Add Simba facts to system prompt and Tavily API key config

Expanded the assistant system prompt with comprehensive Simba facts including
medical history, and added TAVILY_KEY env var for web search integration.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

.env.example

@@ -19,7 +19,9 @@ OLLAMA_URL=http://192.168.1.14:11434
 OLLAMA_HOST=http://192.168.1.14:11434
 
 # ChromaDB Configuration
-CHROMADB_PATH=/path/to/chromadb
+# For Docker: This is automatically set to /app/data/chromadb
+# For local development: Set to a local directory path
+CHROMADB_PATH=./data/chromadb
 
 # OpenAI Configuration
 OPENAI_API_KEY=your-openai-api-key

.gitignore

@@ -14,5 +14,7 @@ wheels/
 
 # Database files
 chromadb/
+chromadb_openai/
+chroma_db/
 database/
 *.db

classifier.py

@@ -0,0 +1,13 @@
+import os
+
+from llm import LLMClient
+
+USE_OPENAI = os.getenv("OLLAMA_URL")
+
+
+class Classifier:
+    def __init__(self):
+        self.llm_client = LLMClient()
+
+    def classify_query_by_action(self, query):
+        _prompt = "Classify the query into one of the following options: "

docker-compose.dev.yml

@@ -15,7 +15,7 @@ services:
       timeout: 5s
       retries: 5
 
-  raggr-backend:
+  raggr:
     build:
       context: ./services/raggr
       dockerfile: Dockerfile.dev
@@ -28,7 +28,7 @@ services:
       - PAPERLESS_TOKEN=${PAPERLESS_TOKEN}
       - BASE_URL=${BASE_URL}
       - OLLAMA_URL=${OLLAMA_URL:-http://localhost:11434}
-      - CHROMADB_PATH=/app/chromadb
+      - CHROMADB_PATH=/app/data/chromadb
       - OPENAI_API_KEY=${OPENAI_API_KEY}
       - JWT_SECRET_KEY=${JWT_SECRET_KEY}
       - OIDC_ISSUER=${OIDC_ISSUER}
@@ -39,64 +39,29 @@ services:
       - DATABASE_URL=postgres://raggr:raggr_dev_password@postgres:5432/raggr
       - FLASK_ENV=development
       - PYTHONUNBUFFERED=1
+      - NODE_ENV=development
+      - TAVILY_KEY=${TAVILIY_KEY}
     depends_on:
       postgres:
         condition: service_healthy
     volumes:
-      # Persist data only
-      - chromadb_data:/app/chromadb
-      # Share frontend dist with frontend container
-      - frontend_dist:/app/raggr-frontend/dist
+      - chromadb_data:/app/data/chromadb
     develop:
       watch:
-        # Sync Python source files
-        - action: sync
+        # Sync+restart on any file change under services/raggr
+        - action: sync+restart
           path: ./services/raggr
           target: /app
           ignore:
-            - raggr-frontend/
             - __pycache__/
             - "*.pyc"
             - "*.pyo"
             - "*.pyd"
             - .git/
             - chromadb/
-        # Sync+restart on frontend dist changes
-        - action: sync+restart
-          path: ./services/raggr/raggr-frontend/dist
-          target: /app/raggr-frontend/dist
-        # Restart on dependency changes
-        - action: rebuild
-          path: ./services/raggr/pyproject.toml
-        - action: rebuild
-          path: ./services/raggr/uv.lock
-
-  raggr-frontend:
-    build:
-      context: ./services/raggr/raggr-frontend
-      dockerfile: Dockerfile.dev
-    environment:
-      - NODE_ENV=development
-    volumes:
-      # Share dist folder with backend
-      - frontend_dist:/app/dist
-    develop:
-      watch:
-        # Sync frontend source files
-        - action: sync
-          path: ./services/raggr/raggr-frontend
-          target: /app
-          ignore:
             - node_modules/
-            - dist/
-            - .git/
-        # Rebuild on dependency changes
-        - action: rebuild
-          path: ./services/raggr/raggr-frontend/package.json
-        - action: rebuild
-          path: ./services/raggr/raggr-frontend/yarn.lock
+            - raggr-frontend/dist/
 
 volumes:
   chromadb_data:
   postgres_data:
-  frontend_dist:

docker-compose.yml

@@ -3,6 +3,8 @@ version: "3.8"
 services:
   postgres:
     image: postgres:16-alpine
+    ports:
+      - "5432:5432"
     environment:
       - POSTGRES_USER=${POSTGRES_USER:-raggr}
       - POSTGRES_PASSWORD=${POSTGRES_PASSWORD:-changeme}
@@ -21,12 +23,13 @@ services:
       context: ./services/raggr
       dockerfile: Dockerfile
     image: torrtle/simbarag:latest
-    network_mode: host
+    ports:
+      - "8080:8080"
     environment:
       - PAPERLESS_TOKEN=${PAPERLESS_TOKEN}
       - BASE_URL=${BASE_URL}
       - OLLAMA_URL=${OLLAMA_URL:-http://localhost:11434}
-      - CHROMADB_PATH=/app/chromadb
+      - CHROMADB_PATH=/app/data/chromadb
       - OPENAI_API_KEY=${OPENAI_API_KEY}
       - JWT_SECRET_KEY=${JWT_SECRET_KEY}
       - OIDC_ISSUER=${OIDC_ISSUER}
@@ -35,11 +38,12 @@ services:
       - OIDC_REDIRECT_URI=${OIDC_REDIRECT_URI}
       - OIDC_USE_DISCOVERY=${OIDC_USE_DISCOVERY:-true}
       - DATABASE_URL=${DATABASE_URL:-postgres://raggr:changeme@postgres:5432/raggr}
+      - TAVILY_KEY=${TAVILIY_KEY}
     depends_on:
       postgres:
         condition: service_healthy
     volumes:
-      - chromadb_data:/app/chromadb
+      - chromadb_data:/app/data/chromadb
     restart: unless-stopped
 
