diff --git a/.github/workflows/build-publish.yml b/.github/workflows/build-publish.yml
index 5840d6bf..e29ddf3b 100644
--- a/.github/workflows/build-publish.yml
+++ b/.github/workflows/build-publish.yml
@@ -23,11 +23,9 @@ jobs:
     - uses: actions/setup-python@v5
 
     - name: Install dependencies
-      run: python -m pip install --upgrade pip setuptools build
-
+      run: pipx install build
     - name: Build sdist and wheels
-      run: python -m build
-
+      run: pyproject-build
     - name: Store wheels
       uses: actions/upload-artifact@v4
       with:
diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml
index 80ce02af..9f2cc2ab 100644
--- a/.github/workflows/pre-commit.yml
+++ b/.github/workflows/pre-commit.yml
@@ -13,9 +13,7 @@ jobs:
   pre-commit:
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v3
-      - uses: actions/setup-python@v4
-      - run: python -m pip install pre-commit
-      - run: python -m pre_commit --version
-      - run: python -m pre_commit install
-      - run: python -m pre_commit run --all-files
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+      - run: pipx install pre-commit
+      - run: pre-commit run --all-files
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 8770dabb..615a9b06 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -2,7 +2,7 @@
 # See https://pre-commit.com/hooks.html for more hooks
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.5.0
+    rev: v5.0.0
     hooks:
       - id: check-symlinks
       - id: destroyed-symlinks
@@ -17,13 +17,13 @@ repos:
       - id: detect-private-key
       - id: debug-statements
   - repo: https://github.com/codespell-project/codespell
-    rev: v2.2.6
+    rev: v2.3.0
     hooks:
       - id: codespell
         args:
           - --ignore-words-list=reacher, mor, nowe
   - repo: https://github.com/PyCQA/flake8
-    rev: 6.1.0
+    rev: 7.1.1
     hooks:
       - id: flake8
         args:
@@ -34,16 +34,16 @@ repos:
           - --show-source
           - --statistics
   - repo: https://github.com/asottile/pyupgrade
-    rev: v3.15.0
+    rev: v3.18.0
     hooks:
       - id: pyupgrade
         args: ["--py37-plus"]
   - repo: https://github.com/PyCQA/isort
-    rev: 5.12.0
+    rev: 5.13.2
     hooks:
       - id: isort
   - repo: https://github.com/python/black
-    rev: 23.9.1
+    rev: 24.10.0
     hooks:
       - id: black
   - repo: https://github.com/pycqa/pydocstyle
diff --git a/momaland/envs/__init__.py b/momaland/envs/__init__.py
index 7368f5ac..d5e7e9c6 100644
--- a/momaland/envs/__init__.py
+++ b/momaland/envs/__init__.py
@@ -1,2 +1,3 @@
 """Environment modules for momaland."""
+
 import momaland.envs.beach
diff --git a/momaland/envs/beach/mobeach_v0.py b/momaland/envs/beach/mobeach_v0.py
index 1f4491ac..5d3d012a 100644
--- a/momaland/envs/beach/mobeach_v0.py
+++ b/momaland/envs/beach/mobeach_v0.py
@@ -1,4 +1,5 @@
 """Beach domain environment for multi-objective optimization."""
+
 from momaland.envs.beach.beach import env, parallel_env, raw_env
 
 
diff --git a/momaland/envs/breakthrough/breakthrough.py b/momaland/envs/breakthrough/breakthrough.py
index b88e866d..ff963b2b 100644
--- a/momaland/envs/breakthrough/breakthrough.py
+++ b/momaland/envs/breakthrough/breakthrough.py
@@ -11,6 +11,7 @@
 | Observation Values | [0,1]                                            |
 | Reward Shape       | (num_objectives=4,)                              |
 """
+
 from __future__ import annotations
 
