diff --git a/capa/capabilities/common.py b/capa/capabilities/common.py
index 47b93625..ba8b97f8 100644
--- a/capa/capabilities/common.py
+++ b/capa/capabilities/common.py
@@ -21,8 +21,16 @@ from dataclasses import dataclass
 from capa.rules import Rule, Scope, RuleSet
 from capa.engine import FeatureSet, MatchResults
 from capa.features.address import NO_ADDRESS
-from capa.render.result_document import LibraryFunction, StaticFeatureCounts, DynamicFeatureCounts
-from capa.features.extractors.base_extractor import FeatureExtractor, StaticFeatureExtractor, DynamicFeatureExtractor
+from capa.render.result_document import (
+    LibraryFunction,
+    StaticFeatureCounts,
+    DynamicFeatureCounts,
+)
+from capa.features.extractors.base_extractor import (
+    FeatureExtractor,
+    StaticFeatureExtractor,
+    DynamicFeatureExtractor,
+)
 
 logger = logging.getLogger(__name__)
 
@@ -39,7 +47,9 @@ def find_file_capabilities(
 ) -> FileCapabilities:
     file_features: FeatureSet = collections.defaultdict(set)
 
-    for feature, va in itertools.chain(extractor.extract_file_features(), extractor.extract_global_features()):
+    for feature, va in itertools.chain(
+        extractor.extract_file_features(), extractor.extract_global_features()
+    ):
         # not all file features may have virtual addresses.
         # if not, then at least ensure the feature shows up in the index.
         # the set of addresses will still be empty.
@@ -64,7 +74,9 @@ class Capabilities:
     library_functions: Optional[tuple[LibraryFunction, ...]] = None
 
 
-def find_capabilities(ruleset: RuleSet, extractor: FeatureExtractor, disable_progress=None, **kwargs) -> Capabilities:
+def find_capabilities(
+    ruleset: RuleSet, extractor: FeatureExtractor, disable_progress=None, **kwargs
+) -> Capabilities:
     from capa.capabilities.static import find_static_capabilities
     from capa.capabilities.dynamic import find_dynamic_capabilities
 
@@ -72,14 +84,20 @@ def find_capabilities(ruleset: RuleSet, extractor: FeatureExtractor, disable_pro
         # for the time being, extractors are either static or dynamic.
         # Remove this assertion once that has changed
         assert not isinstance(extractor, DynamicFeatureExtractor)
-        return find_static_capabilities(ruleset, extractor, disable_progress=disable_progress, **kwargs)
+        return find_static_capabilities(
+            ruleset, extractor, disable_progress=disable_progress, **kwargs
+        )
     if isinstance(extractor, DynamicFeatureExtractor):
-        return find_dynamic_capabilities(ruleset, extractor, disable_progress=disable_progress, **kwargs)
+        return find_dynamic_capabilities(
+            ruleset, extractor, disable_progress=disable_progress, **kwargs
+        )
 
     raise ValueError(f"unexpected extractor type: {extractor.__class__.__name__}")
 
 
-def has_limitation(rules: list, capabilities: Capabilities | FileCapabilities, is_standalone: bool) -> bool:
+def has_limitation(
+    rules: list, capabilities: Capabilities | FileCapabilities, is_standalone: bool
+) -> bool:
 
     for rule in rules:
         if rule.name not in capabilities.matches:
@@ -90,7 +108,9 @@ def has_limitation(rules: list, capabilities: Capabilities | FileCapabilities, i
         logger.warning(" Identified via rule: %s", rule.name)
         if is_standalone:
             logger.warning(" ")
-            logger.warning(" Use -v or -vv if you really want to see the capabilities identified by capa.")
+            logger.warning(
+                " Use -v or -vv if you really want to see the capabilities identified by capa."
+            )
         logger.warning("-" * 80)
 
         # bail on first file limitation
@@ -102,8 +122,12 @@ def is_static_limitation_rule(r: Rule) -> bool:
     return r.meta.get("namespace", "") == "internal/limitation/static"
 
 
-def has_static_limitation(rules: RuleSet, capabilities: Capabilities | FileCapabilities, is_standalone=True) -> bool:
-    file_limitation_rules = list(filter(lambda r: is_static_limitation_rule(r), rules.rules.values()))
+def has_static_limitation(
+    rules: RuleSet, capabilities: Capabilities | FileCapabilities, is_standalone=True
+) -> bool:
+    file_limitation_rules = list(
+        filter(lambda r: is_static_limitation_rule(r), rules.rules.values())
+    )
     return has_limitation(file_limitation_rules, capabilities, is_standalone)
 
 
@@ -111,6 +135,10 @@ def is_dynamic_limitation_rule(r: Rule) -> bool:
     return r.meta.get("namespace", "") == "internal/limitation/dynamic"
 
 
-def has_dynamic_limitation(rules: RuleSet, capabilities: Capabilities | FileCapabilities, is_standalone=True) -> bool:
-    dynamic_limitation_rules = list(filter(lambda r: is_dynamic_limitation_rule(r), rules.rules.values()))
+def has_dynamic_limitation(
+    rules: RuleSet, capabilities: Capabilities | FileCapabilities, is_standalone=True
+) -> bool:
+    dynamic_limitation_rules = list(
+        filter(lambda r: is_dynamic_limitation_rule(r), rules.rules.values())
+    )
     return has_limitation(dynamic_limitation_rules, capabilities, is_standalone)
diff --git a/capa/features/extractors/base_extractor.py b/capa/features/extractors/base_extractor.py
index a930d96b..bc990366 100644
--- a/capa/features/extractors/base_extractor.py
+++ b/capa/features/extractors/base_extractor.py
@@ -23,7 +23,13 @@ from dataclasses import dataclass
 
 import capa.features.address
 from capa.features.common import Feature
-from capa.features.address import Address, ThreadAddress, ProcessAddress, DynamicCallAddress, AbsoluteVirtualAddress
+from capa.features.address import (
+    Address,
+    ThreadAddress,
+    ProcessAddress,
+    DynamicCallAddress,
+    AbsoluteVirtualAddress,
+)
 
 # feature extractors may reference functions, BBs, insns by opaque handle values.
 # you can use the `.address` property to get and render the address of the feature.
@@ -47,7 +53,9 @@ class SampleHashes:
         sha1.update(buf)
         sha256.update(buf)
 
-        return cls(md5=md5.hexdigest(), sha1=sha1.hexdigest(), sha256=sha256.hexdigest())
+        return cls(
+            md5=md5.hexdigest(), sha1=sha1.hexdigest(), sha256=sha256.hexdigest()
+        )
 
 
 @dataclass
@@ -119,7 +127,9 @@ class StaticFeatureExtractor(abc.ABC):
         self._sample_hashes = hashes
 
     @abc.abstractmethod
-    def get_base_address(self) -> Union[AbsoluteVirtualAddress, capa.features.address._NoAddress]:
+    def get_base_address(
+        self,
+    ) -> Union[AbsoluteVirtualAddress, capa.features.address._NoAddress]:
         """
         fetch the preferred load address at which the sample was analyzed.
 
@@ -212,7 +222,9 @@ class StaticFeatureExtractor(abc.ABC):
         raise KeyError(addr)
 
     @abc.abstractmethod
-    def extract_function_features(self, f: FunctionHandle) -> Iterator[tuple[Feature, Address]]:
+    def extract_function_features(
+        self, f: FunctionHandle
+    ) -> Iterator[tuple[Feature, Address]]:
         """
         extract function-scope features.
         the arguments are opaque values previously provided by `.get_functions()`, etc.
@@ -241,7 +253,9 @@ class StaticFeatureExtractor(abc.ABC):
         raise NotImplementedError()
 
     @abc.abstractmethod
-    def extract_basic_block_features(self, f: FunctionHandle, bb: BBHandle) -> Iterator[tuple[Feature, Address]]:
+    def extract_basic_block_features(
+        self, f: FunctionHandle, bb: BBHandle
+    ) -> Iterator[tuple[Feature, Address]]:
         """
         extract basic block-scope features.
         the arguments are opaque values previously provided by `.get_functions()`, etc.
@@ -299,7 +313,9 @@ class StaticFeatureExtractor(abc.ABC):
         raise NotImplementedError()
 
 
-def FunctionFilter(extractor: StaticFeatureExtractor, functions: set) -> StaticFeatureExtractor:
+def FunctionFilter(
+    extractor: StaticFeatureExtractor, functions: set
+) -> StaticFeatureExtractor:
     original_get_functions = extractor.get_functions
 
     def filtered_get_functions(self):
@@ -425,7 +441,9 @@ class DynamicFeatureExtractor(abc.ABC):
         raise NotImplementedError()
 
     @abc.abstractmethod
-    def extract_process_features(self, ph: ProcessHandle) -> Iterator[tuple[Feature, Address]]:
+    def extract_process_features(
+        self, ph: ProcessHandle
+    ) -> Iterator[tuple[Feature, Address]]:
         """
         Yields all the features of a process. These include:
         - file features of the process' image
@@ -448,7 +466,9 @@ class DynamicFeatureExtractor(abc.ABC):
         raise NotImplementedError()
 
     @abc.abstractmethod
-    def extract_thread_features(self, ph: ProcessHandle, th: ThreadHandle) -> Iterator[tuple[Feature, Address]]:
+    def extract_thread_features(
+        self, ph: ProcessHandle, th: ThreadHandle
+    ) -> Iterator[tuple[Feature, Address]]:
         """
         Yields all the features of a thread. These include:
         - sequenced api traces
@@ -484,7 +504,9 @@ class DynamicFeatureExtractor(abc.ABC):
         raise NotImplementedError()
 
 
-def ProcessFilter(extractor: DynamicFeatureExtractor, pids: set[int]) -> DynamicFeatureExtractor:
+def ProcessFilter(
+    extractor: DynamicFeatureExtractor, pids: set[int]
+) -> DynamicFeatureExtractor:
     original_get_processes = extractor.get_processes
 
     def filtered_get_processes(self):
@@ -500,7 +522,9 @@ def ProcessFilter(extractor: DynamicFeatureExtractor, pids: set[int]) -> Dynamic
     return new_extractor
 
 
-def ThreadFilter(extractor: DynamicFeatureExtractor, threads: set[Address]) -> DynamicFeatureExtractor:
+def ThreadFilter(
+    extractor: DynamicFeatureExtractor, threads: set[Address]
+) -> DynamicFeatureExtractor:
     original_get_threads = extractor.get_threads
 
     def filtered_get_threads(self, ph: ProcessHandle):
diff --git a/capa/features/extractors/common.py b/capa/features/extractors/common.py
index 27c7e2e7..1cd153cd 100644
--- a/capa/features/extractors/common.py
+++ b/capa/features/extractors/common.py
@@ -88,7 +88,9 @@ def extract_format(buf: bytes) -> Iterator[tuple[Feature, Address]]:
 
 def extract_arch(buf) -> Iterator[tuple[Feature, Address]]:
     if buf.startswith(MATCH_PE):
-        yield from capa.features.extractors.pefile.extract_file_arch(pe=pefile.PE(data=buf))
+        yield from capa.features.extractors.pefile.extract_file_arch(
+            pe=pefile.PE(data=buf)
+        )
 
     elif buf.startswith(MATCH_RESULT):
         yield Arch(ARCH_ANY), NO_ADDRESS
@@ -114,7 +116,10 @@ def extract_arch(buf) -> Iterator[tuple[Feature, Address]]:
         # rules that rely on arch conditions will fail to match on shellcode.
         #
         # for (2), this logic will need to be updated as the format is implemented.
-        logger.debug("unsupported file format: %s, will not guess Arch", binascii.hexlify(buf[:4]).decode("ascii"))
+        logger.debug(
+            "unsupported file format: %s, will not guess Arch",
+            binascii.hexlify(buf[:4]).decode("ascii"),
+        )
         return
 
 
@@ -146,5 +151,8 @@ def extract_os(buf, os=OS_AUTO) -> Iterator[tuple[Feature, Address]]:
         # rules that rely on OS conditions will fail to match on shellcode.
         #
         # for (2), this logic will need to be updated as the format is implemented.
-        logger.debug("unsupported file format: %s, will not guess OS", binascii.hexlify(buf[:4]).decode("ascii"))
+        logger.debug(
+            "unsupported file format: %s, will not guess OS",
+            binascii.hexlify(buf[:4]).decode("ascii"),
+        )
         return
diff --git a/capa/features/extractors/dotnetfile.py b/capa/features/extractors/dotnetfile.py
index 3de80d20..ab5a4ae3 100644
--- a/capa/features/extractors/dotnetfile.py
+++ b/capa/features/extractors/dotnetfile.py
@@ -62,23 +62,31 @@ def extract_file_format(**kwargs) -> Iterator[tuple[Format, Address]]:
     yield Format(FORMAT_PE), NO_ADDRESS
 
 
-def extract_file_import_names(pe: dnfile.dnPE, **kwargs) -> Iterator[tuple[Import, Address]]:
+def extract_file_import_names(
+    pe: dnfile.dnPE, **kwargs
+) -> Iterator[tuple[Import, Address]]:
     for method in get_dotnet_managed_imports(pe):
         # like System.IO.File::OpenRead
         yield Import(str(method)), DNTokenAddress(method.token)
 
     for imp in get_dotnet_unmanaged_imports(pe):
         # like kernel32.CreateFileA
-        for name in capa.features.extractors.helpers.generate_symbols(imp.module, imp.method, include_dll=True):
+        for name in capa.features.extractors.helpers.generate_symbols(
+            imp.module, imp.method, include_dll=True
+        ):
             yield Import(name), DNTokenAddress(imp.token)
 
 
-def extract_file_function_names(pe: dnfile.dnPE, **kwargs) -> Iterator[tuple[FunctionName, Address]]:
+def extract_file_function_names(
+    pe: dnfile.dnPE, **kwargs
+) -> Iterator[tuple[FunctionName, Address]]:
     for method in get_dotnet_managed_methods(pe):
         yield FunctionName(str(method)), DNTokenAddress(method.token)
 
 
-def extract_file_namespace_features(pe: dnfile.dnPE, **kwargs) -> Iterator[tuple[Namespace, Address]]:
+def extract_file_namespace_features(
+    pe: dnfile.dnPE, **kwargs
+) -> Iterator[tuple[Namespace, Address]]:
     """emit namespace features from TypeRef and TypeDef tables"""
 
     # namespaces may be referenced multiple times, so we need to filter
@@ -102,7 +110,9 @@ def extract_file_namespace_features(pe: dnfile.dnPE, **kwargs) -> Iterator[tuple
         yield Namespace(namespace), NO_ADDRESS
 
 
-def extract_file_class_features(pe: dnfile.dnPE, **kwargs) -> Iterator[tuple[Class, Address]]:
+def extract_file_class_features(
+    pe: dnfile.dnPE, **kwargs
+) -> Iterator[tuple[Class, Address]]:
     """emit class features from TypeRef and TypeDef tables"""
     nested_class_table = get_dotnet_nested_class_table_index(pe)
 
@@ -110,19 +120,29 @@ def extract_file_class_features(pe: dnfile.dnPE, **kwargs) -> Iterator[tuple[Cla
         # emit internal .NET classes
         assert isinstance(typedef, dnfile.mdtable.TypeDefRow)
 
-        typedefnamespace, typedefname = resolve_nested_typedef_name(nested_class_table, rid, typedef, pe)
+        typedefnamespace, typedefname = resolve_nested_typedef_name(
+            nested_class_table, rid, typedef, pe
+        )
 
         token = calculate_dotnet_token_value(dnfile.mdtable.TypeDef.number, rid)
-        yield Class(DnType.format_name(typedefname, namespace=typedefnamespace)), DNTokenAddress(token)
+        yield (
+            Class(DnType.format_name(typedefname, namespace=typedefnamespace)),
+            DNTokenAddress(token),
+        )
 
     for rid, typeref in iter_dotnet_table(pe, dnfile.mdtable.TypeRef.number):
         # emit external .NET classes
         assert isinstance(typeref, dnfile.mdtable.TypeRefRow)
 
