diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 38c5144..5eea484 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -41,7 +41,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ["3.8", "3.9", "3.10", "3.11", "3.12", "3.13"]
+        python-version: ["3.11", "3.12", "3.13", "3.14"]
     steps:
       - uses: actions/checkout@v4
       - uses: actions/setup-python@v5
diff --git a/jsoncsv/dumptool.py b/jsoncsv/dumptool.py
index 026398c..7ce0d98 100644
--- a/jsoncsv/dumptool.py
+++ b/jsoncsv/dumptool.py
@@ -2,30 +2,34 @@
 # 2015.10.09
 
 import csv
+import io
 import json
+from typing import Any
 
 import xlwt
 
+from jsoncsv.utils import JsonType
+
 
 class Dump:
-    def __init__(self, fin, fout, **kwargs):
+    def __init__(self, fin: io.TextIOBase, fout: io.TextIOBase | io.BytesIO, **kwargs: Any) -> None:
         self.fin = fin
         self.fout = fout
         self.initialize(**kwargs)
 
-    def initialize(self, **kwargs):
+    def initialize(self, **kwargs: Any) -> None:
         pass
 
-    def prepare(self):
+    def prepare(self) -> None:
         pass
 
-    def dump_file(self, obj):
+    def dump_file(self) -> None:
         raise NotImplementedError
 
-    def on_finish(self):
+    def on_finish(self) -> None:
         pass
 
-    def dump(self):
+    def dump(self) -> None:
         self.prepare()
         self.dump_file()
         self.on_finish()
@@ -33,9 +37,13 @@ def dump(self):
 
 class ReadHeadersMixin:
     @staticmethod
-    def load_headers(fin, read_row=None, sort_type=None):  # noqa: ARG004 - reserved for future use
-        headers = set()
-        datas = []
+    def load_headers(
+        fin: io.TextIOBase,
+        read_row: int | None = None,
+        sort_type: bool | None = None,  # noqa: ARG004 - reserved for future use
+    ) -> tuple[list[str], list[dict[str, JsonType]]]:
+        headers: set[str] = set()
+        datas: list[dict[str, JsonType]] = []
 
         # read
         if not read_row or read_row < 1:
@@ -43,6 +51,7 @@ def load_headers(fin, read_row=None, sort_type=None):  # noqa: ARG004 - reserved
 
         for line in fin:
             obj = json.loads(line)
+            assert isinstance(obj, dict)
             headers.update(obj.keys())
             datas.append(obj)
 
@@ -50,30 +59,29 @@ def load_headers(fin, read_row=None, sort_type=None):  # noqa: ARG004 - reserved
             if not read_row:
                 break
         # TODO: add some sort_type here
-        headers = sorted(headers)
+        headers_list = sorted(headers)
 
-        return (list(headers), datas)
+        return (headers_list, datas)
 
 
 class DumpExcel(Dump, ReadHeadersMixin):
-    def initialize(self, **kwargs):
+    def initialize(self, **kwargs: Any) -> None:
         super().initialize(**kwargs)
         self._read_row = kwargs.get('read_row')
         self._sort_type = kwargs.get('sort_type')
 
-    def prepare(self):
-        headers, datas = self.load_headers(self.fin, self._read_row,
-                                           self._sort_type)
+    def prepare(self) -> None:
+        headers, datas = self.load_headers(self.fin, self._read_row, self._sort_type)
         self._headers = headers
         self._datas = datas
 
-    def write_headers(self):
+    def write_headers(self) -> None:
         raise NotImplementedError
 
-    def write_obj(self):
+    def write_obj(self, obj: dict[str, JsonType]) -> None:
         raise NotImplementedError
 
-    def dump_file(self):
+    def dump_file(self) -> None:
         self.write_headers()
 
         for obj in self._datas:
@@ -81,33 +89,36 @@ def dump_file(self):
 
         for line in self.fin:
             obj = json.loads(line)
+            assert isinstance(obj, dict)
             self.write_obj(obj)
 
 
 class DumpCSV(DumpExcel):
-    def initialize(self, **kwargs):
+    def initialize(self, **kwargs: Any) -> None:
         super().initialize(**kwargs)
-        self.csv_writer = None
+        self.csv_writer: csv.DictWriter[str] | None = None
 
