diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 403a7de..57bc790 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -63,6 +63,14 @@ repos:
         language: system
         types: [ python ]
         pass_filenames: true
+  - repo: https://github.com/pre-commit/mirrors-mypy
+    rev: v1.7.1
+    hooks:
+    -   id: mypy
+        args: [ -p=ontouml_py ]
+        language: system
+        types: [ python ]
+        pass_filenames: false
   - repo: https://github.com/pycqa/pydocstyle
     rev: 6.3.0
     hooks:
diff --git a/docs/_sources/autoapi/ontouml_py/classes/concrete_classes/project/index.rst.txt b/docs/_sources/autoapi/ontouml_py/classes/concrete_classes/project/index.rst.txt
index 45fbbdc..da70afa 100644
--- a/docs/_sources/autoapi/ontouml_py/classes/concrete_classes/project/index.rst.txt
+++ b/docs/_sources/autoapi/ontouml_py/classes/concrete_classes/project/index.rst.txt
@@ -182,8 +182,8 @@ Classes
       a part of the project's elements. If the validation fails, a ValueError is raised.
 
       :param key: The name of the attribute to be set.
-      :param value: The value to be assigned to the attribute.
       :type key: str
+      :param value: The value to be assigned to the attribute.
       :type value: Any
       :raises ValueError: If 'root_package' is set to a package not in the project's elements.
 
diff --git a/docs/_sources/autoapi/ontouml_py/index.rst.txt b/docs/_sources/autoapi/ontouml_py/index.rst.txt
index 39f902e..961eff0 100644
--- a/docs/_sources/autoapi/ontouml_py/index.rst.txt
+++ b/docs/_sources/autoapi/ontouml_py/index.rst.txt
@@ -555,8 +555,8 @@ Classes
       a part of the project's elements. If the validation fails, a ValueError is raised.
 
       :param key: The name of the attribute to be set.
-      :param value: The value to be assigned to the attribute.
       :type key: str
+      :param value: The value to be assigned to the attribute.
       :type value: Any
       :raises ValueError: If 'root_package' is set to a package not in the project's elements.
 
diff --git a/docs/autoapi/ontouml_py/classes/concrete_classes/generalization/index.html b/docs/autoapi/ontouml_py/classes/concrete_classes/generalization/index.html
index bbfc007..beba7a8 100644
--- a/docs/autoapi/ontouml_py/classes/concrete_classes/generalization/index.html
+++ b/docs/autoapi/ontouml_py/classes/concrete_classes/generalization/index.html
@@ -151,6 +151,9 @@ <h3>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <dt class="field-odd">Raises<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>ValueError</strong> – If ‘general’ and ‘specific’ classifiers are the same.</p>
 </dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
 </dl>
 </dd></dl>
 
diff --git a/docs/autoapi/ontouml_py/classes/concrete_classes/project/index.html b/docs/autoapi/ontouml_py/classes/concrete_classes/project/index.html
index e3b03d8..66fb4d7 100644
--- a/docs/autoapi/ontouml_py/classes/concrete_classes/project/index.html
+++ b/docs/autoapi/ontouml_py/classes/concrete_classes/project/index.html
@@ -264,6 +264,9 @@ <h3>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <dt class="field-even">Raises<span class="colon">:</span></dt>
 <dd class="field-even"><p><strong>ValueError</strong> – If ‘root_package’ is set to a package not in the project’s elements.</p>
 </dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>None</p>
+</dd>
 </dl>
 </dd></dl>
 
@@ -312,6 +315,9 @@ <h3>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <li><p><strong>ValueError</strong> – If the package is not included in the project’s elements or is not a valid Package instance.</p></li>
 </ul>
 </dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>None</p>
+</dd>
 </dl>
 </dd></dl>
 
diff --git a/docs/autoapi/ontouml_py/index.html b/docs/autoapi/ontouml_py/index.html
index 50f831a..6025199 100644
--- a/docs/autoapi/ontouml_py/index.html
+++ b/docs/autoapi/ontouml_py/index.html
@@ -413,6 +413,9 @@ <h3>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <dt class="field-odd">Raises<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>ValueError</strong> – If ‘general’ and ‘specific’ classifiers are the same.</p>
 </dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>None</p>
+</dd>
 </dl>
 </dd></dl>
 
@@ -823,6 +826,9 @@ <h3>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <dt class="field-even">Raises<span class="colon">:</span></dt>
 <dd class="field-even"><p><strong>ValueError</strong> – If ‘root_package’ is set to a package not in the project’s elements.</p>
 </dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>None</p>
+</dd>
 </dl>
 </dd></dl>
 
@@ -871,6 +877,9 @@ <h3>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <li><p><strong>ValueError</strong> – If the package is not included in the project’s elements or is not a valid Package instance.</p></li>
 </ul>
 </dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p>None</p>
+</dd>
 </dl>
 </dd></dl>
 
