diff --git a/pdm.lock b/pdm.lock
index 0907ace83a..e1bf205231 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -370,12 +370,6 @@ sections = ["test"]
 version = "1.10.0"
 summary = "library with cross-python path, ini-parsing, io, code, log facilities"
 
-[[package]]
-name = "pycomplete"
-sections = ["default"]
-version = "0.3.1"
-summary = "A Python library to generate static completion scripts for your CLI app"
-
 [[package]]
 name = "pycparser"
 sections = ["default"]
@@ -651,7 +645,7 @@ summary = "Backport of pathlib-compatible object wrapper for zip files"
 
 [metadata]
 lock_version = "2"
-content_hash = "sha256:fbe7d1276b7e0b9dc837a7bc67039bb678655a2a250bf816a60f3cdfb0c6c184"
+content_hash = "sha256:d7a1b535fc534c81920b4cec1e68821f920dca5e2433679e558cdf7b1b83d1ad"
 
 [metadata.files]
 "apipkg 1.5" = [
@@ -989,10 +983,6 @@ content_hash = "sha256:fbe7d1276b7e0b9dc837a7bc67039bb678655a2a250bf816a60f3cdfb
     {file = "py-1.10.0-py2.py3-none-any.whl", hash = "sha256:3b80836aa6d1feeaa108e046da6423ab8f6ceda6468545ae8d02d9d58d18818a"},
     {file = "py-1.10.0.tar.gz", hash = "sha256:21b81bda15b66ef5e1a777a21c4dcd9c20ad3efd0b3f817e7a809035269e1bd3"},
 ]
-"pycomplete 0.3.1" = [
-    {file = "pycomplete-0.3.1-py3-none-any.whl", hash = "sha256:1221dad380f3930455726847df6d5743c3c0c7e35c06436e1b1d16569a4792fb"},
-    {file = "pycomplete-0.3.1.tar.gz", hash = "sha256:7f7532f7e0950e4e8c8017f89acb3f3e645cce1f164020ab9792fd5100c11211"},
-]
 "pycparser 2.20" = [
     {file = "pycparser-2.20-py2.py3-none-any.whl", hash = "sha256:7582ad22678f0fcd81102833f60ef8d0e57288b6b5fb00323d101be910e35705"},
     {file = "pycparser-2.20.tar.gz", hash = "sha256:2d475327684562c3a96cc71adf7dc8c4f0565175cf86b6d7a404ff4c771f15f0"},
diff --git a/pdm/cli/commands/completion.py b/pdm/cli/commands/completion.py
index 5687c66d6c..e7380a3133 100644
--- a/pdm/cli/commands/completion.py
+++ b/pdm/cli/commands/completion.py
@@ -1,7 +1,8 @@
 import argparse
-import pathlib
+import importlib.resources
 
 from pdm.cli.commands.base import BaseCommand
+from pdm.exceptions import PdmUsageError
 from pdm.project import Project
 
 
@@ -9,6 +10,7 @@ class Command(BaseCommand):
     """Generate completion scripts for the given shell"""
 
     arguments = []
+    SUPPORTED_SHELLS = ("bash", "zsh", "fish", "powershell")
 
     def add_arguments(self, parser: argparse.ArgumentParser) -> None:
         parser.add_argument(
@@ -20,12 +22,12 @@ def add_arguments(self, parser: argparse.ArgumentParser) -> None:
 
     def handle(self, project: Project, options: argparse.Namespace) -> None:
         import shellingham
-        from pycomplete import Completer
 
