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diff --git a/examples/mcp/seekdb/Cargo.toml b/examples/mcp/seekdb/Cargo.toml
new file mode 100644
index 0000000..20fbf0f
--- /dev/null
+++ b/examples/mcp/seekdb/Cargo.toml
@@ -0,0 +1,62 @@
+[package]
+name = "seekdb-mcp-server"
+version = "0.1.0"
+edition = "2024"
+rust-version = "1.85"
+description = "Rust MCP Server for SeekDB vector search (Issue #34)"
+repository = "https://github.com/second-state/echokit_server"
+license = "Apache-2.0"
+publish = false
+
+[lib]
+name = "seekdb_mcp_server"
+path = "src/lib.rs"
+
+[[bin]]
+name = "seekdb-mcp-server"
+path = "src/main.rs"
+
+[dependencies]
+# MCP SDK with server features (from crates.io)
+rmcp = { version = "0.14.0", features = [
+    "server",
+    "macros",
+    "transport-streamable-http-server",
+    "schemars",
+    "base64",
+] }
+
+# Async runtime
+tokio = { version = "1", features = ["full"] }
+tokio-util = { version = "0.7", features = ["rt"] }
+
+# Database connectivity (SeekDB uses MySQL protocol)
+mysql_async = { version = "0.34", default-features = false, features = ["default-rustls"] }
+
+# Web framework for HTTP transport
+axum = { version = "0.8" }
+
+# Serialization
+serde = { version = "1.0", features = ["derive"] }
+serde_json = "1.0"
+
+# Schema generation for tool parameters
+schemars = "1.0"
+
+# Error handling
+anyhow = "1.0"
+thiserror = "2.0"
+
+# Logging
+tracing = "0.1"
+tracing-subscriber = { version = "0.3", features = ["env-filter"] }
+
+# Environment variables
+dotenvy = "0.15"
+
+# Embeddings (client-side, like pyseekdb's DefaultEmbeddingFunction)
+fastembed = "5.8"
+
+[dev-dependencies]
+# Testing
+tokio-test = "0.4"
diff --git a/examples/mcp/seekdb/README.md b/examples/mcp/seekdb/README.md
new file mode 100644
index 0000000..2c98cbd
--- /dev/null
+++ b/examples/mcp/seekdb/README.md
@@ -0,0 +1,338 @@
+# SeekDB MCP Server
+
+A Rust MCP server for SeekDB vector search. It connects to SeekDB, receives query strings, performs vector similarity search, and returns relevant text segments.
+
+**Key Features:**
+- Uses `fastembed` (all-MiniLM-L6-v2, 384 dimensions) for client-side embeddings — no API keys needed
+- Compatible with [pyseekdb](https://github.com/oceanbase/pyseekdb) embedding behavior
+- Built with [rmcp 0.14.0](https://docs.rs/rmcp/0.14.0/) — the latest stable MCP SDK
+
+## Quick Start
+
+### 1. Start SeekDB
+
+SeekDB runs as a Docker container. For first-time setup:
+
+```bash
+# On Linux or MacOS
+mkdir -p seekdb
+docker run -d -p 2881:2881 -p 2886:2886 \
+  -v $PWD/seekdb:/var/lib/oceanbase \
+  --name seekdb oceanbase/seekdb
+
+# Or:
+# On Windows
+docker volume create seekdb
+docker run -d -p 2881:2881 -p 2886:2886 -v seekdb:/var/lib/oceanbase --name seekdb oceanbase/seekdb
+```
+Please refer to https://github.com/oceanbase/docker-images/blob/main/seekdb/README.md .
+
+After the first run, use these commands to manage SeekDB:
+
+```bash
+
+# Start existing container
+docker start seekdb
+
+# Wait for SeekDB to initialize (check logs for "Initialization complete"):
+docker logs seekdb --tail 10
+# Expected: "Initialization complete."
+#           "Starting observer health check..."
+
+# Stop container
+docker stop seekdb
+```
+
+### 2. Build & Run MCP Server
+
+```bash
+cd examples/mcp/seekdb
+cargo build --release
+```
+
+Create the database first:
+
+```bash
+docker exec seekdb mysql -h127.0.0.1 -P2881 -uroot -e "CREATE DATABASE IF NOT EXISTS test_mcp"
+```
+
+Start the MCP server in a separate terminal:
+
+```bash
+RUST_LOG=info \
+SEEKDB_DATABASE=test_mcp \
+./target/release/seekdb-mcp-server
+```
+
+Expected output:
+
+```
+INFO seekdb_mcp_server: SeekDB MCP Server starting...
+INFO seekdb_mcp_server: Connecting to SeekDB at 127.0.0.1:2881
+INFO seekdb_mcp_server: Initializing embedding model...
+INFO seekdb_mcp_server::embeddings: Embedding model initialized successfully
+INFO seekdb_mcp_server: Using embedding model: AllMiniLML6V2 (384 dimensions)
+INFO seekdb_mcp_server: Database connection successful
+INFO seekdb_mcp_server: MCP Server listening on http://127.0.0.1:8000/mcp
+```
+
+### 3. Configure EchoKit (Optional)
+
+To use this MCP server with the main EchoKit server, add this to EchoKit configuration file `config.toml`:
+
+```toml
+[[llm.mcp_server]]
+server = "http://localhost:8000/mcp"
+type = "http_streamable"
+call_mcp_message = "Searching knowledge base..."
+```
+
+See [examples/mcp/config.toml](../config.toml) for an example.
