diff --git a/.gitmodules b/.gitmodules
new file mode 100644
index 000000000..17f7250cb
--- /dev/null
+++ b/.gitmodules
@@ -0,0 +1,3 @@
+[submodule "crates/ctranslate2-bindings/CTranslate2"]
+	path = crates/ctranslate2-bindings/CTranslate2
+	url = https://github.com/OpenNMT/CTranslate2.git
diff --git a/crates/ctranslate2-bindings/.gitignore b/crates/ctranslate2-bindings/.gitignore
new file mode 100644
index 000000000..4fffb2f89
--- /dev/null
+++ b/crates/ctranslate2-bindings/.gitignore
@@ -0,0 +1,2 @@
+/target
+/Cargo.lock
diff --git a/crates/ctranslate2-bindings/Cargo.toml b/crates/ctranslate2-bindings/Cargo.toml
new file mode 100644
index 000000000..46f8b1544
--- /dev/null
+++ b/crates/ctranslate2-bindings/Cargo.toml
@@ -0,0 +1,14 @@
+[package]
+name = "ctranslate2-bindings"
+version = "0.1.0"
+edition = "2021"
+
+[dependencies]
+cxx = "1.0"
+derive_builder = "0.12.0"
+tokenizers = "0.13.3"
+
+[build-dependencies]
+bindgen = "0.53.1"
+cxx-build = "1.0"
+cmake = "0.1"
diff --git a/crates/ctranslate2-bindings/build.rs b/crates/ctranslate2-bindings/build.rs
new file mode 100644
index 000000000..25c0f621e
--- /dev/null
+++ b/crates/ctranslate2-bindings/build.rs
@@ -0,0 +1,32 @@
+use cmake::Config;
+
+fn main() {
+	let dst = Config::new("CTranslate2")
+        // Default flags.
+        .define("CMAKE_BUILD_TYPE", "Release")
+        .define("BUILD_CLI", "OFF")
+        .define("CMAKE_INSTALL_RPATH_USE_LINK_PATH", "ON")
+
+        // FIXME(meng): support linux build.
+        // OSX flags.
+        .define("CMAKE_OSX_ARCHITECTURES", "arm64")
+        .define("WITH_ACCELERATE", "ON")
+        .define("WITH_MKL", "OFF")
+        .define("OPENMP_RUNTIME", "NONE")
+        .define("WITH_RUY", "ON")
+        .build();
+
+    println!("cargo:rustc-link-search=native={}", dst.join("lib").display());
+    println!("cargo:rustc-link-lib=ctranslate2");
+
+    // Tell cargo to invalidate the built crate whenever the wrapper changes
+    println!("cargo:rerun-if-changed=include/ctranslate2.h");
+    println!("cargo:rerun-if-changed=src/ctranslate2.cc");
+    println!("cargo:rerun-if-changed=src/lib.rs");
+
+    cxx_build::bridge("src/lib.rs")
+        .file("src/ctranslate2.cc")
+        .flag_if_supported("-std=c++17")
+        .flag_if_supported(&format!("-I{}", dst.join("include").display()))
+        .compile("cxxbridge");
+}
diff --git a/crates/ctranslate2-bindings/ctranslate2 b/crates/ctranslate2-bindings/ctranslate2
new file mode 160000
index 000000000..692fb607a
--- /dev/null
+++ b/crates/ctranslate2-bindings/ctranslate2
@@ -0,0 +1 @@
+Subproject commit 692fb607ab67573fa5cf6e410aec24e8655844f8
diff --git a/crates/ctranslate2-bindings/include/ctranslate2.h b/crates/ctranslate2-bindings/include/ctranslate2.h
new file mode 100644
index 000000000..ba503c60f
--- /dev/null
+++ b/crates/ctranslate2-bindings/include/ctranslate2.h
@@ -0,0 +1,19 @@
+#pragma once
+
+#include "rust/cxx.h"
+
+namespace tabby {
+
+class TextInferenceEngine {
+ public:
+  virtual ~TextInferenceEngine();
+  virtual rust::Vec<rust::String> inference(
+      rust::Slice<const rust::String> tokens,
+      size_t max_decoding_length,
+      float sampling_temperature,
+      size_t beam_size
+  ) const = 0;
+};
+
+std::unique_ptr<TextInferenceEngine> create_engine(rust::Str model_path);
+}  // namespace
diff --git a/crates/ctranslate2-bindings/src/ctranslate2.cc b/crates/ctranslate2-bindings/src/ctranslate2.cc
new file mode 100644
index 000000000..99206bcf4
--- /dev/null
+++ b/crates/ctranslate2-bindings/src/ctranslate2.cc
@@ -0,0 +1,47 @@
+#include "ctranslate2-bindings/include/ctranslate2.h"
+
+#include "ctranslate2/translator.h"
+
+namespace tabby {
+TextInferenceEngine::~TextInferenceEngine() {}
+
+class TextInferenceEngineImpl : public TextInferenceEngine {
+ public:
+  TextInferenceEngineImpl(const std::string& model_path) {
+    ctranslate2::models::ModelLoader loader(model_path);
+    translator_ = std::make_unique<ctranslate2::Translator>(loader);
+  }
+
+  ~TextInferenceEngineImpl() {}
+
+  rust::Vec<rust::String> inference(
+      rust::Slice<const rust::String> tokens,
+      size_t max_decoding_length,
+      float sampling_temperature,
+      size_t beam_size
+  ) const {
+    // Create options.
