Elysia Tools Docs
EN
Language
ZHESPTRUFRDEEN
Back to site
Browse tools

Data Analysis

Time Series Forecast & Seasonality Analyzer

Forecast future periods from CSV or JSON time-series data and inspect trend, seasonal, and residual decomposition in one report

html· HTML resultOpen tool

Quick start

Call this tool from your code in three languages.

cURL
# 1) Request a presigned URL → returns { uploadUrl, storageKey }
curl -X POST 'https://api.elysiatools.com/api/upload/presign/time-series-forecast-seasonality-analyzer' \
  -H 'Content-Type: application/json' \
  -d '{"filename":"dataFile.ext","contentType":"application/octet-stream","size":12345}'

# 2) PUT the file bytes directly to the presigned uploadUrl
curl -X PUT '<presigned uploadUrl>' \
  --data-binary @/path/to/file.ext

# 3) Call the tool, passing the returned storageKey for each file field
curl -X POST 'https://api.elysiatools.com/en/api/tools/time-series-forecast-seasonality-analyzer' \
  -F 'seriesInput=timestamp,value
2026-01-01,120
2026-01-02,128
2026-01-03,132
2026-01-04,125
2026-01-05,140
2026-01-06,148
2026-01-07,145
2026-01-08,126
2026-01-09,133
2026-01-10,138' \
  -F 'dataFile=uploads/2026/01/01/your-tool-1700000000000-abc123.ext' \
  -F 'timestampColumn=timestamp' \
  -F 'valueColumn=value' \
  -F 'model=arima' \
  -F 'forecastPeriods=8' \
  -F 'seasonLength=7' \
  -F 'confidenceLevel=0.95' \
  -F 'exportFormat=json'

© 2026 Elysia Tools. Developer documentation.

Back to siteBrowse tools

API reference

Send a POST request with your inputs as JSON. File parameters require a separate upload first.

Endpoint

HTTP
POST https://api.elysiatools.com/en/api/tools/time-series-forecast-seasonality-analyzer

Parameters

NameTypeRequiredDescription
seriesInputtextareaNo—
dataFilefileupload requiredNo—
timestampColumntextYes—
valueColumntextYes—
modelselectNo—
forecastPeriodsnumberNo—
seasonLengthnumberNo—
confidenceLevelselectNo—
exportFormatselectNo—
File-type parameters must be uploaded first via POST /upload/time-series-forecast-seasonality-analyzer, then the returned filePath is passed to the corresponding file field.

Response format

HTML result

JSON
{
  "result": "<div>Processed HTML content</div>",
  "error": "Error message (optional)",
  "message": "Notification message (optional)",
  "metadata": {
    "key": "value"
  }
}

MCP integration

Add this tool to your Model Context Protocol server so AI agents can list and call it.

Server configuration

Add this block to your MCP client configuration:

mcp.json
{
  "mcpServers": {
    "elysiatools-time-series-forecast-seasonality-analyzer": {
      "name": "time-series-forecast-seasonality-analyzer",
      "description": "Forecast future periods from CSV or JSON time-series data and inspect trend, seasonal, and residual decomposition in one report",
      "baseUrl": "https://api.elysiatools.com/mcp/sse?toolId=time-series-forecast-seasonality-analyzer",
      "command": "",
      "args": [],
      "env": {},
      "isActive": true,
      "type": "sse"
    }
  }
}

List available tools

After connecting to the SSE endpoint, list the exposed tools:

tools/list
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/list"
}

Call this tool

Invoke the tool by its id, passing arguments built from its parameters:

tools/call
{
  "jsonrpc": "2.0",
  "id": 2,
  "method": "tools/call",
  "params": {
    "name": "time-series-forecast-seasonality-analyzer",
    "arguments": {
  "seriesInput": "timestamp,value\n2026-01-01,120\n2026-01-02,128\n2026-01-03,132\n2026-01-04,125\n2026-01-05,140\n2026-01-06,148\n2026-01-07,145\n2026-01-08,126\n2026-01-09,133\n2026-01-10,138",
  "dataFile": "https://example.com/file.ext",
  "timestampColumn": "timestamp",
  "valueColumn": "value",
  "model": "arima",
  "forecastPeriods": 8,
  "seasonLength": 7,
  "confidenceLevel": "0.95",
  "exportFormat": "json"
}
  }
}
Chain multiple tools in one session with a comma-separated toolId list, e.g. /mcp/sse?toolId=png-to-webp,jpg-to-webp,gif-to-webp (max 20).
File parameters accept a public file URL only (https://…). Local paths, data: URIs, and Base64 strings are not supported.

Questions or issues? Contact [email protected]

Browse tools
Open tool