-
🔥 Code-Forge
-
Localized Multi-KB RAG System with MCP Integration
+---
+
+## 🚀 What is Code-Forge?
+
+**Code-Forge** is a **localized, production-grade RAG (Retrieval-Augmented Generation) system** that runs entirely on your machine.
+
+### Key Features:
+
+- **🗄️ PostgreSQL + pgvector** - ACID-compliant vector database
+- **🤖 Ollama** - Local LLMs and embeddings (no API keys needed)
+- **🔌 MCP Integration** - Expose knowledge bases to AI agents
+- **📚 Multi-KB Architecture** - Isolated knowledge bases per project
+- **🧠 Advanced RAG** - Vector search, hybrid search, reranking, agentic RAG
+- **🎨 Beautiful UI** - Archon-inspired design
+
+---
+""")
+
+# System Status Check
+st.markdown("## 🔍 System Status")
+
+col1, col2, col3 = st.columns(3)
+
+# Check PostgreSQL
+with col1:
+ st.markdown("### PostgreSQL")
+ try:
+ pg_manager = get_pg_manager()
+ # Try to list collections
+ collections = pg_manager.list_collections()
+ st.markdown(f'
✅ Connected
', unsafe_allow_html=True)
+ st.metric("Knowledge Bases", len(collections))
+ except Exception as e:
+ st.markdown(f'
❌ Not Connected
', unsafe_allow_html=True)
+ st.error(f"Error: {str(e)}")
+ st.info("Make sure PostgreSQL is running and the `codeforge` database exists.")
+
+# Check Ollama
+with col2:
+ st.markdown("### Ollama")
+ try:
+ response = requests.get(f"{Config.OLLAMA_HOST}/api/tags", timeout=2)
+ if response.status_code == 200:
+ models = response.json().get("models", [])
+ st.markdown(f'
✅ Running
', unsafe_allow_html=True)
+ st.metric("Models Installed", len(models))
+ else:
+ st.markdown(f'
⚠️ Unexpected Response
', unsafe_allow_html=True)
+ except Exception as e:
+ st.markdown(f'
❌ Not Running
', unsafe_allow_html=True)
+ st.error(f"Error: {str(e)}")
+ st.info("Make sure Ollama container is running: `docker-compose up -d`")
+
+# Check Required Models
+with col3:
+ st.markdown("### Required Models")
+ try:
+ response = requests.get(f"{Config.OLLAMA_HOST}/api/tags", timeout=2)
+ if response.status_code == 200:
+ models = response.json().get("models", [])
+ model_names = [m["name"] for m in models]
+
+ required_models = ["nomic-embed-text:latest", "llama3.2:3b"]
+ missing_models = [m for m in required_models if m not in model_names]
+
+ if not missing_models:
+ st.markdown(f'
✅ All Present
', unsafe_allow_html=True)
+ st.success("All required models are installed!")
+ else:
+ st.markdown(f'
⚠️ Missing Models
', unsafe_allow_html=True)
+ st.warning(f"Missing: {', '.join(missing_models)}")
+ st.info("Run: `ollama pull nomic-embed-text && ollama pull llama3.2:3b`")
+ except Exception:
+ st.markdown(f'
❌ Cannot Check
', unsafe_allow_html=True)
+
+st.markdown("---")
+
+# Quick Start Guide
+st.markdown("## 🎯 Quick Start Guide")
+
+tab1, tab2, tab3, tab4 = st.tabs(["1️⃣ Create KB", "2️⃣ Ingest Docs", "3️⃣ Query", "4️⃣ MCP"])
+
+with tab1:
+ st.markdown("""
+ ### Creating Your First Knowledge Base
+
+ 1. **Navigate to the main page** (use the sidebar)
+ 2. **Expand "➕ Create New KB"** in the sidebar
+ 3. **Choose a KB type**:
+ - 📚 **GENERIC** - General-purpose knowledge
+ - 💻 **CODE** - Source code repositories
+ - 📖 **DOCUMENTATION** - Technical documentation
+ - 🤖 **AGENT_OS** - Spec-driven development
+ 4. **Enter a name** (e.g., `my-project`)
+ 5. **Add a description** (optional)
+ 6. **Click "Create"**
+
+ ✨ Your knowledge base is now ready for documents!
+ """)
+
+ st.info("💡 **Tip**: Use separate KBs for different projects to keep contexts isolated.")
+
+with tab2:
+ st.markdown("""
+ ### Ingesting Documents
+
+ **Option 1: File Upload**
+ 1. Select your KB from the sidebar
+ 2. Go to the **"📚 Knowledge Base"** tab
+ 3. Click **"Choose files"** and select documents
+ 4. Click **"Upload Files"**
+
+ **Option 2: Directory Import**
+ 1. Select your KB from the sidebar
+ 2. Go to the **"📚 Knowledge Base"** tab
+ 3. Enter the full path to your project directory
+ 4. Click **"Import Directory"**
+
+ **Supported File Types:**
+ - Documents: `.md`, `.txt`, `.pdf`
+ - Code: `.py`, `.js`, `.jsx`, `.ts`, `.tsx`, `.go`, `.rs`, `.java`, `.cpp`, `.c`, `.h`
+ - Config: `.json`, `.yaml`, `.yml`
+ """)
+
+ st.info("💡 **Tip**: For large codebases, use directory import to ingest all files at once.")
+
+with tab3:
+ st.markdown("""
+ ### Querying Your Knowledge Base
+
+ 1. **Select your KB** from the sidebar
+ 2. **Go to the "💬 Chat" tab**
+ 3. **Choose a RAG strategy**:
+ - 🔍 **Base** - Simple vector search (fastest)
+ - 🔀 **Hybrid** - BM25 + vector fusion (better for keywords)
+ - 🎯 **Reranking** - Cross-encoder reranking (most accurate)
+ - 🤖 **Agentic** - Sub-question decomposition (best for complex queries)
+ 4. **Type your question** and press Enter
+ 5. **View sources** by expanding "📚 View Sources"
+
+ **Example Queries:**
+ - "How does authentication work in this codebase?"
+ - "What are the main components of the system?"
+ - "Show me examples of error handling"
+ """)
+
+ st.info("💡 **Tip**: Use hybrid search for technical queries with specific keywords.")
+
+with tab4:
+ st.markdown("""
+ ### MCP Integration (Model Context Protocol)
+
+ Code-Forge exposes your knowledge bases via HTTP for AI agent integration.
+
+ **MCP Server Endpoint:**
+ ```
+ http://localhost:8051/mcp
+ ```
+
+ **Available Tools:**
+ - `list_knowledge_bases` - List all KBs
+ - `create_knowledge_base` - Create new KB
+ - `search_knowledge_base` - Query KB with RAG
+ - `get_kb_stats` - Get KB statistics
+ - `ingest_documents` - Add documents
+ - `get_standards` - Get Agent OS standards
+ - `get_workflows` - Get Agent OS workflows
+ - `get_specs` - Get Agent OS specs
+
+ **Example Request:**
+ ```bash
+ curl -X POST http://localhost:8051/mcp \\
+ -H "Content-Type: application/json" \\
+ -d '{
+ "jsonrpc": "2.0",
+ "id": 1,
+ "method": "tools/call",
+ "params": {
+ "name": "search_knowledge_base",
+ "arguments": {
+ "kb_name": "my-docs",
+ "query": "How do I configure authentication?",
+ "strategy": "hybrid"
+ }
+ }
+ }'
+ ```
+ """)
+
+ st.info("💡 **Tip**: See the README for full MCP API documentation.")
+
+st.markdown("---")
+
+# Feature Highlights
+st.markdown("## ✨ Feature Highlights")
+
+col1, col2 = st.columns(2)
+
+with col1:
+ st.markdown("""
+
+
🗄️ Production-Grade Database
+
PostgreSQL + pgvector ensures your data is safe with ACID compliance,
+ transaction safety, and bulletproof persistence. Your data survives all
+ Docker operations and system restarts.
+
+ """, unsafe_allow_html=True)
+
+ st.markdown("""
+
+
🧠 Advanced RAG Strategies
+
Choose from multiple retrieval strategies: vector search, hybrid search
+ (BM25 + vector), reranking with cross-encoders, or agentic RAG with
+ sub-question decomposition.
+
+ """, unsafe_allow_html=True)
+
+ st.markdown("""
+
+
🔒 100% Local & Private
+
All data stays on your machine. No API keys, no cloud dependencies,
+ no telemetry. Perfect for sensitive codebases and proprietary documentation.
+
+ """, unsafe_allow_html=True)
+
+with col2:
+ st.markdown("""
+
+
🤖 Agent OS Support
+
First-class support for spec-driven development with Agent OS.
