Detect AI agent API protocols from a URL and route messages.
npx skills add https://github.com/yechao-zhang/red-team-agent-skills --skill agent-proxy
Please help me install this Agent Skill. Skill: agent-proxy Source: https://github.com/yechao-zhang/red-team-agent-skills/tree/main/.claude/skills/agent-proxy Command: npx skills add https://github.com/yechao-zhang/red-team-agent-skills --skill agent-proxy
Agent Proxy removes the manual work of figuring out how to talk to an AI service by automatically detecting the protocol and sending messages through the right interface.
Give the target API URL to agent-proxy so it can detect the protocol and send a first message on your behalf.
High-intent search queries and answers about installing and using this skill.
To automatically detect an AI agent API protocol from a URL, the agent-proxy skill probes the endpoint to identify OpenAI-compatible, Anthropic, Ollama, WebSocket, JSON, or Gradio interfaces, then routes messages through the correct protocol automatically.
You can automate conversations with an Ollama or Gradio endpoint by providing the target URL to the agent-proxy, which detects the specific protocol, manages message history, applies authentication, and returns replies in a consistent format.
Yes, you can test external AI agents and log conversations directly from Claude Code by passing the target API URL to the agent-proxy, which handles protocol routing, authentication, and conversation logging for automated testing workflows.
Yes, this approach supports routing messages to WebSocket and OpenAI-compatible APIs, alongside Anthropic, Ollama, JSON, and Gradio endpoints, applying protocol probing and fallback handling to ensure message delivery across unknown interfaces.
The best way to handle fallback for unknown AI service interfaces is using the agent-proxy's protocol detection mechanism, which probes endpoints for specific protocols and applies fallback handling when an interface cannot be categorized.
You need protocol probing for automated agent testing to eliminate the manual work of figuring out how to talk to a service, enabling automatic detection and routing of messages to OpenAI, Anthropic, Ollama, WebSocket, JSON, and Gradio endpoints.
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