 volumes:

services/raggr/Dockerfile.dev

@@ -2,10 +2,13 @@ FROM python:3.13-slim
 
 WORKDIR /app
 
-# Install system dependencies and uv
+# Install system dependencies, Node.js, uv, and yarn
 RUN apt-get update && apt-get install -y \
     build-essential \
     curl \
+    && curl -fsSL https://deb.nodesource.com/setup_20.x | bash - \
+    && apt-get install -y nodejs \
+    && npm install -g yarn \
     && rm -rf /var/lib/apt/lists/* \
     && curl -LsSf https://astral.sh/uv/install.sh | sh
 
@@ -18,15 +21,23 @@ COPY pyproject.toml ./
 # Install Python dependencies using uv
 RUN uv pip install --system -e .
 
-# Create ChromaDB and database directories
-RUN mkdir -p /app/chromadb /app/database
-
-# Expose port
-EXPOSE 8080
+# Copy frontend package files and install dependencies
+COPY raggr-frontend/package.json raggr-frontend/yarn.lock* raggr-frontend/
+WORKDIR /app/raggr-frontend
+RUN yarn install
 
 # Copy application source code
+WORKDIR /app
 COPY . .
 
+# Build frontend
+WORKDIR /app/raggr-frontend
+RUN yarn build
+
+# Create ChromaDB and database directories
+WORKDIR /app
+RUN mkdir -p /app/chromadb /app/database
+
 # Make startup script executable
 RUN chmod +x /app/startup-dev.sh
 
@@ -35,5 +46,8 @@ ENV PYTHONPATH=/app
 ENV CHROMADB_PATH=/app/chromadb
 ENV PYTHONUNBUFFERED=1
 
+# Expose port
+EXPOSE 8080
+
 # Default command
 CMD ["/app/startup-dev.sh"]

services/raggr/VECTORSTORE.md

@@ -0,0 +1,97 @@
+# Vector Store Management
+
+This document describes how to manage the ChromaDB vector store used for RAG (Retrieval-Augmented Generation).
+
+## Configuration
+
+The vector store location is controlled by the `CHROMADB_PATH` environment variable:
+
+- **Development (local)**: Set in `.env` to a local path (e.g., `/path/to/chromadb`)
+- **Docker**: Automatically set to `/app/data/chromadb` and persisted via Docker volume
+
+## Management Commands
+
+### CLI (Command Line)
+
+Use the `manage_vectorstore.py` script for vector store operations:
+
+```bash
+# Show statistics
+python manage_vectorstore.py stats
+
+# Index documents from Paperless-NGX (incremental)
+python manage_vectorstore.py index
+
+# Clear and reindex all documents
+python manage_vectorstore.py reindex
+
+# List documents
+python manage_vectorstore.py list 10
+python manage_vectorstore.py list 20 --show-content
+```
+
+### Docker
+
+Run commands inside the Docker container:
+
+```bash
+# Show statistics
+docker compose -f docker-compose.dev.yml exec -T raggr python manage_vectorstore.py stats
+
+# Reindex all documents
+docker compose -f docker-compose.dev.yml exec -T raggr python manage_vectorstore.py reindex
+```
+
+### API Endpoints
+
+The following authenticated endpoints are available:
+
+- `GET /api/rag/stats` - Get vector store statistics
+- `POST /api/rag/index` - Trigger indexing of new documents
+- `POST /api/rag/reindex` - Clear and reindex all documents
+
+## How It Works
+
+1. **Document Fetching**: Documents are fetched from Paperless-NGX via the API
+2. **Chunking**: Documents are split into chunks of ~1000 characters with 200 character overlap
+3. **Embedding**: Chunks are embedded using OpenAI's `text-embedding-3-large` model
+4. **Storage**: Embeddings are stored in ChromaDB with metadata (filename, document type, date)
+5. **Retrieval**: User queries are embedded and similar chunks are retrieved for RAG
+
+## Troubleshooting
+
+### "Error creating hnsw segment reader"
+
+This indicates a corrupted index. Solution:
+
+```bash
+python manage_vectorstore.py reindex
+```
+
+### Empty results
+
+Check if documents are indexed:
+
+```bash
+python manage_vectorstore.py stats
+```
+
+If count is 0, run:
+
+```bash
+python manage_vectorstore.py index
+```
+
+### Different results in Docker vs local
+
+Docker and local environments use separate ChromaDB instances. To sync:
+
+1. Index inside Docker: `docker compose exec -T raggr python manage_vectorstore.py reindex`
+2. Or mount the same volume for both environments
+
+## Production Considerations
+
+1. **Volume Persistence**: Use Docker volumes or persistent storage for ChromaDB
+2. **Backup**: Regularly backup the ChromaDB data directory
+3. **Reindexing**: Schedule periodic reindexing to keep data fresh
+4. **Monitoring**: Monitor the `/api/rag/stats` endpoint for document counts

services/raggr/app.py

@@ -6,6 +6,7 @@ from tortoise.contrib.quart import register_tortoise
 
 import blueprints.conversation
 import blueprints.conversation.logic
+import blueprints.rag
 import blueprints.users
 import blueprints.users.models
 from main import consult_simba_oracle
@@ -22,6 +23,7 @@ jwt = JWTManager(app)
 # Register blueprints
 app.register_blueprint(blueprints.users.user_blueprint)
 app.register_blueprint(blueprints.conversation.conversation_blueprint)
+app.register_blueprint(blueprints.rag.rag_blueprint)
 
