diff --git a/Dockerfile b/Dockerfile
index 6d381d6..61d70c2 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -61,6 +61,12 @@ RUN <<EOF
   rm caddy.tar.gz README.md LICENSE
 EOF
 
+# Install meilisearch
+RUN <<EOF
+  curl -L https://install.meilisearch.com | bash
+  mv meilisearch ~/.bin/
+EOF
+
 # Setup file permissions
 USER root
 RUN mkdir -p /var/lib/vector
diff --git a/development/docker-compose.dev.yml b/development/docker-compose.dev.yml
index d062f9c..2ca9722 100644
--- a/development/docker-compose.dev.yml
+++ b/development/docker-compose.dev.yml
@@ -17,3 +17,6 @@ services:
       STREAMLIT_HIDE_MENU: false
     volumes:
       - ../tabby:/home/app/tabby
+    ports:
+      - 8083:8083
+      - 8084:8084
diff --git a/tabby/admin/Home.py b/tabby/admin/Home.py
index 25fe9a3..591eb4d 100644
--- a/tabby/admin/Home.py
+++ b/tabby/admin/Home.py
@@ -1,14 +1,21 @@
+import os
+
 import streamlit as st
 from utils.service_info import ServiceInfo
 from utils.streamlit import set_page_config
 
 SERVICES = [
+    ServiceInfo(label="server", health_url="http://localhost:8081"),
     ServiceInfo(label="triton", health_url="http://localhost:8002/metrics"),
     ServiceInfo(label="vector", health_url="http://localhost:8686/health"),
     ServiceInfo(label="dagu", health_url="http://localhost:8083"),
-    ServiceInfo(label="server", health_url="http://localhost:8081"),
 ]
 
+if os.environ.get("FLAGS_enable_meilisearch", False):
+    SERVICES.append(
+        ServiceInfo(label="meilisearch", health_url="http://localhost:8084")
+    )
+
 
 def make_badge_markdown(x: ServiceInfo):
     return f"![{x.label}]({x.badge_url})"
diff --git a/tabby/scripts/flags.sh b/tabby/scripts/flags.sh
new file mode 100644
index 0000000..e638ca5
--- /dev/null
+++ b/tabby/scripts/flags.sh
@@ -0,0 +1 @@
+export FLAGS_enable_meilisearch=""
diff --git a/tabby/scripts/tabby.sh b/tabby/scripts/tabby.sh
index 8bf61e4..de08789 100755
--- a/tabby/scripts/tabby.sh
+++ b/tabby/scripts/tabby.sh
@@ -1,18 +1,23 @@
 #!/bin/bash
 set -e
 
-# Shared environment variables
-export LOGS_DIR="${LOGS_DIR:-/data/logs}"
-export DB_FILE="${DB_FILE:-/data/logs/duckdb/duck.db}"
-export CONFIG_FILE=${CONFIG_FILE:-/data/config/tabby.toml}
+# import flags
+SCRIPT_DIR=$( cd "$(dirname "${BASH_SOURCE[0]}")" ; pwd -P )
+source "$SCRIPT_DIR/flags.sh"
 
-# server
+# INPUT ENVIRONMENT ARGS
+export DATA_DIR="${DATA_DIR:-/data}"
 export MODEL_NAME="${MODEL_NAME:-TabbyML/J-350M}"
 export MODEL_BACKEND="${MODEL_BACKEND:-python}"
 
+# Shared environment variables
+export LOGS_DIR="$DATA_DIR/logs"
+export DB_FILE="$LOGS_DIR/duckdb/duck.db"
+export CONFIG_FILE="$DATA_DIR/config/tabby.toml"
+
 # projects
-export GIT_REPOSITORIES_DIR="${REPOSITORIES_DIR:-/data/repositories}"
-export DATASET_DIR="${REPOSITORIES_DIR:-/data/dataset}"
+export GIT_REPOSITORIES_DIR="$DATA_DIR/repositories"
+export DATASET_DIR="$DATA_DIR/dataset"
 
 # dagu
 export DAGU_DAGS="tabby/tasks"
@@ -54,6 +59,17 @@ command=caddy run --config tabby/config/Caddyfile $CADDY_ARGS
 EOF
 }
 
+program:meilisearch() {
+local MEILI_DIR="$DATA_DIR/meili"
+
+if [[ ! -z ${FLAGS_enable_meilisearch} ]]; then
+cat <<EOF
+[program:meilisearch]
+command=meilisearch --http-addr 0.0.0.0:8084 --db-path ${MEILI_DIR}/data.ms --dump-dir ${MEILI_DIR}/dumps/
+EOF
+fi
+}
+
 supervisor() {
 # Create logs dir if not exists.
 mkdir -p ${LOGS_DIR}
@@ -81,6 +97,8 @@ command=dagu server --host 0.0.0.0 --port 8083
 $(program:triton)
 