+ Ingest standards, workflows, and specs with specialized retrieval tools.
+
+ """, unsafe_allow_html=True)
+
+ st.markdown("""
+
+
🔌 MCP Integration
+
Expose your knowledge bases to AI agents via Model Context Protocol.
+ 12 HTTP endpoints for seamless integration with Claude Desktop and other agents.
+
+ """, unsafe_allow_html=True)
+
+ st.markdown("""
+
+
📚 Multi-KB Architecture
+
Create isolated knowledge bases for different projects. Each KB has
+ its own type, metadata, and documents. Perfect for teams working on
+ multiple projects.
+
+ """, unsafe_allow_html=True)
+
+st.markdown("---")
+
+# Resources
+st.markdown("## 📚 Resources")
+
+col1, col2, col3 = st.columns(3)
+
+with col1:
+ st.markdown("""
+ ### 📖 Documentation
+ - [README.md](../README.md)
+ - [Setup Guide](../docs/SETUP.md)
+ - [Usage Guide](../docs/USAGE.md)
+ - [Troubleshooting](../docs/TROUBLESHOOTING.md)
+ """)
+
+with col2:
+ st.markdown("""
+ ### 🔗 Quick Links
+ - [Streamlit UI](http://localhost:8501)
+ - [MCP Server](http://localhost:8051)
+ - [Ollama API](http://localhost:11434)
+ """)
+
+with col3:
+ st.markdown("""
+ ### 🛠️ Useful Commands
+ ```bash
+ # View logs
+ docker-compose logs -f
+
+ # Restart services
+ docker-compose restart
+
+ # Stop services
+ docker-compose down
+ ```
+ """)
+
+st.markdown("---")
+
+# Footer
+st.markdown("""
+
+
Ready to get started?
+
Use the sidebar to navigate to the main page and create your first knowledge base!
+
Built with ❤️ for the local-first AI community
""", unsafe_allow_html=True)
-# Sidebar
-with st.sidebar:
- st.markdown("## ⚙️ Settings")
-
- # Connection Status
- st.markdown("### 🔌 Connection Status")
-
- ollama_status = check_ollama_health()
- chroma_status = check_chroma_health()
-
- if ollama_status["status"] == "healthy":
- st.markdown('
🟢 Ollama Connected
', unsafe_allow_html=True)
- if ollama_status.get("models"):
- st.caption(f"Models: {', '.join(ollama_status['models'][:3])}")
- else:
- st.markdown('
🔴 Ollama Disconnected
', unsafe_allow_html=True)
- st.caption(ollama_status.get("error", "Unknown error"))
-
- if chroma_status["status"] == "healthy":
- st.markdown('
🟢 ChromaDB Connected
', unsafe_allow_html=True)
- else:
- st.markdown('
🔴 ChromaDB Disconnected
', unsafe_allow_html=True)
- st.caption(chroma_status.get("error", "Unknown error"))
-
- st.divider()
-
- # MCP Server Info
- st.markdown("### 🔗 MCP Server")
- mcp_url = f"http://localhost:{Config.MCP_SERVER_PORT}/mcp"
- st.code(mcp_url, language="text")
-
- st.caption("**Connection Command:**")
- st.code(f"claude mcp add --transport http code-forge {mcp_url}", language="bash")
-
- st.divider()
-
- # Knowledge Base Selector
- st.markdown("### 📚 Knowledge Base")
-
- chroma_manager = get_chroma_manager()
- collections = chroma_manager.list_collections()
-
- if collections:
- selected = st.selectbox(
- "Select KB",
- collections,
- key="kb_selector"
- )
- st.session_state.selected_kb = selected
- else:
- st.warning("No knowledge bases found. Create one below!")
- st.session_state.selected_kb = None
-
- # Create new KB
- with st.expander("➕ Create New KB"):
- new_kb_name = st.text_input("KB Name", key="new_kb_name")
- if st.button("Create"):
- if new_kb_name:
- if chroma_manager.create_collection(new_kb_name):
- st.success(f"Created KB: {new_kb_name}")
- st.rerun()
- else:
- st.error("Failed to create KB")
- else:
- st.error("Please enter a KB name")
-
- st.divider()
-
- # RAG Strategy Toggles
- st.markdown("### 🎯 RAG Strategies")
-
- st.session_state.rag_settings["hybrid"] = st.checkbox(
- "🔀 Hybrid Search",
- value=st.session_state.rag_settings["hybrid"],
- help="**Hybrid Search**: Combines semantic vector search with BM25 keyword search for better recall. Uses reciprocal rank fusion to merge results. Best for queries with specific technical terms."
- )
-
- st.session_state.rag_settings["rerank"] = st.checkbox(
- "🎯 Reranking",
- value=st.session_state.rag_settings["rerank"],
- help="**Reranking**: Re-scores retrieved chunks using a cross-encoder model (ms-marco-MiniLM) for higher precision. Keeps top 3 most relevant results. Improves answer quality but adds latency."
- )
-
- st.session_state.rag_settings["agentic"] = st.checkbox(
- "🤖 Agentic RAG",
- value=st.session_state.rag_settings["agentic"],
- help="**Agentic RAG**: Breaks complex questions into sub-questions and answers them independently before synthesizing. Best for multi-part or analytical queries. Slower but more thorough."
- )
-
-# Main content tabs
-tab1, tab2 = st.tabs(["📚 Knowledge Base", "💬 Chat"])
-
-# Tab 1: Knowledge Base Management
-with tab1:
- st.markdown("## 📚 Knowledge Base Management")
-
- if not st.session_state.selected_kb:
- st.info("👈 Please select or create a knowledge base from the sidebar")
- else:
- st.markdown(f"### Current KB: **{st.session_state.selected_kb}**")
-
- st.markdown("---")
-
- # Document Upload
- col1, col2 = st.columns(2, gap="large")
-
- with col1:
- st.markdown("#### 📤 Upload Documents")
- st.caption("Choose files to upload to the knowledge base")
-
- # Initialize upload counter in session state
- if "upload_counter" not in st.session_state:
- st.session_state.upload_counter = 0
-
- # Use dynamic key to reset file uploader after upload
- uploaded_files = st.file_uploader(
- "Choose files",
- accept_multiple_files=True,
- type=[ext.replace(".", "") for ext in Config.SUPPORTED_FILE_TYPES],
- label_visibility="collapsed",
- key=f"file_uploader_{st.session_state.upload_counter}"
- )
-
- if uploaded_files and st.button("Upload Files", key="upload_files_btn", use_container_width=True):
- try:
- Config.ensure_upload_dir()
- progress_bar = st.progress(0)
- status_container = st.container()
-
- for i, uploaded_file in enumerate(uploaded_files):
- with status_container:
- st.write(f"Processing: {uploaded_file.name}...")
-
- # Save file
- file_path = Path(Config.UPLOAD_DIR) / uploaded_file.name
- with open(file_path, "wb") as f:
- f.write(uploaded_file.getbuffer())
-
- # Ingest file
- result = ingest_file(
- str(file_path),
- st.session_state.selected_kb,
- uploaded_file.name
- )
-
- with status_container:
- if result["status"] == "success":
- st.success(f"✅ {uploaded_file.name}: {result['chunks']} chunks")
- else:
- st.error(f"❌ {uploaded_file.name}: {result.get('error', 'Unknown error')}")
-
- progress_bar.progress((i + 1) / len(uploaded_files))
-
- with status_container:
- st.success("🎉 Upload complete! Refreshing document list...")
-
- # Increment counter to reset file uploader on next render
- st.session_state.upload_counter += 1
-
- # Wait a moment before rerun so user can see the success message
- import time
- time.sleep(1.5)
- st.rerun()
-
- except Exception as e:
- st.error(f"❌ Upload failed: {str(e)}")
- import traceback
- st.code(traceback.format_exc())
-
- with col2:
- st.markdown("#### 📁 Import Directory")
- st.caption("Import all supported files from a directory")
-
- st.info("💡 **Tip:** Mount your directory as a volume in docker-compose.yml first. Paths are relative to `/workspace` in the container.")