-        typerefnamespace, typerefname = resolve_nested_typeref_name(typeref.ResolutionScope.row_index, typeref, pe)
+        typerefnamespace, typerefname = resolve_nested_typeref_name(
+            typeref.ResolutionScope.row_index, typeref, pe
+        )
 
         token = calculate_dotnet_token_value(dnfile.mdtable.TypeRef.number, rid)
-        yield Class(DnType.format_name(typerefname, namespace=typerefnamespace)), DNTokenAddress(token)
+        yield (
+            Class(DnType.format_name(typerefname, namespace=typerefnamespace)),
+            DNTokenAddress(token),
+        )
 
 
 def extract_file_os(**kwargs) -> Iterator[tuple[OS, Address]]:
@@ -137,7 +157,10 @@ def extract_file_arch(pe: dnfile.dnPE, **kwargs) -> Iterator[tuple[Arch, Address
 
     if pe.net.Flags.CLR_32BITREQUIRED and pe.PE_TYPE == pefile.OPTIONAL_HEADER_MAGIC_PE:
         yield Arch(ARCH_I386), NO_ADDRESS
-    elif not pe.net.Flags.CLR_32BITREQUIRED and pe.PE_TYPE == pefile.OPTIONAL_HEADER_MAGIC_PE_PLUS:
+    elif (
+        not pe.net.Flags.CLR_32BITREQUIRED
+        and pe.PE_TYPE == pefile.OPTIONAL_HEADER_MAGIC_PE_PLUS
+    ):
         yield Arch(ARCH_AMD64), NO_ADDRESS
     else:
         yield Arch(ARCH_ANY), NO_ADDRESS
@@ -236,25 +259,41 @@ class DotnetFileFeatureExtractor(StaticFeatureExtractor):
         return vbuf.rstrip(b"\x00").decode("utf-8")
 
     def get_functions(self):
-        raise NotImplementedError("DotnetFileFeatureExtractor can only be used to extract file features")
+        raise NotImplementedError(
+            "DotnetFileFeatureExtractor can only be used to extract file features"
+        )
 
     def extract_function_features(self, f):
-        raise NotImplementedError("DotnetFileFeatureExtractor can only be used to extract file features")
+        raise NotImplementedError(
+            "DotnetFileFeatureExtractor can only be used to extract file features"
+        )
 
     def get_basic_blocks(self, f):
-        raise NotImplementedError("DotnetFileFeatureExtractor can only be used to extract file features")
+        raise NotImplementedError(
+            "DotnetFileFeatureExtractor can only be used to extract file features"
+        )
 
     def extract_basic_block_features(self, f, bb):
-        raise NotImplementedError("DotnetFileFeatureExtractor can only be used to extract file features")
+        raise NotImplementedError(
+            "DotnetFileFeatureExtractor can only be used to extract file features"
+        )
 
     def get_instructions(self, f, bb):
-        raise NotImplementedError("DotnetFileFeatureExtractor can only be used to extract file features")
+        raise NotImplementedError(
+            "DotnetFileFeatureExtractor can only be used to extract file features"
+        )
 
     def extract_insn_features(self, f, bb, insn):
-        raise NotImplementedError("DotnetFileFeatureExtractor can only be used to extract file features")
+        raise NotImplementedError(
+            "DotnetFileFeatureExtractor can only be used to extract file features"
+        )
 
     def is_library_function(self, va):
-        raise NotImplementedError("DotnetFileFeatureExtractor can only be used to extract file features")
+        raise NotImplementedError(
+            "DotnetFileFeatureExtractor can only be used to extract file features"
+        )
 
     def get_function_name(self, va):
-        raise NotImplementedError("DotnetFileFeatureExtractor can only be used to extract file features")
+        raise NotImplementedError(
+            "DotnetFileFeatureExtractor can only be used to extract file features"
+        )
diff --git a/capa/features/extractors/elf.py b/capa/features/extractors/elf.py
index 477b5f2b..0c7071bb 100644
--- a/capa/features/extractors/elf.py
+++ b/capa/features/extractors/elf.py
@@ -167,21 +167,34 @@ class ELF:
             raise CorruptElfFile(f"not an ELF file: invalid ei_data: 0x{ei_data:02x}")
 
         if self.bitness == 32:
-            e_phoff, e_shoff = struct.unpack_from(self.endian + "II", self.file_header, 0x1C)
-            self.e_phentsize, self.e_phnum = struct.unpack_from(self.endian + "HH", self.file_header, 0x2A)
+            e_phoff, e_shoff = struct.unpack_from(
+                self.endian + "II", self.file_header, 0x1C
+            )
+            self.e_phentsize, self.e_phnum = struct.unpack_from(
+                self.endian + "HH", self.file_header, 0x2A
+            )
             self.e_shentsize, self.e_shnum, self.e_shstrndx = struct.unpack_from(
                 self.endian + "HHH", self.file_header, 0x2E
             )
         elif self.bitness == 64:
-            e_phoff, e_shoff = struct.unpack_from(self.endian + "QQ", self.file_header, 0x20)
-            self.e_phentsize, self.e_phnum = struct.unpack_from(self.endian + "HH", self.file_header, 0x36)
+            e_phoff, e_shoff = struct.unpack_from(
+                self.endian + "QQ", self.file_header, 0x20
+            )
+            self.e_phentsize, self.e_phnum = struct.unpack_from(
+                self.endian + "HH", self.file_header, 0x36
+            )
             self.e_shentsize, self.e_shnum, self.e_shstrndx = struct.unpack_from(
                 self.endian + "HHH", self.file_header, 0x3A
             )
         else:
             raise NotImplementedError()
 
-        logger.debug("e_phoff: 0x%02x e_phentsize: 0x%02x e_phnum: %d", e_phoff, self.e_phentsize, self.e_phnum)
+        logger.debug(
+            "e_phoff: 0x%02x e_phentsize: 0x%02x e_phnum: %d",
+            e_phoff,
+            self.e_phentsize,
+            self.e_phnum,
+        )
 
         self.f.seek(e_phoff)
         program_header_size = self.e_phnum * self.e_phentsize
@@ -332,12 +345,12 @@ class ELF:
         phent = self.phbuf[phent_offset : phent_offset + self.e_phentsize]
 
         if self.bitness == 32:
-            p_type, p_offset, p_vaddr, p_paddr, p_filesz, p_memsz, p_flags = struct.unpack_from(
-                self.endian + "IIIIIII", phent, 0x0
+            p_type, p_offset, p_vaddr, p_paddr, p_filesz, p_memsz, p_flags = (
+                struct.unpack_from(self.endian + "IIIIIII", phent, 0x0)
             )
         elif self.bitness == 64:
-            p_type, p_flags, p_offset, p_vaddr, p_paddr, p_filesz, p_memsz = struct.unpack_from(
-                self.endian + "IIQQQQQ", phent, 0x0
+            p_type, p_flags, p_offset, p_vaddr, p_paddr, p_filesz, p_memsz = (
+                struct.unpack_from(self.endian + "IIQQQQQ", phent, 0x0)
             )
         else:
             raise NotImplementedError()
@@ -362,13 +375,31 @@ class ELF:
         shent = self.shbuf[shent_offset : shent_offset + self.e_shentsize]
 
         if self.bitness == 32:
-            sh_name, sh_type, sh_flags, sh_addr, sh_offset, sh_size, sh_link, _, _, sh_entsize = struct.unpack_from(
-                self.endian + "IIIIIIIIII", shent, 0x0
-            )
+            (
+                sh_name,
+                sh_type,
+                sh_flags,
+                sh_addr,
+                sh_offset,
+                sh_size,
+                sh_link,
+                _,
+                _,
+                sh_entsize,
+            ) = struct.unpack_from(self.endian + "IIIIIIIIII", shent, 0x0)
         elif self.bitness == 64:
-            sh_name, sh_type, sh_flags, sh_addr, sh_offset, sh_size, sh_link, _, _, sh_entsize = struct.unpack_from(
-                self.endian + "IIQQQQIIQQ", shent, 0x0
-            )
+            (
+                sh_name,
+                sh_type,
+                sh_flags,
+                sh_addr,
+                sh_offset,
+                sh_size,
+                sh_link,
+                _,
+                _,
+                sh_entsize,
+            ) = struct.unpack_from(self.endian + "IIQQQQIIQQ", shent, 0x0)
         else:
             raise NotImplementedError()
 
@@ -377,7 +408,17 @@ class ELF:
         if len(buf) != sh_size:
             raise ValueError("failed to read section header content")
 
-        return Shdr(sh_name, sh_type, sh_flags, sh_addr, sh_offset, sh_size, sh_link, sh_entsize, buf)
+        return Shdr(
+            sh_name,
+            sh_type,
+            sh_flags,
+            sh_addr,
+            sh_offset,
+            sh_size,
+            sh_link,
+            sh_entsize,
+            buf,
+        )
 
     @property
     def section_headers(self):
@@ -442,7 +483,9 @@ class ELF:
                 vna_offset = vn_offset + vn_aux
                 for _ in range(vn_cnt):
                     # ElfXX_Vernaux layout is the same on 32 and 64 bit
-                    _, _, _, vna_name, vna_next = struct.unpack_from(self.endian + "IHHII", shdr.buf, vna_offset)
+                    _, _, _, vna_name, vna_next = struct.unpack_from(
+                        self.endian + "IHHII", shdr.buf, vna_offset
+                    )
 
                     # ABI names, like: "GLIBC_2.2.5"
                     abi = read_cstr(linked_shdr.buf, vna_name)
@@ -473,10 +516,14 @@ class ELF:
             offset = 0x0
             while True:
                 if self.bitness == 32:
-                    d_tag, d_val = struct.unpack_from(self.endian + "II", phdr.buf, offset)
+                    d_tag, d_val = struct.unpack_from(
+                        self.endian + "II", phdr.buf, offset
+                    )
                     offset += 8
                 elif self.bitness == 64:
-                    d_tag, d_val = struct.unpack_from(self.endian + "QQ", phdr.buf, offset)
+                    d_tag, d_val = struct.unpack_from(
+                        self.endian + "QQ", phdr.buf, offset
+                    )
                     offset += 16
                 else:
                     raise NotImplementedError()
@@ -592,13 +639,24 @@ class PHNote:
         self._parse()
 
     def _parse(self):
-        namesz, self.descsz, self.type_ = struct.unpack_from(self.endian + "III", self.buf, 0x0)
+        namesz, self.descsz, self.type_ = struct.unpack_from(
+            self.endian + "III", self.buf, 0x0
+        )
         name_offset = 0xC
         self.desc_offset = name_offset + align(namesz, 0x4)
 
-        logger.debug("ph:namesz: 0x%02x descsz: 0x%02x type: 0x%04x", namesz, self.descsz, self.type_)
+        logger.debug(
+            "ph:namesz: 0x%02x descsz: 0x%02x type: 0x%04x",
+            namesz,
+            self.descsz,
+            self.type_,
+        )
 
-        self.name = self.buf[name_offset : name_offset + namesz].partition(b"\x00")[0].decode("ascii")
+        self.name = (
+            self.buf[name_offset : name_offset + namesz]
+            .partition(b"\x00")[0]
+            .decode("ascii")
+        )
         logger.debug("name: %s", self.name)
 
     @property
@@ -616,14 +674,22 @@ class PHNote:
             return None
 
         desc = self.buf[self.desc_offset : self.desc_offset + self.descsz]
-        abi_tag, kmajor, kminor, kpatch = struct.unpack_from(self.endian + "IIII", desc, 0x0)
+        abi_tag, kmajor, kminor, kpatch = struct.unpack_from(
+            self.endian + "IIII", desc, 0x0
+        )
         logger.debug("GNU_ABI_TAG: 0x%02x", abi_tag)
 
         os = GNU_ABI_TAG.get(abi_tag)
         if not os:
             return None
 
-        logger.debug("abi tag: %s earliest compatible kernel: %d.%d.%d", os, kmajor, kminor, kpatch)
+        logger.debug(
+            "abi tag: %s earliest compatible kernel: %d.%d.%d",
+            os,
+            kmajor,
+            kminor,
+            kpatch,
+        )
 
         return ABITag(os, kmajor, kminor, kpatch)
 
@@ -641,11 +707,18 @@ class SHNote:
         self._parse()
 
     def _parse(self):
-        namesz, self.descsz, self.type_ = struct.unpack_from(self.endian + "III", self.buf, 0x0)
+        namesz, self.descsz, self.type_ = struct.unpack_from(
+            self.endian + "III", self.buf, 0x0
+        )
         name_offset = 0xC
         self.desc_offset = name_offset + align(namesz, 0x4)
 
-        logger.debug("sh:namesz: 0x%02x descsz: 0x%02x type: 0x%04x", namesz, self.descsz, self.type_)
+        logger.debug(
+            "sh:namesz: 0x%02x descsz: 0x%02x type: 0x%04x",
+            namesz,
+            self.descsz,
+            self.type_,
+        )
 
         name_buf = self.buf[name_offset : name_offset + namesz]
         self.name = read_cstr(name_buf, 0x0)
@@ -660,14 +733,22 @@ class SHNote:
             return None
 
         desc = self.buf[self.desc_offset : self.desc_offset + self.descsz]
-        abi_tag, kmajor, kminor, kpatch = struct.unpack_from(self.endian + "IIII", desc, 0x0)
+        abi_tag, kmajor, kminor, kpatch = struct.unpack_from(
+            self.endian + "IIII", desc, 0x0
+        )
         logger.debug("GNU_ABI_TAG: 0x%02x", abi_tag)
 
         os = GNU_ABI_TAG.get(abi_tag)
         if not os:
             return None
 
-        logger.debug("abi tag: %s earliest compatible kernel: %d.%d.%d", os, kmajor, kminor, kpatch)
+        logger.debug(
+            "abi tag: %s earliest compatible kernel: %d.%d.%d",
+            os,
+            kmajor,
+            kminor,
+            kpatch,
+        )
         return ABITag(os, kmajor, kminor, kpatch)
 
 
@@ -746,9 +827,12 @@ class SymTab:
         for section in elf.sections:
             if section.sh_type == SHT_SYMTAB:
                 strtab_section = elf.sections[section.sh_link]
-                sh_symtab = Shdr.from_viv(section, elf.readAtOffset(section.sh_offset, section.sh_size))
+                sh_symtab = Shdr.from_viv(
+                    section, elf.readAtOffset(section.sh_offset, section.sh_size)
+                )
                 sh_strtab = Shdr.from_viv(
-                    strtab_section, elf.readAtOffset(strtab_section.sh_offset, strtab_section.sh_size)
+                    strtab_section,
+                    elf.readAtOffset(strtab_section.sh_offset, strtab_section.sh_size),
                 )
 
         try:
@@ -903,7 +987,9 @@ def guess_os_from_abi_versions_needed(elf: ELF) -> Optional[OS]:
     # this will let us guess about linux/hurd in some cases.
 
     versions_needed = elf.versions_needed
-    if any(abi.startswith("GLIBC") for abi in itertools.chain(*versions_needed.values())):
+    if any(
+        abi.startswith("GLIBC") for abi in itertools.chain(*versions_needed.values())
+    ):
         # there are any GLIBC versions needed
 
         if elf.e_machine != "i386":
@@ -1100,7 +1186,12 @@ def guess_os_from_go_buildinfo(elf: ELF) -> Optional[OS]:
     assert psize in (4, 8)
     is_big_endian = flags & 0b01
     has_inline_strings = flags & 0b10
-    logger.debug("go buildinfo: psize: %d big endian: %s inline: %s", psize, is_big_endian, has_inline_strings)
+    logger.debug(
+        "go buildinfo: psize: %d big endian: %s inline: %s",
+        psize,
+        is_big_endian,
+        has_inline_strings,
+    )
 
     GOOS_TO_OS = {
         b"aix": OS.AIX,
@@ -1169,7 +1260,9 @@ def guess_os_from_go_buildinfo(elf: ELF) -> Optional[OS]:
 
         build_version = read_go_slice(elf, build_version_address)
         if build_version:
-            logger.debug("go buildinfo: build version: %s", build_version.decode("utf-8"))
+            logger.debug(
+                "go buildinfo: build version: %s", build_version.decode("utf-8")
+            )
 
         modinfo = read_go_slice(elf, modinfo_address)
         if modinfo:
@@ -1461,7 +1554,12 @@ def guess_os_from_vdso_strings(elf: ELF) -> Optional[OS]:
             ("x86/32", b"__vdso_time", b"LINUX_2.6"),
         ):
             if symbol in buf and version in buf:
-                logger.debug("vdso string: %s %s %s", arch, symbol.decode("ascii"), version.decode("ascii"))
+                logger.debug(
+                    "vdso string: %s %s %s",
+                    arch,
+                    symbol.decode("ascii"),
+                    version.decode("ascii"),
+                )
                 return OS.LINUX
 
     return None
diff --git a/capa/features/extractors/elffile.py b/capa/features/extractors/elffile.py
index a8fb10db..05432aa5 100644
--- a/capa/features/extractors/elffile.py
+++ b/capa/features/extractors/elffile.py
@@ -37,7 +37,11 @@ def extract_file_export_names(elf: ELFFile, **kwargs):
             logger.debug("Symbol table '%s' has a sh_entsize of zero!", section.name)
             continue
 
