diff --git a/pyproject.toml b/pyproject.toml
index 777ac42..f6140d7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -83,6 +83,18 @@ ignore = [
     #D107 Missing docstring in __init__
     "D107"
 ]
+"tosfs/fsspec_utils.py" = [
+    #SIM108 Use ternary operator xxx instead of `if`-`else`-block
+    "SIM108",
+    #N803 Argument name should be lowercase
+    "N803",
+    #PLR0915 Too many statements
+    "PLR0915",
+    #PLR0912 Too many branches
+    "PLR0912",
+    #C901 is too complex
+    "C901",
+]
 
 [tool.mypy]
 python_version = "3.9"
@@ -90,7 +102,10 @@ ignore_missing_imports = true
 disallow_untyped_calls = true
 disallow_untyped_defs = true
 strict_optional = true
-exclude = "tosfs/tests/.*"
+exclude = [
+    "tosfs/tests/.*",
+    "tosfs/fsspec_utils.py"
+]
 
 [build-system]
 requires = ["poetry-core"]
diff --git a/tosfs/core.py b/tosfs/core.py
index 1534909..c52dbb6 100644
--- a/tosfs/core.py
+++ b/tosfs/core.py
@@ -19,7 +19,7 @@
 import os
 import time
 from glob import has_magic
-from typing import Any, BinaryIO, Generator, List, Optional, Tuple, Union
+from typing import Any, BinaryIO, Collection, Generator, List, Optional, Tuple, Union
 
 import tos
 from fsspec import AbstractFileSystem
@@ -41,6 +41,7 @@
     TOS_SERVER_RESPONSE_CODE_NOT_FOUND,
 )
 from tosfs.exceptions import TosfsError
+from tosfs.fsspec_utils import glob_translate
 from tosfs.utils import find_bucket_key, get_brange, retryable_func_wrapper
 
 # environment variable names
@@ -912,6 +913,80 @@ def cp_file(
             # serial multipart copy
             self._copy_managed(path1, path2, size, **kwargs)
 
+    def glob(
+        self, path: str, maxdepth: Optional[int] = None, **kwargs: Any
+    ) -> Collection[Any]:
+        """Return list of paths matching a glob-like pattern.
+
+        Parameters
+        ----------
+        path : str
+            The path to search.
+        maxdepth : int, optional
+            The maximum depth to search to (default is None).
+        **kwargs : Any, optional
+            Additional arguments.
+
+        """
+        if path.startswith("*"):
+            raise ValueError("Cannot traverse all of tosfs")
+
+        if maxdepth is not None and maxdepth < 1:
+            raise ValueError("maxdepth must be at least 1")
+
+        import re
+
+        seps = (os.path.sep, os.path.altsep) if os.path.altsep else (os.path.sep,)
+        ends_with_sep = path.endswith(seps)  # _strip_protocol strips trailing slash
+        path = self._strip_protocol(path)
+        append_slash_to_dirname = ends_with_sep or path.endswith(
+            tuple(sep + "**" for sep in seps)
+        )
+
+        idx_star = path.find("*") if path.find("*") >= 0 else len(path)
+        idx_qmark = path.find("?") if path.find("?") >= 0 else len(path)
+        idx_brace = path.find("[") if path.find("[") >= 0 else len(path)
+        min_idx = min(idx_star, idx_qmark, idx_brace)
+
+        detail = kwargs.pop("detail", False)
+
+        if not has_magic(path):
+            if self.exists(path, **kwargs):
+                return {path: self.info(path, **kwargs)} if detail else [path]
+            return {} if detail else []
+
+        depth: Optional[int] = None
+        root, depth = "", path[min_idx + 1 :].count("/") + 1
+        if "/" in path[:min_idx]:
+            min_idx = path[:min_idx].rindex("/")
+            root = path[: min_idx + 1]
+
+        if "**" in path:
+            if maxdepth is not None:
+                idx_double_stars = path.find("**")
+                depth_double_stars = path[idx_double_stars:].count("/") + 1
+                depth = depth - depth_double_stars + maxdepth
+            else:
+                depth = None
+
+        allpaths = self.find(root, maxdepth=depth, withdirs=True, detail=True, **kwargs)
+        pattern = re.compile(glob_translate(path + ("/" if ends_with_sep else "")))
+
+        if isinstance(allpaths, dict):
+            out = {
+                p: info
+                for p, info in sorted(allpaths.items())
+                if pattern.match(
+                    p + "/"
+                    if append_slash_to_dirname and info["type"] == "directory"
+                    else p
+                )
+            }
+        else:
+            out = {}
+
+        return out if detail else list(out)
+
     def _copy_basic(self, path1: str, path2: str, **kwargs: Any) -> None:
         """Copy file between locations on tos.
 