+
+## MCP Tools
+
+This server exposes 5 tools via the MCP protocol:
+
+| Tool | Parameters | Description |
+|------|------------|-------------|
+| `create_collection` | `collection_name` | Create a table with 384-dim HNSW vector index |
+| `add_documents` | `collection_name`, `documents[]` | Insert documents with auto-generated embeddings |
+| `search_collection` | `collection_name`, `query`, `n_results` | Perform vector similarity search |
+| `list_collections` | — | List all tables with vector indexes |
+| `collection_info` | `collection_name` | Get schema, row count, and embedding info |
+
+## Usage Guide
+
+This section walks through using the MCP server with `curl`. The MCP protocol uses **session-based HTTP Streamable transport**, which requires:
+
+1. **Initialize** — Start a session and get a session ID from the response header
+2. **Send `notifications/initialized`** — Required before any tool calls
+3. **Use session ID** — Include `mcp-session-id` header in all subsequent requests
+
+### Step 1: Initialize Session
+
+**Note:** If you're testing multiple times, first kill any existing server instances:
+```bash
+pkill -f seekdb-mcp-server
+```
+
+In another terminal than the MCP server, start a session and capture the session ID:
+
+```bash
+SESSION_ID=$(curl -s -D - http://127.0.0.1:8000/mcp -X POST \
+  -H "Content-Type: application/json" \
+  -H "Accept: application/json, text/event-stream" \
+  -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{
+    "protocolVersion":"2024-11-05",
+    "capabilities":{},
+    "clientInfo":{"name":"curl-test","version":"1.0"}
+  }}' 2>/dev/null | grep -i "mcp-session-id" | cut -d: -f2 | tr -d ' \r\n')
+
+echo "Session ID: $SESSION_ID"
+```
+
+**Note:** The session ID is unique for each session and varies every time.
+It's recommended to keep using the same terminal for all subsequent commands (Steps 2-7) so the `$SESSION_ID` variable remains available.
+
+Expected output:
+```
+Session ID: cd64e4e3-6dc4-4494-bcc0-bfaab99de935
+```
+
+The response body is in SSE format and contains:
+
+```json
+{
+  "jsonrpc":"2.0",
+  "id":1,
+  "result":{
+    "protocolVersion":"2024-11-05",
+    "capabilities":{"tools":{}},
+    "serverInfo":{"name":"rmcp","version":"0.14.0"},
+    "instructions":"SeekDB MCP Server - Provides vector similarity search..."
+  }
+}
+```
+
+### Step 2: Send Initialized Notification
+
+**Important:** The MCP protocol requires sending a `notifications/initialized` message before any other requests. This tells the server that the client is ready.
+
+```bash
+curl -s http://127.0.0.1:8000/mcp -X POST \
+  -H "Content-Type: application/json" \
+  -H "Accept: application/json, text/event-stream" \
+  -H "mcp-session-id: $SESSION_ID" \
+  -d '{"jsonrpc":"2.0","method":"notifications/initialized"}'
+```
+
+This returns an empty response (202 Accepted). Now you can make tool calls.
+
+### Step 3: List Available Tools
+
+```bash
+curl -s http://127.0.0.1:8000/mcp -X POST \
+  -H "Content-Type: application/json" \
+  -H "Accept: application/json, text/event-stream" \
+  -H "mcp-session-id: $SESSION_ID" \
+  -d '{"jsonrpc":"2.0","id":2,"method":"tools/list","params":{}}'
+```
+
+Response includes all 5 tools: `create_collection`, `add_documents`, `search_collection`, `list_collections`, `collection_info`.
+
+### Step 4: Create a Collection
+
+```bash
+curl -s http://127.0.0.1:8000/mcp -X POST \
+  -H "Content-Type: application/json" \
+  -H "Accept: application/json, text/event-stream" \
+  -H "mcp-session-id: $SESSION_ID" \
+  -d '{"jsonrpc":"2.0","id":3,"method":"tools/call","params":{
+    "name":"create_collection",
+    "arguments":{"collection_name":"my_docs"}
+  }}'
+```
+
+Response:
+
+```json
+{
+  "success": true,
+  "collection_name": "my_docs",
+  "embedding_dimension": 384,
+  "message": "Collection 'my_docs' created successfully"
+}
+```
+
+### Step 5: Add Documents
+
+Documents are automatically embedded using the all-MiniLM-L6-v2 model:
+
+```bash
+curl -s http://127.0.0.1:8000/mcp -X POST \
+  -H "Content-Type: application/json" \
+  -H "Accept: application/json, text/event-stream" \
+  -H "mcp-session-id: $SESSION_ID" \
+  -d '{"jsonrpc":"2.0","id":4,"method":"tools/call","params":{
+    "name":"add_documents",
+    "arguments":{
+      "collection_name":"my_docs",
+      "documents":[
+        {"id":"doc1","document":"Rust is a systems programming language focused on safety and performance."},
+        {"id":"doc2","document":"Python is popular for data science and machine learning."},
+        {"id":"doc3","document":"SeekDB is an AI-native database with vector search capabilities."}
+      ]
+    }
+  }}'
+```
+
+Response:
+
+```json
+{"success": true, "collection_name": "my_docs", "documents_added": 3}
+```
+
+### Step 6: Search Documents
+
+Semantic search finds documents by meaning, not just keywords:
+