diff --git a/docs/searchindex.js b/docs/searchindex.js
index 8b049bf..9d6dda6 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["autoapi/index", "autoapi/ontouml_py/classes/abstract_classes/classifier/index", "autoapi/ontouml_py/classes/abstract_classes/decoratable/index", "autoapi/ontouml_py/classes/abstract_classes/index", "autoapi/ontouml_py/classes/abstract_classes/modelelement/index", "autoapi/ontouml_py/classes/abstract_classes/namedelement/index", "autoapi/ontouml_py/classes/abstract_classes/ontoumlelement/index", "autoapi/ontouml_py/classes/abstract_classes/packageable/index", "autoapi/ontouml_py/classes/abstract_classes/projectelement/index", "autoapi/ontouml_py/classes/abstract_classes/relation/index", "autoapi/ontouml_py/classes/concrete_classes/anchor/index", "autoapi/ontouml_py/classes/concrete_classes/binaryrelation/index", "autoapi/ontouml_py/classes/concrete_classes/class_py/index", "autoapi/ontouml_py/classes/concrete_classes/generalization/index", "autoapi/ontouml_py/classes/concrete_classes/generalizationset/index", "autoapi/ontouml_py/classes/concrete_classes/index", "autoapi/ontouml_py/classes/concrete_classes/literal/index", "autoapi/ontouml_py/classes/concrete_classes/naryrelation/index", "autoapi/ontouml_py/classes/concrete_classes/note/index", "autoapi/ontouml_py/classes/concrete_classes/package/index", "autoapi/ontouml_py/classes/concrete_classes/project/index", "autoapi/ontouml_py/classes/concrete_classes/property/index", "autoapi/ontouml_py/classes/datatypes/cardinality/index", "autoapi/ontouml_py/classes/datatypes/index", "autoapi/ontouml_py/classes/enumerations/aggregationkind/index", "autoapi/ontouml_py/classes/enumerations/classstereotype/index", "autoapi/ontouml_py/classes/enumerations/index", "autoapi/ontouml_py/classes/enumerations/ontologicalnature/index", "autoapi/ontouml_py/classes/enumerations/ontologyrepresentationstyle/index", "autoapi/ontouml_py/classes/enumerations/ontouml_enum/index", "autoapi/ontouml_py/classes/enumerations/propertystereotype/index", 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class=\"pre\">ontouml_py.classes.abstract_classes.decoratable</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">ontouml_py.classes.abstract_classes</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">ontouml_py.classes.abstract_classes.modelelement</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">ontouml_py.classes.abstract_classes.namedelement</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">ontouml_py.classes.abstract_classes.ontoumlelement</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">ontouml_py.classes.abstract_classes.packageable</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">ontouml_py.classes.abstract_classes.projectelement</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">ontouml_py.classes.abstract_classes.relation</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">ontouml_py.classes.concrete_classes.anchor</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">ontouml_py.classes.concrete_classes.binaryrelation</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">ontouml_py.classes.concrete_classes.class_py</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">ontouml_py.classes.concrete_classes.generalization</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">ontouml_py.classes.concrete_classes.generalizationset</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">ontouml_py.classes.concrete_classes</span></code>", "<code class=\"xref py py-mod docutils 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ontouml_py)": [[36, "ontouml_py.BinaryRelation"]], "category (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.CATEGORY"]], "characterization (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.CHARACTERIZATION"]], "collective (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.COLLECTIVE"]], "collective_nature (ontouml_py.ontologicalnature attribute)": [[36, "ontouml_py.OntologicalNature.COLLECTIVE_NATURE"]], "comparative (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.COMPARATIVE"]], "component_of (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.COMPONENT_OF"]], "composite (ontouml_py.aggregationkind attribute)": [[36, "ontouml_py.AggregationKind.COMPOSITE"]], "creation (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.CREATION"]], "cardinality (class in ontouml_py)": [[36, "ontouml_py.Cardinality"]], "class (class in ontouml_py)": [[36, "ontouml_py.Class"]], "classstereotype (class in ontouml_py)": [[36, "ontouml_py.ClassStereotype"]], "datatype (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.DATATYPE"]], "derivation (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.DERIVATION"]], "end (ontouml_py.propertystereotype attribute)": [[36, "ontouml_py.PropertyStereotype.END"]], "enumeration (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.ENUMERATION"]], "event (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.EVENT"]], "event_nature (ontouml_py.ontologicalnature attribute)": [[36, "ontouml_py.OntologicalNature.EVENT_NATURE"]], "external_dependence (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.EXTERNAL_DEPENDENCE"]], "extrinsic_mode_nature (ontouml_py.ontologicalnature attribute)": [[36, "ontouml_py.OntologicalNature.EXTRINSIC_MODE_NATURE"]], "functional_complex_nature (ontouml_py.ontologicalnature attribute)": [[36, "ontouml_py.OntologicalNature.FUNCTIONAL_COMPLEX_NATURE"]], "generalization (class in ontouml_py)": [[36, "ontouml_py.Generalization"]], "generalizationset (class in ontouml_py)": [[36, "ontouml_py.GeneralizationSet"]], "historical_dependence (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.HISTORICAL_DEPENDENCE"]], "historical_role (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.HISTORICAL_ROLE"]], "historical_role_mixin (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.HISTORICAL_ROLE_MIXIN"]], "instantiation (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.INSTANTIATION"]], "intrinsic_mode_nature (ontouml_py.ontologicalnature attribute)": [[36, "ontouml_py.OntologicalNature.INTRINSIC_MODE_NATURE"]], "kind (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.KIND"]], "literal (class in ontouml_py)": [[36, "ontouml_py.Literal"]], "manifestation (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.MANIFESTATION"]], "material (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.MATERIAL"]], "mediation (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.MEDIATION"]], "member_of (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.MEMBER_OF"]], "mixin (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.MIXIN"]], "mode (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.MODE"]], "none (ontouml_py.aggregationkind attribute)": [[36, "ontouml_py.AggregationKind.NONE"]], "naryrelation (class in ontouml_py)": [[36, "ontouml_py.NaryRelation"]], "note (class in ontouml_py)": [[36, "ontouml_py.Note"]], "ontouml_style (ontouml_py.ontologyrepresentationstyle attribute)": [[36, "ontouml_py.OntologyRepresentationStyle.ONTOUML_STYLE"]], "ontologicalnature (class in ontouml_py)": [[36, "ontouml_py.OntologicalNature"]], "ontologyrepresentationstyle (class in ontouml_py)": [[36, "ontouml_py.OntologyRepresentationStyle"]], "participation (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.PARTICIPATION"]], "participational (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.PARTICIPATIONAL"]], "phase (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.PHASE"]], "phase_mixin (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.PHASE_MIXIN"]], "package (class in ontouml_py)": [[36, "ontouml_py.Package"]], "project (class in ontouml_py)": [[36, "ontouml_py.Project"]], "property (class in ontouml_py)": [[36, "ontouml_py.Property"]], "propertystereotype (class in ontouml_py)": [[36, "ontouml_py.PropertyStereotype"]], "quality (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.QUALITY"]], "quality_nature (ontouml_py.ontologicalnature attribute)": [[36, "ontouml_py.OntologicalNature.QUALITY_NATURE"]], "quantity (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.QUANTITY"]], "quantity_nature (ontouml_py.ontologicalnature attribute)": [[36, "ontouml_py.OntologicalNature.QUANTITY_NATURE"]], "relator (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.RELATOR"]], "relator_nature (ontouml_py.ontologicalnature attribute)": [[36, "ontouml_py.OntologicalNature.RELATOR_NATURE"]], "role (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.ROLE"]], "role_mixin (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.ROLE_MIXIN"]], "relationstereotype (class in ontouml_py)": [[36, "ontouml_py.RelationStereotype"]], "shared (ontouml_py.aggregationkind attribute)": [[36, "ontouml_py.AggregationKind.SHARED"]], "situation (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.SITUATION"]], "situation_nature (ontouml_py.ontologicalnature attribute)": [[36, "ontouml_py.OntologicalNature.SITUATION_NATURE"]], "subkind (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.SUBKIND"]], "sub_collection_of (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.SUB_COLLECTION_OF"]], "sub_quantity_of (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.SUB_QUANTITY_OF"]], "termination (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.TERMINATION"]], "triggers (ontouml_py.relationstereotype attribute)": [[36, "ontouml_py.RelationStereotype.TRIGGERS"]], "type (ontouml_py.classstereotype attribute)": [[36, "ontouml_py.ClassStereotype.TYPE"]], "type_nature (ontouml_py.ontologicalnature attribute)": [[36, "ontouml_py.OntologicalNature.TYPE_NATURE"]], "ufo_style (ontouml_py.ontologyrepresentationstyle attribute)": [[36, "ontouml_py.OntologyRepresentationStyle.UFO_STYLE"]], "__ensure_categorizer_type() (ontouml_py.generalizationset class method)": [[36, "ontouml_py.GeneralizationSet.