-
- dir_path = st.text_input(
- "Directory Path",
- placeholder="/workspace/mounted_docs",
- help="Path must exist inside the Docker container",
- label_visibility="collapsed"
- )
-
- if st.button("Import Directory", key="import_dir_btn", use_container_width=True):
- if not dir_path:
- st.error("Please enter a directory path")
- else:
- with st.spinner("Importing files..."):
- results = ingest_directory(dir_path, st.session_state.selected_kb)
-
- if not results:
- st.warning("No supported files found in directory")
- elif results[0].get("error") and "not found" in results[0].get("error", ""):
- st.error(f"Directory not found: {dir_path}")
- else:
- success_count = sum(1 for r in results if r.get("status") == "success")
- error_count = len(results) - success_count
-
- if success_count > 0:
- st.success(f"✅ Imported {success_count} file(s)")
- if error_count > 0:
- st.warning(f"⚠️ {error_count} file(s) failed")
-
- # Show first 5 results
- for result in results[:5]:
- if result.get("status") == "success":
- st.caption(f"✅ {result.get('filename', 'Unknown')}")
- else:
- st.caption(f"❌ {result.get('filename', 'Unknown')}: {result.get('error', 'Unknown error')}")
-
- if len(results) > 5:
- st.caption(f"... and {len(results) - 5} more")
-
- st.rerun()
-
- st.divider()
-
- # Document Grid
- st.markdown("#### 📄 Documents")
-
- docs = get_documents_metadata(st.session_state.selected_kb)
-
- if not docs:
- st.info("No documents in this knowledge base. Upload files to get started!")
- else:
- # Display in 3-column grid
- cols = st.columns(3)
-
- for i, doc in enumerate(docs):
- with cols[i % 3]:
- # File icon based on type
- icon_map = {
- ".py": "🐍", ".js": "📜", ".jsx": "⚛️",
- ".ts": "📘", ".tsx": "⚛️", ".md": "📄",
- ".pdf": "📕", ".json": "📋", ".yaml": "⚙️"
- }
- icon = icon_map.get(doc["file_type"], "📄")
-
- # Create card
- tags_html = "".join([f'
{tag} ' for tag in doc["tags"]])
-
- st.markdown(f"""
-
-
{icon}
-
{doc["filename"]}
-
{tags_html}
-
- {doc["formatted_date"]}
-
- """, unsafe_allow_html=True)
-
-# Tab 2: Chat Interface
-with tab2:
- st.markdown("## 💬 Chat with Your Knowledge Base")
-
- if not st.session_state.selected_kb:
- st.info("👈 Please select a knowledge base from the sidebar")
- else:
- # Display active strategies banner
- active_strategies = []
- if st.session_state.rag_settings["hybrid"]:
- active_strategies.append("🔀 Hybrid Search")
- if st.session_state.rag_settings["rerank"]:
- active_strategies.append("🎯 Reranking")
- if st.session_state.rag_settings["agentic"]:
- active_strategies.append("🤖 Agentic RAG")
-
- if active_strategies:
- strategies_text = " + ".join(active_strategies)
- st.markdown(f"""
-
- 🎯 Active Retrieval Strategies: {strategies_text}
-
- """, unsafe_allow_html=True)
- else:
- st.markdown(f"""
-
- 📊 Mode: Standard Vector Search
-
- """, unsafe_allow_html=True)
-
- # Display chat history
- for message in st.session_state.chat_history:
- with st.chat_message(message["role"]):
- st.markdown(message["content"])
-
- if message["role"] == "assistant" and message.get("sources"):
- with st.expander("📚 View Sources"):
- for i, source in enumerate(message["sources"][:3], 1):
- st.markdown(f"**Source {i}:**")
- st.code(source["text"][:200] + "..." if len(source["text"]) > 200 else source["text"])
- if source.get("metadata"):
- st.caption(f"From: {source['metadata'].get('filename', 'Unknown')}")
- if source.get("score"):
- st.caption(f"Score: {source['score']:.3f}")
- st.divider()
-
- # Chat input
- if prompt := st.chat_input("Ask a question about your knowledge base..."):
- # Add user message
- st.session_state.chat_history.append({
- "role": "user",
- "content": prompt
- })
-
- # Display user message
- with st.chat_message("user"):
- st.markdown(prompt)
-
- # Generate response
- with st.chat_message("assistant"):
- with st.spinner("Thinking..."):
- try:
- rag_engine = RAGEngine(st.session_state.selected_kb)
- result = rag_engine.query(
- prompt,
- use_hybrid=st.session_state.rag_settings["hybrid"],
- use_rerank=st.session_state.rag_settings["rerank"],
- use_agentic=st.session_state.rag_settings["agentic"]
- )
-
- answer = result.get("answer", "No answer generated")
- sources = result.get("sources", [])
-
- st.markdown(answer)
-
- # Add to history
- st.session_state.chat_history.append({
- "role": "assistant",
- "content": answer,
- "sources": sources
- })
-
- # Display sources
- if sources:
- with st.expander("📚 View Sources"):
- for i, source in enumerate(sources[:3], 1):
- st.markdown(f"**Source {i}:**")
- st.code(source["text"][:200] + "..." if len(source["text"]) > 200 else source["text"])
- if source.get("metadata"):
- st.caption(f"From: {source['metadata'].get('filename', 'Unknown')}")
- if source.get("score"):
- st.caption(f"Score: {source['score']:.3f}")
- st.divider()
-
- except Exception as e:
- error_msg = f"Error: {str(e)}"
- st.error(error_msg)
- st.session_state.chat_history.append({
- "role": "assistant",
- "content": error_msg
- })
-
- # Clear chat button
- if st.session_state.chat_history and st.button("🗑️ Clear Chat"):
- st.session_state.chat_history = []
- st.rerun()
-
diff --git a/app/pages/0_Welcome.py b/app/pages/0_Welcome.py
new file mode 100644
index 0000000..ba161ac
--- /dev/null
+++ b/app/pages/0_Welcome.py
@@ -0,0 +1,185 @@
+"""
+Welcome page for Code-Forge - Default landing page
+"""
+
+import streamlit as st
+from pathlib import Path
+
+# Page config
+st.set_page_config(
+ page_title="Welcome to Code-Forge",
+ page_icon="🔥",
+ layout="wide",
+ initial_sidebar_state="collapsed"
+)
+
+# Custom CSS - Archon-inspired badass styling
+st.markdown("""
+
+""", unsafe_allow_html=True)
+
+# Hero Section
+hero_path = Path("assets/hero.png")
+
+st.markdown('
', unsafe_allow_html=True)
+
+if hero_path.exists():
+ st.image(str(hero_path), use_container_width=False, output_format="PNG")
+else:
+ st.markdown('
🔥
', unsafe_allow_html=True)
+
+st.markdown("""
+
CODE-FORGE
+
Production-Grade RAG System with PostgreSQL + pgvector
+
+""", unsafe_allow_html=True)
+
+# Navigation
+nav1, nav2, nav3 = st.columns([1, 1, 6])
+with nav1:
+ if st.button("🏠 Welcome", use_container_width=True, type="primary"):
+ st.switch_page("pages/0_Welcome.py")
+with nav2:
+ if st.button("⚙️ Main", use_container_width=True):
+ st.switch_page("pages/1_Main.py")
+
+st.markdown("
", unsafe_allow_html=True)
+
+st.markdown("""
+## 🚀 What is Code-Forge?
+
+**Code-Forge** is a **localized, production-grade RAG system** that runs entirely on your machine.
+
+### Key Features:
+
+- 🗄️ **PostgreSQL + pgvector** - ACID-compliant vector database
+- 🤖 **Ollama** - Local LLMs and embeddings
+- 🔌 **MCP Integration** - Expose knowledge bases to AI agents
+- 📚 **Multi-KB Architecture** - Isolated knowledge bases per project
+- 🧠 **Advanced RAG** - Vector search, hybrid search, reranking, agentic RAG
+
+## 🎯 Quick Start
+
+1. Click **"⚙️ Main"** button above
+2. Create a Knowledge Base from the left panel
+3. Upload documents or import a directory
+4. Start chatting with your knowledge base
+
+---
+
+**Ready to get started? Click the "⚙️ Main" button above!**
+""")
diff --git a/app/pages/1_Main.py b/app/pages/1_Main.py
new file mode 100644
index 0000000..8b5b421
--- /dev/null
+++ b/app/pages/1_Main.py
@@ -0,0 +1,851 @@
+"""
+Code-Forge: Localized Multi-KB RAG System
+Main Streamlit application with badass Archon-inspired UI.