 from typing_extensions import override
diff --git a/momaland/envs/breakthrough/mobreakthrough_v0.py b/momaland/envs/breakthrough/mobreakthrough_v0.py
index 454c6826..3806c2e9 100644
--- a/momaland/envs/breakthrough/mobreakthrough_v0.py
+++ b/momaland/envs/breakthrough/mobreakthrough_v0.py
@@ -1,4 +1,5 @@
 """Breakthrough environment with multiple objectives."""
+
 from momaland.envs.breakthrough.breakthrough import env, raw_env
 
 
diff --git a/momaland/envs/connect4/connect4.py b/momaland/envs/connect4/connect4.py
index a806de70..5b062199 100644
--- a/momaland/envs/connect4/connect4.py
+++ b/momaland/envs/connect4/connect4.py
@@ -11,6 +11,7 @@
 | Observation Values | [0,1]                                            |
 | Reward Shape       | (2,) or (2+board_width,)                         |
 """
+
 from __future__ import annotations
 
 import os
diff --git a/momaland/envs/connect4/moconnect4_v0.py b/momaland/envs/connect4/moconnect4_v0.py
index ea487d3b..dd099a89 100644
--- a/momaland/envs/connect4/moconnect4_v0.py
+++ b/momaland/envs/connect4/moconnect4_v0.py
@@ -1,4 +1,5 @@
 """Connect 4 environment with multiple objectives."""
+
 from momaland.envs.connect4.connect4 import env, raw_env
 
 
diff --git a/momaland/envs/crazyrl/catch/catch_v0.py b/momaland/envs/crazyrl/catch/catch_v0.py
index 86129fac..b58fd8ad 100644
--- a/momaland/envs/crazyrl/catch/catch_v0.py
+++ b/momaland/envs/crazyrl/catch/catch_v0.py
@@ -1,4 +1,5 @@
 """CrazyRL/Catch environment for MOMARL."""
+
 from momaland.envs.crazyrl.catch.catch import env, parallel_env, raw_env
 
 
diff --git a/momaland/envs/crazyrl/crazyRL_base.py b/momaland/envs/crazyrl/crazyRL_base.py
index 5addf72c..d3135bd6 100644
--- a/momaland/envs/crazyrl/crazyRL_base.py
+++ b/momaland/envs/crazyrl/crazyRL_base.py
@@ -1,4 +1,5 @@
 """The Base environment inheriting from pettingZoo Parallel environment class."""
+
 from copy import copy
 from typing import Optional
 from typing_extensions import override
diff --git a/momaland/envs/crazyrl/escort/escort_v0.py b/momaland/envs/crazyrl/escort/escort_v0.py
index 7d1005f4..e9a0a420 100644
--- a/momaland/envs/crazyrl/escort/escort_v0.py
+++ b/momaland/envs/crazyrl/escort/escort_v0.py
@@ -1,4 +1,5 @@
 """CrazyRL/Escort environment for MOMARL."""
+
 from momaland.envs.crazyrl.escort.escort import env, parallel_env, raw_env
 
 
diff --git a/momaland/envs/crazyrl/gl_utils.py b/momaland/envs/crazyrl/gl_utils.py
index 057a59c2..666462a5 100644
--- a/momaland/envs/crazyrl/gl_utils.py
+++ b/momaland/envs/crazyrl/gl_utils.py
@@ -1,4 +1,5 @@
 """Graphical representation of the UAV in 3D space. the reference is based on the Crazyflie position reference: https://www.bitcraze.io/documentation/repository/crazyflie-firmware/master/functional-areas/lighthouse/terminology_definitions/ ."""
+
 import numpy as np
 from OpenGL.GL import (
     GL_LINES,
diff --git a/momaland/envs/crazyrl/surround/surround.py b/momaland/envs/crazyrl/surround/surround.py
index 1b265144..dcd256dd 100644
--- a/momaland/envs/crazyrl/surround/surround.py
+++ b/momaland/envs/crazyrl/surround/surround.py
@@ -1,4 +1,5 @@
 """Surround environment for Crazyflie 2. Each agent is supposed to learn to surround a common target point."""
+
 from typing_extensions import override
 
