diff --git a/MANIFEST.in b/MANIFEST.in
index 3de398b..1c82bfe 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -4,4 +4,5 @@ include bedboss/*
 include bedboss/bedstat/*
 include bedboss/bedstat/tools/*
 include bedboss/bedmaker/*
-include bedboss/bedqc/*
\ No newline at end of file
+include bedboss/bedqc/*
+include bedboss/qdrant_index/*
\ No newline at end of file
diff --git a/bedboss/bedboss.py b/bedboss/bedboss.py
index c00776d..ed0fb4e 100644
--- a/bedboss/bedboss.py
+++ b/bedboss/bedboss.py
@@ -11,6 +11,7 @@
 from bedboss.bedstat.bedstat import bedstat
 from bedboss.bedmaker.bedmaker import BedMaker
 from bedboss.bedqc.bedqc import bedqc
+from bedboss.qdrant_index import add_to_qdrant
 from bedboss.cli import build_argparser
 from bedboss.const import (
     OS_HG19,
@@ -234,14 +235,16 @@ def main(test_args: dict = None) -> NoReturn:
     )
     if args_dict["command"] == "all":
         run_all(pm=pm, **args_dict)
+    elif args_dict["command"] == "all-pep":
+        run_all_by_pep(args_dict["pep_config"])
     elif args_dict["command"] == "make":
         BedMaker(pm=pm, **args_dict)
     elif args_dict["command"] == "qc":
         bedqc(pm=pm, **args_dict)
     elif args_dict["command"] == "stat":
         bedstat(pm=pm, **args_dict)
-    elif args_dict["command"] == "all-pep":
-        run_all_by_pep(args_dict["pep_config"])
+    elif args_dict["command"] == "index":
+        add_to_qdrant(pm=pm, **args_dict)
     else:
         parser.print_help()
         # raise Exception("Incorrect pipeline name.")
diff --git a/bedboss/bedstat/bedstat.py b/bedboss/bedstat/bedstat.py
index d2673a8..fd07925 100755
--- a/bedboss/bedstat/bedstat.py
+++ b/bedboss/bedstat/bedstat.py
@@ -254,7 +254,7 @@ def bedstat(
     if not skip_qdrant:
         bbc.add_bed_to_qdrant(
             bed_id=bed_digest,
-            bed_file_path=bedfile,
+            bed_file=bedfile,
             payload={"fileid": fileid},
         )
         bbc.bed.report(
diff --git a/bedboss/cli.py b/bedboss/cli.py
index af29106..a41f3e3 100644
--- a/bedboss/cli.py
+++ b/bedboss/cli.py
@@ -3,11 +3,13 @@
 import logmuse
 
 from bedboss._version import __version__
+from bedboss.const import DEFAULT_BEDBASE_API_URL
 
 
 def build_argparser() -> ArgumentParser:
     """
     BEDboss parser
+
     :retrun: Tuple[pipeline, arguments]
     """
     parser = VersionInHelpParser(
@@ -38,6 +40,11 @@ def build_argparser() -> ArgumentParser:
         help="A pipeline to read a file in BED format and produce metadata "
         "in JSON format.",
     )
+
+    sub_index = subparser.add_parser(
+        "index", help="Index not indexed bed files and add them to the qdrant database "
+    )
+
     sub_all.add_argument(
         "--outfolder",
         required=True,
@@ -318,4 +325,21 @@ def build_argparser() -> ArgumentParser:
         help="whether just to commit the JSON to the database",
     )
 
+    sub_index.add_argument(
+        "--bedbase-config",
+        dest="bedbase_config",
+        type=str,
+        required=True,
+        help="a path to the bedbase configuration file [Required]",
+    )
+
+    sub_index.add_argument(
+        "--bedbase-api",
+        dest="bedbase_api",
+        type=str,
+        required=False,
+        default=DEFAULT_BEDBASE_API_URL,
+        help=f"URL of the Bedbase API [Default: {DEFAULT_BEDBASE_API_URL}]",
+    )
+
     return logmuse.add_logging_options(parser)
diff --git a/bedboss/const.py b/bedboss/const.py
index 8dc6285..a68a1d0 100644
--- a/bedboss/const.py
+++ b/bedboss/const.py
@@ -1,3 +1,5 @@
+DEFAULT_BEDBASE_API_URL = "https://bedbase.org/api"
+
 OPEN_SIGNAL_FOLDER = "./openSignalMatrix"
 OPEN_SIGNAL_URL = "http://big.databio.org/open_chromatin_matrix/"
 
diff --git a/bedboss/qdrant_index/__init__.py b/bedboss/qdrant_index/__init__.py
new file mode 100644
index 0000000..5825fc2
--- /dev/null
+++ b/bedboss/qdrant_index/__init__.py
@@ -0,0 +1,3 @@
+from bedboss.qdrant_index.qdrant_index import add_to_qdrant
+
+__all__ = ["add_to_qdrant"]
diff --git a/bedboss/qdrant_index/qdrant_index.py b/bedboss/qdrant_index/qdrant_index.py
new file mode 100644
index 0000000..58c6e38
--- /dev/null
+++ b/bedboss/qdrant_index/qdrant_index.py
@@ -0,0 +1,64 @@
+import logging
+from typing import List
+from bbconf import BedBaseConf
+from geniml.bbclient import BBClient
+from geniml.region2vec import Region2VecExModel
+
+from bedboss.const import DEFAULT_BEDBASE_API_URL
+
+_LOGGER = logging.getLogger("bedboss")
+
+
+def get_unindexed_bed_files(bbc: BedBaseConf) -> List[str]:
+    """
+    Get list of unindexed bed files from the bedbase
+    :return: list of record_identifiers of unindexed bed files
+    """
+    result_list = bbc.bed.backend.select_txt(
+        columns=["record_identifier"],
+        filter_templ="""added_to_qdrant = false and (genome->>'alias') = 'hg38'""",
+    )
+    return [result[0] for result in result_list]
+
+
+def add_to_qdrant(
+    bedbase_config: str,
+    bedbase_api: str = DEFAULT_BEDBASE_API_URL,
+    **kwargs,
+) -> None:
+    """
+    Add unindexed bed files to qdrant
+
+    :param bedbase_config: path to the bedbase configuration file
+    :param bedbase_api: URL of the Bedbase API
+    :return: None
+    """
+    # get list of bed files
+    bbc = BedBaseConf(config_path=bedbase_config)
+    list_of_record_ids = get_unindexed_bed_files(bbc)
+
+    if len(list_of_record_ids) == 0:
+        _LOGGER.info("No unindexed bed files found")
+        return None
+
+    region_to_vec_obj = Region2VecExModel("databio/r2v-ChIP-atlas-hg38")
+
+    for record_id in list_of_record_ids:
+        bedfile_object = BBClient(
+            cache_folder="~/bedbase_cache", bedbase_api=bedbase_api
+        ).load_bed(record_id)
+
+        bbc.add_bed_to_qdrant(
+            bed_id=record_id,
+            bed_file=bedfile_object,
+            payload={"description": "test"},
+            region_to_vec=region_to_vec_obj,
+        )
+
+        bbc.bed.report(
+            record_identifier=record_id,
+            values={"added_to_qdrant": True},
+            force_overwrite=True,
+        )
+
+    return None