+"""
+
+import logging
+import os
+from pathlib import Path
+
+import streamlit as st
+
+from app.core.pg_manager import get_pg_manager
+from app.core.config import Config
+from app.core.health import check_chroma_health, check_ollama_health
+from app.core.ingestion import ingest_directory, ingest_file
+from app.core.kb_metadata import get_documents_metadata, get_kb_type_badge, get_kb_type_summary
+from app.core.kb_types import KBType, get_kb_type_choices, get_kb_type_info
+from app.core.rag_engine import RAGEngine
+from app.core.agent_os_ingestion import AgentOSIngestion
+
+# Configure logging
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+
+# Page configuration
+st.set_page_config(
+ page_title="Code-Forge 🔥",
+ page_icon="🔥",
+ layout="wide",
+ initial_sidebar_state="collapsed"
+)
+
+# Initialize session state
+if "selected_kb" not in st.session_state:
+ st.session_state.selected_kb = None
+if "chat_history" not in st.session_state:
+ st.session_state.chat_history = []
+if "rag_settings" not in st.session_state:
+ st.session_state.rag_settings = {
+ "hybrid": False,
+ "rerank": False,
+ "agentic": False
+ }
+
+# Custom CSS with Archon aesthetic
+st.markdown("""
+
+
+
+""", unsafe_allow_html=True)
+
+# Header
+st.markdown("""
+
+
🔥 Code-Forge
+
Localized Multi-KB RAG System with MCP Integration
+
+""", unsafe_allow_html=True)
+
+# Navigation
+nav1, nav2, nav3 = st.columns([1, 1, 6])
+with nav1:
+ if st.button("🏠 Welcome", use_container_width=True, key="nav_welcome"):
+ st.switch_page("pages/0_Welcome.py")
+with nav2:
+ if st.button("⚙️ Main", use_container_width=True, key="nav_main", type="primary"):
+ st.switch_page("pages/1_Main.py")
+
+st.divider()
+
+# Create two-column layout: left panel + main content
+left_col, main_col = st.columns([1, 3], gap="medium")
+
+# Left Panel
+with left_col:
+ st.markdown("## ⚙️ Settings")
+
+ # Connection Status
+ st.markdown("### 🔌 Connection Status")
+
+ ollama_status = check_ollama_health()
+ chroma_status = check_chroma_health()
+
+ if ollama_status["status"] == "healthy":
+ st.markdown('
🟢 Ollama Connected
', unsafe_allow_html=True)
+ if ollama_status.get("models"):
+ st.caption(f"Models: {', '.join(ollama_status['models'][:3])}")
+ else:
+ st.markdown('
🔴 Ollama Disconnected
', unsafe_allow_html=True)
+ st.caption(ollama_status.get("error", "Unknown error"))
+
+ if chroma_status["status"] == "healthy":
+ st.markdown('
🟢 PostgreSQL Connected
', unsafe_allow_html=True)
+ else:
+ st.markdown('
🔴 PostgreSQL Disconnected
', unsafe_allow_html=True)
+ st.caption(chroma_status.get("error", "Unknown error"))
+
+ st.divider()
+
+ # MCP Server Info
+ st.markdown("### 🔗 MCP Server")
+ mcp_url = f"http://localhost:{Config.MCP_SERVER_PORT}/mcp"
+ st.code(mcp_url, language="text")
+
+ st.caption("**Connection Command:**")
+ st.code(f"claude mcp add --transport http code-forge {mcp_url}", language="bash")
+
+ st.divider()
+
+ # Knowledge Base Selector
+ st.markdown("### 📚 Knowledge Base")
+
+ pg_manager = get_pg_manager()
+ collections = pg_manager.list_collections()
+
+ if collections:
+ # Optional type filter
+ type_summary = get_kb_type_summary()
+ filter_options = ["All Types"] + [
+ f"{get_kb_type_info(KBType(kb_type)).icon} {get_kb_type_info(KBType(kb_type)).name} ({count})"
+ for kb_type, count in type_summary.items() if count > 0
+ ]
+
+ selected_filter = st.selectbox(
+ "Filter by Type",
+ options=filter_options,
+ key="kb_type_filter"
+ )
+
+ # Filter collections if needed
+ if selected_filter != "All Types":
+ # Extract the KB type value from the filter string
+ filter_type_value = None
+ for kb_type, count in type_summary.items():
+ type_info = get_kb_type_info(KBType(kb_type))
+ if f"{type_info.icon} {type_info.name}" in selected_filter:
+ filter_type_value = kb_type
+ break
+
+ if filter_type_value:
+ collections = [
+ col for col in collections
+ if col["metadata"].get("kb_type") == filter_type_value
+ ]
+
+ # Build display options with type badges
+ kb_display_options = []
+ kb_name_map = {} # Map display string to actual name
+
+ for col in collections:
+ name = col["name"]
+ metadata = col["metadata"]
+ kb_type = KBType(metadata.get("kb_type", KBType.GENERIC.value))
+ type_info = get_kb_type_info(kb_type)
+
+ display_name = f"{type_info.icon} {name}"
+ kb_display_options.append(display_name)
+ kb_name_map[display_name] = name
+
+ selected_display = st.selectbox(
+ "Select KB",
+ kb_display_options,
+ key="kb_selector"
+ )
+
+ # Map back to actual KB name
+ st.session_state.selected_kb = kb_name_map[selected_display]
+
+ # Display selected KB metadata
+ selected_col = next(
+ (col for col in collections if col["name"] == st.session_state.selected_kb),
+ None
+ )
+
+ if selected_col:
+ metadata = selected_col["metadata"]
+ kb_type = KBType(metadata.get("kb_type", KBType.GENERIC.value))
+
+ # Show type badge
+ st.markdown(get_kb_type_badge(kb_type), unsafe_allow_html=True)
+
+ # Show description if available
+ description = metadata.get("description", "")
+ if description:
+ st.caption(description)
+ else:
+ st.warning("No knowledge bases found. Create one below!")
+ st.session_state.selected_kb = None
+
+ # Create new KB
+ with st.expander("➕ Create New KB"):
+ new_kb_name = st.text_input("KB Name", key="new_kb_name", placeholder="my-project")
+
+ # KB Type Selector
+ kb_type_choices = get_kb_type_choices()
+ selected_type_display = st.selectbox(
+ "KB Type",
+ options=kb_type_choices,
+ key="kb_type_selector",
+ help="Select the type of knowledge base to create"
+ )
+
+ # Extract the actual KBType from the display string
+ # Format is "🤖 Agent OS Profile" -> need to map back to KBType
+ type_map = {choice: kb_type for kb_type, choice in zip(KBType, kb_type_choices)}
+ selected_kb_type = type_map[selected_type_display]
+
+ # Show type-specific info
+ type_info = get_kb_type_info(selected_kb_type)
+ st.caption(f"**{type_info.description}**")
+
+ # Optional description
+ kb_description = st.text_area(
+ "Description (optional)",
+ key="kb_description",
+ placeholder="Brief description of this knowledge base...",
+ height=80
+ )
+
+ if st.button("Create", type="primary"):
+ if new_kb_name:
+ if pg_manager.create_collection(
+ name=new_kb_name,
+ kb_type=selected_kb_type,
+ description=kb_description
+ ):
+ st.success(f"✅ Created {type_info.icon} **{new_kb_name}** ({type_info.name})")
+ st.rerun()
+ else:
+ st.error("Failed to create KB")
+ else:
+ st.error("Please enter a KB name")
+
+ st.divider()
+
+ # RAG Strategy Toggles
+ st.markdown("### 🎯 RAG Strategies")
+
+ st.session_state.rag_settings["hybrid"] = st.checkbox(
+ "🔀 Hybrid Search",
+ value=st.session_state.rag_settings["hybrid"],
+ help="**Hybrid Search**: Combines semantic vector search with BM25 keyword search for better recall. Uses reciprocal rank fusion to merge results. Best for queries with specific technical terms."
+ )
+
+ st.session_state.rag_settings["rerank"] = st.checkbox(
+ "🎯 Reranking",
+ value=st.session_state.rag_settings["rerank"],
+ help="**Reranking**: Re-scores retrieved chunks using a cross-encoder model (ms-marco-MiniLM) for higher precision. Keeps top 3 most relevant results. Improves answer quality but adds latency."
+ )
+
+ st.session_state.rag_settings["agentic"] = st.checkbox(
+ "🤖 Agentic RAG",
+ value=st.session_state.rag_settings["agentic"],
+ help="**Agentic RAG**: Breaks complex questions into sub-questions and answers them independently before synthesizing. Best for multi-part or analytical queries. Slower but more thorough."