-        logger.debug("Symbol table '%s' contains %s entries:", section.name, section.num_symbols())
+        logger.debug(
+            "Symbol table '%s' contains %s entries:",
+            section.name,
+            section.num_symbols(),
+        )
 
         for symbol in section.iter_symbols():
             # The following conditions are based on the following article
@@ -113,7 +117,9 @@ def extract_file_import_names(elf: ELFFile, **kwargs):
             continue
 
         relocation_tables = segment.get_relocation_tables()
-        logger.debug("Dynamic Segment contains %s relocation tables:", len(relocation_tables))
+        logger.debug(
+            "Dynamic Segment contains %s relocation tables:", len(relocation_tables)
+        )
 
         for relocation_table in relocation_tables.values():
             relocations = []
@@ -126,7 +132,10 @@ def extract_file_import_names(elf: ELFFile, **kwargs):
                     break
 
             for relocation in relocations:
-                if "r_info_sym" not in relocation.entry or "r_offset" not in relocation.entry:
+                if (
+                    "r_info_sym" not in relocation.entry
+                    or "r_offset" not in relocation.entry
+                ):
                     continue
 
                 symbol_address: int = relocation["r_offset"]
@@ -232,25 +241,41 @@ class ElfFeatureExtractor(StaticFeatureExtractor):
             yield feature, addr
 
     def get_functions(self):
-        raise NotImplementedError("ElfFeatureExtractor can only be used to extract file features")
+        raise NotImplementedError(
+            "ElfFeatureExtractor can only be used to extract file features"
+        )
 
     def extract_function_features(self, f):
-        raise NotImplementedError("ElfFeatureExtractor can only be used to extract file features")
+        raise NotImplementedError(
+            "ElfFeatureExtractor can only be used to extract file features"
+        )
 
     def get_basic_blocks(self, f):
-        raise NotImplementedError("ElfFeatureExtractor can only be used to extract file features")
+        raise NotImplementedError(
+            "ElfFeatureExtractor can only be used to extract file features"
+        )
 
     def extract_basic_block_features(self, f, bb):
-        raise NotImplementedError("ElfFeatureExtractor can only be used to extract file features")
+        raise NotImplementedError(
+            "ElfFeatureExtractor can only be used to extract file features"
+        )
 
     def get_instructions(self, f, bb):
-        raise NotImplementedError("ElfFeatureExtractor can only be used to extract file features")
+        raise NotImplementedError(
+            "ElfFeatureExtractor can only be used to extract file features"
+        )
 
     def extract_insn_features(self, f, bb, insn):
-        raise NotImplementedError("ElfFeatureExtractor can only be used to extract file features")
+        raise NotImplementedError(
+            "ElfFeatureExtractor can only be used to extract file features"
+        )
 
     def is_library_function(self, addr):
-        raise NotImplementedError("ElfFeatureExtractor can only be used to extract file features")
+        raise NotImplementedError(
+            "ElfFeatureExtractor can only be used to extract file features"
+        )
 
     def get_function_name(self, addr):
-        raise NotImplementedError("ElfFeatureExtractor can only be used to extract file features")
+        raise NotImplementedError(
+            "ElfFeatureExtractor can only be used to extract file features"
+        )
diff --git a/capa/features/freeze/__init__.py b/capa/features/freeze/__init__.py
index 1de0b161..8f0eb8b0 100644
--- a/capa/features/freeze/__init__.py
+++ b/capa/features/freeze/__init__.py
@@ -94,12 +94,19 @@ class Address(HashableModel):
             return cls(type=AddressType.PROCESS, value=(a.ppid, a.pid))
 
         elif isinstance(a, capa.features.address.ThreadAddress):
-            return cls(type=AddressType.THREAD, value=(a.process.ppid, a.process.pid, a.tid))
+            return cls(
+                type=AddressType.THREAD, value=(a.process.ppid, a.process.pid, a.tid)
+            )
 
         elif isinstance(a, capa.features.address.DynamicCallAddress):
-            return cls(type=AddressType.CALL, value=(a.thread.process.ppid, a.thread.process.pid, a.thread.tid, a.id))
+            return cls(
+                type=AddressType.CALL,
+                value=(a.thread.process.ppid, a.thread.process.pid, a.thread.tid, a.id),
+            )
 
-        elif a == capa.features.address.NO_ADDRESS or isinstance(a, capa.features.address._NoAddress):
+        elif a == capa.features.address.NO_ADDRESS or isinstance(
+            a, capa.features.address._NoAddress
+        ):
             return cls(type=AddressType.NO_ADDRESS, value=None)
 
         elif isinstance(a, capa.features.address.Address):
@@ -146,7 +153,8 @@ class Address(HashableModel):
             assert isinstance(pid, int)
             assert isinstance(tid, int)
             return capa.features.address.ThreadAddress(
-                process=capa.features.address.ProcessAddress(ppid=ppid, pid=pid), tid=tid
+                process=capa.features.address.ProcessAddress(ppid=ppid, pid=pid),
+                tid=tid,
             )
 
         elif self.type is AddressType.CALL:
@@ -154,7 +162,8 @@ class Address(HashableModel):
             ppid, pid, tid, id_ = self.value
             return capa.features.address.DynamicCallAddress(
                 thread=capa.features.address.ThreadAddress(
-                    process=capa.features.address.ProcessAddress(ppid=ppid, pid=pid), tid=tid
+                    process=capa.features.address.ProcessAddress(ppid=ppid, pid=pid),
+                    tid=tid,
                 ),
                 id=id_,
             )
@@ -569,16 +578,26 @@ def loads_static(s: str) -> StaticFeatureExtractor:
         base_address=freeze.base_address.to_capa(),
         sample_hashes=freeze.sample_hashes,
         global_features=[f.feature.to_capa() for f in freeze.features.global_],
-        file_features=[(f.address.to_capa(), f.feature.to_capa()) for f in freeze.features.file],
+        file_features=[
+            (f.address.to_capa(), f.feature.to_capa()) for f in freeze.features.file
+        ],
         functions={
             f.address.to_capa(): null.FunctionFeatures(
-                features=[(fe.address.to_capa(), fe.feature.to_capa()) for fe in f.features],
+                features=[
+                    (fe.address.to_capa(), fe.feature.to_capa()) for fe in f.features
+                ],
                 basic_blocks={
                     bb.address.to_capa(): null.BasicBlockFeatures(
-                        features=[(fe.address.to_capa(), fe.feature.to_capa()) for fe in bb.features],
+                        features=[
+                            (fe.address.to_capa(), fe.feature.to_capa())
+                            for fe in bb.features
+                        ],
                         instructions={
                             i.address.to_capa(): null.InstructionFeatures(
-                                features=[(fe.address.to_capa(), fe.feature.to_capa()) for fe in i.features]
+                                features=[
+                                    (fe.address.to_capa(), fe.feature.to_capa())
+                                    for fe in i.features
+                                ]
                             )
                             for i in bb.instructions
                         },
@@ -604,18 +623,28 @@ def loads_dynamic(s: str) -> DynamicFeatureExtractor:
         base_address=freeze.base_address.to_capa(),
         sample_hashes=freeze.sample_hashes,
         global_features=[f.feature.to_capa() for f in freeze.features.global_],
-        file_features=[(f.address.to_capa(), f.feature.to_capa()) for f in freeze.features.file],
+        file_features=[
+            (f.address.to_capa(), f.feature.to_capa()) for f in freeze.features.file
+        ],
         processes={
             p.address.to_capa(): null.ProcessFeatures(
                 name=p.name,
-                features=[(fe.address.to_capa(), fe.feature.to_capa()) for fe in p.features],
+                features=[
+                    (fe.address.to_capa(), fe.feature.to_capa()) for fe in p.features
+                ],
                 threads={
                     t.address.to_capa(): null.ThreadFeatures(
-                        features=[(fe.address.to_capa(), fe.feature.to_capa()) for fe in t.features],
+                        features=[
+                            (fe.address.to_capa(), fe.feature.to_capa())
+                            for fe in t.features
+                        ],
                         calls={
                             c.address.to_capa(): null.CallFeatures(
                                 name=c.name,
-                                features=[(fe.address.to_capa(), fe.feature.to_capa()) for fe in c.features],
+                                features=[
+                                    (fe.address.to_capa(), fe.feature.to_capa())
+                                    for fe in c.features
+                                ],
                             )
                             for c in t.calls
                         },
@@ -687,7 +716,9 @@ def main(argv=None):
         argv = sys.argv[1:]
 
     parser = argparse.ArgumentParser(description="save capa features to a file")
-    capa.main.install_common_args(parser, {"input_file", "format", "backend", "os", "signatures"})
+    capa.main.install_common_args(
+        parser, {"input_file", "format", "backend", "os", "signatures"}
+    )
     parser.add_argument("output", type=str, help="Path to output file")
     args = parser.parse_args(args=argv)
 
diff --git a/capa/helpers.py b/capa/helpers.py
index 7656f334..151ba5e4 100644
--- a/capa/helpers.py
+++ b/capa/helpers.py
@@ -282,7 +282,9 @@ def log_unsupported_cape_report_error(error: str):
     logger.error("-" * 80)
     logger.error(" Input file is not a valid CAPE report: %s", error)
     logger.error(" ")
-    logger.error(" capa currently only supports analyzing standard CAPE reports in JSON format.")
+    logger.error(
+        " capa currently only supports analyzing standard CAPE reports in JSON format."
+    )
     logger.error(
         " Please make sure your report file is in the standard format and contains both the static and dynamic sections."
     )
@@ -293,7 +295,9 @@ def log_unsupported_drakvuf_report_error(error: str):
     logger.error("-" * 80)
     logger.error(" Input file is not a valid DRAKVUF output file: %s", error)
     logger.error(" ")
-    logger.error(" capa currently only supports analyzing standard DRAKVUF outputs in JSONL format.")
+    logger.error(
+        " capa currently only supports analyzing standard DRAKVUF outputs in JSONL format."
+    )
     logger.error(
         " Please make sure your report file is in the standard format and contains both the static and dynamic sections."
     )
@@ -307,15 +311,23 @@ def log_unsupported_vmray_report_error(error: str):
     logger.error(
         " capa only supports analyzing VMRay dynamic analysis archives containing summary_v2.json and flog.xml log files."
     )
-    logger.error(" Please make sure you have downloaded a dynamic analysis archive from VMRay.")
+    logger.error(
+        " Please make sure you have downloaded a dynamic analysis archive from VMRay."
+    )
     logger.error("-" * 80)
 
 
 def log_empty_sandbox_report_error(error: str, sandbox_name: str):
     logger.error("-" * 80)
-    logger.error(" %s report is empty or only contains little useful data: %s", sandbox_name, error)
+    logger.error(
+        " %s report is empty or only contains little useful data: %s",
+        sandbox_name,
+        error,
+    )
     logger.error(" ")
-    logger.error(" Please make sure the sandbox run captures useful behaviour of your sample.")
+    logger.error(
+        " Please make sure the sandbox run captures useful behaviour of your sample."
+    )
     logger.error("-" * 80)
 
 
@@ -326,7 +338,9 @@ def log_unsupported_os_error():
     logger.error(" capa currently only analyzes executables for some operating systems")
     logger.error(" (including Windows, Linux, and Android).")
     logger.error(" ")
-    logger.error(" If you know the target OS, you can specify it explicitly, for example:")
+    logger.error(
+        " If you know the target OS, you can specify it explicitly, for example:"
+    )
     logger.error("   capa --os linux <sample>")
     logger.error("-" * 80)
 
@@ -395,7 +409,10 @@ def is_cache_newer_than_rule_code(cache_dir: Path) -> bool:
     import capa.rules
     import capa.rules.cache
 
-    latest_rule_code_file = max([Path(capa.rules.__file__), Path(capa.rules.cache.__file__)], key=os.path.getmtime)
+    latest_rule_code_file = max(
+        [Path(capa.rules.__file__), Path(capa.rules.cache.__file__)],
+        key=os.path.getmtime,
+    )
     rule_code_timestamp = Path(latest_rule_code_file).stat().st_mtime
 
     if rule_code_timestamp > cache_timestamp:
diff --git a/capa/loader.py b/capa/loader.py
index ec0e93b4..18fb3877 100644
--- a/capa/loader.py
+++ b/capa/loader.py
@@ -32,7 +32,11 @@ import capa.render.result_document as rdoc
 import capa.features.extractors.common
 from capa.rules import RuleSet
 from capa.engine import MatchResults
-from capa.exceptions import UnsupportedOSError, UnsupportedArchError, UnsupportedFormatError
+from capa.exceptions import (
+    UnsupportedOSError,
+    UnsupportedArchError,
+    UnsupportedFormatError,
+)
 from capa.features.common import (
     OS_AUTO,
     FORMAT_PE,
@@ -218,9 +222,13 @@ def get_workspace(path: Path, input_format: str, sigpaths: list[Path]):
             vw = viv_utils.getWorkspace(str(path), analyze=False, should_save=False)
         elif input_format == FORMAT_SC32:
             # these are not analyzed nor saved.
-            vw = viv_utils.getShellcodeWorkspaceFromFile(str(path), arch="i386", analyze=False)
+            vw = viv_utils.getShellcodeWorkspaceFromFile(
+                str(path), arch="i386", analyze=False
+            )
         elif input_format == FORMAT_SC64:
-            vw = viv_utils.getShellcodeWorkspaceFromFile(str(path), arch="amd64", analyze=False)
+            vw = viv_utils.getShellcodeWorkspaceFromFile(
+                str(path), arch="amd64", analyze=False
+            )
         else:
             raise ValueError("unexpected format: " + input_format)
     except envi.exc.SegmentationViolation as e:
@@ -289,12 +297,16 @@ def get_extractor(
         import capa.features.extractors.drakvuf.extractor
 
         report = capa.helpers.load_jsonl_from_path(input_path)
-        return capa.features.extractors.drakvuf.extractor.DrakvufExtractor.from_report(report)
+        return capa.features.extractors.drakvuf.extractor.DrakvufExtractor.from_report(
+            report
+        )
 
     elif backend == BACKEND_VMRAY:
         import capa.features.extractors.vmray.extractor
 
-        return capa.features.extractors.vmray.extractor.VMRayExtractor.from_zipfile(input_path)
+        return capa.features.extractors.vmray.extractor.VMRayExtractor.from_zipfile(
+            input_path
+        )
 
     elif backend == BACKEND_DOTNET:
         import capa.features.extractors.dnfile.extractor
@@ -302,7 +314,9 @@ def get_extractor(
         if input_format not in (FORMAT_PE, FORMAT_DOTNET):
             raise UnsupportedFormatError()
 
-        return capa.features.extractors.dnfile.extractor.DnfileFeatureExtractor(input_path)
+        return capa.features.extractors.dnfile.extractor.DnfileFeatureExtractor(
+            input_path
+        )
 
     elif backend == BACKEND_BINJA:
         import capa.features.extractors.binja.find_binja_api as finder
@@ -361,11 +375,15 @@ def get_extractor(
                     vw.saveWorkspace()
                 except IOError:
                     # see #168 for discussion around how to handle non-writable directories
-                    logger.info("source directory is not writable, won't save intermediate workspace")
+                    logger.info(
+                        "source directory is not writable, won't save intermediate workspace"
+                    )
             else:
                 logger.debug("CAPA_SAVE_WORKSPACE unset, not saving workspace")
 
-        return capa.features.extractors.viv.extractor.VivisectFeatureExtractor(vw, input_path, os_)
+        return capa.features.extractors.viv.extractor.VivisectFeatureExtractor(
+            vw, input_path, os_
+        )
 
     elif backend == BACKEND_FREEZE:
         return frz.load(input_path.read_bytes())
@@ -378,7 +396,9 @@ def get_extractor(
         assert sample_path is not None
         buf = sample_path.read_bytes()
 