diff --git a/tosfs/fsspec_utils.py b/tosfs/fsspec_utils.py
new file mode 100644
index 0000000..2239aa9
--- /dev/null
+++ b/tosfs/fsspec_utils.py
@@ -0,0 +1,130 @@
+# ByteDance Volcengine EMR, Copyright 2024.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""The module contains utility functions copied from fsspec package."""
+
+import os
+import re
+
+
+def _translate(pat, STAR, QUESTION_MARK):
+    # Copied from: https://github.com/python/cpython/pull/106703.
+    res: list[str] = []
+    add = res.append
+    i, n = 0, len(pat)
+    while i < n:
+        c = pat[i]
+        i = i + 1
+        if c == "*":
+            # compress consecutive `*` into one
+            if (not res) or res[-1] is not STAR:
+                add(STAR)
+        elif c == "?":
+            add(QUESTION_MARK)
+        elif c == "[":
+            j = i
+            if j < n and pat[j] == "!":
+                j = j + 1
+            if j < n and pat[j] == "]":
+                j = j + 1
+            while j < n and pat[j] != "]":
+                j = j + 1
+            if j >= n:
+                add("\\[")
+            else:
+                stuff = pat[i:j]
+                if "-" not in stuff:
+                    stuff = stuff.replace("\\", r"\\")
+                else:
+                    chunks = []
+                    k = i + 2 if pat[i] == "!" else i + 1
+                    while True:
+                        k = pat.find("-", k, j)
+                        if k < 0:
+                            break
+                        chunks.append(pat[i:k])
+                        i = k + 1
+                        k = k + 3
+                    chunk = pat[i:j]
+                    if chunk:
+                        chunks.append(chunk)
+                    else:
+                        chunks[-1] += "-"
+                    # Remove empty ranges -- invalid in RE.
+                    for k in range(len(chunks) - 1, 0, -1):
+                        if chunks[k - 1][-1] > chunks[k][0]:
+                            chunks[k - 1] = chunks[k - 1][:-1] + chunks[k][1:]
+                            del chunks[k]
+                    # Escape backslashes and hyphens for set difference (--).
+                    # Hyphens that create ranges shouldn't be escaped.
+                    stuff = "-".join(
+                        s.replace("\\", r"\\").replace("-", r"\-") for s in chunks
+                    )
+                # Escape set operations (&&, ~~ and ||).
+                stuff = re.sub(r"([&~|])", r"\\\1", stuff)
+                i = j + 1
+                if not stuff:
+                    # Empty range: never match.
+                    add("(?!)")
+                elif stuff == "!":
+                    # Negated empty range: match any character.
+                    add(".")
+                else:
+                    if stuff[0] == "!":
+                        stuff = "^" + stuff[1:]
+                    elif stuff[0] in ("^", "["):
+                        stuff = "\\" + stuff
+                    add(f"[{stuff}]")
+        else:
+            add(re.escape(c))
+    assert i == n
+    return res
+
+
+def glob_translate(pat: str):
+    # Copied from: https://github.com/python/cpython/pull/106703.
+    # The keyword parameters' values are fixed to:
+    # recursive=True, include_hidden=True, seps=None
+    """Translate a pathname with shell wildcards to a regular expression."""
+    if os.path.altsep:
+        seps = os.path.sep + os.path.altsep
+    else:
+        seps = os.path.sep
+    escaped_seps = "".join(map(re.escape, seps))
+    any_sep = f"[{escaped_seps}]" if len(seps) > 1 else escaped_seps
+    not_sep = f"[^{escaped_seps}]"
+    one_last_segment = f"{not_sep}+"
+    one_segment = f"{one_last_segment}{any_sep}"
+    any_segments = f"(?:.+{any_sep})?"
+    any_last_segments = ".*"
+    results = []
+    parts = re.split(any_sep, pat)
+    last_part_idx = len(parts) - 1
+    for idx, part in enumerate(parts):
+        if part == "*":
+            results.append(one_segment if idx < last_part_idx else one_last_segment)
+            continue
+        if part == "**":
+            results.append(any_segments if idx < last_part_idx else any_last_segments)
+            continue
+        elif "**" in part:
+            raise ValueError(
+                "Invalid pattern: '**' can only be an entire path component"
+            )
+        if part:
+            results.extend(_translate(part, f"{not_sep}*", not_sep))
+        if idx < last_part_idx:
+            results.append(any_sep)
+    res = "".join(results)
+    return rf"(?s:{res})\Z"
diff --git a/tosfs/tests/test_tosfs.py b/tosfs/tests/test_tosfs.py
index 9c2e89a..0f2e855 100644
--- a/tosfs/tests/test_tosfs.py
+++ b/tosfs/tests/test_tosfs.py
@@ -14,6 +14,7 @@
 import os.path
 import tempfile
 
+import fsspec
 import pytest
 from tos.exceptions import TosServerError
 
@@ -21,6 +22,8 @@
 from tosfs.exceptions import TosfsError
 from tosfs.utils import create_temp_dir, random_str
 