+    ctranslate2::TranslationOptions options;
+    options.max_decoding_length = max_decoding_length;
+    options.sampling_temperature = sampling_temperature;
+    options.beam_size = beam_size;
+
+    // Inference.
+    std::vector<std::string> input_tokens(tokens.begin(), tokens.end());
+    ctranslate2::TranslationResult result = translator_->translate_batch({ input_tokens }, options)[0];
+    const auto& output_tokens = result.output();
+
+    // Convert to rust vec.
+    rust::Vec<rust::String> output;
+    output.reserve(output_tokens.size());
+    std::copy(output_tokens.begin(), output_tokens.end(), std::back_inserter(output));
+    return output;
+  }
+ private:
+  std::unique_ptr<ctranslate2::Translator> translator_;
+};
+
+std::unique_ptr<TextInferenceEngine> create_engine(rust::Str model_path) {
+  return std::make_unique<TextInferenceEngineImpl>(std::string(model_path));
+}
+}  // namespace tabby
diff --git a/crates/ctranslate2-bindings/src/lib.rs b/crates/ctranslate2-bindings/src/lib.rs
new file mode 100644
index 000000000..5b59a7f03
--- /dev/null
+++ b/crates/ctranslate2-bindings/src/lib.rs
@@ -0,0 +1,69 @@
+use std::sync::Mutex;
+use tokenizers::tokenizer::{Model, Tokenizer};
+
+#[macro_use]
+extern crate derive_builder;
+
+#[cxx::bridge(namespace = "tabby")]
+mod ffi {
+    unsafe extern "C++" {
+        include!("ctranslate2-bindings/include/ctranslate2.h");
+
+        type TextInferenceEngine;
+
+        fn create_engine(model_path: &str) -> UniquePtr<TextInferenceEngine>;
+        fn inference(
+            &self,
+            tokens: &[String],
+            max_decoding_length: usize,
+            sampling_temperature: f32,
+            beam_size: usize,
+        ) -> Vec<String>;
+    }
+}
+
+#[derive(Builder, Debug)]
+pub struct TextInferenceOptions {
+    #[builder(default = "256")]
+    max_decoding_length: usize,
+
+    #[builder(default = "1.0")]
+    sampling_temperature: f32,
+
+    #[builder(default = "2")]
+    beam_size: usize,
+}
+
+pub struct TextInferenceEngine {
+    engine: Mutex<cxx::UniquePtr<ffi::TextInferenceEngine>>,
+    tokenizer: Tokenizer,
+}
+
+unsafe impl Send for TextInferenceEngine {}
+unsafe impl Sync for TextInferenceEngine {}
+
+impl TextInferenceEngine {
+    pub fn create(model_path: &str, tokenizer_path: &str) -> Self where {
+        return TextInferenceEngine {
+            engine: Mutex::new(ffi::create_engine(model_path)),
+            tokenizer: Tokenizer::from_file(tokenizer_path).unwrap(),
+        };
+    }
+
+    pub fn inference(&self, prompt: &str, options: TextInferenceOptions) -> String {
+        let encoding = self.tokenizer.encode(prompt, true).unwrap();
+        let output_tokens = self.engine.lock().unwrap().inference(
+            encoding.get_tokens(),
+            options.max_decoding_length,
+            options.sampling_temperature,
+            options.beam_size,
+        );
+
+        let model = self.tokenizer.get_model();
+        let output_ids: Vec<u32> = output_tokens
+            .iter()
+            .map(|x| model.token_to_id(x).unwrap())
+            .collect();
+        self.tokenizer.decode(output_ids, true).unwrap()
+    }
+}
diff --git a/crates/tabby/.gitignore b/crates/tabby/.gitignore
new file mode 100644
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+++ b/crates/tabby/.gitignore
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diff --git a/crates/tabby/Cargo.lock b/crates/tabby/Cargo.lock
new file mode 100644
index 000000000..2d80655a7
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diff --git a/crates/tabby/Cargo.toml b/crates/tabby/Cargo.toml
new file mode 100644
index 000000000..00b3539b1
--- /dev/null
+++ b/crates/tabby/Cargo.toml
@@ -0,0 +1,29 @@
+[package]
+name = "tabby"
+version = "0.1.0"