+```bash
+curl -s http://127.0.0.1:8000/mcp -X POST \
+  -H "Content-Type: application/json" \
+  -H "Accept: application/json, text/event-stream" \
+  -H "mcp-session-id: $SESSION_ID" \
+  -d '{"jsonrpc":"2.0","id":5,"method":"tools/call","params":{
+    "name":"search_collection",
+    "arguments":{"collection_name":"my_docs","query":"vector database for AI","n_results":3}
+  }}'
+```
+
+Response (ordered by relevance — lower distance = more similar):
+
+```json
+{
+  "success": true,
+  "collection_name": "my_docs",
+  "results": [
+    {"id": "doc3", "document": "SeekDB is an AI-native database with vector search capabilities.", "distance": 0.29},
+    {"id": "doc2", "document": "Python is popular for data science and machine learning.", "distance": 0.64},
+    {"id": "doc1", "document": "Rust is a systems programming language focused on safety and performance.", "distance": 0.79}
+  ]
+}
+```
+
+### Step 7: Get Collection Info
+
+```bash
+curl -s http://127.0.0.1:8000/mcp -X POST \
+  -H "Content-Type: application/json" \
+  -H "Accept: application/json, text/event-stream" \
+  -H "mcp-session-id: $SESSION_ID" \
+  -d '{"jsonrpc":"2.0","id":6,"method":"tools/call","params":{
+    "name":"collection_info",
+    "arguments":{"collection_name":"my_docs"}
+  }}'
+```
+
+Response:
+
+```json
+{
+  "success": true,
+  "collection_name": "my_docs",
+  "row_count": 3,
+  "embedding_dimension": 384,
+  "embedding_model": "AllMiniLML6V2",
+  "columns": [
+    {"name": "id", "type": "varchar"},
+    {"name": "document", "type": "text"},
+    {"name": "embedding", "type": "VECTOR(384)"},
+    {"name": "metadata", "type": "json"},
+    {"name": "created_at", "type": "timestamp"}
+  ]
+}
+```
+
+## Testing
+
+### Unit Tests
+
+```bash
+cd examples/mcp/seekdb
+cargo test -- --test-threads=1
+```
+
+**Note:** The `--test-threads=1` flag is required because fastembed's model initialization uses file locking that conflicts when tests run in parallel.
+
+## Environment Variables
+
+| Variable | Default | Description |
+|----------|---------|-------------|
+| `SEEKDB_HOST` | `127.0.0.1` | SeekDB server address |
+| `SEEKDB_PORT` | `2881` | SeekDB port |
+| `SEEKDB_USER` | `root` | Database username |
+| `SEEKDB_PASSWORD` | (empty) | Database password |
+| `SEEKDB_DATABASE` | — | Database name (required) |
+| `BIND_ADDRESS` | `127.0.0.1:8000` | MCP server bind address |
+| `RUST_LOG` | — | Log level (`info`, `debug`, `trace`) |
+
+## Architecture
+
+```
+┌─────────────────┐     MCP Protocol      ┌───────────────────┐     MySQL      ┌─────────┐
+│  EchoKit Server │ ←───────────────────→ │ seekdb-mcp-server │ ←────────────→ │ SeekDB  │
+│  (rmcp client)  │   http_streamable     │   (rmcp server)   │   port 2881    │ (Docker)│
+└─────────────────┘                       └───────────────────┘                └─────────┘
+```
+
+## Alternative: Database-Side Embeddings
+
+This implementation uses **client-side embeddings** for simplicity (no API keys needed). SeekDB also supports **database-side embeddings** via the `AI_EMBED()` SQL function with external AI providers (OpenAI, SiliconFlow, etc.).
+
+See [Use the AI_EMBED function](https://www.oceanbase.ai/docs/ai-embed-function) for details.
+
+## Resources
+
+- [SeekDB Documentation](https://www.oceanbase.ai/docs/)
+- [rmcp SDK Documentation](https://docs.rs/rmcp/0.14.0/)
+- [MCP Specification](https://modelcontextprotocol.io/)
diff --git a/examples/mcp/seekdb/config.toml b/examples/mcp/seekdb/config.toml
new file mode 100644
index 0000000..ea96f2b
--- /dev/null
+++ b/examples/mcp/seekdb/config.toml
@@ -0,0 +1,57 @@
+addr = "0.0.0.0:9090"
+hello_wav = "hello.wav"
+
+# Text-to-Speech Configuration
+# Requires a local TTS server (e.g., GSV-TTS or Cosyvoice)
+[tts]
+platform = "stream_gsv"
+url = "http://localhost:9094/v1/audio/stream_speech"
+speaker = "cooper"
+
+# Speech Recognition Configuration
+# Using Groq's Whisper API for fast ASR
+[asr]
+platform = "openai"
+url = "https://api.groq.com/openai/v1/audio/transcriptions"
+api_key = "YOUR_GROQ_API_KEY"
+model = "whisper-large-v3"
+lang = "en"
+prompt = "Hello\n你好\n(noise)\n(bgm)\n(silence)\n"
+
+# Language Model Configuration
+# Using Groq for fast LLM responses with MCP tool support
+[llm]
+platform = "openai_chat"
+url = "https://api.groq.com/openai/v1/chat/completions"
+api_key = "YOUR_GROQ_API_KEY"
+model = "llama-3.3-70b-versatile"
+history = 10
+
+# SeekDB MCP Server Connection
+# The MCP server provides vector search tools for knowledge base queries
+[[llm.mcp_server]]
+server = "http://localhost:8000/mcp"
+type = "http_streamable"
+call_mcp_message = "Please hold on while I search the knowledge base..."
+
+# System prompts for the voice assistant
+[[llm.sys_prompts]]
+role = "system"
+content = """
+You are a helpful voice assistant with access to a knowledge base through the SeekDB search tools.