-    def write_headers(self):
+    def write_headers(self) -> None:
+        assert isinstance(self.fout, io.TextIOBase)
         self.csv_writer = csv.DictWriter(self.fout, self._headers)
         self.csv_writer.writeheader()
 
-    def write_obj(self, obj):
-        patched_obj = {
+    def write_obj(self, obj: dict[str, JsonType]) -> None:
+        patched_obj: dict[str, str] = {
             key: self.patch_value(value)
             for key, value in obj.items()
         }
+        assert self.csv_writer is not None
         self.csv_writer.writerow(patched_obj)
 
-    def patch_value(self, value):
+    def patch_value(self, value: JsonType) -> str:
         if value in (None, {}, []):
             return ""
-        return value
+        return str(value)
 
 
 class DumpXLS(DumpExcel):
-    def initialize(self, **kwargs):
+    def initialize(self, **kwargs: Any) -> None:
         super().initialize(**kwargs)
 
         self.sheet = kwargs.get('sheet', 'Sheet1')
@@ -116,30 +127,36 @@ def initialize(self, **kwargs):
         self.row = 0
         self.cloumn = 0
 
-    def write_headers(self):
+    def write_headers(self) -> None:
         for head in self._headers:
             self.ws.write(self.row, self.cloumn, head)
             self.cloumn += 1
         self.row += 1
 
-    def write_obj(self, obj):
+    def write_obj(self, obj: dict[str, JsonType]) -> None:
         self.cloumn = 0
 
         for head in self._headers:
             value = obj.get(head)
             # patch
-            if value in ({},):
+            if value == {}:
                 value = "{}"
             self.ws.write(self.row, self.cloumn, value)
             self.cloumn += 1
 
         self.row += 1
 
-    def on_finish(self):
+    def on_finish(self) -> None:
+        assert isinstance(self.fout, io.BufferedIOBase)
         self.wb.save(self.fout)
 
 
-def dump_excel(fin, fout, klass, **kwargs):
+def dump_excel(
+    fin: io.TextIOBase,
+    fout: io.TextIOBase | io.BytesIO,
+    klass: type[DumpExcel],
+    **kwargs: Any,
+) -> None:
     if not isinstance(klass, type) or not issubclass(klass, DumpExcel):
         raise ValueError("unknow dumpexcel type")
 
diff --git a/jsoncsv/jsontool.py b/jsoncsv/jsontool.py
index 69fb0da..3d99636 100644
--- a/jsoncsv/jsontool.py
+++ b/jsoncsv/jsontool.py
@@ -1,12 +1,22 @@
 # author@alingse
 # 2016.05.27
 
+import io
 import json
+from collections.abc import Callable, Iterable, Iterator
 from copy import deepcopy
 from itertools import groupby
 from operator import itemgetter
 
-from jsoncsv.utils import decode_safe_key, encode_safe_key
+from jsoncsv.utils import (
+    DecodedPathType,
+    JsonType,
+    LeafInputType,
+    LeafType,
+    PathType,
+    decode_safe_key,
+    encode_safe_key,
+)
 
 __all__ = [
     'convert_json',
@@ -14,13 +24,17 @@
     'restore',
 ]
 
+# Type alias for the func parameter in convert_json
+# Use ... to indicate additional keyword arguments are accepted
+ConvertFunc = Callable[..., dict[str, JsonType]] | Callable[..., JsonType]
 
-def gen_leaf(root, path=None):
+
+def gen_leaf(root: JsonType, path: PathType | None = None) -> Iterator[LeafType]:
     if path is None:
         path = []
 
     if not isinstance(root, (dict, list)) or not root:
-        leaf = (path, root)
+        leaf: LeafType = (path, root)
         yield leaf
     else:
         items = root.items() if isinstance(root, dict) else enumerate(root)
@@ -32,7 +46,7 @@ def gen_leaf(root, path=None):
                 yield leaf
 
 
-def is_array_index(keys, enable_str=True):
+def is_array_index(keys: Iterable[int | str], enable_str: bool = True) -> bool:
     keys = list(deepcopy(keys))
     # 不强调有序
     key_map = dict.fromkeys(keys, True)
@@ -44,7 +58,7 @@ def is_array_index(keys, enable_str=True):
     return bool(enable_str and all(str(key) in key_map for key in int_keys))
 