+fsspec_version = fsspec.__version__
+
 
 def test_ls_bucket(tosfs: TosFileSystem, bucket: str) -> None:
     assert bucket in tosfs.ls("", detail=False)
@@ -535,6 +538,96 @@ def test_expand_path(
     )
 
 
+def test_glob(tosfs: TosFileSystem, bucket: str, temporary_workspace: str) -> None:
+    dir_name = random_str()
+    sub_dir_name = random_str()
+    file_name = random_str()
+    sub_file_name = random_str()
+    nested_file_name = random_str()
+
+    tosfs.makedirs(f"{bucket}/{temporary_workspace}/{dir_name}/{sub_dir_name}")
+    tosfs.touch(f"{bucket}/{temporary_workspace}/{dir_name}/{file_name}")
+    tosfs.touch(
+        f"{bucket}/{temporary_workspace}/{dir_name}/{sub_dir_name}/{sub_file_name}"
+    )
+    tosfs.touch(
+        f"{bucket}/{temporary_workspace}/{dir_name}/{sub_dir_name}/{nested_file_name}"
+    )
+
+    # Test invalid inputs
+    with pytest.raises(ValueError, match="Cannot traverse all of tosfs"):
+        tosfs.glob("*")
+
+    with pytest.raises(ValueError, match="maxdepth must be at least 1"):
+        tosfs.glob(f"{bucket}/{temporary_workspace}", maxdepth=0)
+
+    # Test valid inputs
+    # No wildcards
+    assert tosfs.glob(f"{bucket}/{temporary_workspace}/{dir_name}/{file_name}") == [
+        f"{bucket}/{temporary_workspace}/{dir_name}/{file_name}"
+    ]
+
+    # Single wildcard *
+    assert sorted(tosfs.glob(f"{bucket}/{temporary_workspace}/{dir_name}/*")) == sorted(
+        [
+            f"{bucket}/{temporary_workspace}/{dir_name}/{file_name}",
+            f"{bucket}/{temporary_workspace}/{dir_name}/{sub_dir_name}",
+        ]
+    )
+
+    # Single character wildcard ?
+    assert tosfs.glob(
+        f"{bucket}/{temporary_workspace}/{dir_name}/{file_name[:-1]}?"
+    ) == [f"{bucket}/{temporary_workspace}/{dir_name}/{file_name}"]
+
+    # Character class wildcard []
+    assert tosfs.glob(
+        f"{bucket}/{temporary_workspace}/{dir_name}/{file_name[:-1]}[{file_name[-1]}]"
+    ) == [f"{bucket}/{temporary_workspace}/{dir_name}/{file_name}"]
+
+    # Recursive wildcard **
+    assert sorted(tosfs.glob(f"{bucket}/{temporary_workspace}/**")) == sorted(
+        [
+            f"{bucket}/{temporary_workspace}",
+            f"{bucket}/{temporary_workspace}/{dir_name}",
+            f"{bucket}/{temporary_workspace}/{dir_name}/{file_name}",
+            f"{bucket}/{temporary_workspace}/{dir_name}/{sub_dir_name}",
+            f"{bucket}/{temporary_workspace}/{dir_name}/{sub_dir_name}/{sub_file_name}",
+            f"{bucket}/{temporary_workspace}/{dir_name}/{sub_dir_name}/{nested_file_name}",
+        ]
+    )
+
+    # Test with maxdepth
+    assert (
+        sorted(tosfs.glob(f"{bucket}/{temporary_workspace}/**", maxdepth=2))
+        == sorted(
+            [
+                f"{bucket}/{temporary_workspace}/{dir_name}",
+                f"{bucket}/{temporary_workspace}/{dir_name}/{file_name}",
+                f"{bucket}/{temporary_workspace}/{dir_name}/{sub_dir_name}",
+            ]
+        )
+        if fsspec_version == "2023.5.0"
+        else sorted(
+            [
+                f"{bucket}/{temporary_workspace}",
+                f"{bucket}/{temporary_workspace}/{dir_name}",
+                f"{bucket}/{temporary_workspace}/{dir_name}/{file_name}",
+                f"{bucket}/{temporary_workspace}/{dir_name}/{sub_dir_name}",
+            ]
+        )
+    )
+
+    # Test with detail
+    result = tosfs.glob(f"{bucket}/{temporary_workspace}/**", detail=True)
+    assert isinstance(result, dict)
+    assert f"{bucket}/{temporary_workspace}/{dir_name}/{file_name}" in result
+    assert (
+        result[f"{bucket}/{temporary_workspace}/{dir_name}/{file_name}"]["type"]
+        == "file"
+    )
+
+
 ###########################################################
 #                File operation tests                     #
 ###########################################################
diff --git a/tosfs/utils.py b/tosfs/utils.py
index d949877..0e96e96 100644
--- a/tosfs/utils.py
+++ b/tosfs/utils.py
@@ -13,7 +13,6 @@
 # limitations under the License.
 
 """The module contains utility functions for the tosfs package."""
-
 import random
 import re
 import string