+
+When users ask questions that might be answered by the knowledge base:
+1. Use the `query_collection` tool to search for relevant information
+2. Use the `hybrid_search` tool for complex queries that need both keyword and semantic matching
+3. Synthesize the search results into a natural, conversational response
+
+Guidelines:
+- Keep responses concise and suitable for voice output
+- If search results don't contain relevant information, acknowledge this and provide general guidance
+- Respond in the same language as the user's question
+- Be helpful, accurate, and conversational
+
+Available knowledge collections:
+- `echokit_faq`: Frequently asked questions about EchoKit devices and setup
+- `product_info`: Product specifications and features
+"""
diff --git a/examples/mcp/seekdb/src/config.rs b/examples/mcp/seekdb/src/config.rs
new file mode 100644
index 0000000..109b59b
--- /dev/null
+++ b/examples/mcp/seekdb/src/config.rs
@@ -0,0 +1,41 @@
+//! Configuration for SeekDB MCP Server
+
+use anyhow::{Result, anyhow};
+
+/// Server configuration loaded from environment variables
+#[derive(Debug, Clone)]
+pub struct ServerConfig {
+    /// SeekDB host address
+    pub host: String,
+    /// SeekDB port (default: 2881)
+    pub port: u16,
+    /// Database user
+    pub user: String,
+    /// Database password
+    pub password: String,
+    /// Database name
+    pub database: String,
+}
+
+impl ServerConfig {
+    /// Load configuration from environment variables
+    pub fn from_env() -> Result<Self> {
+        let host = std::env::var("SEEKDB_HOST").unwrap_or_else(|_| "127.0.0.1".to_string());
+        let port: u16 = std::env::var("SEEKDB_PORT")
+            .unwrap_or_else(|_| "2881".to_string())
+            .parse()
+            .map_err(|_| anyhow!("Invalid SEEKDB_PORT"))?;
+        let user = std::env::var("SEEKDB_USER").unwrap_or_else(|_| "root".to_string());
+        let password = std::env::var("SEEKDB_PASSWORD").unwrap_or_default();
+        let database = std::env::var("SEEKDB_DATABASE")
+            .map_err(|_| anyhow!("SEEKDB_DATABASE environment variable is required"))?;
+
+        Ok(Self {
+            host,
+            port,
+            user,
+            password,
+            database,
+        })
+    }
+}
diff --git a/examples/mcp/seekdb/src/db.rs b/examples/mcp/seekdb/src/db.rs
new file mode 100644
index 0000000..95ef5e4
--- /dev/null
+++ b/examples/mcp/seekdb/src/db.rs
@@ -0,0 +1,19 @@
+//! Database connection utilities for SeekDB
+
+use anyhow::Result;
+use mysql_async::{Pool, Opts, OptsBuilder};
+
+use crate::config::ServerConfig;
+
+/// Create a MySQL connection pool for SeekDB
+pub fn create_pool(config: &ServerConfig) -> Result<Pool> {
+    let opts = OptsBuilder::default()
+        .ip_or_hostname(&config.host)
+        .tcp_port(config.port)
+        .user(Some(&config.user))
+        .pass(Some(&config.password))
+        .db_name(Some(&config.database));
+
+    let pool = Pool::new(Opts::from(opts));
+    Ok(pool)
+}
diff --git a/examples/mcp/seekdb/src/embeddings.rs b/examples/mcp/seekdb/src/embeddings.rs
new file mode 100644
index 0000000..f6bb60c
--- /dev/null
+++ b/examples/mcp/seekdb/src/embeddings.rs
@@ -0,0 +1,151 @@
+//! Client-side embedding generation using fastembed.
+//!
+//! This module provides embedding functionality similar to pyseekdb's DefaultEmbeddingFunction,
+//! using the all-MiniLM-L6-v2 model (384 dimensions) for local embedding generation.
+
+use anyhow::Result;
+use fastembed::{EmbeddingModel, TextEmbedding, TextInitOptions};
+use std::sync::Arc;
+use tokio::sync::Mutex;
+use tracing::info;
+
+/// Default embedding model matching pyseekdb's DefaultEmbeddingFunction
+pub const DEFAULT_MODEL: EmbeddingModel = EmbeddingModel::AllMiniLML6V2;
+
+/// Embedding dimension for all-MiniLM-L6-v2
+pub const EMBEDDING_DIM: usize = 384;
+
+/// Thread-safe wrapper for TextEmbedding model
+pub struct EmbeddingService {
+    model: Arc<Mutex<TextEmbedding>>,
+    model_name: String,
+}
+
+impl EmbeddingService {
+    /// Create a new embedding service with the default model (all-MiniLM-L6-v2)
+    pub fn new() -> Result<Self> {
+        Self::with_model(DEFAULT_MODEL)
+    }
+
+    /// Create an embedding service with a specific model
+    pub fn with_model(model: EmbeddingModel) -> Result<Self> {
+        info!("Initializing embedding model: {:?}", model);
+        
+        let options = TextInitOptions::new(model.clone())
+            .with_show_download_progress(true);
+        
+        let text_embedding = TextEmbedding::try_new(options)?;
+        
+        info!("Embedding model initialized successfully");
+        
+        Ok(Self {
+            model: Arc::new(Mutex::new(text_embedding)),
+            model_name: format!("{:?}", model),
+        })
+    }
+
+    /// Get the model name
+    pub fn model_name(&self) -> &str {
+        &self.model_name
+    }
+
+    /// Generate embedding for a single text
+    pub async fn embed_one(&self, text: &str) -> Result<Vec<f32>> {
+        let mut model = self.model.lock().await;
+        let embeddings = model.embed(vec![text], None)?;
+        Ok(embeddings.into_iter().next().unwrap_or_default())
+    }
+
+    /// Generate embeddings for multiple texts
+    pub async fn embed_many(&self, texts: Vec<&str>) -> Result<Vec<Vec<f32>>> {
+        let mut model = self.model.lock().await;
+        let embeddings = model.embed(texts, None)?;
+        Ok(embeddings)
+    }
+
+    /// Format embedding as a string for SQL insertion
+    /// SeekDB expects vectors in format: [0.1, 0.2, 0.3, ...]
