diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index bc07fb78987..d048b40e2c0 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -18,7 +18,7 @@ repos:
     rev: 25.1.0
     hooks:
       - id: black
-        files: ^(misc/codegen/.*|misc/scripts/models-as-data/bulk_generate_mad)\.py$
+        files: ^(misc/codegen/.*|misc/scripts/models-as-data/.*)\.py$
 
   - repo: local
     hooks:
diff --git a/misc/scripts/models-as-data/convert_extensions.py b/misc/scripts/models-as-data/convert_extensions.py
index 28a7b7349bc..01a10dae5ff 100644
--- a/misc/scripts/models-as-data/convert_extensions.py
+++ b/misc/scripts/models-as-data/convert_extensions.py
@@ -7,65 +7,86 @@ import subprocess
 import sys
 import tempfile
 
+
 def quote_if_needed(v):
     # string columns
     if type(v) is str:
-        return "\"" + v + "\""
+        return '"' + v + '"'
     # bool column
     return str(v)
 
+
 def parseData(data):
-    rows = [{ }, { }]
+    rows = [{}, {}]
     for row in data:
         d = map(quote_if_needed, row)
         provenance = row[-1]
         targetRows = rows[1] if provenance.endswith("generated") else rows[0]
-        helpers.insert_update(targetRows, row[0], "      - [" + ', '.join(d) + ']\n')
+        helpers.insert_update(targetRows, row[0], "      - [" + ", ".join(d) + "]\n")
 
     return rows
 
+
 class Converter:
     def __init__(self, language, dbDir):
         self.language = language
         self.dbDir = dbDir
-        self.codeQlRoot = subprocess.check_output(["git", "rev-parse", "--show-toplevel"]).decode("utf-8").strip()
+        self.codeQlRoot = (
+            subprocess.check_output(["git", "rev-parse", "--show-toplevel"])
+            .decode("utf-8")
+            .strip()
+        )
         self.extDir = os.path.join(self.codeQlRoot, f"{self.language}/ql/lib/ext/")
         self.dirname = "modelconverter"
         self.modelFileExtension = ".model.yml"
         self.workDir = tempfile.mkdtemp()
 
-
     def runQuery(self, query):
-        print('########## Querying: ', query)
-        queryFile = os.path.join(self.codeQlRoot, f"{self.language}/ql/src/utils/{self.dirname}", query)
+        print("########## Querying: ", query)
+        queryFile = os.path.join(
+            self.codeQlRoot, f"{self.language}/ql/src/utils/{self.dirname}", query
+        )
         resultBqrs = os.path.join(self.workDir, "out.bqrs")
 
-        helpers.run_cmd(['codeql', 'query', 'run', queryFile, '--database', self.dbDir, '--output', resultBqrs], "Failed to generate " + query)
+        helpers.run_cmd(
+            [
+                "codeql",
+                "query",
+                "run",
+                queryFile,
+                "--database",
+                self.dbDir,
+                "--output",
+                resultBqrs,
+            ],
+            "Failed to generate " + query,
+        )
         return helpers.readData(self.workDir, resultBqrs)
 
-
     def asAddsTo(self, rows, predicate):
-        extensions = [{ }, { }]
+        extensions = [{}, {}]
         for i in range(2):
             for key in rows[i]:
-                extensions[i][key] = helpers.addsToTemplate.format(f"codeql/{self.language}-all", predicate, rows[i][key])
-    
-        return extensions
+                extensions[i][key] = helpers.addsToTemplate.format(
+                    f"codeql/{self.language}-all", predicate, rows[i][key]
+                )
 
+        return extensions
 
     def getAddsTo(self, query, predicate):
         data = self.runQuery(query)
         rows = parseData(data)
         return self.asAddsTo(rows, predicate)
 
-
     def makeContent(self):
         summaries = self.getAddsTo("ExtractSummaries.ql", helpers.summaryModelPredicate)
         sources = self.getAddsTo("ExtractSources.ql", helpers.sourceModelPredicate)
         sinks = self.getAddsTo("ExtractSinks.ql", helpers.sinkModelPredicate)
         neutrals = self.getAddsTo("ExtractNeutrals.ql", helpers.neutralModelPredicate)
-        return [helpers.merge(sources[0], sinks[0], summaries[0], neutrals[0]), helpers.merge(sources[1], sinks[1], summaries[1], neutrals[1])]
-
+        return [
+            helpers.merge(sources[0], sinks[0], summaries[0], neutrals[0]),
+            helpers.merge(sources[1], sinks[1], summaries[1], neutrals[1]),
+        ]
 
     def save(self, extensions):
         # Create directory if it doesn't exist
@@ -77,9 +98,11 @@ class Converter:
         for entry in extensions[0]:
             with open(self.extDir + "/" + entry + self.modelFileExtension, "w") as f:
                 f.write(extensionTemplate.format(extensions[0][entry]))
-        
+
         for entry in extensions[1]:
-            with open(self.extDir + "/generated/" + entry + self.modelFileExtension, "w") as f:
+            with open(
+                self.extDir + "/generated/" + entry + self.modelFileExtension, "w"
+            ) as f:
                 f.write(extensionTemplate.format(extensions[1][entry]))
 
     def run(self):
diff --git a/misc/scripts/models-as-data/helpers.py b/misc/scripts/models-as-data/helpers.py
index 49cccb35cb6..f165caf62dc 100644
--- a/misc/scripts/models-as-data/helpers.py
+++ b/misc/scripts/models-as-data/helpers.py
@@ -14,37 +14,53 @@ addsToTemplate = """  - addsTo:
     data:
 {2}"""
 
+
 def remove_dir(dirName):
     if os.path.isdir(dirName):
         shutil.rmtree(dirName)
         print("Removed directory:", dirName)
 
+
 def run_cmd(cmd, msg="Failed to run command"):
-    print('Running ' + ' '.join(cmd))
+    print("Running " + " ".join(cmd))
     if subprocess.check_call(cmd):
         print(msg)
         exit(1)
 
+
 def readData(workDir, bqrsFile):
     generatedJson = os.path.join(workDir, "out.json")
-    print('Decoding BQRS to JSON.')
-    run_cmd(['codeql', 'bqrs', 'decode', bqrsFile, '--output', generatedJson, '--format=json'], "Failed to decode BQRS.")
+    print("Decoding BQRS to JSON.")
+    run_cmd(
+        [
+            "codeql",
+            "bqrs",
+            "decode",
+            bqrsFile,
+            "--output",
+            generatedJson,
+            "--format=json",
+        ],
+        "Failed to decode BQRS.",
+    )
 
     with open(generatedJson) as f:
         results = json.load(f)
 
     try:
-        return results['#select']['tuples']
+        return results["#select"]["tuples"]
     except KeyError:
-        print('Unexpected JSON output - no tuples found')
+        print("Unexpected JSON output - no tuples found")
         exit(1)
 
+
 def insert_update(rows, key, value):
     if key in rows:
         rows[key] += value
     else:
         rows[key] = value
 
+
 def merge(*dicts):
     merged = {}
     for d in dicts: