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local-first Model Context Protocol (MCP) server that provides semantic search capabilities for codebases","maintainers":[{"name":"liraz-sbz","email":"blakazulu@gmail.com"}],"readme":"# Search MCP 🔍\r\n\r\n**Make your AI 58x smarter about your code.**\r\n\r\n```bash\r\n# Navigate to your project, then run:\r\nnpx @liraz-sbz/search-mcp setup\r\n```\r\n\r\nYour AI assistant searches your entire codebase semantically. No API keys. No cloud. 100% local.\r\n\r\n[![npm version](https://img.shields.io/npm/v/@liraz-sbz/search-mcp.svg)](https://www.npmjs.com/package/@liraz-sbz/search-mcp)\r\n[![npm downloads](https://img.shields.io/npm/dm/@liraz-sbz/search-mcp.svg)](https://www.npmjs.com/package/@liraz-sbz/search-mcp)\r\n[![GitHub stars](https://img.shields.io/github/stars/blakazulu/search-mcp.svg)](https://github.com/blakazulu/search-mcp)\r\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)\r\n\r\n**Works with:** Claude Desktop • Claude Code • Cursor • Windsurf • Antigravity\r\n\r\n---\r\n\r\n## Why Search MCP?\r\n\r\n| Without Search MCP | With Search MCP |\r\n|--------------------|-----------------|\r\n| Copy-paste files manually | AI finds code automatically |\r\n| ~488,000 tokens per query | ~8,400 tokens per query |\r\n| \"Context limit exceeded\" | Always fits |\r\n| Multiple tool calls | Single semantic search |\r\n\r\n---\r\n\r\n## Table of Contents\r\n\r\n- [What Does This Do?](#what-does-this-do)\r\n- [Features](#features)\r\n- [Quick Start](#quick-start)\r\n- [Standalone CLI](#standalone-cli)\r\n- [What Can You Ask?](#what-can-you-ask)\r\n- [Performance](#performance)\r\n- [Configuration](#configuration)\r\n- [FAQ](#faq)\r\n- [Documentation](#documentation)\r\n- [For Developers](#for-developers)\r\n- [Updating & Uninstalling](#updating--uninstalling)\r\n- [Troubleshooting](#troubleshooting)\r\n- [Privacy & License](#privacy--license)\r\n\r\n---\r\n\r\n<h2 id=\"what-does-this-do\">What Does This Do?</h2>\r\n\r\nSearch MCP makes your AI assistant **smarter about your code**. Instead of you copying and pasting files into the chat, the AI can automatically search your project and find exactly what it needs.\r\n\r\n**Before Search MCP:**\r\n\r\n```\r\nYou: \"How does login work?\"\r\nAI: \"I don't have access to your code. Please paste the relevant files.\"\r\nYou: *pastes 5 files*\r\nAI: \"Now I can help...\"\r\n```\r\n\r\n**After Search MCP:**\r\n\r\n```\r\nYou: \"How does login work?\"\r\nAI: *automatically searches your code*\r\nAI: \"Based on src/auth/login.ts, here's how login works...\"\r\n```\r\n\r\n---\r\n\r\n<h2 id=\"features\">Features</h2>\r\n\r\n- **Just Works** - No setup, no API keys, no accounts\r\n- **Private** - Your code never leaves your computer\r\n- **Always Current** - Automatically updates when you save files\r\n- **Safe** - Never indexes passwords, secrets, or junk files\r\n- **Secure** - Built-in protections against path traversal, symlink attacks, and resource exhaustion\r\n\r\n---\r\n\r\n<h2 id=\"quick-start\">Quick Start</h2>\r\n\r\n**Prerequisites:** [Node.js 18+](https://nodejs.org/)\r\n\r\n### Option 1: Interactive Setup (Recommended)\r\n\r\nNavigate to your project folder and run:\r\n\r\n```bash\r\nnpx @liraz-sbz/search-mcp setup\r\n```\r\n\r\nThis interactive wizard will:\r\n- Confirm you're in the correct project folder\r\n- Auto-detect and configure your AI assistants (Claude Desktop, Claude Code, Cursor, Windsurf)\r\n- Offer to index your project immediately with progress bars\r\n\r\n**See all CLI commands:** [CLI Reference](docs/readme-files/cli.md)\r\n\r\n### Option 2: Quick Setup (One-liner)\r\n\r\n```bash\r\nnpx --yes @liraz-sbz/search-mcp@latest --setup\r\n```\r\n\r\nConfigures your AI assistants automatically. You'll need to index separately via your AI assistant.