+    pub fn format_for_sql(embedding: &[f32]) -> String {
+        let values: Vec<String> = embedding.iter().map(|v| format!("{}", v)).collect();
+        format!("[{}]", values.join(", "))
+    }
+}
+
+impl Clone for EmbeddingService {
+    fn clone(&self) -> Self {
+        Self {
+            model: Arc::clone(&self.model),
+            model_name: self.model_name.clone(),
+        }
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[tokio::test]
+    async fn test_embedding_service() -> Result<()> {
+        let service = EmbeddingService::new()?;
+        
+        let embedding = service.embed_one("Hello, world!").await?;
+        
+        // all-MiniLM-L6-v2 produces 384-dimensional embeddings
+        assert_eq!(embedding.len(), EMBEDDING_DIM);
+        
+        // Embeddings should be normalized (L2 norm ≈ 1)
+        let norm: f32 = embedding.iter().map(|x| x * x).sum::<f32>().sqrt();
+        assert!((norm - 1.0).abs() < 0.1, "Expected normalized embedding, got norm={}", norm);
+        
+        Ok(())
+    }
+
+    #[tokio::test]
+    async fn test_embed_many() -> Result<()> {
+        let service = EmbeddingService::new()?;
+        
+        let texts = vec!["First document", "Second document", "Third document"];
+        let embeddings = service.embed_many(texts).await?;
+        
+        assert_eq!(embeddings.len(), 3);
+        for emb in &embeddings {
+            assert_eq!(emb.len(), EMBEDDING_DIM);
+        }
+        
+        Ok(())
+    }
+
+    #[tokio::test]
+    async fn test_similar_texts_have_close_embeddings() -> Result<()> {
+        let service = EmbeddingService::new()?;
+        
+        let emb1 = service.embed_one("The cat sat on the mat").await?;
+        let emb2 = service.embed_one("A cat was sitting on a mat").await?;
+        let emb3 = service.embed_one("Quantum physics is fascinating").await?;
+        
+        // Compute cosine similarity
+        fn cosine_similarity(a: &[f32], b: &[f32]) -> f32 {
+            let dot: f32 = a.iter().zip(b.iter()).map(|(x, y)| x * y).sum();
+            let norm_a: f32 = a.iter().map(|x| x * x).sum::<f32>().sqrt();
+            let norm_b: f32 = b.iter().map(|x| x * x).sum::<f32>().sqrt();
+            dot / (norm_a * norm_b)
+        }
+        
+        let sim_similar = cosine_similarity(&emb1, &emb2);
+        let sim_different = cosine_similarity(&emb1, &emb3);
+        
+        // Similar texts should have higher similarity
+        assert!(sim_similar > sim_different, 
+            "Similar texts should have higher similarity: {} vs {}", sim_similar, sim_different);
+        assert!(sim_similar > 0.8, "Similar texts should have similarity > 0.8, got {}", sim_similar);
+        
+        Ok(())
+    }
+
+    #[test]
+    fn test_format_for_sql() {
+        let embedding = vec![0.1, 0.2, 0.3];
+        let sql = EmbeddingService::format_for_sql(&embedding);
+        assert_eq!(sql, "[0.1, 0.2, 0.3]");
+    }
+}
diff --git a/examples/mcp/seekdb/src/lib.rs b/examples/mcp/seekdb/src/lib.rs
new file mode 100644
index 0000000..edfcd83
--- /dev/null
+++ b/examples/mcp/seekdb/src/lib.rs
@@ -0,0 +1,8 @@
+//! SeekDB MCP Server Library
+//!
+//! A Rust MCP Server providing vector search functionality for SeekDB.
+//! Uses client-side embeddings (fastembed) similar to pyseekdb's DefaultEmbeddingFunction.
+
+pub mod config;
+pub mod db;
+pub mod embeddings;
diff --git a/examples/mcp/seekdb/src/main.rs b/examples/mcp/seekdb/src/main.rs
new file mode 100644
index 0000000..3d43384
--- /dev/null
+++ b/examples/mcp/seekdb/src/main.rs
@@ -0,0 +1,489 @@
+//! SeekDB MCP Server
+//!
+//! A Rust MCP Server providing vector search functionality for SeekDB.
+//! Uses client-side embeddings (fastembed) similar to pyseekdb's DefaultEmbeddingFunction.