 
 # Database configuration with environment variable support

services/raggr/blueprints/conversation/__init__.py

@@ -1,6 +1,6 @@
 import datetime
 
-from quart import Blueprint, jsonify
+from quart import Blueprint, jsonify, request
 from quart_jwt_extended import (
     get_jwt_identity,
     jwt_refresh_token_required,
@@ -8,7 +8,12 @@ from quart_jwt_extended import (
 
 import blueprints.users.models
 
-from .logic import rename_conversation
+from .agents import main_agent
+from .logic import (
+    add_message_to_conversation,
+    get_conversation_by_id,
+    rename_conversation,
+)
 from .models import (
     Conversation,
     PydConversation,
@@ -20,6 +25,90 @@ conversation_blueprint = Blueprint(
 )
 
 
+@conversation_blueprint.post("/query")
+@jwt_refresh_token_required
+async def query():
+    current_user_uuid = get_jwt_identity()
+    user = await blueprints.users.models.User.get(id=current_user_uuid)
+    data = await request.get_json()
+    query = data.get("query")
+    conversation_id = data.get("conversation_id")
+    conversation = await get_conversation_by_id(conversation_id)
+    await conversation.fetch_related("messages")
+    await add_message_to_conversation(
+        conversation=conversation,
+        message=query,
+        speaker="user",
+        user=user,
+    )
+
+    # Build conversation history from recent messages (last 10 for context)
+    recent_messages = (
+        conversation.messages[-10:]
+        if len(conversation.messages) > 10
+        else conversation.messages
+    )
+
+    messages_payload = [
+        {
+            "role": "system",
+            "content": """You are a helpful cat assistant named Simba that understands veterinary terms. When there are questions to you specifically, they are referring to Simba the cat. Answer the user in as if you were a cat named Simba. Don't act too catlike. Be assertive.
+
+SIMBA FACTS (as of January 2026):
+- Name: Simba
+- Species: Feline (Domestic Short Hair / American Short Hair)
+- Sex: Male, Neutered
+- Date of Birth: August 8, 2016 (approximately 9 years 5 months old)
+- Color: Orange
+- Current Weight: 16 lbs (as of 1/8/2026)
+- Owner: Ryan Chen
+- Location: Long Island City, NY
+- Veterinarian: Court Square Animal Hospital
+
+Medical Conditions:
+- Hypertrophic Cardiomyopathy (HCM): Diagnosed 12/11/2025. Concentric left ventricular hypertrophy with no left atrial dilation. Grade II-III/VI systolic heart murmur. No cardiac medications currently needed. Must avoid Domitor, acepromazine, and ketamine during anesthesia.
+- Dental Issues: Prior extraction of teeth 307 and 407 due to resorption. Tooth 107 extracted on 1/8/2026. Early resorption lesions present on teeth 207, 309, and 409.
+
+Recent Medical Events:
+- 1/8/2026: Dental cleaning and tooth 107 extraction. Prescribed Onsior for 3 days. Oravet sealant applied.
+- 12/11/2025: Echocardiogram confirming HCM diagnosis. Pre-op bloodwork was normal.
+- 12/1/2025: Visited for decreased appetite/nausea. Received subcutaneous fluids and Cerenia.
+
+Diet & Lifestyle:
+- Diet: Hill's I/D wet and dry food
+- Supplements: Plaque Off
+- Indoor only cat, only pet in the household
+
+Upcoming Appointments:
+- Rabies Vaccine: Due 2/19/2026
+- Routine Examination: Due 6/1/2026
+- FVRCP-3yr Vaccine: Due 10/2/2026
+
+IMPORTANT: When users ask factual questions about Simba's health, medical history, veterinary visits, medications, weight, or any information that would be in documents, you MUST use the simba_search tool to retrieve accurate information before answering. Do not rely on general knowledge - always search the documents for factual questions.""",
+        }
+    ]
+
+    # Add recent conversation history
+    for msg in recent_messages[:-1]:  # Exclude the message we just added
+        role = "user" if msg.speaker == "user" else "assistant"
+        messages_payload.append({"role": role, "content": msg.text})
+
+    # Add current query
+    messages_payload.append({"role": "user", "content": query})
+
+    payload = {"messages": messages_payload}
+
+    response = await main_agent.ainvoke(payload)
+    message = response.get("messages", [])[-1].content
+    await add_message_to_conversation(
+        conversation=conversation,
+        message=message,
+        speaker="simba",
+        user=user,
+    )
+    return jsonify({"response": message})
+
+
 @conversation_blueprint.route("/<conversation_id>")
 @jwt_refresh_token_required
 async def get_conversation(conversation_id: str):