\r\n\r\n### Option 3: Manual Configuration\r\n\r\nAdd to your MCP config file:\r\n\r\n```json\r\n{\r\n  \"mcpServers\": {\r\n    \"search\": {\r\n      \"command\": \"npx\",\r\n      \"args\": [\"-y\", \"@liraz-sbz/search-mcp\"]\r\n    }\r\n  }\r\n}\r\n```\r\n\r\n**Config file locations:**\r\n- **Claude Desktop (Mac):** `~/Library/Application Support/Claude/claude_desktop_config.json`\r\n- **Claude Desktop (Windows):** `%APPDATA%\\Claude\\claude_desktop_config.json`\r\n- **Claude Code:** `claude mcp add search -- npx @liraz-sbz/search-mcp`\r\n\r\n**See full guide:** [Getting Started](docs/readme-files/getting-started.md)\r\n\r\n### After Setup\r\n\r\n1. **Restart your AI assistant**\r\n2. **Verify connection:** Type `/mcp` and check that \"search\" is listed\r\n3. **Start searching:** Ask `\"How does login work?\"`\r\n\r\nThat's it!\r\n\r\n---\r\n\r\n<h2 id=\"standalone-cli\">Standalone CLI</h2>\r\n\r\nSearch MCP also works as a standalone CLI tool - no MCP client required:\r\n\r\n```bash\r\n# Index your project\r\nnpx @liraz-sbz/search-mcp index\r\n\r\n# Search directly from terminal\r\nnpx @liraz-sbz/search-mcp search \"authentication logic\"\r\n\r\n# Check index status\r\nnpx @liraz-sbz/search-mcp status\r\n```\r\n\r\n**Features:**\r\n- Progress bars and colored output\r\n- `--json` flag for scripting\r\n- Works independently of AI assistants\r\n\r\nPerfect for quick searches, debugging, or CI/CD integration.\r\n\r\n[Full CLI Reference →](docs/readme-files/cli.md)\r\n\r\n---\r\n\r\n<h2 id=\"what-can-you-ask\">What Can You Ask?</h2>\r\n\r\nOnce set up, just talk naturally:\r\n\r\n- \"How does user registration work?\"\r\n- \"Find all files related to payments\"\r\n- \"What's the database schema?\"\r\n- \"Show me where errors are handled\"\r\n- \"What files import the Logger class?\"\r\n- \"Search the docs for API rate limits\"\r\n\r\nSee more [examples and use cases](docs/readme-files/examples.md).\r\n\r\n---\r\n\r\n<h2 id=\"performance\">Performance</h2>\r\n\r\n| Metric | Value |\r\n|--------|-------|\r\n| **Efficiency vs Grep** | **58x fewer tokens** |\r\n| **Search speed** | ~400ms (with GPU acceleration) |\r\n| **Tokens per query** | ~8,400 |\r\n| **Codebase tested** | 306 files, 4,231 chunks |\r\n\r\nSemantic search returns focused code chunks instead of entire files. Your AI stays under context limits even on large codebases.\r\n\r\n[Full benchmark details →](docs/readme-files/search-comparison-test.md)\r\n\r\n---\r\n\r\n<h2 id=\"configuration\">Configuration</h2>\r\n\r\nConfig is auto-generated when you first index a project:\r\n- **macOS/Linux:** `~/.mcp/search/indexes/<project-hash>/config.json`\r\n- **Windows:** `%USERPROFILE%\\.mcp\\search\\indexes\\<project-hash>\\config.json`\r\n\r\n**Finding your config file:** Ask your AI assistant \"Where is my config file?\" or \"Show me my search config\" - it will use the `get_config` tool to return the exact path.\r\n\r\n**Key options:**\r\n\r\n| Option | Default | Description |\r\n|--------|---------|-------------|\r\n| `indexingStrategy` | `\"realtime\"` | `\"realtime\"`, `\"lazy\"`, or `\"git\"` |\r\n| `include` | `[\"**/*\"]` | Files to index |\r\n| `exclude` | `[]` | Files to skip |\r\n| `indexDocs` | `true` | Index .md and .txt files separately |\r\n\r\n**Indexing Strategies:**\r\n\r\n| Strategy | Best For |\r\n|----------|----------|\r\n| `realtime` | Small projects, instant freshness |\r\n| `lazy` | Large projects, index only when searching |\r\n| `git` | Only search committed code |\r\n\r\nFor full configuration options, see the [Configuration Reference](docs/readme-files/configuration.md).\r\n\r\n---\r\n\r\n<h2 id=\"faq\">FAQ</h2>\r\n\r\n**Does my code leave my computer?**\r\nNever. All processing happens locally. No cloud, no API calls, no tracking.\r\n\r\n**How big can my codebase be?