+
+use std::sync::Arc;
+
+use anyhow::Result;
+use axum::Router;
+use mysql_async::{Pool, Row, prelude::*};
+use rmcp::{
+    ErrorData as McpError, ServerHandler,
+    handler::server::{router::tool::ToolRouter, wrapper::Parameters},
+    model::*,
+    schemars,
+    tool, tool_handler, tool_router,
+    transport::streamable_http_server::{
+        StreamableHttpServerConfig, StreamableHttpService, session::local::LocalSessionManager,
+    },
+};
+use serde::{Deserialize, Serialize};
+use tracing::{info, error};
+
+mod config;
+mod db;
+mod embeddings;
+
+use config::ServerConfig;
+use embeddings::{EmbeddingService, EMBEDDING_DIM};
+
+/// Search result document
+#[derive(Debug, Serialize, Deserialize, schemars::JsonSchema)]
+pub struct SearchResult {
+    pub id: String,
+    pub document: String,
+    pub metadata: Option<serde_json::Value>,
+    pub distance: f64,
+}
+
+/// Tool response for search operations
+#[derive(Debug, Serialize, Deserialize, schemars::JsonSchema)]
+pub struct SearchResponse {
+    pub success: bool,
+    pub collection_name: String,
+    pub results: Vec<SearchResult>,
+    #[serde(skip_serializing_if = "Option::is_none")]
+    pub error: Option<String>,
+}
+
+/// Tool parameters for search_collection
+#[derive(Debug, Deserialize, schemars::JsonSchema)]
+pub struct SearchCollectionParams {
+    /// Name of the collection to search
+    pub collection_name: String,
+    /// Query text to search for
+    pub query: String,
+    /// Maximum number of results to return (default: 5)
+    #[serde(default = "default_n_results")]
+    pub n_results: i32,
+}
+
+fn default_n_results() -> i32 {
+    5
+}
+
+/// Tool parameters for collection_info
+#[derive(Debug, Deserialize, schemars::JsonSchema)]
+pub struct CollectionInfoParams {
+    /// Name of the collection to get info for
+    pub collection_name: String,
+}
+
+/// Tool parameters for add_documents
+#[derive(Debug, Deserialize, schemars::JsonSchema)]
+pub struct AddDocumentsParams {
+    /// Name of the collection to add documents to
+    pub collection_name: String,
+    /// List of documents to add
+    pub documents: Vec<DocumentInput>,
+}
+
+/// A document to be added to a collection
+#[derive(Debug, Deserialize, schemars::JsonSchema)]
+pub struct DocumentInput {
+    /// Unique identifier for the document
+    pub id: String,
+    /// Document text content
+    pub document: String,
+    /// Optional metadata as JSON
+    #[serde(default)]
+    pub metadata: Option<serde_json::Value>,
+}
+
+/// SeekDB MCP Server handler
+#[derive(Clone)]
+pub struct SeekDbServer {
+    pool: Arc<Pool>,
+    embeddings: EmbeddingService,
+    tool_router: ToolRouter<Self>,
+}
+
+#[tool_router]
+impl SeekDbServer {
+    /// Create a new SeekDB server instance
+    pub fn new(pool: Pool, embeddings: EmbeddingService) -> Self {
+        Self {
+            pool: Arc::new(pool),
+            embeddings,
+            tool_router: Self::tool_router(),
+        }
+    }
+
+    /// Search documents in a SeekDB collection using vector similarity
+    #[tool(description = "Search documents in a SeekDB collection using vector similarity. \
+        The query text is converted to a vector using the built-in embedding model (all-MiniLM-L6-v2), \
+        then matched against stored document vectors using cosine distance.")]
+    async fn search_collection(
+        &self,
+        Parameters(params): Parameters<SearchCollectionParams>,
+    ) -> Result<CallToolResult, McpError> {
+        let collection_name = params.collection_name;
+        let query = params.query;
+        let n_results = params.n_results;
+        
+        info!(
+            "Searching collection '{}' with query '{}' (n_results={})",
+            collection_name, query, n_results
+        );
+
+        // Generate query embedding client-side
+        let query_embedding = self.embeddings.embed_one(&query).await.map_err(|e| {
+            error!("Failed to generate query embedding: {}", e);
+            McpError::internal_error(format!("Embedding generation failed: {}", e), None)
+        })?;
+        
+        let query_vector = EmbeddingService::format_for_sql(&query_embedding);
+
+        // Get a connection from the pool
+        let mut conn = self.pool.get_conn().await.map_err(|e| {
+            error!("Failed to get database connection: {}", e);
+            McpError::internal_error(format!("Database connection error: {}", e), None)
+        })?;
+
+        // Build the vector search query using pre-computed embedding
+        let sql = format!(
+            r#"SELECT id, document, metadata, 
+                      COSINE_DISTANCE(embedding, '{}') as distance
+               FROM {}
+               ORDER BY distance ASC
+               APPROXIMATE
+               LIMIT ?"#,
+            query_vector, collection_name
+        );
+
+        // Execute the query
+        let results: Vec<Row> = conn
+            .exec(&sql, (n_results,))
+            .await
+            .map_err(|e| {
+                error!("Query execution failed: {}", e);
+                McpError::internal_error(format!("Query failed: {}", e), None)
+            })?;
+
+        // Format results
+        let search_results: Vec<SearchResult> = results
+            .into_iter()
+            .map(|row| {
+                let id: String = row.get(0).unwrap_or_default();
+                let document: String = row.get(1).unwrap_or_default();
+                let metadata: Option<String> = row.get(2);
+                let distance: f64 = row.get(3).unwrap_or(0.0);
+                SearchResult {
+                    id,
+                    document,
+                    metadata: metadata.and_then(|m| serde_json::from_str(&m).ok()),
+                    distance,
+                }
+            })
+            .collect();
+
+        let response = SearchResponse {
+            success: true,
+            collection_name,
+            results: search_results,
+            error: None,
+        };
+
+        let json = serde_json::to_string_pretty(&response).map_err(|e| {
+            McpError::internal_error(format!("JSON serialization error: {}", e), None)
+        })?;
+
+        Ok(CallToolResult::success(vec![Content::text(json)]))
+    }
+
+    /// Add documents to a collection with automatic embedding generation
+    #[tool(description = "Add documents to a SeekDB collection. \
+        Embeddings are automatically generated using the built-in embedding model (all-MiniLM-L6-v2).")]