__ensure_categorizer_type"]], "__ensure_generalizations_type() (ontouml_py.generalizationset class method)": [[36, "ontouml_py.GeneralizationSet.__ensure_generalizations_type"]], "__ensure_irreflexive() (ontouml_py.generalization method)": [[36, "ontouml_py.Generalization.__ensure_irreflexive"]], "__ensure_non_empty() (ontouml_py.project class method)": [[36, "ontouml_py.Project.__ensure_non_empty"]], "__ensure_valid_multiplicity() (ontouml_py.cardinality method)": [[36, "ontouml_py.Cardinality.__ensure_valid_multiplicity"]], "__set_property_of() (ontouml_py.property method)": [[36, "ontouml_py.Property.__set_property_of"]], "__setattr__() (ontouml_py.project method)": [[36, "ontouml_py.Project.__setattr__"]], "__validate_cardinality_type() (ontouml_py.property class method)": [[36, "ontouml_py.Property.__validate_cardinality_type"]], "__validate_class() (ontouml_py.class method)": [[36, "ontouml_py.Class.__validate_class"]], "__validate_generalization_set() (ontouml_py.generalizationset method)": [[36, "ontouml_py.GeneralizationSet.__validate_generalization_set"]], "__validate_root_package() (ontouml_py.project method)": [[36, "ontouml_py.Project.__validate_root_package"]], "_contents (ontouml_py.package attribute)": [[36, "ontouml_py.Package._contents"]], "_elements (ontouml_py.project attribute)": [[36, "ontouml_py.Project._elements"]], "_property_of (ontouml_py.property attribute)": [[36, "ontouml_py.Property._property_of"]], "access_rights (ontouml_py.project attribute)": [[36, "ontouml_py.Project.access_rights"]], "acronyms (ontouml_py.project attribute)": [[36, "ontouml_py.Project.acronyms"]], "add_content() (ontouml_py.package method)": [[36, "ontouml_py.Package.add_content"]], "add_element() (ontouml_py.project method)": [[36, "ontouml_py.Project.add_element"]], "add_literal() (ontouml_py.class method)": [[36, "ontouml_py.Class.add_literal"]], "aggregation_kind (ontouml_py.property attribute)": [[36, "ontouml_py.Property.aggregation_kind"]], "bibliographic_citations (ontouml_py.project attribute)": [[36, "ontouml_py.Project.bibliographic_citations"]], "cardinality (ontouml_py.property attribute)": [[36, "ontouml_py.Property.cardinality"]], "categorizer (ontouml_py.generalizationset attribute)": [[36, "ontouml_py.GeneralizationSet.categorizer"]], "contents (ontouml_py.package property)": [[36, "ontouml_py.Package.contents"]], "contexts (ontouml_py.project attribute)": [[36, "ontouml_py.Project.contexts"]], "designed_for_task (ontouml_py.project attribute)": [[36, "ontouml_py.Project.designed_for_task"]], "elements (ontouml_py.project property)": [[36, "ontouml_py.Project.elements"]], "general (ontouml_py.generalization attribute)": [[36, "ontouml_py.Generalization.general"]], "generalizations (ontouml_py.generalizationset attribute)": [[36, "ontouml_py.GeneralizationSet.generalizations"]], "is_complete (ontouml_py.generalizationset attribute)": [[36, "ontouml_py.GeneralizationSet.is_complete"]], "is_disjoint (ontouml_py.generalizationset attribute)": [[36, "ontouml_py.GeneralizationSet.is_disjoint"]], "is_ordered (ontouml_py.cardinality attribute)": [[36, "ontouml_py.Cardinality.is_ordered"]], "is_powertype (ontouml_py.class attribute)": [[36, "ontouml_py.Class.is_powertype"]], "is_read_only (ontouml_py.property attribute)": [[36, "ontouml_py.Property.is_read_only"]], "is_unique (ontouml_py.cardinality attribute)": [[36, "ontouml_py.Cardinality.is_unique"]], "keywords (ontouml_py.project attribute)": [[36, "ontouml_py.Project.keywords"]], "landing_pages (ontouml_py.project attribute)": [[36, "ontouml_py.Project.landing_pages"]], "languages (ontouml_py.project attribute)": [[36, "ontouml_py.Project.languages"]], "license (ontouml_py.project attribute)": [[36, "ontouml_py.Project.license"]], "literals (ontouml_py.class attribute)": [[36, "ontouml_py.Class.literals"]], "lower_bound (ontouml_py.cardinality attribute)": [[36, "ontouml_py.Cardinality.lower_bound"]], "model_config (ontouml_py.anchor attribute)": [[36, "ontouml_py.Anchor.model_config"]], "model_config (ontouml_py.binaryrelation attribute)": [[36, "ontouml_py.BinaryRelation.model_config"]], "model_config (ontouml_py.cardinality attribute)": [[36, "ontouml_py.Cardinality.model_config"]], "model_config (ontouml_py.class attribute)": [[36, "ontouml_py.Class.model_config"]], "model_config (ontouml_py.generalization attribute)": [[36, "ontouml_py.Generalization.model_config"]], "model_config (ontouml_py.generalizationset attribute)": [[36, "ontouml_py.GeneralizationSet.model_config"]], "model_config (ontouml_py.literal attribute)": [[36, "ontouml_py.Literal.model_config"]], "model_config (ontouml_py.naryrelation attribute)": [[36, "ontouml_py.NaryRelation.model_config"]], "model_config (ontouml_py.note attribute)": [[36, "ontouml_py.Note.model_config"]], "model_config (ontouml_py.package attribute)": [[36, "ontouml_py.Package.model_config"]], "model_config (ontouml_py.project attribute)": [[36, "ontouml_py.Project.model_config"]], "model_config (ontouml_py.property attribute)": [[36, "ontouml_py.Property.model_config"]], "namespace (ontouml_py.project attribute)": [[36, "ontouml_py.Project.namespace"]], "note (ontouml_py.anchor attribute)": [[36, "ontouml_py.Anchor.note"]], "ontology_types (ontouml_py.project attribute)": [[36, "ontouml_py.Project.ontology_types"]], "ontouml_py": [[36, "module-ontouml_py"]], "order (ontouml_py.class attribute)": [[36, "ontouml_py.Class.order"]], "property_of (ontouml_py.property property)": [[36, "ontouml_py.Property.property_of"]], "property_type (ontouml_py.property attribute)": [[36, "ontouml_py.Property.property_type"]], "publisher (ontouml_py.project attribute)": [[36, "ontouml_py.Project.publisher"]], "redefined_by (ontouml_py.property attribute)": [[36, "ontouml_py.Property.redefined_by"]], "remove_content() (ontouml_py.package method)": [[36, "ontouml_py.Package.remove_content"]], "remove_element() (ontouml_py.project method)": [[36, "ontouml_py.Project.remove_element"]], "remove_literal() (ontouml_py.class method)": [[36, "ontouml_py.Class.remove_literal"]], "representation_style (ontouml_py.project attribute)": [[36, "ontouml_py.Project.representation_style"]], "restricted_to (ontouml_py.class attribute)": [[36, "ontouml_py.Class.restricted_to"]], "root_package (ontouml_py.project attribute)": [[36, "ontouml_py.Project.root_package"]], "sources (ontouml_py.project attribute)": [[36, "ontouml_py.Project.sources"]], "specific (ontouml_py.generalization attribute)": [[36, "ontouml_py.Generalization.specific"]], "stereotype (ontouml_py.class attribute)": [[36, "ontouml_py.Class.stereotype"]], "stereotype (ontouml_py.property attribute)": [[36, "ontouml_py.Property.stereotype"]], "subsetted_by (ontouml_py.property attribute)": [[36, "ontouml_py.Property.subsetted_by"]], "target (ontouml_py.anchor attribute)": [[36, "ontouml_py.Anchor.target"]], "text (ontouml_py.note attribute)": [[36, "ontouml_py.Note.text"]], "themes (ontouml_py.project attribute)": [[36, "ontouml_py.Project.themes"]], "upper_bound (ontouml_py.cardinality attribute)": [[36, "ontouml_py.Cardinality.upper_bound"]]}})
\ No newline at end of file
diff --git a/ontouml_py/classes/abstract_classes/classifier.py b/ontouml_py/classes/abstract_classes/classifier.py
index 6027ade..5fcc028 100644
--- a/ontouml_py/classes/abstract_classes/classifier.py
+++ b/ontouml_py/classes/abstract_classes/classifier.py
@@ -37,7 +37,7 @@ class Classifier(Decoratable, Packageable):
     # Public attributes
     is_abstract: bool = Field(default=False)
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "arbitrary_types_allowed": True,
         "validate_assignment": True,
         "validate_default": True,
diff --git a/ontouml_py/classes/abstract_classes/decoratable.py b/ontouml_py/classes/abstract_classes/decoratable.py
index 730d4ab..27a4fe4 100644
--- a/ontouml_py/classes/abstract_classes/decoratable.py
+++ b/ontouml_py/classes/abstract_classes/decoratable.py
@@ -29,7 +29,7 @@ class Decoratable(ModelElement):
 