services/raggr/blueprints/conversation/agents.py

@@ -0,0 +1,78 @@
+import os
+from typing import cast
+
+from langchain.agents import create_agent
+from langchain.chat_models import BaseChatModel
+from langchain.tools import tool
+from langchain_ollama import ChatOllama
+from langchain_openai import ChatOpenAI
+from tavily import AsyncTavilyClient
+
+from blueprints.rag.logic import query_vector_store
+
+openai_gpt_5_mini = ChatOpenAI(model="gpt-5-mini")
+ollama_deepseek = ChatOllama(model="llama3.1:8b", base_url=os.getenv("OLLAMA_URL"))
+model_with_fallback = cast(
+    BaseChatModel, ollama_deepseek.with_fallbacks([openai_gpt_5_mini])
+)
+client = AsyncTavilyClient(os.getenv("TAVILY_KEY"), "")
+
+
+@tool
+async def web_search(query: str) -> str:
+    """Search the web for current information using Tavily.
+
+    Use this tool when you need to:
+    - Find current information not in the knowledge base
+    - Look up recent events, news, or updates
+    - Verify facts or get additional context
+    - Search for information outside of Simba's documents
+
+    Args:
+        query: The search query to look up on the web
+
+    Returns:
+        Search results from the web with titles, content, and source URLs
+    """
+    response = await client.search(query=query, search_depth="basic")
+    results = response.get("results", [])
+
+    if not results:
+        return "No results found for the query."
+
+    formatted = "\n\n".join(
+        [
+            f"**{result['title']}**\n{result['content']}\nSource: {result['url']}"
+            for result in results[:5]
+        ]
+    )
+    return formatted
+
+
+@tool(response_format="content_and_artifact")
+async def simba_search(query: str):
+    """Search through Simba's medical records, veterinary documents, and personal information.
+
+    Use this tool whenever the user asks questions about:
+    - Simba's health history, medical records, or veterinary visits
+    - Medications, treatments, or diagnoses
+    - Weight, diet, or physical characteristics over time
+    - Veterinary recommendations or advice
+    - Ryan's (the owner's) information related to Simba
+    - Any factual information that would be found in documents
+
+    Args:
+        query: The user's question or information need about Simba
+
+    Returns:
+        Relevant information from Simba's documents
+    """
+    print(f"[SIMBA SEARCH] Tool called with query: {query}")
+    serialized, docs = await query_vector_store(query=query)
+    print(f"[SIMBA SEARCH] Found {len(docs)} documents")
+    print(f"[SIMBA SEARCH] Serialized result length: {len(serialized)}")
+    print(f"[SIMBA SEARCH] First 200 chars: {serialized[:200]}")
+    return serialized, docs
+
+
+main_agent = create_agent(model=model_with_fallback, tools=[simba_search, web_search])

services/raggr/blueprints/conversation/logic.py

@@ -74,7 +74,7 @@ async def rename_conversation(
 
     prompt = f"Summarize the following conversation into a sassy one-liner title:\n\n{messages}"
     response = structured_llm.invoke(prompt)
-    new_name: str = response.get("title")
+    new_name: str = response.get("title", "")
     conversation.name = new_name
     await conversation.save()
     return new_name

services/raggr/blueprints/rag/__init__.py

@@ -0,0 +1,46 @@
+from quart import Blueprint, jsonify
+from quart_jwt_extended import jwt_refresh_token_required
+
+from .logic import get_vector_store_stats, index_documents, vector_store
+
+rag_blueprint = Blueprint("rag_api", __name__, url_prefix="/api/rag")
+
+
+@rag_blueprint.get("/stats")
+@jwt_refresh_token_required
+async def get_stats():
+    """Get vector store statistics."""
+    stats = get_vector_store_stats()
+    return jsonify(stats)
+
+
+@rag_blueprint.post("/index")
+@jwt_refresh_token_required
+async def trigger_index():
+    """Trigger indexing of documents from Paperless-NGX."""
+    try:
+        await index_documents()
+        stats = get_vector_store_stats()
+        return jsonify({"status": "success", "stats": stats})
+    except Exception as e:
+        return jsonify({"status": "error", "message": str(e)}), 500
+
+
+@rag_blueprint.post("/reindex")
+@jwt_refresh_token_required
+async def trigger_reindex():
+    """Clear and reindex all documents."""
+    try:
+        # Clear existing documents
+        collection = vector_store._collection
+        all_docs = collection.get()
+
+        if all_docs["ids"]:
+            collection.delete(ids=all_docs["ids"])
+
+        # Reindex
+        await index_documents()
+        stats = get_vector_store_stats()
+        return jsonify({"status": "success", "stats": stats})
+    except Exception as e:
+        return jsonify({"status": "error", "message": str(e)}), 500

services/raggr/blueprints/rag/fetchers.py

@@ -0,0 +1,75 @@
+import os
+import tempfile
+
+import httpx
+
+
+class PaperlessNGXService:
+    def __init__(self):
+        self.base_url = os.getenv("BASE_URL")
+        self.token = os.getenv("PAPERLESS_TOKEN")
+        self.url = f"http://{os.getenv('BASE_URL')}/api/documents/?tags__id=8"
+        self.headers = {"Authorization": f"Token {os.getenv('PAPERLESS_TOKEN')}"}
+
+    def get_data(self):
+        print(f"Getting data from: {self.url}")
+        r = httpx.get(self.url, headers=self.headers)
+        results = r.json()["results"]
+
+        nextLink = r.json().get("next")
+
+        while nextLink:
+            r = httpx.get(nextLink, headers=self.headers)
+            results += r.json()["results"]
+            nextLink = r.json().get("next")
+
+        return results
+
+    def get_doc_by_id(self, doc_id: int):
+        url = f"http://{os.getenv('BASE_URL')}/api/documents/{doc_id}/"
+        r = httpx.get(url, headers=self.headers)
+        return r.json()
+
+    def download_pdf_from_id(self, id: int) -> str:
+        download_url = f"http://{os.getenv('BASE_URL')}/api/documents/{id}/download/"
+        response = httpx.get(
+            download_url, headers=self.headers, follow_redirects=True, timeout=30
+        )
+        response.raise_for_status()
+        # Use a temporary file for the downloaded PDF
+        temp_file = tempfile.NamedTemporaryFile(delete=False, suffix=".pdf")
+        temp_file.write(response.content)
+        temp_file.close()
+        temp_pdf_path = temp_file.name
+        pdf_to_process = temp_pdf_path
+        return pdf_to_process
+
+    def upload_cleaned_content(self, document_id, data):
+        PUTS_URL = f"http://{os.getenv('BASE_URL')}/api/documents/{document_id}/"
+        r = httpx.put(PUTS_URL, headers=self.headers, data=data)
+        r.raise_for_status()
+
+    def upload_description(self, description_filepath, file, title, exif_date: str):
+        POST_URL = f"http://{os.getenv('BASE_URL')}/api/documents/post_document/"
+        files = {"document": ("description_filepath", file, "application/txt")}
+        data = {
+            "title": title,
+            "create": exif_date,
+            "document_type": 3,
+            "tags": [7],
+        }
+
+        r = httpx.post(POST_URL, headers=self.headers, data=data, files=files)
+        r.raise_for_status()
+
+    def get_tags(self):
+        GET_URL = f"http://{os.getenv('BASE_URL')}/api/tags/"
+        r = httpx.get(GET_URL, headers=self.headers)
+        data = r.json()
+        return {tag["id"]: tag["name"] for tag in data["results"]}
+
+    def get_doctypes(self):
+        GET_URL = f"http://{os.getenv('BASE_URL')}/api/document_types/"
+        r = httpx.get(GET_URL, headers=self.headers)
+        data = r.json()
+        return {doctype["id"]: doctype["name"] for doctype in data["results"]}

