Code Folders MCP: Project Overview

Status: 🚀 MVP Development Created: 2026-02-18 Pivoted: 2026-02-27 - Focus: Code folders first Owner: Yang Li

🎯 What We're Building

TL;DR: A web app that converts code folders into an MCP knowledge base for AI agents like Claude Desktop. code-folders-mcp

The Simplified Flow

User selects code folders → Repomix generates .md → Expose via MCP → Claude can search codebase

Why This Pivot?

The original design (full document conversion pipeline) was ambitious. Let's start with what works:

• ✅ md-mcp is already live on PyPI - we have the core engine
• ✅ Repomix is proven - handles code → markdown perfectly
• ✅ Code folders are the #1 use case - developers need code search first

We'll add PDF/docs support later. Let's ship a working code-folders-MCP first.

📦 Architecture (Simplified)

Single App: Code Folders MCP

┌────────────────────────────────────────────────────────┐
│              Streamlit GUI                             │
│                                                        │
│  1. Folder Selection UI                               │
│     ├─ Browse button (select multiple folders)        │
│     ├─ Folder list display                            │
│     └─ Remove/reorder folders                         │
│                                                        │
│  2. Repomix Processing                                │
│     ├─ Run repomix on each folder                     │
│     ├─ Generate {folder-name}.md per folder           │
│     └─ Progress bar per folder                        │
│                                                        │
│  3. md-mcp Integration                                │
│     ├─ Create knowledge base from .md files           │
│     ├─ User names the KB (e.g., "my-project")         │
│     └─ Index with hybrid search                       │
│                                                        │
│  4. MCP Server Controls                               │
│     ├─ Start/Stop MCP server                          │
│     ├─ Copy config for Claude Desktop                 │
│     └─ Test search interface                          │
└────────────────────────────────────────────────────────┘
                         │
                         ├── Uses: md-mcp (PyPI)
                         └── Uses: repomix (subprocess)

🚀 User Workflow

Step 1: Select Code Folders

# Streamlit UI
st.title("Code Folders MCP")

# Folder selection
if st.button("➕ Add Folder"):
    folder = st.text_input("Folder path:")
    # Or use file dialog
    
# Display selected folders
for folder in selected_folders:
    st.write(f"📁 {folder}")

Step 2: Generate Markdown

# For each folder, run repomix:
uvx repomix --output {folder-name}.md --style markdown /path/to/folder

Result: One consolidated .md file per code folder with full context.

Step 3: Create Knowledge Base

from md_mcp import KnowledgeBase

kb = KnowledgeBase.create(
    name=user_provided_name,  # e.g., "my-project"
    source_files=[
        "project-backend.md",
        "project-frontend.md",
        "shared-utils.md"
    ]
)

kb.index()

Step 4: Start MCP Server

kb.start_mcp_server()  # Listens on stdio/port

Step 5: Connect Claude Desktop

// ~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "my-project": {
      "command": "uvx",
      "args": ["md-mcp", "/path/to/my-project"]
    }
  }
}

Done! Claude can now search your codebase.

📁 Project Structure

C:\code\docs-mcp\
├── README.md                   # This file
├── PROJECT_SPEC.md             # Feature breakdown
├── ARCHITECTURE.md             # Technical design
├── DECISIONS.md                # Settled decisions
├── DECISION_CHECKLIST.md       # What's left to decide
│
├── app/                        # Streamlit app (future)
│   ├── main.py                 # Main UI
│   ├── repomix_runner.py       # Subprocess wrapper
│   └── kb_manager.py           # md-mcp integration
│
└── examples/                   # Example configs
    └── sample_config.json

🛠️ Tech Stack

No new dependencies. Everything we need already exists.

📊 MVP Features

Must-Have (Week 1)

• ✅ Streamlit UI to select folders
• ✅ Run repomix on selected folders
• ✅ Generate one .md per folder
• ✅ Create KB from .md files
• ✅ Start MCP server
• ✅ Export Claude Desktop config

Nice-to-Have (Week 2)

• ⏳ Watch mode (auto-regenerate on code changes)
• ⏳ Multiple KBs management
• ⏳ Search testing UI in Streamlit
• ⏳ KB statistics dashboard

Future (Post-MVP)

• 📅 PDF/DOCX support (back to original vision)
• 📅 Web scraping
• 📅 Real-time updates
• 📅 Cloud deployment

🎬 Development Plan

This Week (Feb 27 - Mar 5)

1. ✅ Revise design docs (done!)
2. ⏳ Build Streamlit folder selector
3. ⏳ Integrate repomix runner
4. ⏳ Wire up md-mcp KB creation
5. ⏳ Test end-to-end with Claude Desktop

Next Week (Mar 6-12)

1. ⏳ Add watch mode for auto-updates
2. ⏳ Polish UI/UX
3. ⏳ Write documentation
4. ⏳ Release v0.1.0

Target: Ship working MVP by March 12, 2026

🔧 Quick Start (When Ready)

# Install with uv
uv sync

# Run the app
uv run docs-mcp web

# Use the UI to:
# 1. Add your code folders
# 2. Click "Generate KB"
# 3. Click "Start MCP Server"
# 4. Copy config to Claude Desktop
# 5. Restart Claude
# 6. Ask Claude about your code!

📚 Documentation

🤝 Contributing

Project Owner: Master Yang AI Assistant: Helpful Bob 🤖

This is a focused MVP. Once code-folders-MCP works, we'll expand to:

• Document conversion (PDF, DOCX)
• Web scraping
• Advanced chunking strategies
• Multi-user deployments

But first: ship what works.

📝 Open Questions

From DECISION_CHECKLIST.md:

1. ✅ Vector DB: Use md-mcp's default (FAISS) - already decided
2. ✅ GUI: Streamlit - settled
3. ✅ Scope: Code folders only for MVP - settled
4. ⏳ Watch mode: Should we auto-regenerate on file changes?
5. ⏳ Distribution: PyPI package or Streamlit Cloud deploy?

Let's build this! 🚀

The design is clear, the tech stack is proven, and the MVP is well-scoped. Time to code.