-        return capa.features.extractors.binexport2.extractor.BinExport2FeatureExtractor(be2, buf)
+        return capa.features.extractors.binexport2.extractor.BinExport2FeatureExtractor(
+            be2, buf
+        )
 
     elif backend == BACKEND_IDA:
         import capa.features.extractors.ida.idalib as idalib
@@ -409,7 +429,9 @@ def get_extractor(
             #   -1 - Generic errors (database already open, auto-analysis failed, etc.)
             #   -2 - User cancelled operation
             ret = idapro.open_database(
-                str(input_path), run_auto_analysis=True, args="-Olumina:host=0.0.0.0 -Osecondary_lumina:host=0.0.0.0 -R"
+                str(input_path),
+                run_auto_analysis=True,
+                args="-Olumina:host=0.0.0.0 -Osecondary_lumina:host=0.0.0.0 -R",
             )
             if ret != 0:
                 raise RuntimeError("failed to analyze input file")
@@ -444,12 +466,19 @@ def get_extractor(
                 monitor = TaskMonitor.DUMMY
 
                 # Import file
-                loader = pyghidra.program_loader().project(project).source(str(input_path)).name(input_path.name)
+                loader = (
+                    pyghidra.program_loader()
+                    .project(project)
+                    .source(str(input_path))
+                    .name(input_path.name)
+                )
                 with loader.load() as load_results:
                     load_results.save(monitor)
 
                 # Open program
-                program, consumer = pyghidra.consume_program(project, "/" + input_path.name)
+                program, consumer = pyghidra.consume_program(
+                    project, "/" + input_path.name
+                )
 
                 # Analyze
                 pyghidra.analyze(program, monitor)
@@ -482,7 +511,9 @@ def get_extractor(
 
         import capa.features.extractors.ghidra.extractor
 
-        return capa.features.extractors.ghidra.extractor.GhidraFeatureExtractor(ctx_manager=cm, tmpdir=tmpdir)
+        return capa.features.extractors.ghidra.extractor.GhidraFeatureExtractor(
+            ctx_manager=cm, tmpdir=tmpdir
+        )
     else:
         raise ValueError("unexpected backend: " + backend)
 
@@ -518,37 +549,55 @@ def get_file_extractors(input_file: Path, input_format: str) -> list[FeatureExtr
     if input_format == FORMAT_PE:
         import capa.features.extractors.pefile
 
-        file_extractors.append(capa.features.extractors.pefile.PefileFeatureExtractor(input_file))
+        file_extractors.append(
+            capa.features.extractors.pefile.PefileFeatureExtractor(input_file)
+        )
 
     elif input_format == FORMAT_DOTNET:
         import capa.features.extractors.pefile
         import capa.features.extractors.dotnetfile
 
-        file_extractors.append(capa.features.extractors.pefile.PefileFeatureExtractor(input_file))
-        file_extractors.append(capa.features.extractors.dotnetfile.DotnetFileFeatureExtractor(input_file))
+        file_extractors.append(
+            capa.features.extractors.pefile.PefileFeatureExtractor(input_file)
+        )
+        file_extractors.append(
+            capa.features.extractors.dotnetfile.DotnetFileFeatureExtractor(input_file)
+        )
 
     elif input_format == FORMAT_ELF:
         import capa.features.extractors.elffile
 
-        file_extractors.append(capa.features.extractors.elffile.ElfFeatureExtractor(input_file))
+        file_extractors.append(
+            capa.features.extractors.elffile.ElfFeatureExtractor(input_file)
+        )
 
     elif input_format == FORMAT_CAPE:
         import capa.features.extractors.cape.extractor
 
         report = capa.helpers.load_json_from_path(input_file)
-        file_extractors.append(capa.features.extractors.cape.extractor.CapeExtractor.from_report(report))
+        file_extractors.append(
+            capa.features.extractors.cape.extractor.CapeExtractor.from_report(report)
+        )
 
     elif input_format == FORMAT_DRAKVUF:
         import capa.helpers
         import capa.features.extractors.drakvuf.extractor
 
         report = capa.helpers.load_jsonl_from_path(input_file)
-        file_extractors.append(capa.features.extractors.drakvuf.extractor.DrakvufExtractor.from_report(report))
+        file_extractors.append(
+            capa.features.extractors.drakvuf.extractor.DrakvufExtractor.from_report(
+                report
+            )
+        )
 
     elif input_format == FORMAT_VMRAY:
         import capa.features.extractors.vmray.extractor
 
-        file_extractors.append(capa.features.extractors.vmray.extractor.VMRayExtractor.from_zipfile(input_file))
+        file_extractors.append(
+            capa.features.extractors.vmray.extractor.VMRayExtractor.from_zipfile(
+                input_file
+            )
+        )
 
     elif input_format == FORMAT_BINEXPORT2:
         file_extractors = _get_binexport2_file_extractors(input_file)
@@ -558,7 +607,9 @@ def get_file_extractors(input_file: Path, input_format: str) -> list[FeatureExtr
 
 def get_signatures(sigs_path: Path) -> list[Path]:
     if not sigs_path.exists():
-        raise IOError(f"signatures path {sigs_path} does not exist or cannot be accessed")
+        raise IOError(
+            f"signatures path {sigs_path} does not exist or cannot be accessed"
+        )
 
     paths: list[Path] = []
     if sigs_path.is_file():
@@ -582,7 +633,9 @@ def get_signatures(sigs_path: Path) -> list[Path]:
     return paths
 
 
-def get_sample_analysis(format_, arch, os_, extractor, rules_path, feature_counts, library_functions):
+def get_sample_analysis(
+    format_, arch, os_, extractor, rules_path, feature_counts, library_functions
+):
     if isinstance(extractor, StaticFeatureExtractor):
         return rdoc.StaticAnalysis(
             format=format_,
@@ -632,12 +685,22 @@ def collect_metadata(
     md5, sha1, sha256 = sample_hashes.md5, sample_hashes.sha1, sample_hashes.sha256
 
     global_feats = list(extractor.extract_global_features())
-    extractor_format = [f.value for (f, _) in global_feats if isinstance(f, capa.features.common.Format)]
-    extractor_arch = [f.value for (f, _) in global_feats if isinstance(f, capa.features.common.Arch)]
-    extractor_os = [f.value for (f, _) in global_feats if isinstance(f, capa.features.common.OS)]
+    extractor_format = [
+        f.value for (f, _) in global_feats if isinstance(f, capa.features.common.Format)
+    ]
+    extractor_arch = [
+        f.value for (f, _) in global_feats if isinstance(f, capa.features.common.Arch)
+    ]
+    extractor_os = [
+        f.value for (f, _) in global_feats if isinstance(f, capa.features.common.OS)
+    ]
 
     input_format = (
-        str(extractor_format[0]) if extractor_format else "unknown" if input_format == FORMAT_AUTO else input_format
+        str(extractor_format[0])
+        if extractor_format
+        else "unknown"
+        if input_format == FORMAT_AUTO
+        else input_format
     )
     arch = str(extractor_arch[0]) if extractor_arch else "unknown"
     os_ = str(extractor_os[0]) if extractor_os else "unknown" if os_ == OS_AUTO else os_
@@ -757,7 +820,9 @@ def compute_dynamic_layout(
     return layout
 
 
-def compute_static_layout(rules: RuleSet, extractor: StaticFeatureExtractor, capabilities) -> rdoc.StaticLayout:
+def compute_static_layout(
+    rules: RuleSet, extractor: StaticFeatureExtractor, capabilities
+) -> rdoc.StaticLayout:
     """
     compute a metadata structure that links basic blocks
     to the functions in which they're found.
@@ -787,7 +852,9 @@ def compute_static_layout(rules: RuleSet, extractor: StaticFeatureExtractor, cap
             rdoc.FunctionLayout(
                 address=frz.Address.from_capa(f),
                 matched_basic_blocks=tuple(
-                    rdoc.BasicBlockLayout(address=frz.Address.from_capa(bb)) for bb in bbs if bb in matched_bbs
+                    rdoc.BasicBlockLayout(address=frz.Address.from_capa(bb))
+                    for bb in bbs
+                    if bb in matched_bbs
                 ),  # this object is open to extension in the future,
                 # such as with the function name, etc.
             )
diff --git a/capa/main.py b/capa/main.py
index 9e561b10..6f2a8ead 100644
--- a/capa/main.py
+++ b/capa/main.py
@@ -240,15 +240,29 @@ def install_common_args(parser, wanted=None):
     # common arguments that all scripts will have
     #
 
-    parser.add_argument("--version", action="version", version="%(prog)s {:s}".format(capa.version.__version__))
     parser.add_argument(
-        "-v", "--verbose", action="store_true", help="enable verbose result document (no effect with --json)"
+        "--version",
+        action="version",
+        version="%(prog)s {:s}".format(capa.version.__version__),
     )
     parser.add_argument(
-        "-vv", "--vverbose", action="store_true", help="enable very verbose result document (no effect with --json)"
+        "-v",
+        "--verbose",
+        action="store_true",
+        help="enable verbose result document (no effect with --json)",
+    )
+    parser.add_argument(
+        "-vv",
+        "--vverbose",
+        action="store_true",
+        help="enable very verbose result document (no effect with --json)",
+    )
+    parser.add_argument(
+        "-d", "--debug", action="store_true", help="enable debugging output on STDERR"
+    )
+    parser.add_argument(
+        "-q", "--quiet", action="store_true", help="disable all output but errors"
     )
-    parser.add_argument("-d", "--debug", action="store_true", help="enable debugging output on STDERR")
-    parser.add_argument("-q", "--quiet", action="store_true", help="disable all output but errors")
     parser.add_argument(
         "--color",
         type=str,
@@ -365,7 +379,9 @@ def install_common_args(parser, wanted=None):
         )
 
     if "tag" in wanted:
-        parser.add_argument("-t", "--tag", type=str, help="filter on rule meta field values")
+        parser.add_argument(
+            "-t", "--tag", type=str, help="filter on rule meta field values"
+        )
 
 
 ###############################################################################
@@ -427,7 +443,9 @@ def handle_common_args(args):
     logformat = "[dim]%(name)s[/]: %(message)s"
 
     # set markup=True to allow the use of Rich's markup syntax in log messages
-    rich_handler = RichHandler(markup=True, show_time=False, show_path=True, console=capa.helpers.log_console)
+    rich_handler = RichHandler(
+        markup=True, show_time=False, show_path=True, console=capa.helpers.log_console
+    )
     rich_handler.setFormatter(logging.Formatter(logformat))
 
     # use RichHandler for root logger
@@ -492,7 +510,9 @@ def handle_common_args(args):
                 # this pulls down just the source code - not the default rules.
                 # i'm not sure the default rules should even be written to the library directory,
                 # so in this case, we require the user to use -r to specify the rule directory.
-                logger.error("default embedded rules not found! (maybe you installed capa as a library?)")
+                logger.error(
+                    "default embedded rules not found! (maybe you installed capa as a library?)"
+                )
                 logger.error("provide your own rule set via the `-r` option.")
                 raise ShouldExitError(E_MISSING_RULES)
 
@@ -559,7 +579,9 @@ def get_input_format_from_cli(args) -> str:
     try:
         return get_auto_format(args.input_file)
     except PEFormatError as e:
-        logger.error("Input file '%s' is not a valid PE file: %s", args.input_file, str(e))
+        logger.error(
+            "Input file '%s' is not a valid PE file: %s", args.input_file, str(e)
+        )
         raise ShouldExitError(E_CORRUPT_FILE) from e
     except UnsupportedFormatError as e:
         log_unsupported_format_error()
@@ -673,11 +695,17 @@ def get_rules_from_cli(args) -> RuleSet:
             # using the rules cache during development may result in unexpected errors, see #1898
             enable_cache = capa.helpers.is_cache_newer_than_rule_code(cache_dir)
             if not enable_cache:
-                logger.debug("not using cache. delete the cache file manually to use rule caching again")
+                logger.debug(
+                    "not using cache. delete the cache file manually to use rule caching again"
+                )
             else:
-                logger.debug("cache can be used, no potentially outdated cache files found")
+                logger.debug(
+                    "cache can be used, no potentially outdated cache files found"
+                )
 
-        rules = capa.rules.get_rules(args.rules, cache_dir=cache_dir, enable_cache=enable_cache)
+        rules = capa.rules.get_rules(
+            args.rules, cache_dir=cache_dir, enable_cache=enable_cache
+        )
     except (IOError, capa.rules.InvalidRule, capa.rules.InvalidRuleSet) as e:
         logger.error("%s", str(e))
         logger.error(
@@ -730,10 +758,14 @@ def get_file_extractors_from_cli(args, input_format: str) -> list[FeatureExtract
     try:
         return capa.loader.get_file_extractors(args.input_file, input_format)
     except PEFormatError as e:
-        logger.error("Input file '%s' is not a valid PE file: %s", args.input_file, str(e))
+        logger.error(
+            "Input file '%s' is not a valid PE file: %s", args.input_file, str(e)
+        )
         raise ShouldExitError(E_CORRUPT_FILE) from e
     except (ELFError, OverflowError) as e:
-        logger.error("Input file '%s' is not a valid ELF file: %s", args.input_file, str(e))
+        logger.error(
+            "Input file '%s' is not a valid ELF file: %s", args.input_file, str(e)
+        )
         raise ShouldExitError(E_CORRUPT_FILE) from e
     except UnsupportedFormatError as e:
         if input_format == FORMAT_CAPE:
@@ -757,7 +789,9 @@ def get_file_extractors_from_cli(args, input_format: str) -> list[FeatureExtract
             raise ShouldExitError(E_INVALID_FILE_TYPE) from e
 
 
-def find_static_limitations_from_cli(args, rules: RuleSet, file_extractors: list[FeatureExtractor]) -> bool:
+def find_static_limitations_from_cli(
+    args, rules: RuleSet, file_extractors: list[FeatureExtractor]
+) -> bool:
     """
     args:
       args: The parsed command line arguments from `install_common_args`.
@@ -773,10 +807,14 @@ def find_static_limitations_from_cli(args, rules: RuleSet, file_extractors: list
         try:
             pure_file_capabilities = find_file_capabilities(rules, file_extractor, {})
         except PEFormatError as e:
-            logger.error("Input file '%s' is not a valid PE file: %s", args.input_file, str(e))
+            logger.error(
+                "Input file '%s' is not a valid PE file: %s", args.input_file, str(e)
+            )
             raise ShouldExitError(E_CORRUPT_FILE) from e
         except (ELFError, OverflowError) as e:
-            logger.error("Input file '%s' is not a valid ELF file: %s", args.input_file, str(e))
+            logger.error(
+                "Input file '%s' is not a valid ELF file: %s", args.input_file, str(e)
+            )
             raise ShouldExitError(E_CORRUPT_FILE) from e
 
         # file limitations that rely on non-file scope won't be detected here.
@@ -791,7 +829,9 @@ def find_static_limitations_from_cli(args, rules: RuleSet, file_extractors: list
     return found_file_limitation
 
 
-def find_dynamic_limitations_from_cli(args, rules: RuleSet, file_extractors: list[FeatureExtractor]) -> bool:
+def find_dynamic_limitations_from_cli(
+    args, rules: RuleSet, file_extractors: list[FeatureExtractor]
+) -> bool:
     """
     Does the dynamic analysis describe some trace that we may not support well?
     For example, .NET samples detonated in a sandbox, which may rely on different API patterns than we currently describe in our rules.
@@ -805,7 +845,9 @@ def find_dynamic_limitations_from_cli(args, rules: RuleSet, file_extractors: lis
     found_dynamic_limitation = False
     for file_extractor in file_extractors:
         pure_dynamic_capabilities = find_file_capabilities(rules, file_extractor, {})
-        found_dynamic_limitation |= has_dynamic_limitation(rules, pure_dynamic_capabilities)
+        found_dynamic_limitation |= has_dynamic_limitation(
+            rules, pure_dynamic_capabilities
+        )
 
     if found_dynamic_limitation:
         # bail if capa encountered file limitation e.g. a dotnet sample is detected
@@ -818,11 +860,15 @@ def find_dynamic_limitations_from_cli(args, rules: RuleSet, file_extractors: lis
 
 def get_signatures_from_cli(args, input_format: str, backend: str) -> list[Path]:
     if backend != BACKEND_VIV:
-        logger.debug("skipping library code matching: only supported by the vivisect backend")
+        logger.debug(
+            "skipping library code matching: only supported by the vivisect backend"
+        )
         return []
 
     if input_format != FORMAT_PE:
-        logger.debug("skipping library code matching: signatures only supports PE files")
+        logger.debug(
+            "skipping library code matching: signatures only supports PE files"
+        )
         return []
 
     if args.is_default_signatures:
@@ -839,7 +885,9 @@ def get_signatures_from_cli(args, input_format: str, backend: str) -> list[Path]
                 + "Please install the signatures first: "
                 + "https://github.com/mandiant/capa/blob/master/doc/installation.md#method-2-using-capa-as-a-python-library."
             )
-            raise IOError(f"signatures path {args.signatures} does not exist or cannot be accessed")
+            raise IOError(
+                f"signatures path {args.signatures} does not exist or cannot be accessed"
+            )
     else:
         logger.debug("using signatures path: %s", args.signatures)
 