 import numpy as np
diff --git a/momaland/envs/crazyrl/surround/surround_v0.py b/momaland/envs/crazyrl/surround/surround_v0.py
index b0912ed0..53839e6b 100644
--- a/momaland/envs/crazyrl/surround/surround_v0.py
+++ b/momaland/envs/crazyrl/surround/surround_v0.py
@@ -1,4 +1,5 @@
 """CrazyRL/Surround environment for MOMARL."""
+
 from momaland.envs.crazyrl.surround.surround import env, parallel_env, raw_env
 
 
diff --git a/momaland/envs/gem_mining/mogem_mining_v0.py b/momaland/envs/gem_mining/mogem_mining_v0.py
index b43fbb80..8e88e037 100644
--- a/momaland/envs/gem_mining/mogem_mining_v0.py
+++ b/momaland/envs/gem_mining/mogem_mining_v0.py
@@ -1,4 +1,5 @@
 """Gem mining environment for multi-objective optimization."""
+
 from momaland.envs.gem_mining.gem_mining import env, parallel_env, raw_env
 
 
diff --git a/momaland/envs/ingenious/ingenious.py b/momaland/envs/ingenious/ingenious.py
index fbccf7ef..ac7ae4de 100644
--- a/momaland/envs/ingenious/ingenious.py
+++ b/momaland/envs/ingenious/ingenious.py
@@ -185,9 +185,11 @@ def __init__(
                             "board": Box(
                                 0, len(ALL_COLORS), shape=(2 * self.board_size - 1, 2 * self.board_size - 1), dtype=np.float32
                             ),
-                            "racks": Box(0, self.num_colors, shape=(num_agents, self.init_draw, 2), dtype=np.int32)
-                            if self.fully_obs
-                            else Box(0, self.num_colors, shape=(self.init_draw, 2), dtype=np.int32),
+                            "racks": (
+                                Box(0, self.num_colors, shape=(num_agents, self.init_draw, 2), dtype=np.int32)
+                                if self.fully_obs
+                                else Box(0, self.num_colors, shape=(self.init_draw, 2), dtype=np.int32)
+                            ),
                             "scores": Box(0, self.game.max_score, shape=(num_agents, self.num_colors), dtype=np.int32),
                         }
                     ),
diff --git a/momaland/envs/ingenious/ingenious_check.py b/momaland/envs/ingenious/ingenious_check.py
index 6295917a..92c186bb 100644
--- a/momaland/envs/ingenious/ingenious_check.py
+++ b/momaland/envs/ingenious/ingenious_check.py
@@ -343,7 +343,12 @@ def check_two_team():
         ig_env.step(action)
         observation, reward, termination, truncation, _ = ig_env.last()
         print("Observations: ", observation["observation"])
-        print("Rewards: ", reward, "_accumulate_reward(from gymnasium code)", ig_env._cumulative_rewards)
+        print(
+            "Rewards: ",
+            reward,
+            "_accumulate_reward(from gymnasium code)",
+            ig_env._cumulative_rewards,
+        )
         print("Truncation: ", truncation)
         print("Termination: ", termination)
         done = truncation or termination
@@ -372,7 +377,12 @@ def check_collaborative():
         ig_env.step(action)
         observation, reward, termination, truncation, _ = ig_env.last()
         print("Observations: ", observation["observation"])
-        print("Rewards: ", reward, "_accumulate_reward(from gymnasium code)", ig_env._cumulative_rewards)
+        print(
+            "Rewards: ",
+            reward,
+            "_accumulate_reward(from gymnasium code)",
+            ig_env._cumulative_rewards,
+        )
         print("Truncation: ", truncation)
         print("Termination: ", termination)
         done = truncation or termination
@@ -441,5 +451,5 @@ def check_parameter_range():
     # check collaborative mode through simulation, it could be found that every players always share the same score in score board.
     check_collaborative()
 