+ )
+
+# Main content area (right column)
+with main_col:
+ # Main content tabs
+ tab1, tab2 = st.tabs(["📚 Knowledge Base", "💬 Chat"])
+
+ # Tab 1: Knowledge Base Management
+ with tab1:
+ st.markdown("## 📚 Knowledge Base Management")
+
+ if not st.session_state.selected_kb:
+ st.info("👈 Please select or create a knowledge base from the left panel")
+ else:
+ st.markdown(f"### Current KB: **{st.session_state.selected_kb}**")
+
+ st.markdown("---")
+
+ # Document Upload
+ doc_col1, doc_col2 = st.columns(2, gap="large")
+
+ with doc_col1:
+ st.markdown("#### 📤 Upload Documents")
+ st.caption("Choose files to upload to the knowledge base")
+
+ # Initialize upload counter in session state
+ if "upload_counter" not in st.session_state:
+ st.session_state.upload_counter = 0
+
+ # Use dynamic key to reset file uploader after upload
+ uploaded_files = st.file_uploader(
+ "Choose files",
+ accept_multiple_files=True,
+ type=[ext.replace(".", "") for ext in Config.SUPPORTED_FILE_TYPES],
+ label_visibility="collapsed",
+ key=f"file_uploader_{st.session_state.upload_counter}"
+ )
+
+ if uploaded_files and st.button("Upload Files", key="upload_files_btn", use_container_width=True):
+ try:
+ Config.ensure_upload_dir()
+ progress_bar = st.progress(0)
+ status_container = st.container()
+
+ for i, uploaded_file in enumerate(uploaded_files):
+ with status_container:
+ st.write(f"Processing: {uploaded_file.name}...")
+
+ # Save file
+ file_path = Path(Config.UPLOAD_DIR) / uploaded_file.name
+ with open(file_path, "wb") as f:
+ f.write(uploaded_file.getbuffer())
+
+ # Ingest file
+ result = ingest_file(
+ str(file_path),
+ st.session_state.selected_kb,
+ uploaded_file.name
+ )
+
+ with status_container:
+ if result["status"] == "success":
+ st.success(f"✅ {uploaded_file.name}: {result['chunks']} chunks")
+ else:
+ st.error(f"❌ {uploaded_file.name}: {result.get('error', 'Unknown error')}")
+
+ progress_bar.progress((i + 1) / len(uploaded_files))
+
+ with status_container:
+ st.success("🎉 Upload complete! Refreshing document list...")
+
+ # Increment counter to reset file uploader on next render
+ st.session_state.upload_counter += 1
+
+ # Wait a moment before rerun so user can see the success message
+ import time
+ time.sleep(1.5)
+ st.rerun()
+
+ except Exception as e:
+ st.error(f"❌ Upload failed: {str(e)}")
+ import traceback
+ st.code(traceback.format_exc())
+
+ with doc_col2:
+ st.markdown("#### 📁 Import Directory")
+ st.caption("Import all supported files from a directory")
+
+ st.info("💡 **Tip:** Mount your directory as a volume in docker-compose.yml first. Paths are relative to `/workspace` in the container.")
+
+ dir_path = st.text_input(
+ "Directory Path",
+ placeholder="/workspace/mounted_docs",
+ help="Path must exist inside the Docker container",
+ label_visibility="collapsed"
+ )
+
+ if st.button("Import Directory", key="import_dir_btn", use_container_width=True):
+ if not dir_path:
+ st.error("Please enter a directory path")
+ else:
+ with st.spinner("Importing files..."):
+ results = ingest_directory(dir_path, st.session_state.selected_kb)
+
+ if not results:
+ st.warning("No supported files found in directory")
+ elif results[0].get("error") and "not found" in results[0].get("error", ""):
+ st.error(f"Directory not found: {dir_path}")
+ else:
+ success_count = sum(1 for r in results if r.get("status") == "success")
+ error_count = len(results) - success_count
+
+ if success_count > 0:
+ st.success(f"✅ Imported {success_count} file(s)")
+ if error_count > 0:
+ st.warning(f"⚠️ {error_count} file(s) failed")
+
+ # Show first 5 results
+ for result in results[:5]:
+ if result.get("status") == "success":
+ st.caption(f"✅ {result.get('filename', 'Unknown')}")
+ else:
+ st.caption(f"❌ {result.get('filename', 'Unknown')}: {result.get('error', 'Unknown error')}")
+
+ if len(results) > 5:
+ st.caption(f"... and {len(results) - 5} more")
+
+ st.rerun()
+
+ # Agent OS Profile Import (only for Agent OS KBs)
+ kb_metadata = pg_manager.get_collection_metadata(st.session_state.selected_kb)
+ kb_type_str = kb_metadata.get("kb_type", "generic")
+
+ if kb_type_str == "agent-os":
+ st.markdown("---")
+ st.markdown("#### 🤖 Import Agent OS Profile")
+ st.caption("Import an Agent OS profile directory with standards, agents, workflows, and commands")
+
+ st.info("💡 **Tip:** Mount your Agent OS profile directory as a volume in docker-compose.yml. The path should point to the profile root (containing standards/, agents/, etc.)")
+
+ agent_os_path = st.text_input(
+ "Agent OS Profile Path",
+ placeholder="/workspace/my-agent-os-profile",
+ help="Path to Agent OS profile directory (must exist inside the Docker container)",
+ key="agent_os_path_input"
+ )
+
+ if st.button("Import Agent OS Profile", key="import_agent_os_btn", use_container_width=True):
+ if not agent_os_path:
+ st.error("Please enter an Agent OS profile path")
+ else:
+ with st.spinner("Parsing and ingesting Agent OS profile..."):
+ try:
+ agent_os_ingestion = AgentOSIngestion(pg_manager)
+ stats = agent_os_ingestion.ingest_profile(
+ kb_name=st.session_state.selected_kb,
+ profile_path=agent_os_path
+ )
+
+ if stats.get("success"):
+ st.success(f"✅ Imported {stats['total_documents']} Agent OS documents!")
+
+ # Show breakdown by type
+ st.markdown("**Documents by type:**")
+ for content_type, count in stats.get("documents_by_type", {}).items():
+ type_emoji = {
+ "standard": "📋",
+ "agent": "🤖",
+ "workflow": "🔄",
+ "command": "⚡",
+ "product": "🎯",
+ "spec": "📝"
+ }.get(content_type, "📄")
+ st.caption(f"{type_emoji} {content_type}: {count}")
+
+ st.rerun()
+ else:
+ st.error("❌ Agent OS import failed")
+ if stats.get("errors"):
+ for error in stats["errors"]:
+ st.caption(f"⚠️ {error}")
+
+ except Exception as e:
+ st.error(f"❌ Agent OS import failed: {str(e)}")
+ import traceback
+ st.code(traceback.format_exc())
+
+ st.divider()
+
+ # Agent OS Content Stats (only for Agent OS KBs)
+ if kb_type_str == "agent-os":
+ agent_os_ingestion = AgentOSIngestion(pg_manager)
+ agent_os_stats = agent_os_ingestion.get_profile_stats(st.session_state.selected_kb)
+
+ if agent_os_stats.get("total_documents", 0) > 0:
+ st.markdown("#### 🤖 Agent OS Content")
+
+ # Display stats in columns
+ stat_cols = st.columns(len(agent_os_stats.get("documents_by_type", {})) or 1)
+
+ type_info = {
+ "standard": {"emoji": "📋", "name": "Standards"},
+ "agent": {"emoji": "🤖", "name": "Agents"},
+ "workflow": {"emoji": "🔄", "name": "Workflows"},
+ "command": {"emoji": "⚡", "name": "Commands"},
+ "product": {"emoji": "🎯", "name": "Product"},
+ "spec": {"emoji": "📝", "name": "Specs"}
+ }
+
+ for idx, (content_type, count) in enumerate(agent_os_stats.get("documents_by_type", {}).items()):
+ info = type_info.get(content_type, {"emoji": "📄", "name": content_type.title()})
+ with stat_cols[idx]:
+ st.metric(
+ label=f"{info['emoji']} {info['name']}",
+ value=count
+ )
+
+ st.divider()
+
+ # Document Grid
+ st.markdown("#### 📄 Documents")
+
+ docs = get_documents_metadata(st.session_state.selected_kb)
+
+ if not docs:
+ st.info("No documents in this knowledge base. Upload files to get started!")
