Learning Adapter
Verified IntegrationClient Configuration
— Connect Learning Adapter to Claude Desktop or Cursor in seconds{
"mcpServers": {
"learning-adapter": {
"command": "npx",
"args": [
"-y",
"@modelcontextprotocol/server-learning-adapter"
],
"env": {}
}
}
}~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows).System Overview
Optimizes API token usage by up to 80% for MCP servers through automated schema learning and intelligent response filtering.
7/23/2026
Open Source
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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