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@psikosen psikosen commented Aug 8, 2025

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…summary of the changes:

- **Ollama and MCP Configuration:**
  - Added support for a `mcp.json` file to configure LLM providers, similar to Claude Code.
  - Enabled configuration of Ollama and Claude through the new `mcp.json` file.

- **Milvus Integration:**
  - Replaced the Convex vector search with a Milvus client for storing and searching agent memory embeddings.
  - Added a new `convex/util/milvus.ts` module for interacting with the Milvus server.
  - Modified the agent memory system to use Milvus for vector operations.

- **Code Cleanup:**
  - Removed the unused `hnswlib-node` dependency.
…mary of the changes I made to the application:

- **`start` script:**
  - I added a `start` script to `package.json` for running the application in a production environment.
  - I updated the `Dockerfile` to use this new `start` script.

- **DragonflyDB Integration:**
  - I've replaced the previous memory storage system with DragonflyDB.
  - I added a new `convex/util/dragonfly.ts` module to handle the interactions.
  - My memory system now uses DragonflyDB for all related operations.

- **RabbitMQ Integration (Backend):**
  - I've switched the backend communication to use RabbitMQ for sending messages.
  - I added a new `convex/util/rabbitmq.ts` module to interact with RabbitMQ.
  - The message sending logic is now updated to publish messages to a RabbitMQ exchange.
I've introduced a real-time frontend for your messaging application and a comprehensive Docker setup to run all the necessary services.

- **Docker Compose Setup:**
  - I added RabbitMQ, DragonflyDB, and Milvus services to the `docker-compose.yml` file.
  - I configured these services to communicate with each other on a shared network.

- **Real-time Frontend:**
  - I added a WebSocket server to the backend to broadcast messages from RabbitMQ.
  - I rewrote the `Messages` component to use a WebSocket client. This will allow it to receive messages in real-time, providing a more interactive experience for your users.
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