+ else:
+ # Display in 3-column grid
+ cols = st.columns(3)
+
+ for i, doc in enumerate(docs):
+ with cols[i % 3]:
+ # File icon based on type
+ icon_map = {
+ ".py": "🐍", ".js": "📜", ".jsx": "⚛️",
+ ".ts": "📘", ".tsx": "⚛️", ".md": "📄",
+ ".pdf": "📕", ".json": "📋", ".yaml": "⚙️"
+ }
+ icon = icon_map.get(doc["file_type"], "📄")
+
+ # Create card
+ tags_html = "".join([f'
{tag} ' for tag in doc["tags"]])
+
+ st.markdown(f"""
+
+
{icon}
+
{doc["filename"]}
+
{tags_html}
+
+ {doc["formatted_date"]}
+
+ """, unsafe_allow_html=True)
+
+ # Tab 2: Chat Interface
+ with tab2:
+ st.markdown("## 💬 Chat with Your Knowledge Base")
+
+ if not st.session_state.selected_kb:
+ st.info("👈 Please select a knowledge base from the left panel")
+ else:
+ # Display active strategies banner
+ active_strategies = []
+ if st.session_state.rag_settings["hybrid"]:
+ active_strategies.append("🔀 Hybrid Search")
+ if st.session_state.rag_settings["rerank"]:
+ active_strategies.append("🎯 Reranking")
+ if st.session_state.rag_settings["agentic"]:
+ active_strategies.append("🤖 Agentic RAG")
+
+ if active_strategies:
+ strategies_text = " + ".join(active_strategies)
+ st.markdown(f"""
+
+ 🎯 Active Retrieval Strategies: {strategies_text}
+
+ """, unsafe_allow_html=True)
+ else:
+ st.markdown(f"""
+
+ 📊 Mode: Standard Vector Search
+
+ """, unsafe_allow_html=True)
+
+ # Display chat history
+ for message in st.session_state.chat_history:
+ with st.chat_message(message["role"]):
+ st.markdown(message["content"])
+
+ if message["role"] == "assistant" and message.get("sources"):
+ with st.expander("📚 View Sources"):
+ for i, source in enumerate(message["sources"][:3], 1):
+ st.markdown(f"**Source {i}:**")
+ st.code(source["text"][:200] + "..." if len(source["text"]) > 200 else source["text"])
+ if source.get("metadata"):
+ st.caption(f"From: {source['metadata'].get('filename', 'Unknown')}")
+ if source.get("score"):
+ st.caption(f"Score: {source['score']:.3f}")
+ st.divider()
+
+ # Chat input
+ if prompt := st.chat_input("Ask a question about your knowledge base..."):
+ # Add user message
+ st.session_state.chat_history.append({
+ "role": "user",
+ "content": prompt
+ })
+
+ # Display user message
+ with st.chat_message("user"):
+ st.markdown(prompt)
+
+ # Generate response
+ with st.chat_message("assistant"):
+ with st.spinner("Thinking..."):
+ try:
+ rag_engine = RAGEngine(st.session_state.selected_kb)
+ result = rag_engine.query(
+ prompt,
+ use_hybrid=st.session_state.rag_settings["hybrid"],
+ use_rerank=st.session_state.rag_settings["rerank"],
+ use_agentic=st.session_state.rag_settings["agentic"]
+ )
+
+ answer = result.get("answer", "No answer generated")
+ sources = result.get("sources", [])
+
+ st.markdown(answer)
+
+ # Add to history
+ st.session_state.chat_history.append({
+ "role": "assistant",
+ "content": answer,
+ "sources": sources
+ })
+
+ # Display sources
+ if sources:
+ with st.expander("📚 View Sources"):
+ for i, source in enumerate(sources[:3], 1):
+ st.markdown(f"**Source {i}:**")
+ st.code(source["text"][:200] + "..." if len(source["text"]) > 200 else source["text"])
+ if source.get("metadata"):
+ st.caption(f"From: {source['metadata'].get('filename', 'Unknown')}")
+ if source.get("score"):
+ st.caption(f"Score: {source['score']:.3f}")
+ st.divider()
+
+ except Exception as e:
+ error_msg = f"Error: {str(e)}"
+ st.error(error_msg)
+ st.session_state.chat_history.append({
+ "role": "assistant",
+ "content": error_msg
+ })
+
+ # Clear chat button
+ if st.session_state.chat_history and st.button("🗑️ Clear Chat"):
+ st.session_state.chat_history = []
+ st.rerun()
+
diff --git a/design-guide.md b/design-guide.md
new file mode 100644
index 0000000..51cf163
--- /dev/null
+++ b/design-guide.md
@@ -0,0 +1,62 @@
+# Code-Forge Design Guide: Enhanced High-Contrast Palette
+
+## Concept
+A dynamic, modern, and high-tech aesthetic, emphasizing extreme clarity and energetic innovation. The colors evoke digital craftsmanship and cutting-edge technology, with a deliberate focus on high contrast to ensure visual impact and accessibility.
+
+## Primary Color Palette
+
+Here are the core colors that define the Code-Forge brand, designed for maximum brightness and contrast:
+
+1. ### **Deep Night (Background)**
+ * **Hex:** `#0A0E1A`
+ * **RGB:** `(10, 14, 26)`
+ * **Usage:** The foundational dark background color. This deep, almost black, blue-grey provides a dramatic canvas, making the vibrant foreground elements pop with intensity. Use for primary backgrounds, dark mode interfaces, and large informational sections.
+
+2. ### **Electric Teal (Primary Accent)**
+ * **Hex:** `#00FFFF` (Pure Cyan)
+ * **RGB:** `(0, 255, 255)`
+ * **Usage:** The most prominent accent color. This intensely bright and pure cyan is used for key interactive elements, primary iconography, active states, glowing outlines, circuit patterns, and significant graphical components. Its high luminescence creates a striking contrast against "Deep Night."
+
+3. ### **Blaze Orange (Secondary Accent)**
+ * **Hex:** `#FF8C00` (Dark Orange, but used at full saturation for brilliance)
+ * **RGB:** `(255, 140, 0)`
+ * **Usage:** A vibrant, saturated orange that provides a warm and energetic counterpoint to "Electric Teal." Use for call-to-action buttons, warning indicators, secondary highlights, "spark" effects, important data points, and to draw immediate attention.
+
+4. ### **Pure White (Text & UI)**
+ * **Hex:** `#FFFFFF`
+ * **RGB:** `(255, 255, 255)`
+ * **Usage:** The default color for primary text, headings, essential labels, and clean UI elements. Offers the highest possible readability and contrast against "Deep Night."
+
+## Secondary/Support Palette (Optional but Recommended)
+
+These colors can be used for supplementary elements, gradients, or to add subtle depth without detracting from the primary palette's vibrancy.
+
+1. ### **Cool Blue (Subtle Glow/Gradient)**
+ * **Hex:** `#4D94FF`
+ * **RGB:** `(77, 148, 255)`
+ * **Usage:** For background gradients, subtle glowing effects, or to create depth behind "Electric Teal" elements. Use sparingly to enhance rather than compete with the primary accents.
+
+2. ### **Light Grey (Subtle Text/Dividers)**
+ * **Hex:** `#C0C0C0`
+ * **RGB:** `(192, 192, 192)`
+ * **Usage:** For less critical secondary text, disabled states, subtle dividers, borders, or backgrounds for minor information sections. Provides a softer, yet still clear, contrast to "Deep Night."
+
+## Accessibility & Contrast Ratios
+
+The primary palette is engineered for optimal contrast to ensure excellent readability and accessibility.
+
+* **Deep Night** vs. **Electric Teal**: Excellent contrast (WCAG AAA compliant).
+* **Deep Night** vs. **Blaze Orange**: Excellent contrast (WCAG AAA compliant).
+* **Deep Night** vs. **Pure White**: Maximum contrast (WCAG AAA compliant), ideal for primary text.
+
+## Usage Guidelines
+
+* **Backgrounds:** Exclusively use "Deep Night" as the primary canvas to ensure maximum impact of the accent colors.
+* **Primary Elements & Interactivity:** "Electric Teal" should highlight key interactive components, active states, and core branding visuals.
+* **Emphasis & Alerts:** "Blaze Orange" is reserved for drawing immediate attention, warnings, confirmations, or energetic visual cues.
+* **Text Hierarchy:** "Pure White" for main content and headings. "Light Grey" for supplementary information or less emphasized text.
+* **Glows & Effects:** Embrace the vibrancy! Utilize subtle, expansive glows and light trails in "Electric Teal" and "Blaze Orange" to amplify the high-tech, energetic feel, similar to neon signage.
+* **Gradients:** When used, gradients should smoothly transition between "Electric Teal" and "Cool Blue," or "Blaze Orange" for dramatic highlights, always respecting the high contrast against the "Deep Night" background.
+* **Iconography:** Icons should primarily be "Electric Teal" or "Pure White" against "Deep Night," with "Blaze Orange" for special status icons.