services/raggr/blueprints/rag/logic.py

@@ -0,0 +1,101 @@
+import datetime
+import os
+
+from langchain_chroma import Chroma
+from langchain_core.documents import Document
+from langchain_openai import OpenAIEmbeddings
+from langchain_text_splitters import RecursiveCharacterTextSplitter
+
+from .fetchers import PaperlessNGXService
+
+embeddings = OpenAIEmbeddings(model="text-embedding-3-small")
+
+vector_store = Chroma(
+    collection_name="simba_docs",
+    embedding_function=embeddings,
+    persist_directory=os.getenv("CHROMADB_PATH", ""),
+)
+
+text_splitter = RecursiveCharacterTextSplitter(
+    chunk_size=1000,  # chunk size (characters)
+    chunk_overlap=200,  # chunk overlap (characters)
+    add_start_index=True,  # track index in original document
+)
+
+
+def date_to_epoch(date_str: str) -> float:
+    split_date = date_str.split("-")
+    date = datetime.datetime(
+        int(split_date[0]),
+        int(split_date[1]),
+        int(split_date[2]),
+        0,
+        0,
+        0,
+    )
+
+    return date.timestamp()
+
+
+async def fetch_documents_from_paperless_ngx() -> list[Document]:
+    ppngx = PaperlessNGXService()
+    data = ppngx.get_data()
+    doctypes = ppngx.get_doctypes()
+    documents = []
+    for doc in data:
+        metadata = {
+            "created_date": date_to_epoch(doc["created_date"]),
+            "filename": doc["original_file_name"],
+            "document_type": doctypes.get(doc["document_type"], ""),
+        }
+        documents.append(Document(page_content=doc["content"], metadata=metadata))
+
+    return documents
+
+
+async def index_documents():
+    documents = await fetch_documents_from_paperless_ngx()
+
+    splits = text_splitter.split_documents(documents)
+    await vector_store.aadd_documents(documents=splits)
+
+
+async def query_vector_store(query: str):
+    retrieved_docs = await vector_store.asimilarity_search(query, k=2)
+    serialized = "\n\n".join(
+        (f"Source: {doc.metadata}\nContent: {doc.page_content}")
+        for doc in retrieved_docs
+    )
+    return serialized, retrieved_docs
+
+
+def get_vector_store_stats():
+    """Get statistics about the vector store."""
+    collection = vector_store._collection
+    count = collection.count()
+    return {
+        "total_documents": count,
+        "collection_name": collection.name,
+    }
+
+
+def list_all_documents(limit: int = 10):
+    """List documents in the vector store with their metadata."""
+    collection = vector_store._collection
+    results = collection.get(limit=limit, include=["metadatas", "documents"])
+
+    documents = []
+    for i, doc_id in enumerate(results["ids"]):
+        documents.append(
+            {
+                "id": doc_id,
+                "metadata": results["metadatas"][i]
+                if results.get("metadatas")
+                else None,
+                "content_preview": results["documents"][i][:200]
+                if results.get("documents")
+                else None,
+            }
+        )
+
+    return documents

services/raggr/index_immich.py

@@ -1,18 +1,16 @@
-import httpx
-import os
-from pathlib import Path
 import logging
-import tempfile
+import os
+import sqlite3
+
+import httpx
+from dotenv import load_dotenv
 
 from image_process import describe_simba_image
 from request import PaperlessNGXService
-import sqlite3
 
 logging.basicConfig(level=logging.INFO)
 
 
-from dotenv import load_dotenv
-
 load_dotenv()
 
 # Configuration from environment variables
@@ -89,7 +87,7 @@ if __name__ == "__main__":
             image_date = description.image_date
 
             description_filepath = os.path.join(
-                "/Users/ryanchen/Programs/raggr", f"SIMBA_DESCRIBE_001.txt"
+                "/Users/ryanchen/Programs/raggr", "SIMBA_DESCRIBE_001.txt"
             )
             file = open(description_filepath, "w+")
             file.write(image_description)