@@ -862,7 +910,13 @@ def get_extractor_from_cli(args, input_format: str, backend: str) -> FeatureExtr
     """
     sig_paths = get_signatures_from_cli(args, input_format, backend)
 
-    should_save_workspace = os.environ.get("CAPA_SAVE_WORKSPACE") not in ("0", "no", "NO", "n", None)
+    should_save_workspace = os.environ.get("CAPA_SAVE_WORKSPACE") not in (
+        "0",
+        "no",
+        "NO",
+        "n",
+        None,
+    )
 
     os_ = get_os_from_cli(args, backend)
     sample_path = get_sample_path_from_cli(args, backend)
@@ -905,7 +959,9 @@ def get_extractor_from_cli(args, input_format: str, backend: str) -> FeatureExtr
 
 
 def get_extractor_filters_from_cli(args, input_format) -> FilterConfig:
-    if not hasattr(args, "restrict_to_processes") and not hasattr(args, "restrict_to_functions"):
+    if not hasattr(args, "restrict_to_processes") and not hasattr(
+        args, "restrict_to_functions"
+    ):
         # no processes or function filters were installed in the args
         return {}
 
@@ -921,7 +977,9 @@ def get_extractor_filters_from_cli(args, input_format) -> FilterConfig:
         raise ShouldExitError(E_INVALID_INPUT_FORMAT)
 
 
-def apply_extractor_filters(extractor: FeatureExtractor, extractor_filters: FilterConfig):
+def apply_extractor_filters(
+    extractor: FeatureExtractor, extractor_filters: FilterConfig
+):
     if not any(extractor_filters.values()):
         return extractor
 
@@ -971,7 +1029,9 @@ def main(argv: Optional[list[str]] = None):
          """)
 
     parser = argparse.ArgumentParser(
-        description=desc, epilog=epilog, formatter_class=argparse.RawDescriptionHelpFormatter
+        description=desc,
+        epilog=epilog,
+        formatter_class=argparse.RawDescriptionHelpFormatter,
     )
     install_common_args(
         parser,
@@ -987,7 +1047,9 @@ def main(argv: Optional[list[str]] = None):
             "restrict-to-processes",
         },
     )
-    parser.add_argument("-j", "--json", action="store_true", help="emit JSON instead of text")
+    parser.add_argument(
+        "-j", "--json", action="store_true", help="emit JSON instead of text"
+    )
     args = parser.parse_args(args=argv)
 
     try:
@@ -1000,7 +1062,9 @@ def main(argv: Optional[list[str]] = None):
     if input_format == FORMAT_RESULT:
         # render the result document immediately,
         # no need to load the rules or do other processing.
-        result_doc = capa.render.result_document.ResultDocument.from_file(args.input_file)
+        result_doc = capa.render.result_document.ResultDocument.from_file(
+            args.input_file
+        )
 
         if args.json:
             print(result_doc.model_dump_json(exclude_none=True))
@@ -1019,9 +1083,13 @@ def main(argv: Optional[list[str]] = None):
         file_extractors = get_file_extractors_from_cli(args, input_format)
         if input_format in STATIC_FORMATS:
             # only static extractors have file limitations
-            found_limitation = find_static_limitations_from_cli(args, rules, file_extractors)
+            found_limitation = find_static_limitations_from_cli(
+                args, rules, file_extractors
+            )
         if input_format in DYNAMIC_FORMATS:
-            found_limitation = find_dynamic_limitations_from_cli(args, rules, file_extractors)
+            found_limitation = find_dynamic_limitations_from_cli(
+                args, rules, file_extractors
+            )
 
         backend = get_backend_from_cli(args, input_format)
         sample_path = get_sample_path_from_cli(args, backend)
@@ -1029,16 +1097,22 @@ def main(argv: Optional[list[str]] = None):
             os_ = "unknown"
         else:
             os_ = capa.loader.get_os(sample_path)
-        extractor: FeatureExtractor = get_extractor_from_cli(args, input_format, backend)
+        extractor: FeatureExtractor = get_extractor_from_cli(
+            args, input_format, backend
+        )
     except ShouldExitError as e:
         return e.status_code
 
-    capabilities: Capabilities = find_capabilities(rules, extractor, disable_progress=args.quiet)
+    capabilities: Capabilities = find_capabilities(
+        rules, extractor, disable_progress=args.quiet
+    )
 
     meta: rdoc.Metadata = capa.loader.collect_metadata(
         argv, args.input_file, input_format, os_, args.rules, extractor, capabilities
     )
-    meta.analysis.layout = capa.loader.compute_layout(rules, extractor, capabilities.matches)
+    meta.analysis.layout = capa.loader.compute_layout(
+        rules, extractor, capabilities.matches
+    )
 
     if found_limitation:
         # bail if capa's static feature extractor encountered file limitation e.g. a packed binary
@@ -1090,7 +1164,9 @@ def ida_main():
 
     meta = capa.ida.helpers.collect_metadata([rules_path])
 
-    capabilities = find_capabilities(rules, capa.features.extractors.ida.extractor.IdaFeatureExtractor())
+    capabilities = find_capabilities(
+        rules, capa.features.extractors.ida.extractor.IdaFeatureExtractor()
+    )
 
     meta.analysis.feature_counts = capabilities.feature_counts
     meta.analysis.library_functions = capabilities.library_functions
diff --git a/capa/optimizer.py b/capa/optimizer.py
index 4aa712ec..694c23a1 100644
--- a/capa/optimizer.py
+++ b/capa/optimizer.py
@@ -21,7 +21,14 @@ logger = logging.getLogger(__name__)
 
 
 def get_node_cost(node):
-    if isinstance(node, (capa.features.common.OS, capa.features.common.Arch, capa.features.common.Format)):
+    if isinstance(
+        node,
+        (
+            capa.features.common.OS,
+            capa.features.common.Arch,
+            capa.features.common.Format,
+        ),
+    ):
         # we assume these are the most restrictive features:
         # authors commonly use them at the start of rules to restrict the category of samples to inspect
         return 0
@@ -32,7 +39,14 @@ def get_node_cost(node):
     # this should be all hash-lookup features.
     # see below.
 
-    elif isinstance(node, (capa.features.common.Substring, capa.features.common.Regex, capa.features.common.Bytes)):
+    elif isinstance(
+        node,
+        (
+            capa.features.common.Substring,
+            capa.features.common.Regex,
+            capa.features.common.Bytes,
+        ),
+    ):
         # substring and regex features require a full scan of each string
         # which we anticipate is more expensive then a hash lookup feature (e.g. mnemonic or count).
         #
diff --git a/capa/render/default.py b/capa/render/default.py
index 283fb5c4..3c9218b8 100644
--- a/capa/render/default.py
+++ b/capa/render/default.py
@@ -102,7 +102,9 @@ def find_subrule_matches(doc: rd.ResultDocument):
             for child in match.children:
                 rec(child)
 
-        elif isinstance(match.node, rd.FeatureNode) and isinstance(match.node.feature, frzf.MatchFeature):
+        elif isinstance(match.node, rd.FeatureNode) and isinstance(
+            match.node.feature, frzf.MatchFeature
+        ):
             matches.add(match.node.feature.match)
 
     for rule in rutils.capability_rules(doc):
@@ -183,7 +185,9 @@ def render_attack(doc: rd.ResultDocument, console: Console):
     tactics = collections.defaultdict(set)
     for rule in rutils.capability_rules(doc):
         for attack in rule.meta.attack:
-            tactics[attack.tactic].add((attack.technique, attack.subtechnique, attack.id.strip("[").strip("]")))
+            tactics[attack.tactic].add(
+                (attack.technique, attack.subtechnique, attack.id.strip("[").strip("]"))
+            )
 
     rows = []
     for tactic, techniques in sorted(tactics.items()):
@@ -194,7 +198,9 @@ def render_attack(doc: rd.ResultDocument, console: Console):
                 inner_rows.append(f"{bold_markup(technique)} {render_attack_link(id)}")
             else:
                 # example: Code Discovery::Enumerate PE Sections [T1084.001]
-                inner_rows.append(f"{bold_markup(technique)}::{subtechnique} {render_attack_link(id)}")
+                inner_rows.append(
+                    f"{bold_markup(technique)}::{subtechnique} {render_attack_link(id)}"
+                )
 
         tactic = bold_markup(tactic.upper())
         technique = "\n".join(inner_rows)
@@ -245,7 +251,9 @@ def render_maec(doc: rd.ResultDocument, console: Console):
     for category in sorted(maec_categories):
         values = maec_table.get(category, set())
         if values:
-            rows.append((bold_markup(category.replace("_", "-")), "\n".join(sorted(values))))
+            rows.append(
+                (bold_markup(category.replace("_", "-")), "\n".join(sorted(values)))
+            )
 
     if rows:
         table = rich.table.Table(min_width=100)
@@ -264,7 +272,9 @@ def render_mbc_link(id: str, objective: str, behavior: str) -> str:
         base_url = "https://github.com/MBCProject/mbc-markdown/blob/main"
     elif id[0] == "C":
         # micro-behavior
-        base_url = "https://github.com/MBCProject/mbc-markdown/blob/main/micro-behaviors"
+        base_url = (
+            "https://github.com/MBCProject/mbc-markdown/blob/main/micro-behaviors"
+        )
     else:
         raise ValueError("unexpected MBC prefix")
 
@@ -292,7 +302,9 @@ def render_mbc(doc: rd.ResultDocument, console: Console):
     objectives = collections.defaultdict(set)
     for rule in rutils.capability_rules(doc):
         for mbc in rule.meta.mbc:
-            objectives[mbc.objective].add((mbc.behavior, mbc.method, mbc.id.strip("[").strip("]")))
+            objectives[mbc.objective].add(
+                (mbc.behavior, mbc.method, mbc.id.strip("[").strip("]"))
+            )
 
     rows = []
     for objective, behaviors in sorted(objectives.items()):
@@ -300,7 +312,9 @@ def render_mbc(doc: rd.ResultDocument, console: Console):
         for technique, subtechnique, id in sorted(behaviors):
             if not subtechnique:
                 # example: File and Directory Discovery [T1083]
-                inner_rows.append(f"{bold_markup(technique)} {render_mbc_link(id, objective, technique)}")
+                inner_rows.append(
+                    f"{bold_markup(technique)} {render_mbc_link(id, objective, technique)}"
+                )
             else:
                 # example: Code Discovery::Enumerate PE Sections [T1084.001]
                 inner_rows.append(
diff --git a/capa/render/vverbose.py b/capa/render/vverbose.py
index 026d3ef4..7a16e97f 100644
--- a/capa/render/vverbose.py
+++ b/capa/render/vverbose.py
@@ -55,7 +55,11 @@ def hanging_indent(s: str, indent: int) -> str:
 
 
 def render_locations(
-    console: Console, layout: rd.Layout, locations: Iterable[frz.Address], indent: int, use_short_format: bool = False
+    console: Console,
+    layout: rd.Layout,
+    locations: Iterable[frz.Address],
+    indent: int,
+    use_short_format: bool = False,
 ):
     """
     Render the given locations, such as virtual address or pid/tid/callid with process name.
@@ -117,7 +121,13 @@ def render_locations(
         raise RuntimeError("unreachable")
 
 
-def render_statement(console: Console, layout: rd.Layout, match: rd.Match, statement: rd.Statement, indent: int):
+def render_statement(
+    console: Console,
+    layout: rd.Layout,
+    match: rd.Match,
+    statement: rd.Statement,
+    indent: int,
+):
     console.write("  " * indent)
 
     if isinstance(statement, rd.SubscopeStatement):
@@ -191,7 +201,12 @@ def render_string_value(s: str) -> str:
 
 
 def render_feature(
-    console: Console, layout: rd.Layout, rule: rd.RuleMatches, match: rd.Match, feature: frzf.Feature, indent: int
+    console: Console,
+    layout: rd.Layout,
+    rule: rd.RuleMatches,
+    match: rd.Match,
+    feature: frzf.Feature,
+    indent: int,
 ):
     console.write("  " * indent)
 
@@ -220,7 +235,13 @@ def render_feature(
             value = render_string_value(value)
 
         elif isinstance(
-            feature, (frzf.NumberFeature, frzf.OffsetFeature, frzf.OperandNumberFeature, frzf.OperandOffsetFeature)
+            feature,
+            (
+                frzf.NumberFeature,
+                frzf.OffsetFeature,
+                frzf.OperandNumberFeature,
+                frzf.OperandOffsetFeature,
+            ),
         ):
             assert isinstance(value, int)
             value = capa.helpers.hex(value)
@@ -246,15 +267,22 @@ def render_feature(
         if isinstance(feature, (frzf.OSFeature, frzf.ArchFeature, frzf.FormatFeature)):
             # don't show the location of these global features
             pass
-        elif isinstance(layout, rd.DynamicLayout) and rule.meta.scopes.dynamic == capa.rules.Scope.CALL:
+        elif (
+            isinstance(layout, rd.DynamicLayout)
+            and rule.meta.scopes.dynamic == capa.rules.Scope.CALL
+        ):
             # if we're in call scope, then the call will have been rendered at the top
             # of the output, so don't re-render it again for each feature.
             pass
-        elif isinstance(layout, rd.DynamicLayout) and isinstance(feature, frzf.MatchFeature):
+        elif isinstance(layout, rd.DynamicLayout) and isinstance(
+            feature, frzf.MatchFeature
+        ):
             # don't render copies of the span of calls address for submatches
             pass
         else:
-            render_locations(console, layout, match.locations, indent, use_short_format=True)
+            render_locations(
+                console, layout, match.locations, indent, use_short_format=True
+            )
         console.writeln()
     else:
         # like:
@@ -267,15 +295,27 @@ def render_feature(
             console.write("  " * (indent + 1))
             console.write("- ")
             console.write(rutils.bold2(render_string_value(capture)))
-            if isinstance(layout, rd.DynamicLayout) and rule.meta.scopes.dynamic == capa.rules.Scope.CALL:
+            if (
+                isinstance(layout, rd.DynamicLayout)
+                and rule.meta.scopes.dynamic == capa.rules.Scope.CALL
+            ):
                 # like above, don't re-render calls when in call scope.
                 pass
             else:
-                render_locations(console, layout, locations, indent=indent + 1, use_short_format=True)
+                render_locations(
+                    console, layout, locations, indent=indent + 1, use_short_format=True
+                )
             console.writeln()
 
 
-def render_node(console: Console, layout: rd.Layout, rule: rd.RuleMatches, match: rd.Match, node: rd.Node, indent: int):
+def render_node(
+    console: Console,
+    layout: rd.Layout,
+    rule: rd.RuleMatches,
+    match: rd.Match,
+    node: rd.Node,
+    indent: int,
+):
     if isinstance(node, rd.StatementNode):
         render_statement(console, layout, match, node.statement, indent=indent)
     elif isinstance(node, rd.FeatureNode):
@@ -293,7 +333,12 @@ MODE_FAILURE = "failure"
 
 
 def render_match(
-    console: Console, layout: rd.Layout, rule: rd.RuleMatches, match: rd.Match, indent=0, mode=MODE_SUCCESS
+    console: Console,
+    layout: rd.Layout,
+    rule: rd.RuleMatches,
+    match: rd.Match,
+    indent=0,
+    mode=MODE_SUCCESS,
 ):
     child_mode = mode
     if mode == MODE_SUCCESS:
@@ -302,12 +347,18 @@ def render_match(
             return
 
         # optional statement with no successful children is empty
-        if isinstance(match.node, rd.StatementNode) and match.node.statement.type == rd.CompoundStatementType.OPTIONAL:
+        if (
+            isinstance(match.node, rd.StatementNode)
+            and match.node.statement.type == rd.CompoundStatementType.OPTIONAL
+        ):
             if not any(m.success for m in match.children):
                 return
 
         # not statement, so invert the child mode to show failed evaluations
-        if isinstance(match.node, rd.StatementNode) and match.node.statement.type == rd.CompoundStatementType.NOT:
+        if (
+            isinstance(match.node, rd.StatementNode)
+            and match.node.statement.type == rd.CompoundStatementType.NOT
+        ):
             child_mode = MODE_FAILURE
 
     elif mode == MODE_FAILURE:
@@ -316,12 +367,18 @@ def render_match(
             return
 
