L

Learning Adapter

Verified Integration
Author: @SivachowCategory: ServerApplication
JSON-RPC 2.0
Protocol Standard
Sub-second
Execution Latency
Active
Operational Status

Client Configuration

— Connect Learning Adapter to Claude Desktop or Cursor in seconds
{
  "mcpServers": {
    "learning-adapter": {
      "command": "npx",
      "args": [
        "-y",
        "@modelcontextprotocol/server-learning-adapter"
      ],
      "env": {}
    }
  }
}
Paste into ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows).
Architecture & Capabilities

System Overview

Optimizes API token usage by up to 80% for MCP servers through automated schema learning and intelligent response filtering.

Indexed Date

7/23/2026

License

Open Source

Protocol Layer

stdio / SSE RPC

Frequently Asked Questions

Architecture and operational details for Learning Adapter

It leverages GPT 5.1 to analyze API responses, learning optimal patterns. It then filters out redundant 'noise' data, 'pins' essential fields, and 'ghosts' (summarizes) large lists or objects, drastically reducing the input token count.

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