services/raggr/inspect_vector_store.py

@@ -0,0 +1,92 @@
+#!/usr/bin/env python3
+"""CLI tool to inspect the vector store contents."""
+
+import argparse
+import os
+
+from dotenv import load_dotenv
+
+from blueprints.rag.logic import (
+    get_vector_store_stats,
+    index_documents,
+    list_all_documents,
+)
+
+# Load .env from the root directory
+root_dir = os.path.abspath(os.path.join(os.path.dirname(__file__), "../.."))
+env_path = os.path.join(root_dir, ".env")
+load_dotenv(env_path)
+
+
+def print_stats():
+    """Print vector store statistics."""
+    stats = get_vector_store_stats()
+    print("=== Vector Store Statistics ===")
+    print(f"Collection Name: {stats['collection_name']}")
+    print(f"Total Documents: {stats['total_documents']}")
+    print()
+
+
+def print_documents(limit: int = 10, show_content: bool = False):
+    """Print documents in the vector store."""
+    docs = list_all_documents(limit=limit)
+    print(f"=== Documents (showing {len(docs)} of {limit} requested) ===\n")
+
+    for i, doc in enumerate(docs, 1):
+        print(f"Document {i}:")
+        print(f"  ID: {doc['id']}")
+        print(f"  Metadata: {doc['metadata']}")
+        if show_content:
+            print(f"  Content Preview: {doc['content_preview']}")
+        print()
+
+
+async def run_index():
+    """Run the indexing process."""
+    print("Starting indexing process...")
+    await index_documents()
+    print("Indexing complete!")
+    print_stats()
+
+
+def main():
+    import asyncio
+
+    parser = argparse.ArgumentParser(description="Inspect the vector store contents")
+    parser.add_argument(
+        "--stats", action="store_true", help="Show vector store statistics"
+    )
+    parser.add_argument(
+        "--list", type=int, metavar="N", help="List N documents from the vector store"
+    )
+    parser.add_argument(
+        "--show-content",
+        action="store_true",
+        help="Show content preview when listing documents",
+    )
+    parser.add_argument(
+        "--index",
+        action="store_true",
+        help="Index documents from Paperless-NGX into the vector store",
+    )
+
+    args = parser.parse_args()
+
+    # Handle indexing first if requested
+    if args.index:
+        asyncio.run(run_index())
+        return
+
+    # If no arguments provided, show stats by default
+    if not any([args.stats, args.list]):
+        args.stats = True
+
+    if args.stats:
+        print_stats()
+
+    if args.list:
+        print_documents(limit=args.list, show_content=args.show_content)
+
+
+if __name__ == "__main__":
+    main()

services/raggr/main.py

@@ -1,23 +1,19 @@
+import argparse
 import datetime
 import logging
 import os
 import sqlite3
-
-import argparse
-import chromadb
-import ollama
-
 import time
 
+import ollama
+from dotenv import load_dotenv
 
-from request import PaperlessNGXService
+import chromadb
 from chunker import Chunker
 from cleaner import pdf_to_image, summarize_pdf_image
 from llm import LLMClient
 from query import QueryGenerator
-
-
-from dotenv import load_dotenv
+from request import PaperlessNGXService
 
 _dotenv_loaded = load_dotenv()
 

services/raggr/manage_vectorstore.py

@@ -0,0 +1,121 @@
+#!/usr/bin/env python3
+"""Management script for vector store operations."""
+
+import argparse
+import asyncio
+import sys
+
+from blueprints.rag.logic import (
+    get_vector_store_stats,
+    index_documents,
+    list_all_documents,
+    vector_store,
+)
+
+
+def stats():
+    """Show vector store statistics."""
+    stats = get_vector_store_stats()
+    print("=== Vector Store Statistics ===")
+    print(f"Collection: {stats['collection_name']}")
+    print(f"Total Documents: {stats['total_documents']}")
+
+
+async def index():
+    """Index documents from Paperless-NGX."""
+    print("Starting indexing process...")
+    print("Fetching documents from Paperless-NGX...")
+    await index_documents()
+    print("✓ Indexing complete!")
+    stats()
+
+
+async def reindex():
+    """Clear and reindex all documents."""
+    print("Clearing existing documents...")
+    collection = vector_store._collection
+    all_docs = collection.get()
+
+    if all_docs["ids"]:
+        print(f"Deleting {len(all_docs['ids'])} existing documents...")
+        collection.delete(ids=all_docs["ids"])
+        print("✓ Cleared")
+    else:
+        print("Collection is already empty")
+
+    await index()
+
+
+def list_docs(limit: int = 10, show_content: bool = False):
+    """List documents in the vector store."""
+    docs = list_all_documents(limit=limit)
+    print(f"\n=== Documents (showing {len(docs)}) ===\n")
+
+    for i, doc in enumerate(docs, 1):
+        print(f"Document {i}:")
+        print(f"  ID: {doc['id']}")
+        print(f"  Metadata: {doc['metadata']}")
+        if show_content:
+            print(f"  Content: {doc['content_preview']}")
+        print()
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description="Manage vector store for RAG system",
+        formatter_class=argparse.RawDescriptionHelpFormatter,
+        epilog="""
+Examples:
+  %(prog)s stats                    # Show vector store statistics
+  %(prog)s index                    # Index new documents from Paperless-NGX
+  %(prog)s reindex                  # Clear and reindex all documents
+  %(prog)s list 10                  # List first 10 documents
+  %(prog)s list 20 --show-content   # List 20 documents with content preview
+        """,
+    )
+
+    subparsers = parser.add_subparsers(dest="command", help="Command to execute")
+
+    # Stats command
+    subparsers.add_parser("stats", help="Show vector store statistics")
+
+    # Index command
+    subparsers.add_parser("index", help="Index documents from Paperless-NGX")
+
+    # Reindex command
+    subparsers.add_parser("reindex", help="Clear and reindex all documents")
+
+    # List command
+    list_parser = subparsers.add_parser("list", help="List documents in vector store")
+    list_parser.add_argument(
+        "limit", type=int, default=10, nargs="?", help="Number of documents to list"
+    )
+    list_parser.add_argument(
+        "--show-content", action="store_true", help="Show content preview"
+    )
+
+    args = parser.parse_args()
+
+    if not args.command:
+        parser.print_help()
+        sys.exit(1)
+
+    try:
+        if args.command == "stats":
+            stats()
+        elif args.command == "index":
+            asyncio.run(index())
+        elif args.command == "reindex":
+            asyncio.run(reindex())
+        elif args.command == "list":
+            list_docs(limit=args.limit, show_content=args.show_content)
+    except KeyboardInterrupt:
+        print("\n\nOperation cancelled by user")
+        sys.exit(1)
+    except Exception as e:
+        print(f"\n❌ Error: {e}", file=sys.stderr)
+        sys.exit(1)
+
+
+if __name__ == "__main__":
+    main()