+
+---
\ No newline at end of file
diff --git a/docker-compose.yml b/docker-compose.yml
index 16811da..559fc20 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -7,7 +7,7 @@ services:
ports:
- "11434:11434"
volumes:
- - ollama_models:/root/.ollama
+ - ./data/ollama:/root/.ollama
environment:
- OLLAMA_NUM_PARALLEL=1
- OLLAMA_MAX_LOADED_MODELS=1
@@ -16,27 +16,13 @@ services:
- code-forge-network
restart: unless-stopped
- chromadb:
- image: chromadb/chroma:latest
- container_name: code-forge-chromadb
- ports:
- - "8000:8000"
- volumes:
- - chroma_data:/chroma/chroma
- environment:
- - IS_PERSISTENT=TRUE
- - ANONYMIZED_TELEMETRY=FALSE
- networks:
- - code-forge-network
- restart: unless-stopped
-
app:
build:
context: .
dockerfile: Dockerfile
container_name: code-forge-app
ports:
- - "8501:8501" # Streamlit UI
+ - "8501:8501" # Streamlit UI (Legacy)
- "8051:8051" # MCP Server
volumes:
- ./app:/workspace/app
@@ -46,15 +32,36 @@ services:
# - /path/to/your/docs:/workspace/mounted_docs:ro
environment:
- OLLAMA_HOST=http://ollama:11434
- - CHROMA_HOST=chromadb
- - CHROMA_PORT=8000
+ - POSTGRES_HOST=host.docker.internal
+ - POSTGRES_PORT=5432
+ - POSTGRES_DB=codeforge
+ - POSTGRES_USER=${USER}
+ - POSTGRES_PASSWORD=
+ - DATABASE_URL=postgresql://${USER}@host.docker.internal:5432/codeforge
- MCP_SERVER_HOST=0.0.0.0
- MCP_SERVER_PORT=8051
networks:
- code-forge-network
depends_on:
- ollama
- - chromadb
+ restart: unless-stopped
+
+ frontend:
+ image: node:20-alpine
+ container_name: code-forge-frontend
+ working_dir: /app
+ ports:
+ - "5173:5173" # Vite dev server
+ volumes:
+ - ./frontend:/app
+ - /app/node_modules # Prevent node_modules from being overwritten
+ command: sh -c "npm install && npm run dev -- --host 0.0.0.0"
+ environment:
+ - VITE_API_URL=http://localhost:8051
+ networks:
+ - code-forge-network
+ depends_on:
+ - app
restart: unless-stopped
networks:
@@ -62,7 +69,5 @@ networks:
driver: bridge
volumes:
- ollama_models:
- chroma_data:
uploads:
diff --git a/frontend/.gitignore b/frontend/.gitignore
new file mode 100644
index 0000000..a547bf3
--- /dev/null
+++ b/frontend/.gitignore
@@ -0,0 +1,24 @@
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+pnpm-debug.log*
+lerna-debug.log*
+
+node_modules
+dist
+dist-ssr
+*.local
+
+# Editor directories and files
+.vscode/*
+!.vscode/extensions.json
+.idea
+.DS_Store
+*.suo
+*.ntvs*
+*.njsproj
+*.sln
+*.sw?
diff --git a/frontend/README.md b/frontend/README.md
new file mode 100644
index 0000000..d2e7761
--- /dev/null
+++ b/frontend/README.md
@@ -0,0 +1,73 @@
+# React + TypeScript + Vite
+
+This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules.
+
+Currently, two official plugins are available:
+
+- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react) uses [Babel](https://babeljs.io/) (or [oxc](https://oxc.rs) when used in [rolldown-vite](https://vite.dev/guide/rolldown)) for Fast Refresh
+- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react-swc) uses [SWC](https://swc.rs/) for Fast Refresh
+
+## React Compiler
+
+The React Compiler is not enabled on this template because of its impact on dev & build performances. To add it, see [this documentation](https://react.dev/learn/react-compiler/installation).
+
+## Expanding the ESLint configuration
+
+If you are developing a production application, we recommend updating the configuration to enable type-aware lint rules:
+
+```js
+export default defineConfig([
+ globalIgnores(['dist']),
+ {
+ files: ['**/*.{ts,tsx}'],
+ extends: [
+ // Other configs...
+
+ // Remove tseslint.configs.recommended and replace with this
+ tseslint.configs.recommendedTypeChecked,
+ // Alternatively, use this for stricter rules
+ tseslint.configs.strictTypeChecked,
+ // Optionally, add this for stylistic rules
+ tseslint.configs.stylisticTypeChecked,
+
+ // Other configs...
+ ],
+ languageOptions: {
+ parserOptions: {
+ project: ['./tsconfig.node.json', './tsconfig.app.json'],
+ tsconfigRootDir: import.meta.dirname,
+ },
+ // other options...
+ },
+ },
+])
+```
+
+You can also install [eslint-plugin-react-x](https://github.com/Rel1cx/eslint-react/tree/main/packages/plugins/eslint-plugin-react-x) and [eslint-plugin-react-dom](https://github.com/Rel1cx/eslint-react/tree/main/packages/plugins/eslint-plugin-react-dom) for React-specific lint rules:
+
+```js
+// eslint.config.js
+import reactX from 'eslint-plugin-react-x'
+import reactDom from 'eslint-plugin-react-dom'
+
+export default defineConfig([
+ globalIgnores(['dist']),
+ {
+ files: ['**/*.{ts,tsx}'],
+ extends: [
+ // Other configs...
+ // Enable lint rules for React
+ reactX.configs['recommended-typescript'],
+ // Enable lint rules for React DOM
+ reactDom.configs.recommended,
+ ],
+ languageOptions: {
+ parserOptions: {
+ project: ['./tsconfig.node.json', './tsconfig.app.json'],
+ tsconfigRootDir: import.meta.dirname,
+ },
+ // other options...
+ },
+ },
+])
+```
diff --git a/frontend/eslint.config.js b/frontend/eslint.config.js
new file mode 100644
index 0000000..b19330b
--- /dev/null
+++ b/frontend/eslint.config.js
@@ -0,0 +1,23 @@
+import js from '@eslint/js'
+import globals from 'globals'
+import reactHooks from 'eslint-plugin-react-hooks'
+import reactRefresh from 'eslint-plugin-react-refresh'
+import tseslint from 'typescript-eslint'
+import { defineConfig, globalIgnores } from 'eslint/config'
+
+export default defineConfig([
+ globalIgnores(['dist']),
+ {
+ files: ['**/*.{ts,tsx}'],
+ extends: [
+ js.configs.recommended,
+ tseslint.configs.recommended,
+ reactHooks.configs['recommended-latest'],
+ reactRefresh.configs.vite,
+ ],
+ languageOptions: {
+ ecmaVersion: 2020,
+ globals: globals.browser,
+ },
+ },
+])
diff --git a/frontend/index.html b/frontend/index.html
new file mode 100644
index 0000000..e01d1be
--- /dev/null
+++ b/frontend/index.html
@@ -0,0 +1,13 @@
+
+
+
+
+
+
+
Code-Forge | Localized Multi-KB RAG System
+
+
+
+
+
+
diff --git a/frontend/package-lock.json b/frontend/package-lock.json
new file mode 100644
index 0000000..58c0d2c
--- /dev/null
+++ b/frontend/package-lock.json
@@ -0,0 +1,6227 @@
+{
+ "name": "frontend",
+ "version": "0.0.0",
+ "lockfileVersion": 3,
+ "requires": true,
+ "packages": {
+ "": {
+ "name": "frontend",
+ "version": "0.0.0",
+ "dependencies": {
+ "@tanstack/react-query": "^5.90.5",
+ "@types/react-syntax-highlighter": "^15.5.13",
+ "axios": "^1.12.2",
+ "framer-motion": "^12.23.24",
+ "lucide-react": "^0.546.0",
+ "react": "^19.1.1",
+ "react-dom": "^19.1.1",
+ "react-markdown": "^10.1.0",
+ "react-router-dom": "^7.9.4",
+ "react-syntax-highlighter": "^16.0.0"
+ },
+ "devDependencies": {
+ "@eslint/js": "^9.36.0",
+ "@tailwindcss/typography": "^0.5.19",
+ "@types/node": "^24.6.0",
+ "@types/react": "^19.1.16",
+ "@types/react-dom": "^19.1.9",
+ "@vitejs/plugin-react": "^5.0.4",
+ "autoprefixer": "^10.4.21",
+ "eslint": "^9.36.0",
+ "eslint-plugin-react-hooks": "^5.2.0",
+ "eslint-plugin-react-refresh": "^0.4.22",
+ "globals": "^16.4.0",
+ "postcss": "^8.5.6",
+ "tailwindcss": "^3.4.18",
+ "typescript": "~5.9.3",
+ "typescript-eslint": "^8.45.0",
+ "vite": "^7.1.7"
+ }
+ },
+ "node_modules/@alloc/quick-lru": {
+ "version": "5.2.0",
+ "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
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+ "license": "MIT",