 
-def from_leaf(leafs):
+def from_leaf(leafs: Iterable[LeafInputType]) -> JsonType:
     # [(path, value), (path, value)]
     leafs = list(leafs)
 
@@ -58,10 +72,10 @@ def from_leaf(leafs):
     _get_head = itemgetter(0)
     _get_leaf = itemgetter(1)
 
-    zlist = list(zip(heads, leafs))
+    zlist = list(zip(heads, leafs, strict=True))
     glist = groupby(sorted(zlist, key=_get_head), key=_get_head)
 
-    child = []
+    child: list[tuple[int | str, JsonType]] = []
     for g in glist:
         head, _zlist = g
         _leafs = map(_get_leaf, _zlist)
@@ -73,30 +87,31 @@ def from_leaf(leafs):
         child.sort(key=lambda x: int(x[0]))
         return list(map(_get_leaf, child))
 
-    return dict(child)
+    return dict(child)  # type: ignore[arg-type]
 
 
-def expand(origin, separator='.', safe=False):
+def expand(origin: JsonType, separator: str = '.', safe: bool = False) -> dict[str, JsonType]:
     root = origin
     leafs = gen_leaf(root)
 
-    expobj = {}
+    expobj: dict[str, JsonType] = {}
     for path, value in leafs:
-        path = map(str, path)
+        # Convert path elements to strings
+        str_path: list[str] = [str(p) for p in path]
 
-        key = encode_safe_key(path, separator) if safe else separator.join(path)
+        key = encode_safe_key(str_path, separator) if safe else separator.join(str_path)
         expobj[key] = value
 
     return expobj
 
 
-def restore(expobj, separator='.', safe=False):
-    leafs = []
+def restore(expobj: dict[str, JsonType], separator: str = '.', safe: bool = False) -> JsonType:
+    leafs: list[tuple[DecodedPathType, JsonType]] = []
 
     items = expobj.items()
 
     for key, value in items:
-        path = decode_safe_key(key, separator) if safe else key.split(separator)
+        path: DecodedPathType = decode_safe_key(key, separator) if safe else key.split(separator)
 
         if key == '':
             path = []
@@ -107,7 +122,14 @@ def restore(expobj, separator='.', safe=False):
     return origin
 
 
-def convert_json(fin, fout, func, separator=".", safe=False, json_array=False):
+def convert_json(
+    fin: io.TextIOBase,
+    fout: io.TextIOBase,
+    func: ConvertFunc,
+    separator: str = '.',
+    safe: bool = False,
+    json_array: bool = False,
+) -> None:
     '''
     ensure fin/fout is TextIO
     '''
@@ -116,7 +138,7 @@ def convert_json(fin, fout, func, separator=".", safe=False, json_array=False):
         raise ValueError("unknow convert_json type")
 
     # default: read json objects from each line
-    def gen_objs():
+    def gen_objs() -> Iterator[JsonType]:
         for line in fin:
             obj = json.loads(line)
             yield obj
@@ -125,7 +147,7 @@ def gen_objs():
 
     if json_array:
         # read all input as json array
-        def gen_objs_from_array():
+        def gen_objs_from_array() -> Iterator[JsonType]:
             objs = json.load(fin)
             assert isinstance(objs, list)
             yield from objs
diff --git a/jsoncsv/main.py b/jsoncsv/main.py
index 33f3393..16c22fa 100644
--- a/jsoncsv/main.py
+++ b/jsoncsv/main.py
@@ -1,14 +1,19 @@
+import io
 import sys
+from collections.abc import Callable
+from typing import Any
 
 import click
 
-from jsoncsv import dumptool, jsontool
+from jsoncsv import dumptool
 from jsoncsv.dumptool import dump_excel
 from jsoncsv.jsontool import convert_json
+from jsoncsv.jsontool import expand as expand_fn
+from jsoncsv.jsontool import restore as restore_fn
 from jsoncsv.utils import unit_char
 