-    # check parameter range by ramdom choose.
+    # check parameter range by random choice.
     check_parameter_range()
diff --git a/momaland/envs/ingenious/moingenious_v0.py b/momaland/envs/ingenious/moingenious_v0.py
index 7f82f262..99b8ca24 100644
--- a/momaland/envs/ingenious/moingenious_v0.py
+++ b/momaland/envs/ingenious/moingenious_v0.py
@@ -1,4 +1,5 @@
 """Multi-objective Ingenious Game."""
+
 from momaland.envs.ingenious.ingenious import env, raw_env
 
 
diff --git a/momaland/envs/item_gathering/moitem_gathering_v0.py b/momaland/envs/item_gathering/moitem_gathering_v0.py
index b717faff..6e021292 100644
--- a/momaland/envs/item_gathering/moitem_gathering_v0.py
+++ b/momaland/envs/item_gathering/moitem_gathering_v0.py
@@ -1,4 +1,5 @@
 """Item Gathering environment for multi-objective optimization."""
+
 from momaland.envs.item_gathering.item_gathering import env, parallel_env, raw_env
 
 
diff --git a/momaland/envs/multiwalker_stability/momultiwalker_stability_v0.py b/momaland/envs/multiwalker_stability/momultiwalker_stability_v0.py
index 994f4c25..24a3620c 100644
--- a/momaland/envs/multiwalker_stability/momultiwalker_stability_v0.py
+++ b/momaland/envs/multiwalker_stability/momultiwalker_stability_v0.py
@@ -1,4 +1,5 @@
 """Multiwalker-Stability domain environment for MOMARL."""
+
 from momaland.envs.multiwalker_stability.momultiwalker_stability import (
     env,
     parallel_env,
diff --git a/momaland/envs/route_choice/moroute_choice_v0.py b/momaland/envs/route_choice/moroute_choice_v0.py
index d1bfc3c3..59aa1cb2 100644
--- a/momaland/envs/route_choice/moroute_choice_v0.py
+++ b/momaland/envs/route_choice/moroute_choice_v0.py
@@ -1,4 +1,5 @@
 """Route choice environment for multi-objective optimization."""
+
 from momaland.envs.route_choice.route_choice import env, parallel_env, raw_env
 
 
diff --git a/momaland/envs/route_choice/networks/utils.py b/momaland/envs/route_choice/networks/utils.py
index b2f89a4e..6c06334d 100644
--- a/momaland/envs/route_choice/networks/utils.py
+++ b/momaland/envs/route_choice/networks/utils.py
@@ -9,6 +9,7 @@
     * "od": a list of possible origin-destination (OD) pairs in the network
     * "routes": a dictionary which contains routes for OD-pairs
 """
+
 import json
 import os
 
diff --git a/momaland/envs/samegame/mosame_game_v0.py b/momaland/envs/samegame/mosame_game_v0.py
index 16b3ed70..17c23adf 100644
--- a/momaland/envs/samegame/mosame_game_v0.py
+++ b/momaland/envs/samegame/mosame_game_v0.py
@@ -1,4 +1,5 @@
 """Connect 4 environment with multiple objectives."""
+
 from momaland.envs.samegame.same_game import env, raw_env
 
 
diff --git a/momaland/learning/iql/pf_bpd.py b/momaland/learning/iql/pf_bpd.py
index 3c4b4945..44f57c69 100644
--- a/momaland/learning/iql/pf_bpd.py
+++ b/momaland/learning/iql/pf_bpd.py
@@ -6,6 +6,7 @@
 - exp1: 50 agents, 5 sections, 3 capacity, type distribution [35, 15]
 - exp2: 100 agents, 5 sections, 5 capacity, type distribution [70, 30]
 """
+
 import argparse
 from itertools import product
 