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+ }
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+ "integrity": "sha512-4Dj6M28JB+oAH8kFkTLUo+a2jwOFkuqb3yucU0CANcRRUbxS0cP0nZYCGjcc3BNXwRIsUVmDGgzawme7zvJHvg==",
+ "dev": true,
+ "license": "MIT",
+ "engines": {
+ "node": ">=12"
+ },
+ "funding": {
+ "url": "https://github.com/chalk/ansi-styles?sponsor=1"
+ }
+ },
+ "node_modules/yallist": {
+ "version": "3.1.1",
+ "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
+ "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==",
+ "dev": true,
+ "license": "ISC"
+ },
+ "node_modules/yocto-queue": {
+ "version": "0.1.0",
+ "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
+ "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
+ "dev": true,
+ "license": "MIT",
+ "engines": {
+ "node": ">=10"
+ },
+ "funding": {
+ "url": "https://github.com/sponsors/sindresorhus"
+ }
+ },
+ "node_modules/zwitch": {
+ "version": "2.0.4",
+ "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
+ "integrity": "sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==",
+ "license": "MIT",
+ "funding": {
+ "type": "github",
+ "url": "https://github.com/sponsors/wooorm"
+ }
+ }
+ }
+}
diff --git a/frontend/package.json b/frontend/package.json
new file mode 100644
index 0000000..6db0e0e
--- /dev/null
+++ b/frontend/package.json
@@ -0,0 +1,42 @@
+{
+ "name": "frontend",
+ "private": true,
+ "version": "0.0.0",
+ "type": "module",
+ "scripts": {
+ "dev": "vite",
+ "build": "tsc -b && vite build",
+ "lint": "eslint .",
+ "preview": "vite preview"
+ },
+ "dependencies": {
+ "@tanstack/react-query": "^5.90.5",
+ "@types/react-syntax-highlighter": "^15.5.13",
+ "axios": "^1.12.2",
+ "framer-motion": "^12.23.24",
+ "lucide-react": "^0.546.0",
+ "react": "^19.1.1",
+ "react-dom": "^19.1.1",
+ "react-markdown": "^10.1.0",
+ "react-router-dom": "^7.9.4",
+ "react-syntax-highlighter": "^16.0.0"
+ },
+ "devDependencies": {
+ "@eslint/js": "^9.36.0",
+ "@tailwindcss/typography": "^0.5.19",
+ "@types/node": "^24.6.0",
+ "@types/react": "^19.1.16",
+ "@types/react-dom": "^19.1.9",
+ "@vitejs/plugin-react": "^5.0.4",
+ "autoprefixer": "^10.4.21",
+ "eslint": "^9.36.0",
+ "eslint-plugin-react-hooks": "^5.2.0",
+ "eslint-plugin-react-refresh": "^0.4.22",
+ "globals": "^16.4.0",
+ "postcss": "^8.5.6",
+ "tailwindcss": "^3.4.18",
+ "typescript": "~5.9.3",
+ "typescript-eslint": "^8.45.0",
+ "vite": "^7.1.7"
+ }
+}
diff --git a/frontend/postcss.config.js b/frontend/postcss.config.js
new file mode 100644
index 0000000..b4a6220
--- /dev/null
+++ b/frontend/postcss.config.js
@@ -0,0 +1,7 @@
+export default {
+ plugins: {
+ tailwindcss: {},
+ autoprefixer: {},
+ },
+}
+
diff --git a/frontend/public/assets/hero.png b/frontend/public/assets/hero.png
new file mode 100644
index 0000000..4b3e45b
Binary files /dev/null and b/frontend/public/assets/hero.png differ
diff --git a/frontend/public/assets/logo.png b/frontend/public/assets/logo.png
new file mode 100644
index 0000000..44869d8
Binary files /dev/null and b/frontend/public/assets/logo.png differ
diff --git a/frontend/public/vite.svg b/frontend/public/vite.svg
new file mode 100644
index 0000000..e7b8dfb
--- /dev/null
+++ b/frontend/public/vite.svg
@@ -0,0 +1 @@
+
\ No newline at end of file
diff --git a/frontend/src/App.tsx b/frontend/src/App.tsx
new file mode 100644
index 0000000..9dc3e1d
--- /dev/null
+++ b/frontend/src/App.tsx
@@ -0,0 +1,29 @@
+import { BrowserRouter, Routes, Route, Navigate } from 'react-router-dom';
+import { QueryClient, QueryClientProvider } from '@tanstack/react-query';
+import Welcome from './pages/Welcome';
+import MainApp from './pages/MainApp';
+
+const queryClient = new QueryClient({
+ defaultOptions: {
+ queries: {
+ refetchOnWindowFocus: false,
+ retry: 1,
+ },
+ },
+});
+
+function App() {
+ return (
+
+
+
+
+
+
+ );
+}
+
+export default App;
diff --git a/frontend/src/assets/react.svg b/frontend/src/assets/react.svg
new file mode 100644
index 0000000..6c87de9
--- /dev/null
+++ b/frontend/src/assets/react.svg
@@ -0,0 +1 @@
+
\ No newline at end of file
diff --git a/frontend/src/components/ChatInterface.tsx b/frontend/src/components/ChatInterface.tsx
new file mode 100644
index 0000000..94e1dfd
--- /dev/null
+++ b/frontend/src/components/ChatInterface.tsx
@@ -0,0 +1,225 @@
+import { useState, useRef, useEffect } from 'react';
+import { motion, AnimatePresence } from 'framer-motion';
+import { Send, Bot, User, Loader2, Copy, CheckCircle } from 'lucide-react';
+import { useMutation } from '@tanstack/react-query';
+import { chat, type ChatResponse } from '../lib/api';
+import ReactMarkdown from 'react-markdown';
+
+interface ChatInterfaceProps {
+ kbName: string;
+ useHybrid: boolean;
+ useRerank: boolean;
+ useAgentic: boolean;
+}
+
+interface Message {
+ role: 'user' | 'assistant';
+ content: string;
+ sources?: any[];
+}
+
+export default function ChatInterface({ kbName, useHybrid, useRerank, useAgentic }: ChatInterfaceProps) {
+ const [messages, setMessages] = useState
([]);
+ const [input, setInput] = useState('');
+ const [copiedIndex, setCopiedIndex] = useState(null);
+ const messagesEndRef = useRef(null);
+
+ const scrollToBottom = () => {
+ messagesEndRef.current?.scrollIntoView({ behavior: 'smooth' });
+ };
+
+ useEffect(() => {
+ scrollToBottom();
+ }, [messages]);
+
+ const chatMutation = useMutation({
+ mutationFn: (query: string) => chat(kbName, query, useHybrid, useRerank, useAgentic),
+ onSuccess: (data: ChatResponse) => {
+ setMessages((prev) => [
+ ...prev,
+ {
+ role: 'assistant',
+ content: data.answer || data.error || 'No response',
+ sources: data.sources,
+ },
+ ]);
+ },
+ });
+
+ const handleSend = () => {
+ if (!input.trim() || chatMutation.isPending) return;
+
+ const userMessage: Message = { role: 'user', content: input };
+ setMessages((prev) => [...prev, userMessage]);
+ setInput('');
+ chatMutation.mutate(input);
+ };
+
+ const handleKeyPress = (e: React.KeyboardEvent) => {
+ if (e.key === 'Enter' && !e.shiftKey) {
+ e.preventDefault();
+ handleSend();
+ }
+ };
+
+ const copyToClipboard = (text: string, index: number) => {
+ navigator.clipboard.writeText(text);
+ setCopiedIndex(index);
+ setTimeout(() => setCopiedIndex(null), 2000);
+ };
+
+ return (
+
+ {/* Messages Area */}
+
+ {messages.length === 0 ? (
+
+
+
+
Start a Conversation
+
Ask anything about your knowledge base
+
+
+ Active Settings:
+
+
+ {useHybrid && (
+
+ Hybrid Search
+
+ )}
+ {useRerank && (
+
+ Reranking
+
+ )}
+ {useAgentic && (
+
+ Agentic RAG
+
+ )}
+ {!useHybrid && !useRerank && !useAgentic && (
+
+ Basic Vector Search
+
+ )}
+
+
+
+
+ ) : (
+
+ {messages.map((message, index) => (
+
+ {message.role === 'assistant' && (
+
+
+ )}
+
+
+
+ {message.role === 'assistant' ? (
+
{message.content}
+ ) : (
+
{message.content}
+ )}
+
+
+ {message.role === 'assistant' && (
+
+ copyToClipboard(message.content, index)}
+ className="text-xs px-3 py-1 rounded bg-electric-teal/20 hover:bg-electric-teal/30 transition-colors flex items-center gap-1"
+ >
+ {copiedIndex === index ? (
+ <>
+
+ {message.sources && message.sources.length > 0 && (
+
+ {message.sources.length} source{message.sources.length > 1 ? 's' : ''}
+
+ )}
+
+ )}
+
+
+ )}
+
+ ))}
+
+ )}
+
+ {chatMutation.isPending && (
+
+
+
+
+
+
+ )}
+
+
+
+
+ {/* Input Area */}
+