     is_derived: bool = Field(default=False)
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "arbitrary_types_allowed": True,
         "validate_assignment": True,
         "extra": "forbid",
diff --git a/ontouml_py/classes/abstract_classes/modelelement.py b/ontouml_py/classes/abstract_classes/modelelement.py
index bf7e494..603d38a 100644
--- a/ontouml_py/classes/abstract_classes/modelelement.py
+++ b/ontouml_py/classes/abstract_classes/modelelement.py
@@ -21,7 +21,7 @@ class ModelElement(NamedElement, ProjectElement):
 
     custom_properties: set[tuple[str, Any]] = Field(default_factory=set)
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "arbitrary_types_allowed": True,
         "validate_assignment": True,
         "extra": "forbid",
diff --git a/ontouml_py/classes/abstract_classes/namedelement.py b/ontouml_py/classes/abstract_classes/namedelement.py
index a299512..5c01ef0 100644
--- a/ontouml_py/classes/abstract_classes/namedelement.py
+++ b/ontouml_py/classes/abstract_classes/namedelement.py
@@ -47,7 +47,7 @@ class NamedElement(OntoumlElement):
     creators: set[str] = Field(default_factory=set)  # Empty strings are not allowed in the list
     contributors: set[str] = Field(default_factory=set)  # Empty strings are not allowed in the list
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "arbitrary_types_allowed": True,
         "validate_assignment": True,
         "extra": "forbid",
diff --git a/ontouml_py/classes/abstract_classes/ontoumlelement.py b/ontouml_py/classes/abstract_classes/ontoumlelement.py
index 537dafd..d66ced4 100644
--- a/ontouml_py/classes/abstract_classes/ontoumlelement.py
+++ b/ontouml_py/classes/abstract_classes/ontoumlelement.py
@@ -51,7 +51,7 @@ class OntoumlElement(ABC, BaseModel):
     created: datetime = Field(default_factory=datetime.now)
     modified: Optional[datetime] = Field(default=None)
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "validate_assignment": True,
         "extra": "forbid",
         "str_strip_whitespace": True,
diff --git a/ontouml_py/classes/abstract_classes/packageable.py b/ontouml_py/classes/abstract_classes/packageable.py
index e1e0a6d..d31f6c0 100644
--- a/ontouml_py/classes/abstract_classes/packageable.py
+++ b/ontouml_py/classes/abstract_classes/packageable.py
@@ -30,7 +30,7 @@ class Packageable(ModelElement):
 
     _in_package: Optional["Package"] = PrivateAttr(default=None)  # noqa: F821 (flake8)
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "validate_assignment": True,
         "extra": "forbid",
         "str_strip_whitespace": True,
diff --git a/ontouml_py/classes/abstract_classes/projectelement.py b/ontouml_py/classes/abstract_classes/projectelement.py
index d46ab4b..743fc8c 100644
--- a/ontouml_py/classes/abstract_classes/projectelement.py
+++ b/ontouml_py/classes/abstract_classes/projectelement.py
@@ -30,7 +30,7 @@ class ProjectElement(OntoumlElement):
 
     _in_project: Optional["Project"] = PrivateAttr(default=None)  # noqa: F821 (flake8)
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "validate_assignment": True,
         "extra": "forbid",
         "str_strip_whitespace": True,
diff --git a/ontouml_py/classes/abstract_classes/relation.py b/ontouml_py/classes/abstract_classes/relation.py
index 06677d5..95f5a78 100644
--- a/ontouml_py/classes/abstract_classes/relation.py
+++ b/ontouml_py/classes/abstract_classes/relation.py
@@ -29,7 +29,7 @@ class Relation(Classifier):
 
     stereotype: Optional[RelationStereotype] = Field(default=None)
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "arbitrary_types_allowed": True,
         "validate_assignment": True,
         "validate_default": True,
diff --git a/ontouml_py/classes/concrete_classes/anchor.py b/ontouml_py/classes/concrete_classes/anchor.py
index 1facbe1..bdb8de8 100644
--- a/ontouml_py/classes/concrete_classes/anchor.py
+++ b/ontouml_py/classes/concrete_classes/anchor.py
@@ -45,7 +45,7 @@ class Anchor(ModelElement):
     note: Note = Field()
     target: ModelElement = Field()
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "arbitrary_types_allowed": True,
         "validate_assignment": True,
         "extra": "forbid",
diff --git a/ontouml_py/classes/concrete_classes/binaryrelation.py b/ontouml_py/classes/concrete_classes/binaryrelation.py
index 4a98ab6..6635c8e 100644
--- a/ontouml_py/classes/concrete_classes/binaryrelation.py
+++ b/ontouml_py/classes/concrete_classes/binaryrelation.py
@@ -19,7 +19,7 @@ class BinaryRelation(Relation):
     :vartype model_config: Dict[str, Any]
     """
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "arbitrary_types_allowed": True,
         "validate_assignment": True,
         "validate_default": True,
diff --git a/ontouml_py/classes/concrete_classes/class_py.py b/ontouml_py/classes/concrete_classes/class_py.py
index 682fe71..124fff9 100644
--- a/ontouml_py/classes/concrete_classes/class_py.py
+++ b/ontouml_py/classes/concrete_classes/class_py.py
@@ -57,7 +57,7 @@ class Class(Classifier):
     stereotype: ClassStereotype = Field()
     literals: set[Literal] = Field(default_factory=set)
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "arbitrary_types_allowed": True,
         "validate_assignment": True,
         "validate_default": True,
diff --git a/ontouml_py/classes/concrete_classes/generalization.py b/ontouml_py/classes/concrete_classes/generalization.py
index 9159ce1..b3fa7a3 100644
--- a/ontouml_py/classes/concrete_classes/generalization.py
+++ b/ontouml_py/classes/concrete_classes/generalization.py
@@ -32,7 +32,7 @@ class Generalization(ModelElement):
     general: Classifier = Field()
     specific: Classifier = Field()
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "arbitrary_types_allowed": True,
         "validate_assignment": True,
         "validate_default": True,
@@ -41,7 +41,7 @@ class Generalization(ModelElement):
     }
 
     @model_validator(mode="after")
-    def __ensure_irreflexive(self):
+    def __ensure_irreflexive(self) -> None:
         """Validate that the generalization relationship is irreflexive.
 
