turboprop 0.3.3

Lightning-fast semantic code search and indexing with DuckDB vector operations

Turboprop 🚀

AI-powered semantic code search for developers

Find code by describing what it does, not just what it's called. Perfect for exploring unfamiliar codebases, debugging, and AI-assisted development with Claude Code.

Quickstart

With Claude Code (Recommended)

Option 1: Default stdio transport (recommended for local development)

{
  "mcpServers": {
    "turboprop": {
      "command": "uvx",
      "args": ["turboprop@latest", "mcp", "--repository", ".", "--auto-index"],
      "env": {}
    }
  }
}

Option 2: HTTP transport (for server deployments)

{
  "mcpServers": {
    "turboprop": {
      "command": "uvx", 
      "args": ["turboprop@latest", "mcp", "--transport", "http", "--host", "0.0.0.0", "--port", "8080", "--repository", "."],
      "env": {}
    }
  }
}

Then use natural language with Claude:

• "Use turboprop to find JWT authentication code"
• "Search for error handling middleware patterns"
• "Find React components that handle forms"

Standalone CLI

# Install and index your codebase
uvx turboprop index .

# Search with natural language
uvx turboprop search "JWT authentication middleware"
uvx turboprop search "database connection setup"
uvx turboprop search "error handling patterns"

Standalone HTTP Server

# Start HTTP server with all MCP tools exposed as REST API
uvx turboprop@latest server

# Custom host and port
uvx turboprop@latest server --host 0.0.0.0 --port 9000

# Index specific repository
uvx turboprop@latest server --repository /path/to/repo

# Server with custom settings
uvx turboprop@latest server --repository . --max-mb 2.0 --no-auto-index

The HTTP server exposes all MCP functionality via REST endpoints at /mcp/*. Visit http://localhost:8080/docs for interactive API documentation.

Features

🧠 Semantic Code Search

Find code by describing what it does, not just keywords:

• "JWT token validation" finds auth code across languages
• "form validation logic" discovers input handling
• "database connection setup" locates data layer code

🔍 Hybrid Search Modes

• AUTO - Automatically picks the best search strategy
• HYBRID - Combines semantic understanding with exact text matching
• SEMANTIC - Pure conceptual search for similar functionality
• TEXT - Fast exact text matching

📊 Rich Results

Every search result includes:

• Confidence scores (0.0-1.0) showing match quality
• Language detection and file types
• Code context with syntax highlighting
• Match explanations - why each result was selected
• IDE navigation links for VS Code, PyCharm, etc.

Usage

MCP Tools (with Claude Code)

Core Search & Indexing:

• index_repository - Build searchable index from your codebase
• index_repository_structured - Advanced indexing with detailed JSON response
• search_code - Perform semantic search with natural language
• search_code_structured - Advanced search with rich JSON metadata
• search_code_hybrid - Configurable hybrid semantic + keyword search

Index Management:

• get_index_status - Check index health and file counts
• get_index_status_structured - Comprehensive index status with JSON metadata
• check_index_freshness_tool - Validate index currency and freshness
• watch_repository - Auto-update index when files change
• list_indexed_files - Browse all files in the search index

Construct-Level Search:

• search_functions - Find functions and methods by purpose
• search_classes - Discover classes by functionality (with optional method inclusion)
• search_imports - Locate imports and dependencies semantically
• search_hybrid_constructs - Multi-granularity construct search with configurable weights

AI Tool Discovery:

• search_mcp_tools - Find tools using natural language queries with category filtering
• get_tool_details - Deep dive into any tool's capabilities with comprehensive metadata
• list_tool_categories - Overview of available tool categories and contents
• search_tools_by_capability - Search tools by specific technical capabilities

Tool Analysis & Planning:

• recommend_tools_for_task - Get intelligent tool recommendations with explanations
• analyze_task_requirements - Understand task complexity and technical needs
• suggest_tool_alternatives - Explore alternative tools for your primary choice
• recommend_tool_sequence - Plan optimal multi-step development workflows

Tool Comparison & Analysis:

• compare_mcp_tools - Compare multiple tools across various dimensions
• find_tool_alternatives - Discover similar tools with similarity analysis
• analyze_tool_relationships - Analyze relationships between tools and ecosystems

Tool Browsing:

• browse_tools_by_category - Explore tools within specific functional categories
• get_category_overview - High-level view of the entire tool ecosystem
• get_tool_selection_guidance - Structured decision support for optimal tool choice

Quick Commands (Slash Commands):

