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    vllora

    vllora

    vllora January 27, 2025
    789 copies 0 downloads

    Debug your AI agents

    Agent Definition
    <div align="center">
    
    <img src="assets/images/logos/logo_dark.svg" width="200px" alt="vLLora Logo">
    
    #### Lightweight, Real-time Debugging for AI Agents
    
    Debug your Agents in Real Time. Trace, analyze, and optimize instantly. Seamless with LangChain, Google ADK, OpenAI, and all major frameworks.
    
    **[Documentation](https://vllora.dev/docs)** | **[Issues](https://github.com/vllora/vllora/issues)** 
    
    
    </div>
    
    
    ## Quick Start
    
    First, install [Homebrew](https://brew.sh) if you haven't already, then:
    
    ```bash
    brew tap vllora/vllora
    brew install vllora
    ```
    
    
    ### Start the vLLora:
    
    ```bash
    vllora
    ```
    
    > The server will start on `http://localhost:9090` and the UI will be available at `http://localhost:9091`. 
    
    vLLora uses OpenAI-compatible chat completions API, so when your AI agents make calls through vLLora, it automatically collects traces and debugging information for every 
    interaction.
    
    <div align="center">
    
    ![vLLora Demo](https://raw.githubusercontent.com/vllora/vllora/main/assets/gifs/traces.gif)
    
    
    </div>
    
    ### Test Send your First Request
    
    1. **Configure API Keys**: Visit `http://localhost:9091` to configure your AI provider API keys through the UI
    2. **Make a request** to see debugging in action:
    
    ```bash
    curl http://localhost:9090/v1/chat/completions \
      -H "Content-Type: application/json" \
      -d '{
        "model": "gpt-4o-mini",
        "messages": [{"role": "user", "content": "What is the capital of France?"}]
      }'
    ```
    
    ### Rust streaming example (OpenAI-compatible)
    
    In `llm/examples/openai_stream_basic/src/main.rs` you can find a minimal Rust example that:
    
    - **Builds an OpenAI-style request** using `CreateChatCompletionRequestArgs` with:
      - `model("gpt-4.1-mini")`
      - a **system message**: `"You are a helpful assistant."`
      - a **user message**: `"Stream numbers 1 to 20 in separate lines."`
    - **Constructs a `VlloraLLMClient`** and configures credentials via:
    
    ```bash
    export VLLORA_OPENAI_API_KEY="your-openai-compatible-key"
    ```
    
    Inside the example, the client is crea

    Tags

    agentsai-agentsai-gatewayanthropicazureclaudedeepseekgeminigoogle-adklangchain

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