         # optional statement with successful children is not relevant
-        if isinstance(match.node, rd.StatementNode) and match.node.statement.type == rd.CompoundStatementType.OPTIONAL:
+        if (
+            isinstance(match.node, rd.StatementNode)
+            and match.node.statement.type == rd.CompoundStatementType.OPTIONAL
+        ):
             if any(m.success for m in match.children):
                 return
 
         # not statement, so invert the child mode to show successful evaluations
-        if isinstance(match.node, rd.StatementNode) and match.node.statement.type == rd.CompoundStatementType.NOT:
+        if (
+            isinstance(match.node, rd.StatementNode)
+            and match.node.statement.type == rd.CompoundStatementType.NOT
+        ):
             child_mode = MODE_SUCCESS
     else:
         raise RuntimeError("unexpected mode: " + mode)
@@ -355,7 +412,10 @@ def collect_span_of_calls_locations(
         yield location
 
     child_mode = mode
-    if isinstance(match.node, rd.StatementNode) and match.node.statement.type == rd.CompoundStatementType.NOT:
+    if (
+        isinstance(match.node, rd.StatementNode)
+        and match.node.statement.type == rd.CompoundStatementType.NOT
+    ):
         child_mode = MODE_FAILURE if mode == MODE_SUCCESS else MODE_SUCCESS
 
     for child in match.children:
@@ -381,7 +441,9 @@ def render_rules(console: Console, doc: rd.ResultDocument):
     """
     import capa.render.verbose as v
 
-    functions_by_bb: dict[capa.features.address.Address, capa.features.address.Address] = {}
+    functions_by_bb: dict[
+        capa.features.address.Address, capa.features.address.Address
+    ] = {}
     if isinstance(doc.meta.analysis, rd.StaticAnalysis):
         for finfo in doc.meta.analysis.layout.functions:
             faddress = finfo.address.to_capa()
@@ -396,7 +458,9 @@ def render_rules(console: Console, doc: rd.ResultDocument):
 
     had_match = False
 
-    for _, _, rule in sorted((rule.meta.namespace or "", rule.meta.name, rule) for rule in doc.rules.values()):
+    for _, _, rule in sorted(
+        (rule.meta.namespace or "", rule.meta.name, rule) for rule in doc.rules.values()
+    ):
         # default scope hides things like lib rules, malware-category rules, etc.
         # but in vverbose mode, we really want to show everything.
         #
@@ -413,7 +477,9 @@ def render_rules(console: Console, doc: rd.ResultDocument):
         else:
             if rule.meta.lib:
                 lib_info = ", only showing first match of library rule"
-            capability = Text.assemble(rutils.bold(rule.meta.name), f" ({count} matches{lib_info})")
+            capability = Text.assemble(
+                rutils.bold(rule.meta.name), f" ({count} matches{lib_info})"
+            )
 
         console.writeln(capability)
         had_match = True
@@ -424,19 +490,25 @@ def render_rules(console: Console, doc: rd.ResultDocument):
             rows.append(("namespace", rule.meta.namespace))
 
         if rule.meta.maec.analysis_conclusion or rule.meta.maec.analysis_conclusion_ov:
-            rows.append((
-                "maec/analysis-conclusion",
-                rule.meta.maec.analysis_conclusion or rule.meta.maec.analysis_conclusion_ov,
-            ))
+            rows.append(
+                (
+                    "maec/analysis-conclusion",
+                    rule.meta.maec.analysis_conclusion
+                    or rule.meta.maec.analysis_conclusion_ov,
+                )
+            )
 
         if rule.meta.maec.malware_family:
             rows.append(("maec/malware-family", rule.meta.maec.malware_family))
 
         if rule.meta.maec.malware_category or rule.meta.maec.malware_category_ov:
-            rows.append((
-                "maec/malware-category",
-                rule.meta.maec.malware_category or rule.meta.maec.malware_category_ov,
-            ))
+            rows.append(
+                (
+                    "maec/malware-category",
+                    rule.meta.maec.malware_category
+                    or rule.meta.maec.malware_category_ov,
+                )
+            )
 
         rows.append(("author", ", ".join(rule.meta.authors)))
 
@@ -449,10 +521,17 @@ def render_rules(console: Console, doc: rd.ResultDocument):
             rows.append(("scope", rule.meta.scopes.dynamic.value))
 
         if rule.meta.attack:
-            rows.append(("att&ck", ", ".join([rutils.format_parts_id(v) for v in rule.meta.attack])))
+            rows.append(
+                (
+                    "att&ck",
+                    ", ".join([rutils.format_parts_id(v) for v in rule.meta.attack]),
+                )
+            )
 
         if rule.meta.mbc:
-            rows.append(("mbc", ", ".join([rutils.format_parts_id(v) for v in rule.meta.mbc])))
+            rows.append(
+                ("mbc", ", ".join([rutils.format_parts_id(v) for v in rule.meta.mbc]))
+            )
 
         if rule.meta.references:
             rows.append(("references", ", ".join(rule.meta.references)))
@@ -487,8 +566,12 @@ def render_rules(console: Console, doc: rd.ResultDocument):
                     console.write(capa.render.verbose.format_address(location))
 
                     if rule.meta.scopes.static == capa.rules.Scope.BASIC_BLOCK:
-                        func = frz.Address.from_capa(functions_by_bb[location.to_capa()])
-                        console.write(f" in function {capa.render.verbose.format_address(func)}")
+                        func = frz.Address.from_capa(
+                            functions_by_bb[location.to_capa()]
+                        )
+                        console.write(
+                            f" in function {capa.render.verbose.format_address(func)}"
+                        )
 
                 elif doc.meta.flavor == rd.Flavor.DYNAMIC:
                     assert rule.meta.scopes.dynamic is not None
@@ -497,14 +580,28 @@ def render_rules(console: Console, doc: rd.ResultDocument):
                     console.write(rule.meta.scopes.dynamic.value + " @ ")
 
                     if rule.meta.scopes.dynamic == capa.rules.Scope.PROCESS:
-                        console.write(v.render_process(doc.meta.analysis.layout, location))
+                        console.write(
+                            v.render_process(doc.meta.analysis.layout, location)
+                        )
                     elif rule.meta.scopes.dynamic == capa.rules.Scope.THREAD:
-                        console.write(v.render_thread(doc.meta.analysis.layout, location))
+                        console.write(
+                            v.render_thread(doc.meta.analysis.layout, location)
+                        )
                     elif rule.meta.scopes.dynamic == capa.rules.Scope.SPAN_OF_CALLS:
                         calls = sorted(set(collect_span_of_calls_locations(match)))
-                        console.write(hanging_indent(v.render_span_of_calls(doc.meta.analysis.layout, calls), indent=1))
+                        console.write(
+                            hanging_indent(
+                                v.render_span_of_calls(doc.meta.analysis.layout, calls),
+                                indent=1,
+                            )
+                        )
                     elif rule.meta.scopes.dynamic == capa.rules.Scope.CALL:
-                        console.write(hanging_indent(v.render_call(doc.meta.analysis.layout, location), indent=1))
+                        console.write(
+                            hanging_indent(
+                                v.render_call(doc.meta.analysis.layout, location),
+                                indent=1,
+                            )
+                        )
                     else:
                         capa.helpers.assert_never(rule.meta.scopes.dynamic)
 
diff --git a/capa/rules/__init__.py b/capa/rules/__init__.py
index cd148265..81189fe6 100644
--- a/capa/rules/__init__.py
+++ b/capa/rules/__init__.py
@@ -145,7 +145,9 @@ class Scopes:
         elif self.dynamic:
             return f"dynamic-scope: {self.dynamic}"
         else:
-            raise ValueError("invalid rules class. at least one scope must be specified")
+            raise ValueError(
+                "invalid rules class. at least one scope must be specified"
+            )
 
     @classmethod
     def from_dict(self, scopes: dict[str, str]) -> "Scopes":
@@ -169,7 +171,9 @@ class Scopes:
             scopes_["dynamic"] = None
 
         if (not scopes_["static"]) and (not scopes_["dynamic"]):
-            raise InvalidRule("invalid scopes value. At least one scope must be specified")
+            raise InvalidRule(
+                "invalid scopes value. At least one scope must be specified"
+            )
 
         # check that all the specified scopes are valid
         if scopes_["static"] and scopes_["static"] not in STATIC_SCOPES:
@@ -363,8 +367,12 @@ def translate_com_feature(com_name: str, com_type: ComType) -> ceng.Statement:
         guid_bytes = bytes.fromhex("".join(reordered_hex_pairs))
         prefix = capa.features.com.COM_PREFIXES[com_type]
         symbol = prefix + com_name
-        com_features.append(capa.features.common.String(guid, f"{symbol} as GUID string"))
-        com_features.append(capa.features.common.Bytes(guid_bytes, f"{symbol} as bytes"))
+        com_features.append(
+            capa.features.common.String(guid, f"{symbol} as GUID string")
+        )
+        com_features.append(
+            capa.features.common.Bytes(guid_bytes, f"{symbol} as bytes")
+        )
     return ceng.Or(com_features)
 
 
@@ -468,7 +476,9 @@ def parse_bytes(s: str) -> bytes:
     try:
         b = bytes.fromhex(s.replace(" ", ""))
     except binascii.Error:
-        raise InvalidRule(f'unexpected bytes value: must be a valid hex sequence: "{s}"')
+        raise InvalidRule(
+            f'unexpected bytes value: must be a valid hex sequence: "{s}"'
+        )
 
     if len(b) > MAX_BYTES_FEATURE_SIZE:
         raise InvalidRule(
@@ -502,7 +512,9 @@ def parse_description(s: Union[str, int, bytes], value_type: str, description=No
                 if description == "":
                     # sanity check:
                     # there is an empty description, like `number: 10 =`
-                    raise InvalidRule(f'unexpected value: "{s}", description cannot be empty')
+                    raise InvalidRule(
+                        f'unexpected value: "{s}", description cannot be empty'
+                    )
             else:
                 # this is a string, but there is no description,
                 # like: `api: CreateFileA`
@@ -523,13 +535,18 @@ def parse_description(s: Union[str, int, bytes], value_type: str, description=No
                 or value_type.startswith(("number/", "offset/"))
                 or (
                     value_type.startswith("operand[")
-                    and (value_type.endswith("].number") or value_type.endswith("].offset"))
+                    and (
+                        value_type.endswith("].number")
+                        or value_type.endswith("].offset")
+                    )
                 )
             ):
                 try:
                     value = parse_int(value)
                 except ValueError:
-                    raise InvalidRule(f'unexpected value: "{value}", must begin with numerical value')
+                    raise InvalidRule(
+                        f'unexpected value: "{value}", must begin with numerical value'
+                    )
 
         else:
             # the value might be a number, like: `number: 10`
@@ -560,7 +577,9 @@ def pop_statement_description_entry(d):
         return None
 
     # identify child of form '{ "description": <description> }'
-    descriptions = list(filter(lambda c: isinstance(c, dict) and len(c) == 1 and "description" in c, d))
+    descriptions = list(
+        filter(lambda c: isinstance(c, dict) and len(c) == 1 and "description" in c, d)
+    )
     if len(descriptions) > 1:
         raise InvalidRule("statements can only have one description")
 
@@ -624,7 +643,9 @@ def is_subscope_compatible(scope: Scope | None, subscope: Scope) -> bool:
 
     elif subscope in DYNAMIC_SCOPE_ORDER:
         try:
-            return DYNAMIC_SCOPE_ORDER.index(subscope) >= DYNAMIC_SCOPE_ORDER.index(scope)
+            return DYNAMIC_SCOPE_ORDER.index(subscope) >= DYNAMIC_SCOPE_ORDER.index(
+                scope
+            )
         except ValueError:
             return False
 
@@ -639,21 +660,35 @@ def build_statements(d, scopes: Scopes):
     key = list(d.keys())[0]
     description = pop_statement_description_entry(d[key])
     if key == "and":
-        return ceng.And(unique(build_statements(dd, scopes) for dd in d[key]), description=description)
+        return ceng.And(
+            unique(build_statements(dd, scopes) for dd in d[key]),
+            description=description,
+        )
     elif key == "or":
-        return ceng.Or(unique(build_statements(dd, scopes) for dd in d[key]), description=description)
+        return ceng.Or(
+            unique(build_statements(dd, scopes) for dd in d[key]),
+            description=description,
+        )
     elif key == "not":
         if len(d[key]) != 1:
             raise InvalidRule("not statement must have exactly one child statement")
         return ceng.Not(build_statements(d[key][0], scopes), description=description)
     elif key.endswith(" or more"):
         count = int(key[: -len("or more")])
-        return ceng.Some(count, unique(build_statements(dd, scopes) for dd in d[key]), description=description)
+        return ceng.Some(
+            count,
+            unique(build_statements(dd, scopes) for dd in d[key]),
+            description=description,
+        )
     elif key == "optional":
         # `optional` is an alias for `0 or more`
         # which is useful for documenting behaviors,
         # like with `write file`, we might say that `WriteFile` is optionally found alongside `CreateFileA`.
-        return ceng.Some(0, unique(build_statements(dd, scopes) for dd in d[key]), description=description)
+        return ceng.Some(
+            0,
+            unique(build_statements(dd, scopes) for dd in d[key]),
+            description=description,
+        )
 
     elif key == "process":
         if not is_subscope_compatible(scopes.dynamic, Scope.PROCESS):
@@ -663,23 +698,31 @@ def build_statements(d, scopes: Scopes):
             raise InvalidRule("subscope must have exactly one child statement")
 
         return ceng.Subscope(
-            Scope.PROCESS, build_statements(d[key][0], Scopes(dynamic=Scope.PROCESS)), description=description
+            Scope.PROCESS,
+            build_statements(d[key][0], Scopes(dynamic=Scope.PROCESS)),
+            description=description,
         )
 
     elif key == "thread":
         if not is_subscope_compatible(scopes.dynamic, Scope.THREAD):
-            raise InvalidRule("`thread` subscope supported only for the `process` scope")
+            raise InvalidRule(
+                "`thread` subscope supported only for the `process` scope"
+            )
 
         if len(d[key]) != 1:
             raise InvalidRule("subscope must have exactly one child statement")
 
         return ceng.Subscope(
-            Scope.THREAD, build_statements(d[key][0], Scopes(dynamic=Scope.THREAD)), description=description
+            Scope.THREAD,
+            build_statements(d[key][0], Scopes(dynamic=Scope.THREAD)),
+            description=description,
         )
 
     elif key == "span of calls":
         if not is_subscope_compatible(scopes.dynamic, Scope.SPAN_OF_CALLS):
-            raise InvalidRule("`span of calls` subscope supported only for the `process` and `thread` scopes")
+            raise InvalidRule(
+                "`span of calls` subscope supported only for the `process` and `thread` scopes"
+            )
 
         if len(d[key]) != 1:
             raise InvalidRule("subscope must have exactly one child statement")
@@ -692,13 +735,17 @@ def build_statements(d, scopes: Scopes):
 
     elif key == "call":
         if not is_subscope_compatible(scopes.dynamic, Scope.CALL):
-            raise InvalidRule("`call` subscope supported only for the `process`, `thread`, and `call` scopes")
+            raise InvalidRule(
+                "`call` subscope supported only for the `process`, `thread`, and `call` scopes"
+            )
 
         if len(d[key]) != 1:
             raise InvalidRule("subscope must have exactly one child statement")
 
         return ceng.Subscope(
-            Scope.CALL, build_statements(d[key][0], Scopes(dynamic=Scope.CALL)), description=description
+            Scope.CALL,
+            build_statements(d[key][0], Scopes(dynamic=Scope.CALL)),
+            description=description,
         )
 
     elif key == "function":
@@ -709,23 +756,31 @@ def build_statements(d, scopes: Scopes):
             raise InvalidRule("subscope must have exactly one child statement")
 
         return ceng.Subscope(
-            Scope.FUNCTION, build_statements(d[key][0], Scopes(static=Scope.FUNCTION)), description=description
+            Scope.FUNCTION,
+            build_statements(d[key][0], Scopes(static=Scope.FUNCTION)),
+            description=description,
         )
 
     elif key == "basic block":
         if not is_subscope_compatible(scopes.static, Scope.BASIC_BLOCK):
-            raise InvalidRule("`basic block` subscope supported only for `function` scope")
+            raise InvalidRule(
+                "`basic block` subscope supported only for `function` scope"
+            )
 
         if len(d[key]) != 1:
             raise InvalidRule("subscope must have exactly one child statement")
 
         return ceng.Subscope(
-            Scope.BASIC_BLOCK, build_statements(d[key][0], Scopes(static=Scope.BASIC_BLOCK)), description=description
+            Scope.BASIC_BLOCK,
+            build_statements(d[key][0], Scopes(static=Scope.BASIC_BLOCK)),
+            description=description,
         )
 
     elif key == "instruction":
         if not is_subscope_compatible(scopes.static, Scope.INSTRUCTION):
-            raise InvalidRule("`instruction` subscope supported only for `function` and `basic block` scope")
+            raise InvalidRule(
+                "`instruction` subscope supported only for `function` and `basic block` scope"
+            )
 
         if len(d[key]) == 1:
             statements = build_statements(d[key][0], Scopes(static=Scope.INSTRUCTION))
@@ -742,7 +797,12 @@ def build_statements(d, scopes: Scopes):
             #       - arch: i386
             #       - mnemonic: cmp
             #
-            statements = ceng.And(unique(build_statements(dd, Scopes(static=Scope.INSTRUCTION)) for dd in d[key]))
+            statements = ceng.And(
+                unique(
+                    build_statements(dd, Scopes(static=Scope.INSTRUCTION))
+                    for dd in d[key]
+                )
+            )
 
         return ceng.Subscope(Scope.INSTRUCTION, statements, description=description)
 