         Ensures that the 'general' and 'specific' classifiers are different, as a classifier cannot generalize itself.
diff --git a/ontouml_py/classes/concrete_classes/generalizationset.py b/ontouml_py/classes/concrete_classes/generalizationset.py
index 2622023..8dfb511 100644
--- a/ontouml_py/classes/concrete_classes/generalizationset.py
+++ b/ontouml_py/classes/concrete_classes/generalizationset.py
@@ -61,7 +61,7 @@ class GeneralizationSet(ModelElement):
     generalizations: set[object] = Field(min_length=1, default_factory=set)
     categorizer: Optional[object] = Field(default=None)
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "arbitrary_types_allowed": True,
         "validate_assignment": True,
         "extra": "forbid",
diff --git a/ontouml_py/classes/concrete_classes/literal.py b/ontouml_py/classes/concrete_classes/literal.py
index 3bab902..55f5f66 100644
--- a/ontouml_py/classes/concrete_classes/literal.py
+++ b/ontouml_py/classes/concrete_classes/literal.py
@@ -21,7 +21,7 @@ class Literal(ModelElement):
     :vartype model_config: Dict[str, Any]
     """
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "arbitrary_types_allowed": True,
         "validate_assignment": True,
         "validate_default": True,
diff --git a/ontouml_py/classes/concrete_classes/naryrelation.py b/ontouml_py/classes/concrete_classes/naryrelation.py
index 25ebe8d..57effea 100644
--- a/ontouml_py/classes/concrete_classes/naryrelation.py
+++ b/ontouml_py/classes/concrete_classes/naryrelation.py
@@ -19,7 +19,7 @@ class and inherits its properties and methods.
     :vartype model_config: Dict[str, Any]
     """
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "arbitrary_types_allowed": True,
         "validate_assignment": True,
         "validate_default": True,
diff --git a/ontouml_py/classes/concrete_classes/note.py b/ontouml_py/classes/concrete_classes/note.py
index 745e0b3..d522cd0 100644
--- a/ontouml_py/classes/concrete_classes/note.py
+++ b/ontouml_py/classes/concrete_classes/note.py
@@ -37,7 +37,7 @@ class Note(ModelElement):
 
     text: LangString = Field()
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "arbitrary_types_allowed": True,
         "validate_assignment": True,
         "extra": "forbid",
diff --git a/ontouml_py/classes/concrete_classes/package.py b/ontouml_py/classes/concrete_classes/package.py
index 940876b..03a09bb 100644
--- a/ontouml_py/classes/concrete_classes/package.py
+++ b/ontouml_py/classes/concrete_classes/package.py
@@ -30,7 +30,7 @@ class Package(Packageable):
     # Private attribute
     _contents: set[Packageable] = PrivateAttr(default_factory=set)
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "arbitrary_types_allowed": True,
         "validate_assignment": True,
         "extra": "forbid",
diff --git a/ontouml_py/classes/concrete_classes/project.py b/ontouml_py/classes/concrete_classes/project.py
index 4cdbad3..a9a843d 100644
--- a/ontouml_py/classes/concrete_classes/project.py
+++ b/ontouml_py/classes/concrete_classes/project.py
@@ -6,7 +6,6 @@
 from typing import Any
 from typing import Optional
 
-from icecream import ic
 from pydantic import Field
 from pydantic import field_validator
 from pydantic import PrivateAttr
@@ -85,7 +84,7 @@ class Project(NamedElement):
     root_package: Optional[Package] = Field(default=None)
     representation_style: OntologyRepresentationStyle = Field(default=OntologyRepresentationStyle.ONTOUML_STYLE)
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "arbitrary_types_allowed": True,
         "validate_assignment": True,
         "extra": "forbid",
@@ -120,15 +119,15 @@ def __init__(self, **data: dict[str, Any]) -> None:
         if "root_package" in data:
             self.__validate_root_package(data.get("root_package"))
 
-    def __setattr__(self, key, value):
+    def __setattr__(self, key: str, value: Any) -> None:
         """Override the default attribute setting behavior to include validation for 'root_package'.
 
         This method intercepts the setting of the 'root_package' attribute to ensure that the assigned package is
         a part of the project's elements. If the validation fails, a ValueError is raised.
 
         :param key: The name of the attribute to be set.
-        :param value: The value to be assigned to the attribute.
         :type key: str
+        :param value: The value to be assigned to the attribute.
         :type value: Any
         :raises ValueError: If 'root_package' is set to a package not in the project's elements.
         """
@@ -178,7 +177,7 @@ def __ensure_non_empty(cls, checked_values: set[str], checked_field: ValidationI
                 raise ValueError(error_message)
         return checked_values
 
-    def __validate_root_package(self, package: Optional[Package]):
+    def __validate_root_package(self, package: Optional[Package]) -> None:
         """Validate if the provided package is a valid root package for the project.
 
         This method performs two checks:
diff --git a/ontouml_py/classes/concrete_classes/property.py b/ontouml_py/classes/concrete_classes/property.py
index d031668..21bc2fe 100644
--- a/ontouml_py/classes/concrete_classes/property.py
+++ b/ontouml_py/classes/concrete_classes/property.py
@@ -59,7 +59,7 @@ class Property(Decoratable):
     subsetted_by: set["Property"] = Field(default_factory=set)
     redefined_by: set["Property"] = Field(default_factory=set)
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "arbitrary_types_allowed": True,
         "validate_assignment": True,
         "extra": "forbid",
diff --git a/ontouml_py/classes/datatypes/cardinality.py b/ontouml_py/classes/datatypes/cardinality.py
index 3eec713..b05cd65 100644
--- a/ontouml_py/classes/datatypes/cardinality.py
+++ b/ontouml_py/classes/datatypes/cardinality.py
@@ -52,7 +52,7 @@ class Cardinality(BaseModel):
     is_ordered: bool = Field(default=False)
     is_unique: bool = Field(default=True)
 
-    model_config = {  # noqa (vulture)
+    model_config = {
         "arbitrary_types_allowed": True,
         "validate_assignment": True,
         "extra": "forbid",
diff --git a/poetry.lock b/poetry.lock
index 24bfa2b..1849e9a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -729,6 +729,20 @@ mccabe = ">=0.7.0,<0.8.0"
 pycodestyle = ">=2.11.0,<2.12.0"
 pyflakes = ">=3.1.0,<3.2.0"
 