+    async fn add_documents(
+        &self,
+        Parameters(params): Parameters<AddDocumentsParams>,
+    ) -> Result<CallToolResult, McpError> {
+        let collection_name = params.collection_name;
+        let documents = params.documents;
+        
+        info!(
+            "Adding {} documents to collection '{}'",
+            documents.len(), collection_name
+        );
+
+        // Generate embeddings for all documents
+        let texts: Vec<&str> = documents.iter().map(|d| d.document.as_str()).collect();
+        let embeddings = self.embeddings.embed_many(texts).await.map_err(|e| {
+            error!("Failed to generate embeddings: {}", e);
+            McpError::internal_error(format!("Embedding generation failed: {}", e), None)
+        })?;
+
+        // Get a connection from the pool
+        let mut conn = self.pool.get_conn().await.map_err(|e| {
+            error!("Failed to get database connection: {}", e);
+            McpError::internal_error(format!("Database connection error: {}", e), None)
+        })?;
+
+        // Insert documents with embeddings
+        let mut inserted = 0;
+        for (doc, embedding) in documents.iter().zip(embeddings.iter()) {
+            let embedding_sql = EmbeddingService::format_for_sql(embedding);
+            let metadata_json = doc.metadata
+                .as_ref()
+                .map(|m| serde_json::to_string(m).unwrap_or_else(|_| "{}".to_string()))
+                .unwrap_or_else(|| "{}".to_string());
+
+            let sql = format!(
+                r#"INSERT INTO {} (id, document, embedding, metadata) 
+                   VALUES (?, ?, '{}', ?)
+                   ON DUPLICATE KEY UPDATE 
+                   document = VALUES(document),
+                   embedding = VALUES(embedding),
+                   metadata = VALUES(metadata)"#,
+                collection_name, embedding_sql
+            );
+
+            conn.exec_drop(&sql, (&doc.id, &doc.document, &metadata_json))
+                .await
+                .map_err(|e| {
+                    error!("Failed to insert document '{}': {}", doc.id, e);
+                    McpError::internal_error(format!("Insert failed for '{}': {}", doc.id, e), None)
+                })?;
+            
+            inserted += 1;
+        }
+
+        let response = serde_json::json!({
+            "success": true,
+            "collection_name": collection_name,
+            "documents_added": inserted
+        });
+
+        Ok(CallToolResult::success(vec![Content::text(
+            serde_json::to_string_pretty(&response).unwrap(),
+        )]))
+    }
+
+    /// Create a new collection with vector index
+    #[tool(description = "Create a new collection (table) with vector index for storing documents. \
+        Uses 384-dimensional vectors (all-MiniLM-L6-v2 embedding model).")]
+    async fn create_collection(
+        &self,
+        Parameters(params): Parameters<CollectionInfoParams>,
+    ) -> Result<CallToolResult, McpError> {
+        let collection_name = params.collection_name;
+        
+        info!("Creating collection '{}'", collection_name);
+
+        let mut conn = self.pool.get_conn().await.map_err(|e| {
+            error!("Failed to get database connection: {}", e);
+            McpError::internal_error(format!("Database connection error: {}", e), None)
+        })?;
+
+        // Create table with vector column
+        let sql = format!(
+            r#"CREATE TABLE IF NOT EXISTS {} (
+                id VARCHAR(255) PRIMARY KEY,
+                document TEXT NOT NULL,
+                embedding VECTOR({}) NOT NULL,
+                metadata JSON,
+                created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP,
+                VECTOR INDEX idx_embedding(embedding) WITH (distance=cosine, type=hnsw)
+            )"#,
+            collection_name, EMBEDDING_DIM
+        );
+
+        conn.query_drop(&sql).await.map_err(|e| {
+            error!("Failed to create collection: {}", e);
+            McpError::internal_error(format!("Create collection failed: {}", e), None)
+        })?;
+
+        let response = serde_json::json!({
+            "success": true,
+            "collection_name": collection_name,
+            "embedding_dimension": EMBEDDING_DIM,
+            "message": format!("Collection '{}' created successfully", collection_name)
+        });
+
+        Ok(CallToolResult::success(vec![Content::text(
+            serde_json::to_string_pretty(&response).unwrap(),
+        )]))
+    }
+
+    /// List all collections (tables with vector columns) in the database
+    #[tool(description = "List all collections (tables with vector indexes) in the SeekDB database")]
+    async fn list_collections(&self) -> Result<CallToolResult, McpError> {
+        info!("Listing collections");
+
+        let mut conn = self.pool.get_conn().await.map_err(|e| {
+            error!("Failed to get database connection: {}", e);
+            McpError::internal_error(format!("Database connection error: {}", e), None)
+        })?;
+
+        // Query for tables that have vector indexes
+        let sql = r#"
+            SELECT DISTINCT TABLE_NAME 
+            FROM INFORMATION_SCHEMA.STATISTICS 
+            WHERE INDEX_TYPE = 'VECTOR'
+            AND TABLE_SCHEMA = DATABASE()
+        "#;
+
+        let rows: Vec<Row> = conn.query(sql).await.map_err(|e| {
+            error!("Failed to list collections: {}", e);
+            McpError::internal_error(format!("Query failed: {}", e), None)
+        })?;
+
+        let collections: Vec<String> = rows
+            .into_iter()
+            .filter_map(|row| row.get(0))
