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sktime-mcp

The Semantic Engine for Time-Series

Empower Large Language Models to discover, reason about, and execute sktime's advanced forecasting algorithms on real-world data.

Why sktime-mcp? Bridging the gap between LLM reasoning and time-series precision. Instead of hallucinating Python code, your agent interacts with a strictly typed, safe, and stateful API to perform complex forecasting tasks.

🔥 Key Features

  • Semantic Discovery: Find the perfect estimator using semantic similarity and capability tags (e.g., "probabilistic forecaster that handles missing data").
  • Safe Composition: Build complex pipelines (Transformer → Forecaster) with built-in validation to ensure components are compatible before execution.
  • Universal Data Loading: Seamlessly ingest data from SQL, Pandas, Parquet, Excel, and CSV files.
  • Execution Runtime: Stateful engine that manages object lifecycles, fitting, and predicting, all via simple JSON-RPC tools.

âš¡ Quick Start

Get up and running in seconds. Use with Claude Desktop, Cursor, or any MCP-compatible client.

1. Install

git clone https://github.com/Shashankss1205/sktime-mcp.git
cd sktime-mcp
python3 -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
pip install -e .

2. Run

sktime-mcp

3. Connect (Claude Desktop Config)

Add this to your claude_desktop_config.json: 

{
  "mcpServers": {
    "sktime": {
      "command": "sktime-mcp"
    }
  }
}

📚 Documentation Map

Section Description
Use Cases Step-by-step workflows for coders and business users.
User Guide Comprehensive manual on using tools, workflows, and best practices.
Usage Examples Example scripts and advanced usage patterns.
Data Sources Deep dive into loading data from SQL, Files, and Pandas.
Architecture High-level system design, data flow, and limitations.
Implementation Detailed code walkthrough and file breakdown.
Developer Guide Contributing guidelines, testing, and extending the server.

🚀 Get Started

  • See Use Cases for step-by-step workflows.
  • See User Guide for detailed instructions and advanced features.

Get Started Now