+[[package]]
+name = "flake8-broken-line"
+version = "1.0.0"
+description = "Flake8 plugin to forbid backslashes for line breaks"
+optional = false
+python-versions = ">=3.8,<4.0"
+files = [
+    {file = "flake8_broken_line-1.0.0-py3-none-any.whl", hash = "sha256:96c964336024a5030dc536a9f6fb02aa679e2d2a6b35b80a558b5136c35832a9"},
+    {file = "flake8_broken_line-1.0.0.tar.gz", hash = "sha256:e2c6a17f8d9a129e99c1320fce89b33843e2963871025c4c2bb7b8b8d8732a85"},
+]
+
+[package.dependencies]
+flake8 = ">5"
+
 [[package]]
 name = "flake8-fixme"
 version = "1.1.1"
@@ -2671,4 +2685,4 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.09"
-content-hash = "5e32282214bbf0dbc5e844589851d005ca6d640116ae3c498dbec28dbd1e3c49"
+content-hash = "a27f7e5ae2094a90f5d21c5a191decec121bd231b3251c10cdcd611215d462d7"
diff --git a/pyproject.toml b/pyproject.toml
index c9e8981..7cd1f26 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -40,6 +40,7 @@ sphinx-toolbox = "^3.5.0"
 myst-parser = "^2.0.0"
 # Flake8 and plugins
 flake8 = "^6.1.0"
+flake8-broken-line = "^1.0.0"
 flake8-fixme = "^1.1.1"
 flake8-implicit-str-concat = "^0.4.0"
 flake8-noqa = "^1.3.2"
@@ -60,12 +61,26 @@ line-length = 120
 [tool.vulture]
 paths = ["."]
 exclude = ["docs/", "sphinx/", "ontouml_py/classes/enumerations/", "venv/"]
+min_confidence = 61
 
 [tool.mypy]
-exclude = '^tests'
+exclude = ['tests']
 strict = true
 plugins = "pydantic.mypy"
 
+follow_imports = "silent"
+warn_redundant_casts = true
+warn_unused_ignores = true
+disallow_any_generics = true
+check_untyped_defs = true
+no_implicit_reexport = true
+disallow_untyped_defs = true
+
+[tool.pydantic-mypy]
+init_forbid_extra = true
+init_typed = true
+warn_required_dynamic_aliases = true
+
 [tool.pylint]
 ignore-paths = '^(tests|docs|sphinx)'
 max-line-length = 120
diff --git a/requirements.txt b/requirements.txt
index 78ef155..7ead74e 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -333,6 +333,9 @@ fastjsonschema==2.19.0 ; python_version >= "3.09" and python_version < "4.0" \
 filelock==3.13.1 ; python_version >= "3.09" and python_version < "4.0" \
     --hash=sha256:521f5f56c50f8426f5e03ad3b281b490a87ef15bc6c526f168290f0c7148d44e \
     --hash=sha256:57dbda9b35157b05fb3e58ee91448612eb674172fab98ee235ccb0b5bee19a1c
+flake8-broken-line==1.0.0 ; python_version >= "3.09" and python_version < "4.0" \
+    --hash=sha256:96c964336024a5030dc536a9f6fb02aa679e2d2a6b35b80a558b5136c35832a9 \
+    --hash=sha256:e2c6a17f8d9a129e99c1320fce89b33843e2963871025c4c2bb7b8b8d8732a85
 flake8-fixme==1.1.1 ; python_version >= "3.09" and python_version < "4.0" \
     --hash=sha256:226a6f2ef916730899f29ac140bed5d4a17e5aba79f00a0e3ae1eff1997cb1ac \
     --hash=sha256:50cade07d27a4c30d4f12351478df87339e67640c83041b664724bda6d16f33a
diff --git a/tests/abstract_classes/test_classifier.py b/tests/abstract_classes/test_classifier.py
index 4f49d09..b683f2f 100644
--- a/tests/abstract_classes/test_classifier.py
+++ b/tests/abstract_classes/test_classifier.py
@@ -44,7 +44,7 @@ def test_add_property_invalid_type() -> None:
     Ensures that a TypeError is raised when a non-Property instance is added.
     """
     classifier = Class()
-    with pytest.raises(TypeError):
+    with pytest.raises(TypeError, match="Invalid property type for"):
         classifier.add_property("not_a_property")
 
 
@@ -66,7 +66,7 @@ def test_remove_property_invalid_type() -> None:
     Ensures that a TypeError is raised when attempting to remove a non-Property instance.
     """
     classifier = Class()
-    with pytest.raises(TypeError):
+    with pytest.raises(TypeError, match="Invalid property type for removal"):
         classifier.remove_property("not_a_property")
 
 
@@ -77,7 +77,7 @@ def test_remove_property_not_in_list() -> None:
     """
     classifier = Class()
     prop = Property()
-    with pytest.raises(ValueError):
+    with pytest.raises(ValueError, match="is not part of the classifier's properties"):
         classifier.remove_property(prop)
 
 
diff --git a/tests/abstract_classes/test_ontoumlelement.py b/tests/abstract_classes/test_ontoumlelement.py
index e6704fe..bc155ae 100644
--- a/tests/abstract_classes/test_ontoumlelement.py
+++ b/tests/abstract_classes/test_ontoumlelement.py
@@ -14,7 +14,7 @@ def test_abstract_class() -> None:
 
     :raises TypeError: If the instantiation of OntoumlElement occurs.
     """
-    with pytest.raises(TypeError, match="Can't instantiate abstract class"):
+    with pytest.raises(TypeError, match="Can't instantiate abstract class OntoumlElement"):
         OntoumlElement()
 
 
@@ -23,7 +23,9 @@ def test_invalid_modified_argument_type() -> None:
 
     :raises ValidationError: If a non-datetime value is passed for 'modified'.
     """
-    with pytest.raises(ValidationError, match=r"^1 validation error for"):
+    with pytest.raises(
+        ValidationError, match="1 validation error for Project\nmodified\n  Input should be a valid datetime"
+    ):
         Project(modified="not-a-datetime")
 
 
@@ -88,7 +90,10 @@ def test_modified_update_with_invalid_datetime() -> None:
     """
     concrete_ontouml_element = Project()
     earlier_time = concrete_ontouml_element.created - timedelta(days=1)
-    with pytest.raises(ValueError):
+    with pytest.raises(
+        ValueError,
+        match=r"\* Error Type: ValueError\.\n\* Description: Invalid modification of 'modified' attribute for instance with ID .*\n\* Cause: 'modified' datetime \(.*\) is set earlier than 'created' datetime \(.*\)\.\n\* Solution: Ensure 'modified' is later than or equal to 'created'\.",
+    ):
         concrete_ontouml_element.modified = earlier_time
 
 
@@ -110,7 +115,7 @@ def test_id_initialization_with_non_uuid() -> None:
 
     :raises ValidationError: If 'id' is not a valid string.
     """
-    with pytest.raises(ValidationError, match=r"Input should be a valid string"):
+    with pytest.raises(ValidationError, match="Input should be a valid string"):
         Project(id=1)
 
 
@@ -163,7 +168,7 @@ def test_modified_update_to_past_datetime() -> None:
     """
     concrete_ontouml_element = Project()
     past_datetime = concrete_ontouml_element.created - timedelta(days=1)
-    with pytest.raises(ValueError):
+    with pytest.raises(ValueError, match="Invalid modification of 'modified' attribute for instance with ID"):
         concrete_ontouml_element.modified = past_datetime
 
 
@@ -172,7 +177,7 @@ def test_modified_initialization_with_invalid_type() -> None:
 