services/raggr/pyproject.toml

@@ -31,6 +31,11 @@ dependencies = [
     "asyncpg>=0.30.0",
     "langchain-openai>=1.1.6",
     "langchain>=1.2.0",
+    "langchain-chroma>=1.0.0",
+    "langchain-community>=0.4.1",
+    "jq>=1.10.0",
+    "langchain-ollama>=1.0.1",
+    "tavily-python>=0.7.17",
 ]
 
 [tool.aerich]

services/raggr/raggr-frontend/src/api/conversationService.ts

@@ -37,7 +37,7 @@ class ConversationService {
     conversation_id: string,
   ): Promise<QueryResponse> {
     const response = await userService.fetchWithRefreshToken(
-      `${this.baseUrl}/query`,
+      `${this.conversationBaseUrl}/query`,
       {
         method: "POST",
         body: JSON.stringify({ query, conversation_id }),

services/raggr/raggr-frontend/src/components/ChatScreen.tsx

@@ -40,6 +40,7 @@ export const ChatScreen = ({ setAuthenticated }: ChatScreenProps) => {
   const [selectedConversation, setSelectedConversation] =
     useState<Conversation | null>(null);
   const [sidebarCollapsed, setSidebarCollapsed] = useState<boolean>(false);
+  const [isLoading, setIsLoading] = useState<boolean>(false);
 
   const messagesEndRef = useRef<HTMLDivElement>(null);
   const simbaAnswers = ["meow.", "hiss...", "purrrrrr", "yowOWROWWowowr"];
@@ -131,11 +132,12 @@ export const ChatScreen = ({ setAuthenticated }: ChatScreenProps) => {
   }, [selectedConversation?.id]);
 
   const handleQuestionSubmit = async () => {
-    if (!query.trim()) return; // Don't submit empty messages
+    if (!query.trim() || isLoading) return; // Don't submit empty messages or while loading
 
     const currMessages = messages.concat([{ text: query, speaker: "user" }]);
     setMessages(currMessages);
     setQuery(""); // Clear input immediately after submission
+    setIsLoading(true);
 
     if (simbaMode) {
       console.log("simba mode activated");
@@ -150,6 +152,7 @@ export const ChatScreen = ({ setAuthenticated }: ChatScreenProps) => {
           },
         ]),
       );
+      setIsLoading(false);
       return;
     }
 
@@ -170,6 +173,8 @@ export const ChatScreen = ({ setAuthenticated }: ChatScreenProps) => {
       if (error instanceof Error && error.message.includes("Session expired")) {
         setAuthenticated(false);
       }
+    } finally {
+      setIsLoading(false);
     }
   };
 
@@ -281,6 +286,7 @@ export const ChatScreen = ({ setAuthenticated }: ChatScreenProps) => {
               }
               return <QuestionBubble key={index} text={msg.text} />;
             })}
+            {isLoading && <AnswerBubble text="" loading={true} />}
             <div ref={messagesEndRef} />
           </div>
         </div>
@@ -294,6 +300,7 @@ export const ChatScreen = ({ setAuthenticated }: ChatScreenProps) => {
               handleKeyDown={handleKeyDown}
               handleQuestionSubmit={handleQuestionSubmit}
               setSimbaMode={setSimbaMode}
+              isLoading={isLoading}
             />
           </div>
         </footer>

services/raggr/raggr-frontend/src/components/MessageInput.tsx

@@ -6,9 +6,17 @@ type MessageInputProps = {
   handleQuestionSubmit: () => void;
   setSimbaMode: (sdf: boolean) => void;
   query: string;
-}
+  isLoading: boolean;
+};
 
-export const MessageInput = ({query, handleKeyDown, handleQueryChange, handleQuestionSubmit, setSimbaMode}: MessageInputProps) => {
+export const MessageInput = ({
+  query,
+  handleKeyDown,
+  handleQueryChange,
+  handleQuestionSubmit,
+  setSimbaMode,
+  isLoading,
+}: MessageInputProps) => {
   return (
     <div className="flex flex-col gap-4 sticky bottom-0 bg-[#3D763A] p-6 rounded-xl">
       <div className="flex flex-row justify-between grow">
@@ -23,11 +31,16 @@ export const MessageInput = ({query, handleKeyDown, handleQueryChange, handleQue
       </div>
       <div className="flex flex-row justify-between gap-2 grow">
         <button
-                    className="p-3 sm:p-4 min-h-[44px] border border-blue-400 bg-[#EDA541] hover:bg-blue-400 cursor-pointer rounded-md flex-grow text-sm sm:text-base"
+          className={`p-3 sm:p-4 min-h-[44px] border border-blue-400 rounded-md flex-grow text-sm sm:text-base ${
+            isLoading
+              ? "bg-gray-400 cursor-not-allowed opacity-50"
+              : "bg-[#EDA541] hover:bg-blue-400 cursor-pointer"
+          }`}
           onClick={() => handleQuestionSubmit()}
           type="submit"
+          disabled={isLoading}
         >
-                    Submit
+          {isLoading ? "Sending..." : "Submit"}
         </button>
       </div>
       <div className="flex flex-row justify-center gap-2 grow items-center">
@@ -40,4 +53,4 @@ export const MessageInput = ({query, handleKeyDown, handleQueryChange, handleQue
       </div>
     </div>
   );
-}
+};

services/raggr/startup-dev.sh

@@ -2,13 +2,12 @@
 set -e
 
 echo "Initializing directories..."
-mkdir -p /app/chromadb
+mkdir -p /app/data/chromadb
 