• /search <query> - Fast semantic search (3 results)
• /index_current - Reindex current repository
• /status - Show index status
• /files [limit] - List indexed files
• /search_by_type <type> <query> - Search specific file types
• /help_commands - Show available commands

CLI Commands

# Index management
turboprop index .                     # Index current directory
turboprop index ~/project --max-mb 2  # Index with larger file limit

# Search
turboprop search "query" --mode auto  # Smart search (recommended)
turboprop search "query" --mode hybrid --explain  # Show match reasoning
turboprop search "query" --k 10       # Get 10 results

# Live updates
turboprop watch .                     # Monitor for file changes

# HTTP Server
turboprop server                      # Start HTTP server on localhost:8080
turboprop server --host 0.0.0.0 --port 9000  # Custom host and port
turboprop server --repository /path   # Serve specific repository

# MCP Server (for Claude Code integration)
turboprop mcp --repository .          # Start MCP server for current directory (stdio)
turboprop mcp --transport http --host 0.0.0.0 --port 8080  # HTTP transport
turboprop mcp --transport sse --port 9000                  # SSE transport

Search Query Tips

Be descriptive and specific:

• ✅ "JWT token validation middleware"
• ❌ "auth"

Ask conceptual questions:

• ✅ "how to handle database connection errors"
• ❌ "try catch db"

Combine multiple concepts:

• ✅ "React form validation with custom hooks"
• ❌ "react forms"

Example queries:

• "JWT token validation and refresh logic"
• "REST API error handling patterns"
• "React component state management"
• "database query optimization"
• "OAuth2 authorization flow implementation"

HTTP API Usage

The HTTP server exposes all MCP tools as REST API endpoints, making Turboprop accessible from any programming language or system.

Key Endpoints

Core Search & Indexing:

• POST /mcp/search_code - Semantic code search
• POST /mcp/search_code_structured - Advanced search with JSON metadata
• POST /mcp/search_code_hybrid - Hybrid semantic + keyword search
• POST /mcp/index_repository - Build searchable code index
• GET /mcp/index_status - Check index health

Construct-Level Search:

• POST /mcp/search_functions - Find functions by purpose
• POST /mcp/search_classes - Discover classes by functionality
• POST /mcp/search_imports - Search import statements

Tool Discovery & Management:

• POST /mcp/search_mcp_tools - Find tools using natural language
• POST /mcp/get_tool_details - Get detailed tool information
• POST /mcp/recommend_tools_for_task - Get intelligent tool recommendations

Example API Usage

# Start the server
uvx turboprop@latest server

# Search for authentication code
curl -X POST "http://localhost:8080/mcp/search_code" \
  -H "Content-Type: application/json" \
  -d '{"query": "JWT authentication middleware", "max_results": 5}'

# Get index status
curl "http://localhost:8080/mcp/index_status"

# Search for specific functions
curl -X POST "http://localhost:8080/mcp/search_functions" \
  -H "Content-Type: application/json" \
  -d '{"query": "password validation", "max_results": 3}'

Interactive API Documentation: Visit http://localhost:8080/docs for full OpenAPI documentation with request/response schemas and a testing interface.

MCP Transport Options

Turboprop's MCP server supports multiple transport methods for different use cases:

stdio (Default)

• Best for: Claude Desktop, local development, command-line tools
• Usage: uvx turboprop@latest mcp --repository .
• Characteristics: Process-to-process communication via stdin/stdout

HTTP Transport

• Best for: Web applications, microservices, server deployments
• Usage: uvx turboprop@latest mcp --transport http --host 0.0.0.0 --port 8080
• Characteristics: RESTful HTTP endpoints, easy integration with web services
• Access: Direct HTTP requests to MCP endpoints

SSE (Server-Sent Events)

• Best for: Streaming web applications, real-time updates
• Usage: uvx turboprop@latest mcp --transport sse --host 127.0.0.1 --port 9000
• Characteristics: Persistent streaming connection, server push capabilities

Choose the transport that best fits your deployment architecture and integration needs.

Architecture & Technical Details

Storage: DuckDB with 384-dimension vector embeddings
ML Model: SentenceTransformer "all-MiniLM-L6-v2"
Search: Native vector operations with cosine similarity
Files: Indexes all Git-tracked files, respects .gitignore
Index Location: .turboprop/code_index.duckdb in each repository

For detailed technical information, see ARCHITECTURE.md.

License

MIT License - use freely in your projects!

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Find code by meaning, not just by name.