     :raises ValidationError: If 'modified' is not a valid datetime.
     """
-    with pytest.raises(ValidationError):
+    with pytest.raises(ValidationError, match="Input should be a valid datetime"):
         Project(modified="not-a-datetime")
 
 
@@ -251,9 +256,9 @@ def test_invalid_types_for_created_and_modified() -> None:
 
     :raises ValidationError: If invalid types are passed for 'created' and 'modified'.
     """
-    with pytest.raises(ValidationError):
+    with pytest.raises(ValidationError, match="Input should be a valid datetime"):
         Project(created="invalid-type")
-    with pytest.raises(ValidationError):
+    with pytest.raises(ValidationError, match="Input should be a valid datetime"):
         Project(modified="invalid-type")
 
 
@@ -263,7 +268,7 @@ def test_error_when_modified_before_created() -> None:
     :raises ValueError: If 'modified' is set earlier than 'created'.
     """
     element = Project()
-    with pytest.raises(ValueError):
+    with pytest.raises(ValueError, match="Invalid modification of 'modified' attribute for instance with ID"):
         element.modified = element.created - timedelta(days=1)
 
 
@@ -287,7 +292,7 @@ def test_instantiation_allowed_subclass_namedelement() -> None:
 def test_instantiation_allowed_subclass_shape() -> None:
     """Test instantiation of a class allowed in _allowed_subclasses."""
     try:
-        shape = Shape()  # noqa (Vulture)
+        shape = Shape()
     except ValueError:
         pytest.fail("Instantiation of Shape should not raise ValueError.")
 
@@ -300,9 +305,8 @@ class DisallowedElement(OntoumlElement):
         def __init__(self, **data):
             super().__init__(**data)
 
-    with pytest.raises(ValueError) as exc_info:
-        _ = DisallowedElement()
-    assert "not an allowed subclass" in str(exc_info.value), "ValueError should mention subclass restriction."
+    with pytest.raises(ValueError, match="is not an allowed subclass"):
+        DisallowedElement()
 
 
 # Test deep inheritance chain with allowed subclass
@@ -313,7 +317,7 @@ class DeepShape(Shape):
         pass
 
     try:
-        deep_shape = DeepShape()  # noqa (Vulture)
+        deep_shape = DeepShape()
     except ValueError:
         pytest.fail("Instantiation of DeepShape should not raise ValueError.")
 
@@ -323,7 +327,7 @@ def test_dynamic_class_creation_instantiation() -> None:
     """Test dynamic creation and instantiation of a subclass."""
     dynamic_element = type("dynamic_element", (Project,), {})
     try:
-        dynamic_element = dynamic_element()  # noqa (Vulture)
+        dynamic_element = dynamic_element()
     except ValueError:
         pytest.fail("Instantiation of dynamic_element should not raise ValueError.")
 
@@ -346,10 +350,8 @@ class DisallowedElement(OntoumlElement):
         def __init__(self, **data) -> None:
             super().__init__(**data)
 
-    with pytest.raises(ValueError) as exc_info:
-        _ = DisallowedElement()
-    expected_msg_part = "not an allowed subclass"
-    assert expected_msg_part in str(exc_info.value), "Error message should indicate the subclass is not allowed."
+    with pytest.raises(ValueError, match="is not an allowed subclass"):
+        DisallowedElement()
 
 
 def test_initialization_with_empty_string() -> None:
@@ -357,7 +359,7 @@ def test_initialization_with_empty_string() -> None:
 
     :raises ValidationError: If the object does not handle empty string initialization as expected.
     """
-    with pytest.raises(ValidationError, match="validation error for"):
+    with pytest.raises(ValidationError, match="validation error for Project"):
         Project(name="")
 
 
@@ -366,7 +368,7 @@ def test_initialization_with_empty_list() -> None:
 
     :raises ValidationError: If the object does not handle empty list initialization as expected.
     """
-    with pytest.raises(ValidationError, match="validation error for"):
+    with pytest.raises(ValidationError, match="validation error for Project"):
         Project(some_list_attribute=[])
 
 
@@ -375,7 +377,7 @@ def test_initialization_with_empty_tuple() -> None:
 
     :raises ValidationError: If the object does not handle empty tuple initialization as expected.
     """
-    with pytest.raises(ValidationError, match="validation error for"):
+    with pytest.raises(ValidationError, match="validation error for Project"):
         Project(some_tuple_attribute=())
 
 
@@ -385,8 +387,8 @@ def test_post_initialization_type_validation() -> None:
     :raises ValidationError: If the object allows setting an attribute to an invalid type post-instantiation.
     """
     element = Project()
-    with pytest.raises(ValidationError, match="Object has no attribute"):
-        element.some_attribute = 123  # Assuming 'some_attribute' should be a string # noqa (Vulture)
+    with pytest.raises(ValidationError, match="Object has no attribute 'some_attribute'"):
+        element.some_attribute = 123  # Assuming 'some_attribute' should be a string
 
 
 def test_post_initialization_with_empty_string() -> None:
@@ -395,8 +397,8 @@ def test_post_initialization_with_empty_string() -> None:
     :raises ValidationError: If the object allows setting a string attribute to an empty string post-instantiation.
     """
     element = Project()
-    with pytest.raises(ValidationError, match="Object has no attribute"):
-        element.name = ""  # noqa (Vulture)
+    with pytest.raises(ValidationError, match="Object has no attribute 'name'"):
+        element.name = ""
 
 
 def test_post_initialization_id_with_invalid_uuid() -> None:
@@ -425,7 +427,7 @@ def test_id_with_not_enough_chars() -> None:
     :raises ValueError: If the object allows setting the id with less than 3 chars.
     """
     element = Project()
-    with pytest.raises(ValueError):
+    with pytest.raises(ValueError, match="1 validation error for Project"):
         element.id = ""
 
 
@@ -463,7 +465,7 @@ def test_ontoumlelement_modification_date_validation() -> None:
     :raises AssertionError: If the modification date is incorrectly set earlier than the creation date.
     """
     element = Project()
-    with pytest.raises(ValueError):
+    with pytest.raises(ValueError, match="Invalid modification of 'modified' attribute"):
         element.modified = element.created - timedelta(days=1)
 
 
@@ -509,8 +511,5 @@ class UnauthorizedElement(OntoumlElement):
         def __init__(self, **data):
             super().__init__(**data)
 
-    with pytest.raises(ValueError) as excinfo:
+    with pytest.raises(ValueError, match="is not an allowed subclass"):
         UnauthorizedElement()
-    assert "is not an allowed subclass" in str(
-        excinfo.value
-    ), "OntoumlElement should not be instantiated as an unauthorized subclass."
diff --git a/tests/concrete_classes/test_note_anchor.py b/tests/concrete_classes/test_note_anchor.py
index 6a72ddd..723fbba 100644
--- a/tests/concrete_classes/test_note_anchor.py
+++ b/tests/concrete_classes/test_note_anchor.py
@@ -100,7 +100,8 @@ def test_anchor_mutability() -> None:
     anchor.note = new_note
     anchor.target = new_target
 
-    assert anchor.note == new_note and anchor.target == new_target, "Failed to update the note or target of Anchor."
+    assert anchor.note == new_note, "Failed to update the note of Anchor."
+    assert anchor.target == new_target, "Failed to update the target of Anchor."
 
