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How to achieve format unification of multiple AI model APIs to avoid development costs of adapting different models?

2025-08-27 321
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Solution: Convert the API format using claude-worker-proxy

The biggest pain point when switching between different AI models is that each vendor has a different API format. claude-worker-proxy provides the perfect solution:

Implementation Steps:

  1. Deploying Agent Services to the Cloudflare Workers Platform
    • Rapid Deployment with the Wrangler CLI Tool
    • Install dependencies with npm package management
  2. Configuring request headers
    • Include x-api-key for target API authentication
    • Set Content-Type to application/json
  3. Harmonize requests using the Claude API format
    • All requests are automatically converted to the format required by the target model
    • The response is also converted back to Claude format

Extra Advantage:

  • Supports both streaming and non-streaming response modes
  • Compatible with advanced features such as tool calls
  • No need to modify existing Claude client code

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