         shell = options.shell or shellingham.detect_shell()[0]
-        if shell == "zsh":
-            zsh_completion = pathlib.Path(__file__).parent / "../completions/_pdm"
-            stream.echo(zsh_completion.read_text())
-        else:
-            completer = Completer(project.core.parser)
-            stream.echo(completer.render(shell))
+        if shell not in self.SUPPORTED_SHELLS:
+            raise PdmUsageError(f"Unsupported shell: {shell}")
+        suffix = "ps1" if shell == "powershell" else shell
+        completion = importlib.resources.read_text(
+            "pdm.cli.completions", f"pdm.{suffix}"
+        )
+        project.core.ui.echo(completion)
diff --git a/pdm/cli/completions/__init__.py b/pdm/cli/completions/__init__.py
new file mode 100644
index 0000000000..e69de29bb2
diff --git a/pdm/cli/completions/pdm.bash b/pdm/cli/completions/pdm.bash
new file mode 100644
index 0000000000..d8c34d2191
--- /dev/null
+++ b/pdm/cli/completions/pdm.bash
@@ -0,0 +1,127 @@
+# BASH completion script for pdm
+# Generated by pycomplete 0.3.1
+
+_pdm_74498d98b6b27a5a_complete()
+{
+    local cur script coms opts com
+    COMPREPLY=()
+    _get_comp_words_by_ref -n : cur words
+
+    # for an alias, get the real script behind it
+    if [[ $(type -t ${words[0]}) == "alias" ]]; then
+        script=$(alias ${words[0]} | sed -E "s/alias ${words[0]}='(.*)'/\\1/")
+    else
+        script=${words[0]}
+    fi
+
+    # lookup for command
+    for word in ${words[@]:1}; do
+        if [[ $word != -* ]]; then
+            com=$word
+            break
+        fi
+    done
+
+    # completing for an option
+    if [[ ${cur} == --* ]] ; then
+        opts="--help --ignore-python --pep582 --verbose --version"
+
+        case "$com" in
+
+            (add)
+            opts="--dev --editable --global --help --no-sync --project --save-compatible --save-exact --save-wildcard --section --update-eager --update-reuse --verbose"
+        ;;
+
+        (build)
+        opts="--dest --help --no-clean --no-sdist --no-wheel --project --verbose"
+    ;;
+
+    (cache)
+    opts="--help --verbose"
+;;
+
+(completion)
+opts="--help"
+;;
+
+(config)
+opts="--delete --global --help --local --project --verbose"
+;;
+
+(export)
+opts="--dev --format --global --help --no-default --output --project --pyproject --section --verbose --without-hashes"
+;;
+
+(import)
+opts="--dev --format --global --help --project --section --verbose"
+;;
+
+(info)
+opts="--env --global --help --project --python --verbose --where"
+;;
+
+(init)
+opts="--global --help --project --verbose"
+;;
+
+(install)
+opts="--dev --global --help --no-default --no-lock --project --section --verbose"
+;;
+
+(list)
+opts="--global --graph --help --project --reverse --verbose"
+;;
+
+(lock)
+opts="--global --help --project --verbose"
+;;
+
+(remove)
+opts="--dev --global --help --no-sync --project --section --verbose"
+;;
+
+(run)
+opts="--global --help --list --project --verbose"
+;;
+
+(search)
+opts="--global --help --project --verbose"
+;;
+
+(show)
+opts="--global --help --project --verbose"
+;;
+
+(sync)
+opts="--clean --dev --dry-run --global --help --no-clean --no-default --project --section --verbose"
+;;
+
+(update)
+opts="--dev --global --help --no-default --outdated --project --save-compatible --save-exact --save-wildcard --section --top --unconstrained --update-eager --update-reuse --verbose"
+;;
+
+(use)
+opts="--first --global --help --project --verbose"
+;;
+
+esac
+
+        COMPREPLY=($(compgen -W "${opts}" -- ${cur}))
+        __ltrim_colon_completions "$cur"
+
+        return 0;
+    fi
+
+    # completing for a command
+    if [[ $cur == $com ]]; then
+        coms="add build cache completion config export import info init install list lock remove run search show sync update use"
+
+        COMPREPLY=($(compgen -W "${coms}" -- ${cur}))
+        __ltrim_colon_completions "$cur"
+
+        return 0
+    fi
+}
+
+complete -o default -F _pdm_74498d98b6b27a5a_complete pdm
+
diff --git a/pdm/cli/completions/pdm.fish b/pdm/cli/completions/pdm.fish
new file mode 100644
index 0000000000..debea5e94a
Binary files /dev/null and b/pdm/cli/completions/pdm.fish differ
diff --git a/pdm/cli/completions/pdm.ps1 b/pdm/cli/completions/pdm.ps1
new file mode 100644
index 0000000000..e28ab0bb44
Binary files /dev/null and b/pdm/cli/completions/pdm.ps1 differ
diff --git a/pdm/cli/completions/_pdm b/pdm/cli/completions/pdm.zsh
similarity index 100%
rename from pdm/cli/completions/_pdm
rename to pdm/cli/completions/pdm.zsh
diff --git a/pyproject.toml b/pyproject.toml
index 35b80f4d06..900ab71ba4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -16,7 +16,7 @@ dependencies = [
     "pdm-pep517<0.7.0,>=0.6.0",
     "pep517",
     "pip>=20.1",
-    "pycomplete<1.0.0,>=0.2.0",
+    
     "python-cfonts",
     "python-dotenv<1.0.0,>=0.15.0",
     "pythonfinder",