**\r\nTested on projects with 1000+ files. Indexing takes ~1 minute for most projects.\r\n\r\n**What languages are supported?**\r\nAny text-based code or documentation. The semantic search understands concepts across all languages.\r\n\r\n**How do I update the index?**\r\nFile changes are detected automatically. Use `reindex_project` for a full rebuild.\r\n\r\n---\r\n\r\n<h2 id=\"documentation\">Documentation</h2>\r\n\r\n| Guide | Description |\r\n|-------|-------------|\r\n| [Getting Started](docs/readme-files/getting-started.md) | Detailed installation for all clients |\r\n| [CLI Reference](docs/readme-files/cli.md) | Standalone command-line interface |\r\n| [Configuration](docs/readme-files/configuration.md) | Full config reference + indexing strategies |\r\n| [API Reference](docs/readme-files/api-reference.md) | Complete tool documentation |\r\n| [Examples](docs/readme-files/examples.md) | Use cases & best practices |\r\n| [Troubleshooting](docs/readme-files/troubleshooting.md) | Common issues & solutions |\r\n| [Roadmap](ROADMAP.md) | Planned features |\r\n| [Changelog](CHANGELOG.md) | Version history |\r\n| [Contributing](CONTRIBUTING.md) | How to contribute |\r\n\r\n---\r\n\r\n<h2 id=\"for-developers\">For Developers</h2>\r\n\r\n### Architecture\r\n\r\n```\r\n┌─────────────────────────────────────────────────────────────┐\r\n│                      MCP CLIENT                             │\r\n│  (Claude Desktop, Claude Code, Cursor, Windsurf, etc.)      │\r\n└─────────────────────────┬───────────────────────────────────┘\r\n                          │ MCP Protocol (stdio)\r\n                          ▼\r\n┌─────────────────────────────────────────────────────────────┐\r\n│                  SEARCH MCP SERVER                          │\r\n│  ┌───────────┐ ┌───────────┐ ┌───────────┐ ┌─────────────┐ │\r\n│  │create_    │ │search_code│ │search_by_ │ │get_index_   │ │\r\n│  │index      │ │           │ │path       │ │status       │ │\r\n│  └───────────┘ └───────────┘ └───────────┘ └─────────────┘ │\r\n│  ┌───────────┐ ┌───────────┐ ┌───────────┐                 │\r\n│  │reindex_   │ │reindex_   │ │delete_    │                 │\r\n│  │project    │ │file       │ │index      │                 │\r\n│  └───────────┘ └───────────┘ └───────────┘                 │\r\n└─────────────────────────┬───────────────────────────────────┘\r\n                          │\r\n        ┌─────────────────┼─────────────────┐\r\n        ▼                 ▼                 ▼\r\n┌───────────────┐ ┌───────────────┐ ┌───────────────┐\r\n│   Chunking    │ │   Embedding   │ │   LanceDB     │\r\n│   Engine      │ │   (BGE)       │ │   (Local)     │\r\n└───────────────┘ └───────────────┘ └───────────────┘\r\n```\r\n\r\n### MCP Tools\r\n\r\n| Tool | Description | Confirmation |\r\n|------|-------------|--------------|\r\n| `create_index` | Create a search index for the current project | Yes |\r\n| `search_code` | Semantic search for relevant code chunks | No |\r\n| `search_docs` | Semantic search for documentation files | No |\r\n| `search_by_path` | Find files by name/glob pattern | No |\r\n| `get_index_status` | Show index statistics and paths | No |\r\n| `get_config` | Get config file path and contents | No |\r\n| `get_file_summary` | Extract symbols and complexity metrics from a file | No |\r\n| `reindex_project` | Rebuild the entire index | Yes |\r\n| `reindex_file` | Re-index a single file | No |\r\n| `delete_index` | Remove the project index | Yes |\r\n\r\n### Technical Details\r\n\r\n| Property | Value |\r\n|----------|-------|\r\n| Embedding Models | Code: `Xenova/bge-small-en-v1.5` (384d), Docs: `Xenova/bge-base-en-v1.5` (768d) |\r\n| Code Chunk Size | ~1000 tokens |\r\n| Doc Chunk Size | ~2000 tokens |\r\n| Search Latency | < 200ms |\r\n| Storage | `~/.mcp/search/indexes/` (macOS/Linux) or `%USERPROFILE%\\.mcp\\search\\indexes\\` (Windows) |\r\n\r\n### GPU Acceleration\r\n\r\nSearch MCP automatically uses GPU acceleration when available for faster indexing:\r\n\r\n| Platform | GPU Support | Notes |\r\n|----------|-------------|-------|\r\n| **Windows** | DirectML | Automatic GPU acceleration on all modern GPUs (NVIDIA, AMD, Intel) |\r\n| **macOS** | CPU only | CoreML not available in Node.js bindings |\r\n| **Linux** | CPU only | CUDA requires separate package (not included) |\r\n\r\n**GPU Compatibility (Windows):**\r\n- NVIDIA: GeForce GTX 1000+, RTX series, Quadro\r\n- AMD: RX 400+, Radeon Pro\r\n- Intel: Arc, UHD/Iris integrated graphics\r\n\r\nGPU acceleration is automatic - no configuration needed. The system detects available hardware and selects the best option. Check `get_index_status` to see which compute device is being used.\r\n\r\n**Hybrid GPU Laptops (NVIDIA + Intel/AMD integrated):**\r\n\r\nOn laptops with both discrete and integrated GPUs, Search MCP defaults to CPU to avoid DirectML selecting the wrong GPU. To enable GPU acceleration:\r\n\r\n1. Open **Windows Settings → System → Display → Graphics**\r\n2. Click **Add an app** and select your IDE (VS Code, Cursor, etc.) or terminal\r\n3. Click on the app → **Options** → Select **High performance**\r\n4. Set environment variable: `FORCE_DML=1`\r\n\r\nThis tells Windows to use your discrete GPU (NVIDIA/AMD) for that application.\r\n\r\nFor full technical documentation, see [ENGINEERING.RFC.md](docs/design/ENGINEERING.RFC.md).\r\n\r\n---\r\n\r\n<h2 id=\"updating--uninstalling\">Updating & Uninstalling</h2>\r\n\r\n### Updating\r\n\r\n**If using `npx` in your config (recommended):** Updates are automatic - you always get the latest version.\r\n\r\n**If installed globally:**\r\n```bash\r\nnpm install -g @liraz-sbz/search-mcp\r\n```\r\n\r\n### Uninstalling\r\n\r\n**1. Remove from your AI assistant:**\r\n\r\n- **Claude Code:** `claude mcp remove search`\r\n- **Other clients:** Delete the `search` entry from your MCP config file\r\n\r\n**2. Uninstall the package (if installed globally):**\r\n```bash\r\nnpm uninstall -g @liraz-sbz/search-mcp\r\n```\r\n\r\n**3. (Optional) Remove index data:**\r\n- **macOS/Linux:** `rm -rf ~/.mcp/search`\r\n- **Windows:** `rmdir /s /q %USERPROFILE%\\.mcp\\search`\r\n\r\n---\r\n\r\n<h2 id=\"troubleshooting\">Troubleshooting</h2>\r\n\r\n**Common issues:**\r\n\r\n| Issue | Solution |\r\n|-------|----------|\r\n| \"Index not found\" | Say \"Index this project\" to create the index |\r\n| MCP connection issues | Run `npx --yes @liraz-sbz/search-mcp@latest --setup` to reconfigure |\r\n| Search results seem wrong | Run `reindex_project` to rebuild |\r\n| Changes not detected | Run `reindex_file` for specific file |\r\n\r\n**CLI commands:**\r\n```bash\r\nnpx @liraz-sbz/search-mcp index                # Create/update index\r\nnpx @liraz-sbz/search-mcp search \"query\"       # Search code\r\nnpx @liraz-sbz/search-mcp status               # Show index info\r\nnpx @liraz-sbz/search-mcp --setup              # Configure MCP clients\r\n```\r\n\r\nSee the [CLI Reference](docs/readme-files/cli.md) for all commands and options.\r\n\r\n**Debug mode:** Set `DEBUG=1` or `SEARCH_MCP_DEBUG=1` environment variable for verbose logging.\r\n\r\nFor all error codes and solutions, see the [Troubleshooting Guide](docs/readme-files/troubleshooting.md).\r\n\r\n---\r\n\r\n<h2 id=\"privacy--license\">Privacy & License</h2>\r\n\r\n**Your code stays on your computer.** Nothing is uploaded anywhere. No accounts, no API keys, no tracking.\r\n\r\nMIT License - See [LICENSE](./LICENSE) for details.\r\n\r\n---\r\n\r\n## Getting Help\r\n\r\n- [GitHub Issues](https://github.com/blakazulu/search-mcp/issues) - Report bugs or request features\r\n- [Documentation](./docs/) - Full guides and references\r\n","readmeFilename":"README.md"}