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Aintent Framework 🚀

@openpandacodes

A Model Context Protocol server for processing travel intents based on Deep Intent Architecture. This server provides a robust API for managing travel intents, generating deep flows, and creating DIML (Deep Intent Markup Language) representations.

概览

What is Aintent Framework 🚀?

Aintent Framework 🚀 is a Model Context Protocol (MCP) server that processes natural language intents into structured, actionable formats. It provides a robust API for managing and processing intents with a focus on extensibility and reliability, targeting developers building intent-aware applications.

How to use Aintent Framework 🚀?

Clone the repository, run npm install, copy .env.example to .env, then start a development server with npm run dev (with hot reloading) or build and start production with npm run build and npm start. Use the API endpoints: POST /api/intent to create an intent and GET /api/intent/:id to retrieve one.

Key features of Aintent Framework 🚀

  • Intent Processing: Create, retrieve, and process intents through a well-defined API.
  • Natural Language Understanding: Parse and understand raw user intentions.
  • Intent Decomposition: Transform intentions into structured objects with goals and constraints.
  • Flexible Storage: Pluggable storage system with built-in in-memory implementation.
  • Type Safety: Full TypeScript implementation with comprehensive type definitions.
  • Error Handling: Robust error handling and logging system.

Use cases of Aintent Framework 🚀

  • Building smart assistants that convert user requests into actionable workflows.
  • Creating chatbots that parse and structure complex natural language commands.
  • Developing goal-oriented systems that decompose high-level intents into tasks.
  • Prototyping intent-driven applications with a clean, extensible API.

FAQ from Aintent Framework 🚀

What runtime dependencies does Aintent Framework 🚀 have?

Node.js v18 or higher is required, along with npm or yarn.

How is data stored in Aintent Framework 🚀?

The server uses a pluggable storage system. The built-in implementation is in‑memory storage; you can replace it with other backends via the StorageInterface.

What does the internal Intent structure look like?

Each intent is an object with a unique ID, raw text, processed fields (goals, constraints, metadata), status (pending, processing, completed, failed), and timestamps.

Does Aintent Framework 🚀 include testing?

Yes, it includes a comprehensive test suite using Jest. Run tests with npm test or npm run test:coverage.

How does the server handle errors?

It uses custom error classes, proper HTTP status codes and error responses, and structured logging for debugging.

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