 
-def separator_type(sep):
+def separator_type(sep: str) -> str:
     if len(sep) != 1:
         raise click.BadOptionUsage(option_name='separator',
                                    message='separator can only be a char')
@@ -44,11 +49,20 @@ def separator_type(sep):
               help='expand json (default True)')
 @click.argument('input', type=click.File('r', encoding='utf-8'), default='-')
 @click.argument('output', type=click.File('w', encoding='utf-8'), default='-')
-def jsoncsv(output, input, expand, restore, safe, separator, json_array):
+def jsoncsv(
+    output: io.TextIOBase,
+    input: io.TextIOBase,
+    expand: bool,
+    restore: bool,
+    safe: bool,
+    separator: str,
+    json_array: bool,
+) -> None:
     if expand and restore:
         raise click.UsageError('can not choose both, default is `-e`')
 
-    func = jsontool.expand if not restore else jsontool.restore
+    func: Callable[..., Any]
+    func = expand_fn if not restore else restore_fn
 
     convert_json(input,
                  output,
@@ -81,14 +95,20 @@ def jsoncsv(output, input, expand, restore, safe, separator, json_array):
               help='enable sort the headers keys')
 @click.argument('input', type=click.File('r', encoding='utf-8'), default='-')
 @click.argument('output', type=click.Path(), default='-')
-def mkexcel(output, input, sort_, row, type_):
-    klass = dumptool.DumpCSV
+def mkexcel(
+    output: str,
+    input: io.TextIOBase,
+    sort_: bool,
+    row: int | None,
+    type_: str,
+) -> None:
+    klass: type[dumptool.DumpExcel] = dumptool.DumpCSV
     if type_ == "xls":
         klass = dumptool.DumpXLS
 
     # Open file in appropriate mode based on type
     if output == '-':
-        fout = sys.stdout.buffer if type_ == 'xls' else sys.stdout
+        fout: Any = sys.stdout.buffer if type_ == 'xls' else sys.stdout
         dump_excel(input, fout, klass, read_row=row, sort_type=sort_)
     else:
         mode = 'wb' if type_ == 'xls' else 'w'
diff --git a/jsoncsv/utils.py b/jsoncsv/utils.py
index 4c51709..68fa200 100644
--- a/jsoncsv/utils.py
+++ b/jsoncsv/utils.py
@@ -1,17 +1,25 @@
 # author@alingse
 # 2016.11.20
 
+# Type aliases for JSON data structures
+JsonType = dict[str, 'JsonType'] | list['JsonType'] | str | int | float | bool | None
+PathType = list[int | str]  # Can contain ints (array indices) or strings (dict keys)
+DecodedPathType = list[str]  # Decoded paths from keys are always strings
+LeafType = tuple[PathType, JsonType]
+# Type for leafs that can contain either PathType (from gen_leaf) or DecodedPathType (from restore)
+LeafInputType = LeafType | tuple[DecodedPathType, JsonType]
+
 unit_char = '\\'
 
 
-def encode_safe_key(path, separator):
+def encode_safe_key(path: list[str], separator: str) -> str:
     path = [p.replace(unit_char, unit_char * 2) for p in path]
     separator = unit_char + separator
     return separator.join(path)
 
 
-def decode_safe_key(key, separator):
-    path = []
+def decode_safe_key(key: str, separator: str) -> list[str]:
+    path: list[str] = []
     p = ''
     escape = False
 
diff --git a/pyproject.toml b/pyproject.toml
index 07d34db..512a1d6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,7 +8,7 @@ version = "2.3.0"
 description = "A command tool easily convert json file to csv or xlsx."
 readme = "README.md"
 license = { text = "Apache-2.0" }
-requires-python = ">=3.8"
+requires-python = ">=3.11"
 authors = [
     { name = "alingse", email = "alingse@foxmail.com" }
 ]
@@ -22,12 +22,10 @@ keywords = [
 classifiers = [
     "Operating System :: OS Independent",
     "Programming Language :: Python :: 3",
-    "Programming Language :: Python :: 3.8",
-    "Programming Language :: Python :: 3.9",
-    "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
     "Programming Language :: Python :: 3.13",
+    "Programming Language :: Python :: 3.14",
     "License :: OSI Approved :: Apache Software License",
 ]
 dependencies = [
@@ -57,7 +55,7 @@ packages = ["jsoncsv"]
 # Ruff configuration
 [tool.ruff]
 line-length = 100
-target-version = "py38"
+target-version = "py311"
 