@@ -806,7 +866,9 @@ def build_statements(d, scopes: Scopes):
         else:
             raise InvalidRule(f"unexpected range: {count}")
     elif key == "string" and not isinstance(d[key], str):
-        raise InvalidRule(f"ambiguous string value {d[key]}, must be defined as explicit string")
+        raise InvalidRule(
+            f"ambiguous string value {d[key]}, must be defined as explicit string"
+        )
 
     elif key.startswith("operand[") and key.endswith("].number"):
         index = key[len("operand[") : -len("].number")]
@@ -818,7 +880,9 @@ def build_statements(d, scopes: Scopes):
         value, description = parse_description(d[key], key, d.get("description"))
         assert isinstance(value, int)
         try:
-            feature = capa.features.insn.OperandNumber(index, value, description=description)
+            feature = capa.features.insn.OperandNumber(
+                index, value, description=description
+            )
         except ValueError as e:
             raise InvalidRule(str(e)) from e
         ensure_feature_valid_for_scopes(scopes, feature)
@@ -834,7 +898,9 @@ def build_statements(d, scopes: Scopes):
         value, description = parse_description(d[key], key, d.get("description"))
         assert isinstance(value, int)
         try:
-            feature = capa.features.insn.OperandOffset(index, value, description=description)
+            feature = capa.features.insn.OperandOffset(
+                index, value, description=description
+            )
         except ValueError as e:
             raise InvalidRule(str(e)) from e
         ensure_feature_valid_for_scopes(scopes, feature)
@@ -854,7 +920,9 @@ def build_statements(d, scopes: Scopes):
 
         value, description = parse_description(d[key], key, d.get("description"))
         try:
-            feature = capa.features.insn.Property(value, access=access, description=description)
+            feature = capa.features.insn.Property(
+                value, access=access, description=description
+            )
         except ValueError as e:
             raise InvalidRule(str(e)) from e
         ensure_feature_valid_for_scopes(scopes, feature)
@@ -893,7 +961,9 @@ def second(s: list[Any]) -> Any:
 
 
 class Rule:
-    def __init__(self, name: str, scopes: Scopes, statement: Statement, meta, definition=""):
+    def __init__(
+        self, name: str, scopes: Scopes, statement: Statement, meta, definition=""
+    ):
         super().__init__()
         self.name = name
         self.scopes = scopes
@@ -1069,13 +1139,19 @@ class Rule:
         # each rule has two scopes, a static-flavor scope, and a
         # dynamic-flavor one. which one is used depends on the analysis type.
         if "scope" in meta:
-            raise InvalidRule(f"legacy rule detected (rule.meta.scope), please update to the new syntax: {name}")
+            raise InvalidRule(
+                f"legacy rule detected (rule.meta.scope), please update to the new syntax: {name}"
+            )
         elif "scopes" in meta:
             scopes_ = meta.get("scopes")
         else:
-            raise InvalidRule("please specify at least one of this rule's (static/dynamic) scopes")
+            raise InvalidRule(
+                "please specify at least one of this rule's (static/dynamic) scopes"
+            )
         if not isinstance(scopes_, dict):
-            raise InvalidRule("the scopes field must contain a dictionary specifying the scopes")
+            raise InvalidRule(
+                "the scopes field must contain a dictionary specifying the scopes"
+            )
 
         scopes: Scopes = Scopes.from_dict(scopes_)
         statements = d["rule"]["features"]
@@ -1094,7 +1170,9 @@ class Rule:
         if not isinstance(meta.get("mbc", []), list):
             raise InvalidRule("MBC mapping must be a list")
 
-        return cls(name, scopes, build_statements(statements[0], scopes), meta, definition)
+        return cls(
+            name, scopes, build_statements(statements[0], scopes), meta, definition
+        )
 
     @staticmethod
     @lru_cache()
@@ -1106,7 +1184,9 @@ class Rule:
             logger.debug("using libyaml CSafeLoader.")
             return yaml.CSafeLoader
         except Exception:
-            logger.debug("unable to import libyaml CSafeLoader, falling back to Python yaml parser.")
+            logger.debug(
+                "unable to import libyaml CSafeLoader, falling back to Python yaml parser."
+            )
             logger.debug("this will be slower to load rules.")
             return yaml.SafeLoader
 
@@ -1261,7 +1341,9 @@ class Rule:
         # only do this for the features section, so the meta description doesn't get reformatted
         # assumes features section always exists
         features_offset = doc.find("features")
-        doc = doc[:features_offset] + doc[features_offset:].replace("  description:", "    description:")
+        doc = doc[:features_offset] + doc[features_offset:].replace(
+            "  description:", "    description:"
+        )
 
         # for negative hex numbers, yaml dump outputs:
         # - offset: !!int '0x-30'
@@ -1448,19 +1530,25 @@ class RuleSet:
 
         self.rules = {rule.name: rule for rule in rules}
         self.rules_by_namespace = index_rules_by_namespace(rules)
-        self.rules_by_scope = {scope: self._get_rules_for_scope(rules, scope) for scope in scopes}
+        self.rules_by_scope = {
+            scope: self._get_rules_for_scope(rules, scope) for scope in scopes
+        }
 
         # these structures are unstable and may change before the next major release.
         scores_by_rule: dict[str, int] = {}
         self._feature_indexes_by_scopes = {
-            scope: self._index_rules_by_feature(scope, self.rules_by_scope[scope], scores_by_rule) for scope in scopes
+            scope: self._index_rules_by_feature(
+                scope, self.rules_by_scope[scope], scores_by_rule
+            )
+            for scope in scopes
         }
 
         # Pre-compute the topological index mapping for each scope.
         # This avoids rebuilding the dict on every call to _match (which runs once per
         # instruction/basic-block/function/file scope, i.e. potentially millions of times).
         self._rule_index_by_scope: dict[Scope, dict[str, int]] = {
-            scope: {rule.name: i for i, rule in enumerate(self.rules_by_scope[scope])} for scope in scopes
+            scope: {rule.name: i for i, rule in enumerate(self.rules_by_scope[scope])}
+            for scope in scopes
         }
 
     @property
@@ -1506,7 +1594,9 @@ class RuleSet:
 
     # this routine is unstable and may change before the next major release.
     @staticmethod
-    def _score_feature(scores_by_rule: dict[str, int], node: capa.features.common.Feature) -> int:
+    def _score_feature(
+        scores_by_rule: dict[str, int], node: capa.features.common.Feature
+    ) -> int:
         """
         Score the given feature by how "uncommon" we think it will be.
         Features that we expect to be very selective (ie. uniquely identify a rule and be required to match),
@@ -1561,7 +1651,9 @@ class RuleSet:
 
             return scores_by_rule[rule_name]
 
-        elif isinstance(node, (capa.features.insn.Number, capa.features.insn.OperandNumber)):
+        elif isinstance(
+            node, (capa.features.insn.Number, capa.features.insn.OperandNumber)
+        ):
             v = node.value
             assert isinstance(v, int)
 
@@ -1581,7 +1673,14 @@ class RuleSet:
             # Other numbers are assumed to be uncommon.
             return 7
 
-        elif isinstance(node, (capa.features.common.Substring, capa.features.common.Regex, capa.features.common.Bytes)):
+        elif isinstance(
+            node,
+            (
+                capa.features.common.Substring,
+                capa.features.common.Regex,
+                capa.features.common.Bytes,
+            ),
+        ):
             # Scanning features (non-hashable), which we can't use for quick matching/filtering.
             return 0
 
@@ -1661,7 +1760,9 @@ class RuleSet:
 
     # this routine is unstable and may change before the next major release.
     @staticmethod
-    def _index_rules_by_feature(scope: Scope, rules: list[Rule], scores_by_rule: dict[str, int]) -> _RuleFeatureIndex:
+    def _index_rules_by_feature(
+        scope: Scope, rules: list[Rule], scores_by_rule: dict[str, int]
+    ) -> _RuleFeatureIndex:
         """
         Index the given rules by their minimal set of most "uncommon" features required to match.
 
@@ -1810,7 +1911,9 @@ class RuleSet:
         # Ideally we find a way to get rid of all of these, eventually.
         string_rules: dict[str, list[Feature]] = {}
         bytes_rules_count = 0
-        bytes_prefix_index: dict[int, list[tuple[str, bytes]]] = collections.defaultdict(list)
+        bytes_prefix_index: dict[int, list[tuple[str, bytes]]] = (
+            collections.defaultdict(list)
+        )
 
         for rule in rules:
             rule_name = rule.meta["name"]
@@ -1823,26 +1926,45 @@ class RuleSet:
             string_features = [
                 feature
                 for feature in features
-                if isinstance(feature, (capa.features.common.Substring, capa.features.common.Regex))
+                if isinstance(
+                    feature,
+                    (capa.features.common.Substring, capa.features.common.Regex),
+                )
             ]
             hashable_features = [
                 feature
                 for feature in features
                 if not isinstance(
-                    feature, (capa.features.common.Substring, capa.features.common.Regex, capa.features.common.Bytes)
+                    feature,
+                    (
+                        capa.features.common.Substring,
+                        capa.features.common.Regex,
+                        capa.features.common.Bytes,
+                    ),
                 )
             ]
 
-            logger.debug("indexing: features: %d, score: %d, rule: %s", len(features), score, rule_name)
+            logger.debug(
+                "indexing: features: %d, score: %d, rule: %s",
+                len(features),
+                score,
+                rule_name,
+            )
             scores_by_rule[rule_name] = score
             for feature in features:
-                logger.debug("        : [%d] %s", RuleSet._score_feature(scores_by_rule, feature), feature)
+                logger.debug(
+                    "        : [%d] %s",
+                    RuleSet._score_feature(scores_by_rule, feature),
+                    feature,
+                )
 
             if string_features:
                 string_rules[rule_name] = cast(list[Feature], string_features)
 
             bytes_features: list[capa.features.common.Bytes] = [
-                feature for feature in features if isinstance(feature, capa.features.common.Bytes)
+                feature
+                for feature in features
+                if isinstance(feature, capa.features.common.Bytes)
             ]
             if bytes_features:
                 bytes_rules_count += 1
@@ -1857,15 +1979,27 @@ class RuleSet:
             for feature in hashable_features:
                 rules_by_feature[feature].add(rule_name)
 
-        logger.debug("indexing: %d features indexed for scope %s", len(rules_by_feature), scope)
+        logger.debug(
+            "indexing: %d features indexed for scope %s", len(rules_by_feature), scope
+        )
         logger.debug(
             "indexing: %d indexed features are shared by more than 3 rules",
-            len([feature for feature, rules in rules_by_feature.items() if len(rules) > 3]),
+            len(
+                [
+                    feature
+                    for feature, rules in rules_by_feature.items()
+                    if len(rules) > 3
+                ]
+            ),
         )
         logger.debug(
-            "indexing: %d scanning string features, %d scanning bytes features", len(string_rules), bytes_rules_count
+            "indexing: %d scanning string features, %d scanning bytes features",
+            len(string_rules),
+            bytes_rules_count,
+        )
+        return RuleSet._RuleFeatureIndex(
+            rules_by_feature, string_rules, dict(bytes_prefix_index)
         )
-        return RuleSet._RuleFeatureIndex(rules_by_feature, string_rules, dict(bytes_prefix_index))
 
     @staticmethod
     def _get_rules_for_scope(rules, scope) -> list[Rule]:
@@ -1926,20 +2060,36 @@ class RuleSet:
         for rule in rules:
             for k, v in rule.meta.items():
                 if isinstance(v, str) and tag in v:
-                    logger.debug('using rule "%s" and dependencies, found tag in meta.%s: %s', rule.name, k, v)
-                    rules_filtered.update(set(get_rules_and_dependencies(rules, rule.name)))
+                    logger.debug(
+                        'using rule "%s" and dependencies, found tag in meta.%s: %s',
+                        rule.name,
+                        k,
+                        v,
+                    )
+                    rules_filtered.update(
+                        set(get_rules_and_dependencies(rules, rule.name))
+                    )
                     break
                 if isinstance(v, list):
                     for vv in v:
                         if tag in vv:
-                            logger.debug('using rule "%s" and dependencies, found tag in meta.%s: %s', rule.name, k, vv)
-                            rules_filtered.update(set(get_rules_and_dependencies(rules, rule.name)))
+                            logger.debug(
+                                'using rule "%s" and dependencies, found tag in meta.%s: %s',
+                                rule.name,
+                                k,
+                                vv,
+                            )
+                            rules_filtered.update(
+                                set(get_rules_and_dependencies(rules, rule.name))
+                            )
                             break
         return RuleSet(list(rules_filtered))
 
     # this routine is unstable and may change before the next major release.
     @staticmethod
-    def _sort_rules_by_index(rule_index_by_rule_name: dict[str, int], rules: list[Rule]):
+    def _sort_rules_by_index(
+        rule_index_by_rule_name: dict[str, int], rules: list[Rule]
+    ):
         """
         Sort (in place) the given rules by their index provided by the given dict.
         This mapping is intended to represent the topologic index of the given rule;
@@ -1948,7 +2098,9 @@ class RuleSet:
         """
         rules.sort(key=lambda r: rule_index_by_rule_name[r.name])
 
-    def _match(self, scope: Scope, features: FeatureSet, addr: Address) -> tuple[FeatureSet, ceng.MatchResults]:
+    def _match(
+        self, scope: Scope, features: FeatureSet, addr: Address
+    ) -> tuple[FeatureSet, ceng.MatchResults]:
         """
         Match rules from this ruleset at the given scope against the given features.
 