+edition = "2021"
+
+[dependencies]
+axum = "0.6"
+hyper = { version = "0.14", features = ["full"] }
+tokio = { version = "1.17", features = ["full"] }
+tower = "0.4"
+utoipa = { version = "3.3", features = ["axum_extras", "preserve_order"] }
+utoipa-swagger-ui = { version = "3.1", features = ["axum"] }
+serde = { version = "1.0", features = ["derive"] }
+serde_json = "1.0"
+env_logger = "0.10.0"
+log = "0.4"
+ctranslate2-bindings = { path = "../ctranslate2-bindings" }
+tower-http = { version = "0.4.0", features = ["cors"] }
+clap = { version = "4.3.0", features = ["derive"] }
+regex = "1.8.3"
+lazy_static = "1.4.0"
+
+[dependencies.uuid]
+version = "1.3.3"
+features = [
+    "v4",                # Lets you generate random UUIDs
+    "fast-rng",          # Use a faster (but still sufficiently random) RNG
+    "macro-diagnostics", # Enable better diagnostics for compile-time UUIDs
+]
diff --git a/crates/tabby/src/main.rs b/crates/tabby/src/main.rs
new file mode 100644
index 000000000..4fcf59388
--- /dev/null
+++ b/crates/tabby/src/main.rs
@@ -0,0 +1,36 @@
+use clap::{Parser, Subcommand};
+
+#[derive(Parser)]
+#[command(author, version, about, long_about = None)]
+#[command(propagate_version = true)]
+struct Cli {
+    #[command(subcommand)]
+    command: Commands,
+}
+
+#[derive(Subcommand)]
+pub enum Commands {
+    /// Serve the model
+    Serve {
+        /// path to model for serving
+        #[clap(long)]
+        model: String,
+    },
+}
+
+mod serve;
+
+#[tokio::main]
+async fn main() {
+    let cli = Cli::parse();
+
+    // You can check for the existence of subcommands, and if found use their
+    // matches just as you would the top level cmd
+    match &cli.command {
+        Commands::Serve { model } => {
+            serve::main(model)
+                .await
+                .expect("Error happens during the serve");
+        }
+    }
+}
diff --git a/crates/tabby/src/serve/completions.rs b/crates/tabby/src/serve/completions.rs
new file mode 100644
index 000000000..fb0326c94
--- /dev/null
+++ b/crates/tabby/src/serve/completions.rs
@@ -0,0 +1,81 @@
+use axum::{extract::State, Json};
+use ctranslate2_bindings::{TextInferenceEngine, TextInferenceOptionsBuilder};
+use serde::{Deserialize, Serialize};
+use std::{path::Path, sync::Arc};
+use utoipa::ToSchema;
+
+mod languages;
+
+#[derive(Serialize, Deserialize, ToSchema, Clone, Debug)]
+pub struct CompletionRequest {
+    /// https://code.visualstudio.com/docs/languages/identifiers
+    #[schema(example = "python")]
+    language: String,
+
+    #[schema(example = "def fib(n):")]
+    prompt: String,
+}
+
+#[derive(Serialize, Deserialize, ToSchema, Clone, Debug)]
+pub struct Choice {
+    index: u32,
+    text: String,
+}
+
+#[derive(Serialize, Deserialize, ToSchema, Clone, Debug)]
+pub struct CompletionResponse {
+    id: String,
+    created: u64,
+    choices: Vec<Choice>,
+}
+
+#[utoipa::path(
+    post,
+    path = "/v1/completions",
+    request_body = CompletionRequest ,
+)]
+pub async fn completion(
+    State(state): State<Arc<CompletionState>>,
+    Json(request): Json<CompletionRequest>,
+) -> Json<CompletionResponse> {
+    let options = TextInferenceOptionsBuilder::default()
+        .max_decoding_length(64)
+        .sampling_temperature(0.2)
+        .build()
+        .unwrap();
+    let text = state.engine.inference(&request.prompt, options);
+    let filtered_text = languages::remove_stop_words(&request.language, &text);
+
+    Json(CompletionResponse {
+        id: format!("cmpl-{}", uuid::Uuid::new_v4()),
+        created: timestamp(),
+        choices: [Choice {
+            index: 0,
+            text: filtered_text.to_string(),
+        }]
+        .to_vec(),
+    })
+}
+
+pub struct CompletionState {
+    engine: TextInferenceEngine,