-echo "Waiting for frontend to build..."
-while [ ! -f /app/raggr-frontend/dist/index.html ]; do
-    sleep 1
-done
-echo "Frontend built successfully!"
+echo "Rebuilding frontend..."
+cd /app/raggr-frontend
+yarn build
+cd /app
 
 echo "Setting up database..."
 # Give PostgreSQL a moment to be ready (healthcheck in docker-compose handles this)
@@ -22,8 +21,5 @@ else
     aerich init-db
 fi
 
-echo "Starting reindex process..."
-python main.py "" --reindex || echo "Reindex failed, continuing anyway..."
-
 echo "Starting Flask application in debug mode..."
 python app.py

services/raggr/test_query.py

@@ -0,0 +1,39 @@
+#!/usr/bin/env python3
+"""Test the query_vector_store function."""
+
+import asyncio
+import os
+
+from dotenv import load_dotenv
+
+from blueprints.rag.logic import query_vector_store
+
+# Load .env from the root directory
+root_dir = os.path.abspath(os.path.join(os.path.dirname(__file__), "../.."))
+env_path = os.path.join(root_dir, ".env")
+load_dotenv(env_path)
+
+
+async def test_query(query: str):
+    """Test a query against the vector store."""
+    print(f"Query: {query}\n")
+    result, docs = await query_vector_store(query)
+    print(f"Found {len(docs)} documents\n")
+    print("Serialized result:")
+    print(result)
+    print("\n" + "=" * 80 + "\n")
+
+
+async def main():
+    queries = [
+        "What is Simba's weight?",
+        "What medications is Simba taking?",
+        "Tell me about Simba's recent vet visits",
+    ]
+
+    for query in queries:
+        await test_query(query)
+
+
+if __name__ == "__main__":
+    asyncio.run(main())

services/raggr/uv.lock

@@ -26,6 +26,95 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/bc/8a/340a1555ae33d7354dbca4faa54948d76d89a27ceef032c8c3bc661d003e/aiofiles-25.1.0-py3-none-any.whl", hash = "sha256:abe311e527c862958650f9438e859c1fa7568a141b22abcd015e120e86a85695", size = 14668, upload-time = "2025-10-09T20:51:03.174Z" },
 ]
 
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.6.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760, upload-time = "2025-03-12T01:42:48.764Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8", size = 15265, upload-time = "2025-03-12T01:42:47.083Z" },
+]
+
+[[package]]
+name = "aiohttp"
+version = "3.13.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "aiohappyeyeballs" },
+    { name = "aiosignal" },
+    { name = "attrs" },
+    { name = "frozenlist" },
+    { name = "multidict" },
+    { name = "propcache" },
+    { name = "yarl" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/50/42/32cf8e7704ceb4481406eb87161349abb46a57fee3f008ba9cb610968646/aiohttp-3.13.3.tar.gz", hash = "sha256:a949eee43d3782f2daae4f4a2819b2cb9b0c5d3b7f7a927067cc84dafdbb9f88", size = 7844556, upload-time = "2026-01-03T17:33:05.204Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/97/8a/12ca489246ca1faaf5432844adbfce7ff2cc4997733e0af120869345643a/aiohttp-3.13.3-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:5dff64413671b0d3e7d5918ea490bdccb97a4ad29b3f311ed423200b2203e01c", size = 734190, upload-time = "2026-01-03T17:30:45.832Z" },
+    { url = "https://files.pythonhosted.org/packages/32/08/de43984c74ed1fca5c014808963cc83cb00d7bb06af228f132d33862ca76/aiohttp-3.13.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:87b9aab6d6ed88235aa2970294f496ff1a1f9adcd724d800e9b952395a80ffd9", size = 491783, upload-time = "2026-01-03T17:30:47.466Z" },
+    { url = "https://files.pythonhosted.org/packages/17/f8/8dd2cf6112a5a76f81f81a5130c57ca829d101ad583ce57f889179accdda/aiohttp-3.13.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:425c126c0dc43861e22cb1c14ba4c8e45d09516d0a3ae0a3f7494b79f5f233a3", size = 490704, upload-time = "2026-01-03T17:30:49.373Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/40/a46b03ca03936f832bc7eaa47cfbb1ad012ba1be4790122ee4f4f8cba074/aiohttp-3.13.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7f9120f7093c2a32d9647abcaf21e6ad275b4fbec5b55969f978b1a97c7c86bf", size = 1720652, upload-time = "2026-01-03T17:30:50.974Z" },
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+    { url = "https://files.pythonhosted.org/packages/fb/e3/e06ee07b45e59e6d81498b591fc589629be1553abb2a82ce33efe2a7b068/aiohttp-3.13.3-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:37239e9f9a7ea9ac5bf6b92b0260b01f8a22281996da609206a84df860bc1261", size = 1861276, upload-time = "2026-01-03T17:30:56.512Z" },
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+
 [[package]]
 name = "zipp"
 version = "3.23.0"

users.py

@@ -0,0 +1,12 @@
+import sqlite3
+
+
+class User:
+    def __init__(self, email: str, password_hash: str):
+        self.email = email
+        self.is_authenticated
+
+
+if __name__ == "__main__":
+    connection = sqlite3.connect("users.db")
+    c = connection.cursor()