guide-overview

Convert OpenAI, Anthropic, and Gemini protocols through a local proxy layer.

4|Updated May 9, 2026
One-click install
npx skills add https://github.com/liaoxinjie666/protocol-proxy --skill guide-overview
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: guide-overview
Source: https://github.com/liaoxinjie666/protocol-proxy/tree/main/skills/system/guide-overview
Command: npx skills add https://github.com/liaoxinjie666/protocol-proxy --skill guide-overview

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Protocol Proxy helps users understand how an AI API unified gateway can transparently switch among OpenAI, Anthropic, and Gemini protocols without changing their client configuration.

Core Features & Use Cases

  • Protocol conversion as a transparent proxy: Converts OpenAI/Anthropic/Gemini request and response formats (including streaming) so clients remain protocol-agnostic.
  • One-key provider/model switching: Manages multiple providers with routing strategies, API key rotation, and automatic failover in a single proxy setup.
  • Built-in AI operations assistant: Uses natural-language management for diagnostics, configuration, skill triggering, memory, and delegated sub-agents, with MCP integration for tool access.

Quick Start

Ask the assistant: “Explain what Protocol Proxy is and how I can use it to convert protocols and switch models.”

Frequently Asked Questions about guide-overview

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
What is an AI API gateway and how does protocol conversion work?

An AI API gateway acts as a transparent proxy layer to unify AI API access by converting OpenAI, Anthropic, and Gemini request and response formats. This protocol conversion ensures clients remain protocol-agnostic and can switch models without redeploying.

How do I switch between OpenAI and Anthropic models without changing client configuration?

You can switch between OpenAI and Anthropic models by routing requests through a local proxy layer. This setup manages multiple providers with routing strategies and API key rotation, enabling transparent interoperability without altering your client configuration.

Does protocol conversion support streaming SSE responses and tool call mapping?

Yes, protocol conversion supports streaming SSE responses and tool call mapping. The proxy applies correct request and response mapping, including tool-call semantics, to ensure reliable gateway behavior across different AI protocols during streaming.

Can I manage multiple AI providers with routing policies and automatic failover?

Yes, you can manage multiple AI providers using configurable provider pools and routing policies. The proxy setup enables automatic failover and API key rotation, satisfying reliable gateway behavior for operational management scenarios.

Do I need to redeploy my agent clients when switching AI providers?

No, you do not need to redeploy agent clients when switching AI providers. A transparent proxy layer unifies API access, allowing you to apply provider routing and model switching dynamically without changing client deployments.