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qiming-mcp-proxy/fastembed/README.md

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+# FastEmbed
+
+**[English](README.md)** | **[简体中文](README_zh-CN.md)**
+
+---
+
+# FastEmbed
+
+Text embedding HTTP service using FastEmbed library for efficient text vectorization.
+
+## Overview
+
+`fastembed` is a high-performance text embedding service built with Rust, providing HTTP API for text vectorization using FastEmbed.
+
+## Features
+
+- **FastEmbed Integration**: Uses FastEmbed 5.0 with ONNX runtime
+- **HTTP API**: RESTful API for text embedding
+- **Concurrent Processing**: DashMap for efficient concurrent operations
+- **OpenAPI Documentation**: Auto-generated API docs
+- **Multiple Models**: Support for various embedding models
+
+## Quick Start
+
+### Installation
+
+```bash
+# Build from source
+cargo build --release -p fastembed
+
+# Binary location
+ls target/release/fastembed
+```
+
+### Usage
+
+```bash
+# Start server (default port 8080)
+fastembed server
+
+# Specify custom port
+fastembed server --port 8081
+```
+
+### API Usage
+
+```bash
+# Generate embeddings
+curl -X POST http://localhost:8080/embed \
+  -H "Content-Type: application/json" \
+  -d '{
+    "texts": ["Hello world", "Fast embedding"],
+    "model": "BAAI/bge-small-en-v1.5"
+  }'
+```
+
+## Supported Models
+
+- `BAAI/bge-small-en-v1.5` - Fast English model (384 dimensions)
+- `BAAI/bge-base-en-v1.5` - Balanced English model (768 dimensions)
+- `BAAI/bge-large-en-v1.5` - High-quality English model (1024 dimensions)
+
+## Development
+
+```bash
+# Build
+cargo build -p fastembed
+
+# Test
+cargo test -p fastembed
+```
+
+## License
+
+MIT OR Apache-2.0
+
+## Contributing
+
+Issues and Pull Requests are welcome!