 [tool.ruff.lint]
 select = [
@@ -80,7 +78,7 @@ known-first-party = ["jsoncsv"]
 
 # MyPy configuration
 [tool.mypy]
-python_version = "3.9"
+python_version = "3.11"
 warn_return_any = true
 warn_unused_configs = true
 ignore_missing_imports = true
@@ -112,3 +110,11 @@ exclude_lines = [
     "raise NotImplementedError",
     "if TYPE_CHECKING:",
 ]
+
+[dependency-groups]
+dev = [
+    "mypy>=1.19.1",
+    "pytest>=9.0.2",
+    "pytest-cov>=4.0",
+    "ruff>=0.15.0",
+]
diff --git a/uv.lock b/uv.lock
index 7d023e5..05c9194 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,37 +1,13 @@
 version = 1
 revision = 2
-requires-python = ">=3.8"
-resolution-markers = [
-    "python_full_version >= '3.10'",
-    "python_full_version == '3.9.*'",
-    "python_full_version < '3.9'",
-]
-
-[[package]]
-name = "click"
-version = "8.1.8"
-source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version == '3.9.*'",
-    "python_full_version < '3.9'",
-]
-dependencies = [
-    { name = "colorama", marker = "python_full_version < '3.10' and sys_platform == 'win32'" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/b9/2e/0090cbf739cee7d23781ad4b89a9894a41538e4fcf4c31dcdd705b78eb8b/click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a", size = 226593, upload-time = "2024-12-21T18:38:44.339Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/7e/d4/7ebdbd03970677812aac39c869717059dbb71a4cfc033ca6e5221787892c/click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2", size = 98188, upload-time = "2024-12-21T18:38:41.666Z" },
-]
+requires-python = ">=3.11"
 
 [[package]]
 name = "click"
 version = "8.3.1"
 source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version >= '3.10'",
-]
 dependencies = [
-    { name = "colorama", marker = "python_full_version >= '3.10' and sys_platform == 'win32'" },
+    { name = "colorama", marker = "sys_platform == 'win32'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/3d/fa/656b739db8587d7b5dfa22e22ed02566950fbfbcdc20311993483657a5c0/click-8.3.1.tar.gz", hash = "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a", size = 295065, upload-time = "2025-11-15T20:45:42.706Z" }
 wheels = [
@@ -47,235 +23,12 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" },
 ]
 
-[[package]]
-name = "coverage"
-version = "7.6.1"
-source = { registry = "https://pypi.org/simple" }
-resolution-markers = [
-    "python_full_version < '3.9'",
-]
-sdist = { url = "https://files.pythonhosted.org/packages/f7/08/7e37f82e4d1aead42a7443ff06a1e406aabf7302c4f00a546e4b320b994c/coverage-7.6.1.tar.gz", hash = "sha256:953510dfb7b12ab69d20135a0662397f077c59b1e6379a768e97c59d852ee51d", size = 798791, upload-time = "2024-08-04T19:45:30.9Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/7e/61/eb7ce5ed62bacf21beca4937a90fe32545c91a3c8a42a30c6616d48fc70d/coverage-7.6.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b06079abebbc0e89e6163b8e8f0e16270124c154dc6e4a47b413dd538859af16", size = 206690, upload-time = "2024-08-04T19:43:07.695Z" },
-    { url = "https://files.pythonhosted.org/packages/7d/73/041928e434442bd3afde5584bdc3f932fb4562b1597629f537387cec6f3d/coverage-7.6.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:cf4b19715bccd7ee27b6b120e7e9dd56037b9c0681dcc1adc9ba9db3d417fa36", size = 207127, upload-time = "2024-08-04T19:43:10.15Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/c8/6ca52b5147828e45ad0242388477fdb90df2c6cbb9a441701a12b3c71bc8/coverage-7.6.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e61c0abb4c85b095a784ef23fdd4aede7a2628478e7baba7c5e3deba61070a02", size = 235654, upload-time = "2024-08-04T19:43:12.405Z" },
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