 $(program:caddy)
+
+$(program:meilisearch)
 EOF
 )
 }
diff --git a/tabby/tasks/update_dataset.yaml b/tabby/tasks/update_dataset.yaml
index 82159a4..f351f73 100644
--- a/tabby/tasks/update_dataset.yaml
+++ b/tabby/tasks/update_dataset.yaml
@@ -7,6 +7,7 @@ env:
   - GIT_REPOSITORIES_DIR: "$GIT_REPOSITORIES_DIR"
   - DATASET_DIR: "$DATASET_DIR"
   - HOME: "$HOME"
+  - FLAGS_enable_meilisearch: "$FLAGS_enable_meilisearch"
 steps:
   - name: update repositories
     dir: $APP_DIR
@@ -17,3 +18,14 @@ steps:
     command: python -m tabby.tools.build_dataset --project_dir=$GIT_REPOSITORIES_DIR --output_dir=$DATASET_DIR
     depends:
       - update repositories
+
+  - name: refresh index
+    dir: $APP_DIR
+    preconditions:
+      - condition: "$FLAGS_enable_meilisearch"
+        expected: "1"
+    depends:
+      - generate dataset
+    command: |
+      curl -X DELETE 'http://localhost:8084/indexes/dataset/documents'
+      curl -X POST 'http://localhost:8084/indexes/dataset/documents?primaryKey=id' -H 'Content-Type: application/x-ndjson' --data-binary @$DATASET_DIR/dumps.json
diff --git a/tabby/tools/build_dataset/__main__.py b/tabby/tools/build_dataset/__main__.py
index 36645c3..cd07fc3 100644
--- a/tabby/tools/build_dataset/__main__.py
+++ b/tabby/tools/build_dataset/__main__.py
@@ -1,3 +1,4 @@
+import base64
 import glob
 import json
 import os
@@ -39,11 +40,10 @@ def read_extension_to_language_mappings():
     return mappings
 
 
-def dataset_iter(files):
+def dataset_iter(project_dir, files):
     def gen():
         mappings = read_extension_to_language_mappings()
         for x in files:
-            print("Processing", x)
             _, extname = os.path.splitext(x)
 
             with open(x) as f:
@@ -53,7 +53,13 @@ def dataset_iter(files):
                     print("Cannot decode unicode", x)
                     continue
 
+            segments = x.removeprefix(project_dir).split(os.sep)
+            project = segments[1]
+            file = os.path.join(*segments[2:])
             yield dict(
+                id=to_id(project, file),
+                project=project,
+                file=file,
                 language=mappings[extname],
                 content=content,
                 **metrics.compute(content),
@@ -73,6 +79,11 @@ def count_by_language(dataset):
     return df
 
 
+def to_id(*args):
+    token = ":".join(args)
+    return base64.urlsafe_b64encode(token.encode("utf-8")).decode("utf-8").rstrip("=")
+
+
 if __name__ == "__main__":
     valid_extensions = read_valid_extensions()
 
@@ -91,8 +102,9 @@ if __name__ == "__main__":
         filter(is_valid_file, glob.glob(args.project_dir + "/**/*", recursive=True))
     )
 
-    ds = Dataset.from_generator(dataset_iter(files))
+    ds = Dataset.from_generator(dataset_iter(os.path.abspath(args.project_dir), files))
     ds.save_to_disk(args.output_dir)
+    ds.to_json(os.path.join(args.output_dir, "dumps.json"))
 
     print("\n## Summary")
     print("Number of source files", len(ds))
diff --git a/tabby/tools/build_dataset/programming-languages-to-file-extensions.json b/tabby/tools/build_dataset/programming-languages-to-file-extensions.json
index 6fcdccf..721615f 100644
--- a/tabby/tools/build_dataset/programming-languages-to-file-extensions.json
+++ b/tabby/tools/build_dataset/programming-languages-to-file-extensions.json
@@ -1,32 +1,28 @@
 {
-  "Assembly": [".asm"],
-  "Batchfile": [".bat", ".cmd"],
-  "C": [".c", ".h"],
-  "C#": [".cs"],
-  "C++": [".cpp", ".hpp", ".c++", ".h++", ".cc", ".hh", ".C", ".H"],
-  "CMake": [".cmake"],
-  "CSS": [".css"],
-  "Dockerfile": [".dockerfile", "Dockerfile"],
-  "FORTRAN": [".f90", ".f", ".f03", ".f08", ".f77", ".f95", ".for", ".fpp"],
-  "Go": [".go"],
-  "Haskell": [".hs"],
-  "HTML": [".html"],
-  "Java": [".java"],
-  "JavaScript": [".js"],
-  "Julia": [".jl"],
-  "Lua": [".lua"],
-  "Makefile": ["Makefile"],
-  "Markdown": [".md", ".markdown"],
-  "PHP": [".php", ".php3", ".php4", ".php5", ".phps", ".phpt"],
-  "Perl": [".pl", ".pm", ".pod", ".perl"],
-  "PowerShell": [".ps1", ".psd1", ".psm1"],
-  "Python": [".py"],
-  "Ruby": [".rb"],
-  "Rust": [".rs"],
-  "SQL": [".sql"],
-  "Scala": [".scala"],
-  "Shell": [".sh", ".bash", ".command", ".zsh"],
-  "TypeScript": [".ts", ".tsx"],
-  "TeX": [".tex"],
-  "Visual Basic": [".vb"]
+  "c": [".c", ".h"],
+  "csharp": [".cs"],
+  "cpp": [".cpp", ".hpp", ".c++", ".h++", ".cc", ".hh", ".C", ".H"],
+  "css": [".css"],
+  "dockerfile": ["Dockerfile"],
+  "go": [".go"],
+  "haskell": [".hs"],
+  "html": [".html"],
+  "java": [".java"],
+  "javascript": [".js"],
+  "julia": [".jl"],
+  "lua": [".lua"],
+  "makefile": ["Makefile"],
+  "markdown": [".md", ".markdown"],
+  "php": [".php", ".php3", ".php4", ".php5", ".phps", ".phpt"],
+  "perl": [".pl", ".pm", ".pod", ".perl"],
+  "powershell": [".ps1", ".psd1", ".psm1"],
+  "python": [".py"],
+  "ruby": [".rb"],
+  "rust": [".rs"],
+  "sql": [".sql"],
+  "scala": [".scala"],
+  "shellscript": [".sh", ".bash", ".command", ".zsh"],
+  "typescript": [".ts", ".tsx"],
+  "tex": [".tex"],
+  "vb": [".vb"]
 }