 
 def test_anchor_with_null_note() -> None:
diff --git a/tests/concrete_classes/test_project_base.py b/tests/concrete_classes/test_project.py
similarity index 89%
rename from tests/concrete_classes/test_project_base.py
rename to tests/concrete_classes/test_project.py
index 421f5bf..4f16211 100644
--- a/tests/concrete_classes/test_project_base.py
+++ b/tests/concrete_classes/test_project.py
@@ -168,7 +168,8 @@ def test_project_mutable_update_empty_values() -> None:
     ls2 = {create_langstring("b")}
     project.names = ls1
     project.alt_names = ls2
-    assert project.names == ls1 and project.alt_names == ls2, "Should update to empty values correctly."
+    assert project.names == ls1, "Should update to empty values correctly."
+    assert project.alt_names == ls2, "Should update to empty values correctly."
 
 
 def test_project_invalid_value_in_list_post_init() -> None:
@@ -177,7 +178,10 @@ def test_project_invalid_value_in_list_post_init() -> None:
     :raises ValidationError: If the list accepts an invalid value.
     """
     project = Project(alt_names=[create_langstring("Initial")])
-    with pytest.raises(ValidationError):
+    with pytest.raises(
+        ValidationError,
+        match="Input should be an instance of LangString",
+    ):
         project.alt_names = [create_langstring("Another"), None]  # Reassign with a new list containing an invalid value
 
 
@@ -187,7 +191,7 @@ def test_project_invalid_type_in_list_post_init() -> None:
     :raises ValidationError: If the list accepts an invalid type.
     """
     project = Project(alt_names=[create_langstring("Initial")])
-    with pytest.raises(ValidationError):
+    with pytest.raises(ValidationError, match="Input should be an instance of LangString"):
         project.alt_names = [create_langstring("Another"), 123]  # Reassign with a new list containing an invalid type
 
 
@@ -197,7 +201,9 @@ def test_project_none_in_list_post_init() -> None:
     :raises ValueError: If None is assigned to a list attribute.
     """
     project = Project(alt_names=[create_langstring("Initial")])
-    with pytest.raises(ValueError):
+    with pytest.raises(
+        ValueError, match="Input should be a valid set \\[type=set_type, input_value=None, input_type=NoneType\\]"
+    ):
         project.alt_names = None
 
 
@@ -224,7 +230,10 @@ def test_project_update_set_with_mixed_values() -> None:
     :raises ValidationError: If the set incorrectly accepts None values.
     """
     project = Project(acronyms={"AC1"})
-    with pytest.raises(ValidationError):
+    with pytest.raises(
+        ValidationError,
+        match="Input should be a valid string \\[type=string_type, input_value=None, input_type=NoneType\\]",
+    ):
         project.acronyms = {"AC2", None}
 
 
@@ -237,7 +246,9 @@ def test_project_update_set_with_mixed_types() -> None:
     :raises ValidationError: If the set incorrectly accepts elements of invalid types.
     """
     project = Project(acronyms={"AC1"})
-    with pytest.raises(ValidationError):
+    with pytest.raises(
+        ValidationError, match="Input should be a valid string \\[type=string_type, input_value=123, input_type=int\\]"
+    ):
         project.acronyms = {"AC2", 123}
 
 
@@ -334,10 +345,10 @@ def test_project_extreme_string_values() -> None:
 
 def test_project_mixing_types_in_lists() -> None:
     """Test assigning mixed types in list attributes."""
-    with pytest.raises(ValidationError):
+    with pytest.raises(ValidationError, match=r"(Input should be a valid string|Extra inputs are not permitted)"):
         Project(elements=[123, Package()])  # Mixing int and OntoumlElement in 'elements'
 
-    with pytest.raises(ValidationError):
+    with pytest.raises(ValidationError, match=r"(Input should be a valid string|Extra inputs are not permitted)"):
         Project(acronyms=[True, "ACR"])  # Mixing bool and str in 'acronyms'
 
 
@@ -357,11 +368,20 @@ def test_project_empty_values_post_initialization() -> None:
     """Test assigning empty values to attributes post-initialization."""
     project = Project(names=[create_langstring("Test")])
 
-    with pytest.raises(ValidationError):
+    with pytest.raises(
+        ValidationError,
+        match="String should have at least 1 character \\[type=string_too_short, input_value='', input_type=str\\]",
+    ):
         project.namespace = ""
-    with pytest.raises(ValidationError):
+    with pytest.raises(
+        ValidationError,
+        match="String should have at least 1 character \\[type=string_too_short, input_value='', input_type=str\\]",
+    ):
         project.license = ""
-    with pytest.raises(ValidationError):
+    with pytest.raises(
+        ValidationError,
+        match="String should have at least 1 character \\[type=string_too_short, input_value='', input_type=str\\]",
+    ):
         project.publisher = ""
 
 
@@ -422,20 +442,26 @@ def test_project_empty_and_null_sets() -> None:
 
 def test_project_numerical_values_for_strings() -> None:
     """Test assigning numerical values to string attributes."""
-    with pytest.raises(ValidationError):
+    with pytest.raises(ValidationError, match="Input should be a valid string"):
         Project(namespace=123)
 
-    with pytest.raises(ValidationError):
+    with pytest.raises(ValidationError, match="Input should be a valid string"):
         Project(license=456)
 
-    with pytest.raises(ValidationError):
+    with pytest.raises(ValidationError, match="Input should be a valid string"):
         Project(publisher=789)
 
 
 def test_project_boolean_values_in_lists() -> None:
     """Test assigning boolean values in list attributes."""
-    with pytest.raises(ValidationError):
+    with pytest.raises(
+        ValidationError,
+        match="Input should be a valid string \\[type=string_type, input_value=True, input_type=bool\\]",
+    ):
         Project(acronyms=[True, False])
 
-    with pytest.raises(ValidationError):
+    with pytest.raises(
+        ValidationError,
+        match="Input should be a valid string \\[type=string_type, input_value=False, input_type=bool\\]",
+    ):
         Project(bibliographic_citations=[True, False])
diff --git a/tests/enumerations/test_ontoumlenum.py b/tests/enumerations/test_ontoumlenum.py
index 3687c15..23a8e99 100644
--- a/tests/enumerations/test_ontoumlenum.py
+++ b/tests/enumerations/test_ontoumlenum.py
@@ -13,8 +13,8 @@ def test_get_members() -> None:
     """
 
     class TestEnum(OntoumlEnum):
-        FIRST_MEMBER = ()  # noqa (Vulture)
-        SECOND_MEMBER = ()  # noqa (Vulture)
+        FIRST_MEMBER = ()
+        SECOND_MEMBER = ()
 
     members = TestEnum.get_members()
     expected_members = {"FIRST_MEMBER", "SECOND_MEMBER"}
@@ -25,8 +25,8 @@ def test_enum_member_uniqueness() -> None:
     """Test that all enum members are unique."""
 
     class TestEnum(OntoumlEnum):
-        MEMBER_ONE = ()  # noqa (Vulture)
-        MEMBER_TWO = ()  # noqa (Vulture)
+        MEMBER_ONE = ()
+        MEMBER_TWO = ()
 
     assert len(TestEnum) == len(set(TestEnum)), "Enum members should be unique"