+            .collect();
+
+        let response = serde_json::json!({
+            "success": true,
+            "collections": collections,
+            "count": collections.len()
+        });
+
+        Ok(CallToolResult::success(vec![Content::text(
+            serde_json::to_string_pretty(&response).unwrap(),
+        )]))
+    }
+
+    /// Get information about a specific collection
+    #[tool(description = "Get information about a specific collection including row count and schema")]
+    async fn collection_info(
+        &self,
+        Parameters(params): Parameters<CollectionInfoParams>,
+    ) -> Result<CallToolResult, McpError> {
+        let collection_name = params.collection_name;
+        info!("Getting info for collection '{}'", collection_name);
+
+        let mut conn = self.pool.get_conn().await.map_err(|e| {
+            error!("Failed to get database connection: {}", e);
+            McpError::internal_error(format!("Database connection error: {}", e), None)
+        })?;
+
+        // Get row count
+        let count_sql = format!("SELECT COUNT(*) FROM {}", collection_name);
+        let rows: Vec<Row> = conn.query(&count_sql).await.map_err(|e| {
+            error!("Failed to get row count: {}", e);
+            McpError::internal_error(format!("Query failed: {}", e), None)
+        })?;
+        let count: i64 = rows.first().and_then(|r| r.get(0)).unwrap_or(0);
+
+        // Get column info
+        let schema_sql = format!(
+            "SELECT COLUMN_NAME, DATA_TYPE FROM INFORMATION_SCHEMA.COLUMNS WHERE TABLE_NAME = '{}' AND TABLE_SCHEMA = DATABASE()",
+            collection_name
+        );
+        let schema_rows: Vec<Row> = conn.query(&schema_sql).await.map_err(|e| {
+            error!("Failed to get schema: {}", e);
+            McpError::internal_error(format!("Query failed: {}", e), None)
+        })?;
+
+        let columns: Vec<serde_json::Value> = schema_rows
+            .into_iter()
+            .map(|row| {
+                let name: String = row.get(0).unwrap_or_default();
+                let dtype: String = row.get(1).unwrap_or_default();
+                serde_json::json!({ "name": name, "type": dtype })
+            })
+            .collect();
+
+        let response = serde_json::json!({
+            "success": true,
+            "collection_name": collection_name,
+            "row_count": count,
+            "embedding_dimension": EMBEDDING_DIM,
+            "embedding_model": self.embeddings.model_name(),
+            "columns": columns
+        });
+
+        Ok(CallToolResult::success(vec![Content::text(
+            serde_json::to_string_pretty(&response).unwrap(),
+        )]))
+    }
+}
+
+#[tool_handler]
+impl ServerHandler for SeekDbServer {
+    fn get_info(&self) -> ServerInfo {
+        ServerInfo {
+            instructions: Some(
+                "SeekDB MCP Server - Provides vector similarity search for SeekDB collections. \
+                 Uses built-in embedding model (all-MiniLM-L6-v2, 384 dimensions) for automatic \
+                 embedding generation. No external API keys required."
+                    .into(),
+            ),
+            capabilities: ServerCapabilities::builder().enable_tools().build(),
+            ..Default::default()
+        }
+    }
+}
+
+const DEFAULT_BIND_ADDRESS: &str = "127.0.0.1:8000";
+
+#[tokio::main]
+async fn main() -> Result<()> {
+    // Initialize logging
+    tracing_subscriber::fmt()
+        .with_env_filter(
+            tracing_subscriber::EnvFilter::try_from_default_env()
+                .unwrap_or_else(|_| "info,seekdb_mcp_server=debug".into()),
+        )
+        .init();
+
+    // Load configuration from environment
+    dotenvy::dotenv().ok();
+    let config = ServerConfig::from_env()?;
+    
+    info!("SeekDB MCP Server starting...");
+    info!("Connecting to SeekDB at {}:{}", config.host, config.port);
+
+    // Initialize embedding service (downloads model on first run)
+    info!("Initializing embedding model...");
+    let embeddings = EmbeddingService::new()?;
+    info!("Using embedding model: {} ({} dimensions)", 
+        embeddings.model_name(), EMBEDDING_DIM);
+
+    // Create database connection pool
+    let pool = db::create_pool(&config)?;
+
+    // Test connection
+    {
+        let mut conn = pool.get_conn().await?;
+        let _: Option<i32> = conn.query_first("SELECT 1").await?;
+        info!("Database connection successful");
+    }
+
+    // Create cancellation token for graceful shutdown
+    let ct = tokio_util::sync::CancellationToken::new();
+
+    // Create MCP service
+    let service = StreamableHttpService::new(
+        {
+            let pool = pool.clone();
+            let embeddings = embeddings.clone();
+            move || Ok(SeekDbServer::new(pool.clone(), embeddings.clone()))
+        },
+        LocalSessionManager::default().into(),
+        StreamableHttpServerConfig {
+            cancellation_token: ct.child_token(),
+            ..Default::default()
+        },
+    );
+
+    // Create router with MCP endpoint
+    let router = Router::new().nest_service("/mcp", service);
+
+    let bind_address = std::env::var("BIND_ADDRESS").unwrap_or_else(|_| DEFAULT_BIND_ADDRESS.to_string());
+    let tcp_listener = tokio::net::TcpListener::bind(&bind_address).await?;
+    
+    info!("MCP Server listening on http://{}/mcp", bind_address);
+
+    axum::serve(tcp_listener, router)
+        .with_graceful_shutdown(async move {
+            tokio::signal::ctrl_c().await.unwrap();
+            info!("Shutdown signal received");
+            ct.cancel();
+        })
+        .await?;
+
+    Ok(())
+}