+}
+
+impl CompletionState {
+    pub fn new(model: &str) -> Self {
+        let engine = TextInferenceEngine::create(
+            Path::new(model).join("cpu").to_str().unwrap(),
+            Path::new(model).join("tokenizer.json").to_str().unwrap(),
+        );
+        return Self { engine: engine };
+    }
+}
+
+fn timestamp() -> u64 {
+    use std::time::{SystemTime, UNIX_EPOCH};
+    let start = SystemTime::now();
+    start
+        .duration_since(UNIX_EPOCH)
+        .expect("Time went backwards")
+        .as_secs()
+}
diff --git a/crates/tabby/src/serve/completions/languages.rs b/crates/tabby/src/serve/completions/languages.rs
new file mode 100644
index 000000000..5ff637ebc
--- /dev/null
+++ b/crates/tabby/src/serve/completions/languages.rs
@@ -0,0 +1,25 @@
+use lazy_static::lazy_static;
+use regex::Regex;
+use std::collections::HashMap;
+
+lazy_static! {
+    static ref DEFAULT: Regex = Regex::new(r"(?m)^\n\n").unwrap();
+    static ref LANGUAGES: HashMap<&'static str, Regex> = {
+        let mut map = HashMap::new();
+        map.insert(
+            "python",
+            Regex::new(r"(?m)^(\n\n|def|#|from|class)").unwrap(),
+        );
+        map
+    };
+}
+
+pub fn remove_stop_words<'a>(language: &'a str, text: &'a str) -> &'a str {
+    let re = LANGUAGES.get(language).unwrap_or(&DEFAULT);
+    let position = re.find_iter(&text).next();
+    if let Some(m) = position {
+        &text[..m.start()]
+    } else {
+        &text
+    }
+}
diff --git a/crates/tabby/src/serve/events.rs b/crates/tabby/src/serve/events.rs
new file mode 100644
index 000000000..eb0b605fb
--- /dev/null
+++ b/crates/tabby/src/serve/events.rs
@@ -0,0 +1,22 @@
+use axum::Json;
+use hyper::StatusCode;
+use serde::{Deserialize, Serialize};
+use utoipa::ToSchema;
+
+#[derive(Serialize, Deserialize, ToSchema, Clone, Debug)]
+pub struct LogEventRequest {
+    #[serde(rename = "type")]
+    event_type: String,
+    completion_id: String,
+    choice_index: u32,
+}
+
+#[utoipa::path(
+    post,
+    path = "/v1/events",
+    request_body = LogEventRequest,
+)]
+pub async fn log_event(Json(request): Json<LogEventRequest>) -> StatusCode {
+    println!("log_event: {:?}", request);
+    StatusCode::OK
+}
diff --git a/crates/tabby/src/serve/mod.rs b/crates/tabby/src/serve/mod.rs
new file mode 100644
index 000000000..36dda4fe9
--- /dev/null
+++ b/crates/tabby/src/serve/mod.rs
@@ -0,0 +1,44 @@
+use std::{
+    net::{Ipv4Addr, SocketAddr},
+    sync::Arc,
+};
+
+use axum::{response::Redirect, routing, Router, Server};
+use hyper::Error;
+use tower_http::cors::CorsLayer;
+use utoipa::OpenApi;
+use utoipa_swagger_ui::SwaggerUi;
+
+mod completions;
+mod events;
+
+#[derive(OpenApi)]
+#[openapi(
+    paths(events::log_event, completions::completion,),
+    components(schemas(
+        events::LogEventRequest,
+        completions::CompletionRequest,
+        completions::CompletionResponse,
+        completions::Choice
+    ))
+)]
+struct ApiDoc;
+
+pub async fn main(model: &str) -> Result<(), Error> {
+    let completions_state = Arc::new(completions::CompletionState::new(model));
+
+    let app = Router::new()
+        .merge(SwaggerUi::new("/swagger-ui").url("/api-docs/openapi.json", ApiDoc::openapi()))
+        .route("/v1/events", routing::post(events::log_event))
+        .route("/v1/completions", routing::post(completions::completion))
+        .with_state(completions_state)
+        .route(
+            "/",
+            routing::get(|| async { Redirect::temporary("/swagger-ui") }),
+        )
+        .layer(CorsLayer::permissive());
+
+    let address = SocketAddr::from((Ipv4Addr::UNSPECIFIED, 8080));
+    println!("Listening at {}", address);
+    Server::bind(&address).serve(app.into_make_service()).await
+}