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    dynamic-agent

    dynamic-agent

    DevsHero May 1, 2025
    5 copies 0 downloads

    Dynamic Agent is a Rust-based framework for building Retrieval-Augmented Generation (RAG) AI agents with multi-LLM and multi-vector store support, featuring WebSocket communication, caching, and flexible configuration.

    Agent Definition
    # Dynamic Agent
    
    [![Rust](https://img.shields.io/badge/rust-stable-blue.svg)](https://www.rust-lang.org/)
    
    
    Dynamic Agent is a flexible and configurable AI agent framework built in Rust. It provides a foundation for creating Retrieval-Augmented Generation (RAG) agents that can interact with users over WebSockets, leveraging multiple LLM providers and vector stores.
    
    **Live Demo:** Experience Dynamic Agent in action at [thanon.dev/chat](https://thanon.dev/chat) (powered by the [Leptos Portfolio Admin](https://github.com/DevsHero/leptos_portfolio_admin) frontend).
    
    ## Key Features
    
    *   **Multi-LLM Support:** Integrates with various Large Language Model providers for chat completion, text embedding, and query generation.
        *   Supported: Ollama, OpenAI, Anthropic, DeepSeek, DeepSeek, XAI, Groq.
        *   Easily configurable via environment variables or CLI arguments.
    *   **Streaming and Thinking Process:** Supports both streaming responses and exposing the LLM's reasoning process.
        *   Stream responses token by token for a responsive user experience.
        *   Capture and stream the model's thinking process separately from the final response.
        *   Control thinking display and duration based on client capabilities.
    *   **GitHub Flavored Markdown Support:** LLM responses can be formatted using GitHub Flavored Markdown, enabling rich text rendering on compatible frontends (e.g., code blocks, lists, bold/italics, tables).
    *   **Multi-Vector Store Support:** Leverages the `vector-nexus` crate to connect to different vector databases for RAG.
        *   Supported: Redis, Qdrant, Chroma, Milvus, SurrealDB, Pinecone.
    *   **Configurable RAG Pipeline:**
        *   Define agent behavior, intents, and prompt templates using local JSON files or Firebase Remote Config.
        *   `vector-nexus` automatically detects your vector data structure, eliminating manual `index_schema.json` creation.
        *   Supports LLM-driven intent classification and dynamic RAG query generation.
    *   **Dynamic P

    Tags

    anthropicauto-schemacachingchromadeepseekdynamic-queriesgeminigroqhistorymilvus

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