BTC_USD.csv file to find the most dominant weekly cycles.

  • Use the Fourier Transform Engine to identify repeating monthly patterns in this price sheet.

  • Analyze the frequency spectrum of the attached price data and tell me the strongest period.

  • Find the hidden cycles in my historical price data and filter out the high-frequency noise.

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

Start here

Connect Fourier Transform Engine once, then ask.

One click connects this MCP to your AI client. Your credentials stay encrypted and the setup is handled on our end.

Connect Fourier Transform Engine to your AI

FAQ

How this task behaves

  • 01

    Can the AI execute trades based on these cycles?

    No. The AI only performs frequency analysis on your data. You must execute all trades yourself.

  • 02

    Does the AI change my original price data?

    No. The AI reads your data to perform calculations but never modifies your source files.

  • 03

    Can it analyze real-time live feeds?

    No. The tool works on the data you provide in the prompt, such as a CSV or a specific data range.

  • 04

    What kind of files can I use?

    You can use any data format your AI client can read, like CSV or Excel files containing price series.

  • 05

    Will the AI tell me which cycle to trade?

    No. The AI identifies the mathematical frequency of the cycles. It does not provide financial advice or trade signals.

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

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