diff --git a/momaland/learning/iql/train_iql_bpd.py b/momaland/learning/iql/train_iql_bpd.py
index 6fa5c722..4c9e3363 100644
--- a/momaland/learning/iql/train_iql_bpd.py
+++ b/momaland/learning/iql/train_iql_bpd.py
@@ -1,4 +1,5 @@
 """Train IQL on the Beach Problem Domain, under linear scalarization, and save the results to a csv file."""
+
 import argparse
 import random
 import time
diff --git a/momaland/learning/iql/train_iql_route_choice.py b/momaland/learning/iql/train_iql_route_choice.py
index 219e1af1..9a3f3261 100644
--- a/momaland/learning/iql/train_iql_route_choice.py
+++ b/momaland/learning/iql/train_iql_route_choice.py
@@ -1,4 +1,5 @@
 """Train IQL on the route choice problem domain, under linear scalarization, and save the results to a csv file."""
+
 import argparse
 import os
 import random
diff --git a/momaland/test/wrapper_test.py b/momaland/test/wrapper_test.py
index 06ae0ef9..a6b9d6ba 100644
--- a/momaland/test/wrapper_test.py
+++ b/momaland/test/wrapper_test.py
@@ -1,4 +1,5 @@
 """Testing file for the wrappers."""
+
 import numpy as np
 
 import momaland.utils.aec_wrappers as AECWrappers
diff --git a/momaland/utils/aec_wrappers.py b/momaland/utils/aec_wrappers.py
index ebd161d2..b432eb9e 100644
--- a/momaland/utils/aec_wrappers.py
+++ b/momaland/utils/aec_wrappers.py
@@ -1,4 +1,5 @@
 """Various wrappers for AEC MO environments."""
+
 from typing import Optional
 
 import numpy as np
diff --git a/momaland/utils/env.py b/momaland/utils/env.py
index 7eb90fce..d19ad7a8 100644
--- a/momaland/utils/env.py
+++ b/momaland/utils/env.py
@@ -1,4 +1,5 @@
 """Overrides PZ types to enforce multi objective rewards."""
+
 import warnings
 from typing import Dict
 from typing_extensions import override
diff --git a/momaland/utils/parallel_wrappers.py b/momaland/utils/parallel_wrappers.py
index 51999d1f..806512f2 100644
--- a/momaland/utils/parallel_wrappers.py
+++ b/momaland/utils/parallel_wrappers.py
@@ -1,4 +1,5 @@
 """Various wrappers for Parallel MO environments."""
+
 from collections import namedtuple
 from typing import Optional
 
diff --git a/py.typed b/py.typed
new file mode 100644
index 00000000..e69de29b
diff --git a/pyproject.toml b/pyproject.toml
index 922b40a2..6009823f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -59,7 +59,8 @@ learning = [
     "tqdm >=4.66.1",
     "pandas >=2.0.3",
     "matplotlib >=3.7.4",
-    "morl_baselines[all]"
+    "morl_baselines[all]",
+    "pycddlib==2.1.6",
 ]
 all = [
     # All dependencies above except accept-rom-license
@@ -76,7 +77,8 @@ all = [
     "tqdm >=4.66.1",
     "pandas >=2.0.3",
     "matplotlib >=3.7.4",
-    "morl_baselines[all]"
+    "morl_baselines[all]",
+    "pycddlib==2.1.6",
 ]
 testing = ["pytest ==7.1.3"]
 
@@ -93,15 +95,15 @@ include-package-data = true
 include = ["momaland", "momaland.*"]
 
 [tool.setuptools.package-data]
-mo_gymnasium = [
+momaland = [
     "**/*.json",
     "**/assets/*",
+    "py.typed",
 ]
 
 # Linters and Test tools #######################################################
 
 [tool.black]
-safe = true
 line-length = 127
 target-version = ['py38', 'py39', 'py310', 'py311']
 include = '\.pyi?$'