@@ -1956,7 +2108,9 @@ class RuleSet:
         It uses its knowledge of all the rules to evaluate a minimal set of candidate rules for the given features.
         """
 
-        feature_index: RuleSet._RuleFeatureIndex = self._feature_indexes_by_scopes[scope]
+        feature_index: RuleSet._RuleFeatureIndex = self._feature_indexes_by_scopes[
+            scope
+        ]
         # Topologic location of rule given its name.
         # That is, rules with a lower index should be evaluated first, since their dependencies
         # will be evaluated later.
@@ -2056,7 +2210,9 @@ class RuleSet:
                 for feature in bytes_features:
                     if len(feature.value) >= _BYTES_PREFIX_SIZE:
                         prefix = struct.unpack_from(">I", feature.value)[0]
-                        for rule_name, pattern in feature_index.bytes_prefix_index.get(prefix, ()):
+                        for rule_name, pattern in feature_index.bytes_prefix_index.get(
+                            prefix, ()
+                        ):
                             if feature.value.startswith(pattern):
                                 candidate_rule_names.add(rule_name)
 
@@ -2103,7 +2259,9 @@ class RuleSet:
                 # such as rule or namespace matches.
                 if augmented_features is features:
                     # lazily create the copy of features only when a rule matches, since it could be expensive.
-                    augmented_features = collections.defaultdict(set, copy.copy(features))
+                    augmented_features = collections.defaultdict(
+                        set, copy.copy(features)
+                    )
 
                 ceng.index_rule_matches(augmented_features, rule, [addr])
 
@@ -2118,12 +2276,18 @@ class RuleSet:
                 if new_features:
                     new_candidates: list[str] = []
                     for new_feature in new_features:
-                        new_candidates.extend(feature_index.rules_by_feature.get(new_feature, ()))
+                        new_candidates.extend(
+                            feature_index.rules_by_feature.get(new_feature, ())
+                        )
 
                     if new_candidates:
                         candidate_rule_names.update(new_candidates)
-                        candidate_rules.extend([self.rules[rule_name] for rule_name in new_candidates])
-                        RuleSet._sort_rules_by_index(rule_index_by_rule_name, candidate_rules)
+                        candidate_rules.extend(
+                            [self.rules[rule_name] for rule_name in new_candidates]
+                        )
+                        RuleSet._sort_rules_by_index(
+                            rule_index_by_rule_name, candidate_rules
+                        )
                         candidate_rules.reverse()
 
         return (augmented_features, results)
@@ -2153,17 +2317,25 @@ class RuleSet:
 
         if paranoid:
             rules: list[Rule] = self.rules_by_scope[scope]
-            paranoid_features, paranoid_matches = capa.engine.match(rules, features, addr)
+            paranoid_features, paranoid_matches = capa.engine.match(
+                rules, features, addr
+            )
 
             if features != paranoid_features:
                 logger.warning("paranoid: %s: %s", scope, addr)
-                for feature in sorted(set(features.keys()) & set(paranoid_features.keys())):
+                for feature in sorted(
+                    set(features.keys()) & set(paranoid_features.keys())
+                ):
                     logger.warning("paranoid:   %s", feature)
 
-                for feature in sorted(set(features.keys()) - set(paranoid_features.keys())):
+                for feature in sorted(
+                    set(features.keys()) - set(paranoid_features.keys())
+                ):
                     logger.warning("paranoid: + %s", feature)
 
-                for feature in sorted(set(paranoid_features.keys()) - set(features.keys())):
+                for feature in sorted(
+                    set(paranoid_features.keys()) - set(features.keys())
+                ):
                     logger.warning("paranoid: - %s", feature)
 
             assert features == paranoid_features
@@ -2208,7 +2380,10 @@ def collect_rule_file_paths(rule_paths: list[Path]) -> list[Path]:
                     continue
                 for file in files:
                     if not file.endswith(".yml"):
-                        if not (file.startswith(".git") or file.endswith((".git", ".md", ".txt"))):
+                        if not (
+                            file.startswith(".git")
+                            or file.endswith((".git", ".md", ".txt"))
+                        ):
                             # expect to see .git* files, readme.md, format.md, and maybe a .git directory
                             # other things maybe are rules, but are mis-named.
                             logger.warning("skipping non-.yml file: %s", file)
diff --git a/rules b/rules
index 2af9fbfc..03a20f69 160000
--- a/rules
+++ b/rules
@@ -1 +1 @@
-Subproject commit 2af9fbfc1c9b4634dbeb76b5d34fca9389fa7f80
+Subproject commit 03a20f69ae05e4c48467b06ee69faaa773957684
diff --git a/tests/data b/tests/data
index f41a1998..413fd280 160000
--- a/tests/data
+++ b/tests/data
@@ -1 +1 @@
-Subproject commit f41a1998b92d391a26858f8ae4e6c92ac7394411
+Subproject commit 413fd2803e0f45c7af1eb27a091a1d93221d5d04
diff --git a/tests/test_capabilities.py b/tests/test_capabilities.py
index dc94d2d4..eb34c26a 100644
--- a/tests/test_capabilities.py
+++ b/tests/test_capabilities.py
@@ -23,10 +23,11 @@ from capa.features.extractors.base_extractor import SampleHashes, FunctionFilter
 
 
 def test_match_across_scopes_file_function(z9324d_extractor):
-    rules = capa.rules.RuleSet([
-        # this rule should match on a function (0x4073F0)
-        capa.rules.Rule.from_yaml(
-            textwrap.dedent("""
+    rules = capa.rules.RuleSet(
+        [
+            # this rule should match on a function (0x4073F0)
+            capa.rules.Rule.from_yaml(
+                textwrap.dedent("""
                     rule:
                         meta:
                             name: install service
@@ -41,10 +42,10 @@ def test_match_across_scopes_file_function(z9324d_extractor):
                                 - api: advapi32.CreateServiceA
                                 - api: advapi32.StartServiceA
                     """)
-        ),
-        # this rule should match on a file feature
-        capa.rules.Rule.from_yaml(
-            textwrap.dedent("""
+            ),
+            # this rule should match on a file feature
+            capa.rules.Rule.from_yaml(
+                textwrap.dedent("""
                     rule:
                         meta:
                             name: .text section
@@ -56,12 +57,12 @@ def test_match_across_scopes_file_function(z9324d_extractor):
                         features:
                             - section: .text
                     """)
-        ),
-        # this rule should match on earlier rule matches:
-        #  - install service, with function scope
-        #  - .text section, with file scope
-        capa.rules.Rule.from_yaml(
-            textwrap.dedent("""
+            ),
+            # this rule should match on earlier rule matches:
+            #  - install service, with function scope
+            #  - .text section, with file scope
+            capa.rules.Rule.from_yaml(
+                textwrap.dedent("""
                     rule:
                         meta:
                             name: .text section and install service
@@ -75,8 +76,9 @@ def test_match_across_scopes_file_function(z9324d_extractor):
                               - match: install service
                               - match: .text section
                     """)
-        ),
-    ])
+            ),
+        ]
+    )
     capabilities = capa.capabilities.common.find_capabilities(rules, z9324d_extractor)
     assert "install service" in capabilities.matches
     assert ".text section" in capabilities.matches
@@ -84,10 +86,11 @@ def test_match_across_scopes_file_function(z9324d_extractor):
 
 
 def test_match_across_scopes(z9324d_extractor):
-    rules = capa.rules.RuleSet([
-        # this rule should match on a basic block (including at least 0x403685)
-        capa.rules.Rule.from_yaml(
-            textwrap.dedent("""
+    rules = capa.rules.RuleSet(
+        [
+            # this rule should match on a basic block (including at least 0x403685)
+            capa.rules.Rule.from_yaml(
+                textwrap.dedent("""
                     rule:
                         meta:
                             name: tight loop
@@ -99,11 +102,11 @@ def test_match_across_scopes(z9324d_extractor):
                         features:
                           - characteristic: tight loop
                     """)
-        ),
-        # this rule should match on a function (0x403660)
-        # based on API, as well as prior basic block rule match
-        capa.rules.Rule.from_yaml(
-            textwrap.dedent("""
+            ),
+            # this rule should match on a function (0x403660)
+            # based on API, as well as prior basic block rule match
+            capa.rules.Rule.from_yaml(
+                textwrap.dedent("""
                     rule:
                         meta:
                             name: kill thread loop
@@ -118,10 +121,10 @@ def test_match_across_scopes(z9324d_extractor):
                             - api: kernel32.CloseHandle
                             - match: tight loop
                     """)
-        ),
-        # this rule should match on a file feature and a prior function rule match
-        capa.rules.Rule.from_yaml(
-            textwrap.dedent("""
+            ),
+            # this rule should match on a file feature and a prior function rule match
+            capa.rules.Rule.from_yaml(
+                textwrap.dedent("""
                     rule:
                         meta:
                             name: kill thread program
@@ -135,8 +138,9 @@ def test_match_across_scopes(z9324d_extractor):
                             - section: .text
                             - match: kill thread loop
                     """)
-        ),
-    ])
+            ),
+        ]
+    )
     capabilities = capa.capabilities.common.find_capabilities(rules, z9324d_extractor)
     assert "tight loop" in capabilities.matches
     assert "kill thread loop" in capabilities.matches
@@ -144,9 +148,10 @@ def test_match_across_scopes(z9324d_extractor):
 
 
 def test_subscope_bb_rules(z9324d_extractor):
-    rules = capa.rules.RuleSet([
-        capa.rules.Rule.from_yaml(
-            textwrap.dedent("""
+    rules = capa.rules.RuleSet(
+        [
+            capa.rules.Rule.from_yaml(
+                textwrap.dedent("""
                     rule:
                         meta:
                             name: test rule
@@ -158,17 +163,19 @@ def test_subscope_bb_rules(z9324d_extractor):
                                 - basic block:
                                     - characteristic: tight loop
                     """)
-        )
-    ])
+            )
+        ]
+    )
     # tight loop at 0x403685
     capabilities = capa.capabilities.common.find_capabilities(rules, z9324d_extractor)
     assert "test rule" in capabilities.matches
 
 
 def test_match_specific_functions(z9324d_extractor):
-    rules = capa.rules.RuleSet([
-        capa.rules.Rule.from_yaml(
-            textwrap.dedent("""
+    rules = capa.rules.RuleSet(
+        [
+            capa.rules.Rule.from_yaml(
+                textwrap.dedent("""
                     rule:
                         meta:
                             name: receive data
@@ -181,8 +188,9 @@ def test_match_specific_functions(z9324d_extractor):
                             - or:
                                 - api: recv
                     """)
-        )
-    ])
+            )
+        ]
+    )
     extractor = FunctionFilter(z9324d_extractor, {0x4019C0})
     capabilities = capa.capabilities.common.find_capabilities(rules, extractor)
     matches = capabilities.matches["receive data"]
@@ -193,9 +201,10 @@ def test_match_specific_functions(z9324d_extractor):
 
 
 def test_byte_matching(z9324d_extractor):
-    rules = capa.rules.RuleSet([
-        capa.rules.Rule.from_yaml(
-            textwrap.dedent("""
+    rules = capa.rules.RuleSet(
+        [
+            capa.rules.Rule.from_yaml(
+                textwrap.dedent("""
                     rule:
                         meta:
                             name: byte match test
@@ -206,16 +215,18 @@ def test_byte_matching(z9324d_extractor):
                             - and:
                                 - bytes: ED 24 9E F4 52 A9 07 47 55 8E E1 AB 30 8E 23 61
                     """)
-        )
-    ])
+            )
+        ]
+    )
     capabilities = capa.capabilities.common.find_capabilities(rules, z9324d_extractor)
     assert "byte match test" in capabilities.matches
 
 
 def test_com_feature_matching(z395eb_extractor):
-    rules = capa.rules.RuleSet([
-        capa.rules.Rule.from_yaml(
-            textwrap.dedent("""
+    rules = capa.rules.RuleSet(
+        [
+            capa.rules.Rule.from_yaml(
+                textwrap.dedent("""
                     rule:
                         meta:
                             name: initialize IWebBrowser2
@@ -228,16 +239,18 @@ def test_com_feature_matching(z395eb_extractor):
                                 - com/class: InternetExplorer #bytes: 01 DF 02 00 00 00 00 00 C0 00 00 00 00 00 00 46 = CLSID_InternetExplorer
                                 - com/interface: IWebBrowser2 #bytes: 61 16 0C D3 AF CD D0 11 8A 3E 00 C0 4F C9 E2 6E = IID_IWebBrowser2
                     """)
-        )
-    ])
+            )
+        ]
+    )
     capabilities = capa.main.find_capabilities(rules, z395eb_extractor)
     assert "initialize IWebBrowser2" in capabilities.matches
 
 
 def test_count_bb(z9324d_extractor):
-    rules = capa.rules.RuleSet([
-        capa.rules.Rule.from_yaml(
-            textwrap.dedent("""
+    rules = capa.rules.RuleSet(
+        [
+            capa.rules.Rule.from_yaml(
+                textwrap.dedent("""
                     rule:
                       meta:
                         name: count bb
@@ -249,17 +262,19 @@ def test_count_bb(z9324d_extractor):
                         - and:
                           - count(basic blocks): 1 or more
                     """)
-        )
-    ])
+            )
+        ]
+    )
     capabilities = capa.capabilities.common.find_capabilities(rules, z9324d_extractor)
     assert "count bb" in capabilities.matches
 
 
 def test_instruction_scope(z9324d_extractor):
     # .text:004071A4 68 E8 03 00 00          push    3E8h
-    rules = capa.rules.RuleSet([
-        capa.rules.Rule.from_yaml(
-            textwrap.dedent("""
+    rules = capa.rules.RuleSet(
+        [
+            capa.rules.Rule.from_yaml(
+                textwrap.dedent("""
                     rule:
                       meta:
                         name: push 1000
@@ -272,8 +287,9 @@ def test_instruction_scope(z9324d_extractor):
                           - mnemonic: push
                           - number: 1000
                     """)
-        )
-    ])
+            )
+        ]
+    )
     capabilities = capa.capabilities.common.find_capabilities(rules, z9324d_extractor)
     assert "push 1000" in capabilities.matches
     assert 0x4071A4 in {result[0] for result in capabilities.matches["push 1000"]}
@@ -283,9 +299,10 @@ def test_instruction_subscope(z9324d_extractor):
     # .text:00406F60                         sub_406F60 proc near
     # [...]
     # .text:004071A4 68 E8 03 00 00          push    3E8h
-    rules = capa.rules.RuleSet([
-        capa.rules.Rule.from_yaml(
-            textwrap.dedent("""
+    rules = capa.rules.RuleSet(
+        [
+            capa.rules.Rule.from_yaml(
+                textwrap.dedent("""
                     rule:
                       meta:
                         name: push 1000 on i386
@@ -300,11 +317,14 @@ def test_instruction_subscope(z9324d_extractor):
                             - mnemonic: push
                             - number: 1000
                     """)
-        )
-    ])
+            )
+        ]
+    )
     capabilities = capa.capabilities.common.find_capabilities(rules, z9324d_extractor)
     assert "push 1000 on i386" in capabilities.matches
-    assert 0x406F60 in {result[0] for result in capabilities.matches["push 1000 on i386"]}
+    assert 0x406F60 in {
+        result[0] for result in capabilities.matches["push 1000 on i386"]
+    }
 
 
 def test_find_file_capabilities_preserves_address_zero():
@@ -317,9 +337,10 @@ def test_find_file_capabilities_preserves_address_zero():
         file_features=[(addr, feature)],
         functions={},
     )
-    rules = capa.rules.RuleSet([
-        capa.rules.Rule.from_yaml(
-            textwrap.dedent("""
+    rules = capa.rules.RuleSet(
+        [
+            capa.rules.Rule.from_yaml(
+                textwrap.dedent("""
                 rule:
                     meta:
                         name: embedded pe
@@ -329,8 +350,9 @@ def test_find_file_capabilities_preserves_address_zero():
                     features:
                         - characteristic: embedded pe
             """)
-        )
-    ])
+            )
+        ]
+    )
     caps = capa.capabilities.common.find_file_capabilities(rules, extractor, {})
     assert feature in caps.features
     assert addr in caps.features[feature]
diff --git a/tests/test_engine.py b/tests/test_engine.py
index 88184f1a..6caf5d6e 100644
--- a/tests/test_engine.py
+++ b/tests/test_engine.py
@@ -17,7 +17,13 @@ import pytest
 import capa.features.address
 from capa.engine import Or, And, Not, Some, Range
 from capa.features.insn import Number
-from capa.features.address import ThreadAddress, ProcessAddress, DynamicCallAddress, DNTokenOffsetAddress, AbsoluteVirtualAddress
+from capa.features.address import (
+    ThreadAddress,
+    ProcessAddress,
+    DynamicCallAddress,
+    DNTokenOffsetAddress,
+    AbsoluteVirtualAddress,
+)
 
 ADDR1 = capa.features.address.AbsoluteVirtualAddress(0x401001)
 ADDR2 = capa.features.address.AbsoluteVirtualAddress(0x401002)
@@ -78,7 +84,14 @@ def test_and():
     assert bool(And([Number(1), Number(2)]).evaluate({Number(0): {ADDR1}})) is False
     assert bool(And([Number(1), Number(2)]).evaluate({Number(1): {ADDR1}})) is False
     assert bool(And([Number(1), Number(2)]).evaluate({Number(2): {ADDR1}})) is False
-    assert bool(And([Number(1), Number(2)]).evaluate({Number(1): {ADDR1}, Number(2): {ADDR2}})) is True
+    assert (
+        bool(
+            And([Number(1), Number(2)]).evaluate(
+                {Number(1): {ADDR1}, Number(2): {ADDR2}}
+            )
+        )
+        is True
+    )
 
 
 def test_or():
@@ -87,7 +100,14 @@ def test_or():
     assert bool(Or([Number(1), Number(2)]).evaluate({Number(0): {ADDR1}})) is False
     assert bool(Or([Number(1), Number(2)]).evaluate({Number(1): {ADDR1}})) is True
     assert bool(Or([Number(1), Number(2)]).evaluate({Number(2): {ADDR1}})) is True
-    assert bool(Or([Number(1), Number(2)]).evaluate({Number(1): {ADDR1}, Number(2): {ADDR2}})) is True
+    assert (
+        bool(
+            Or([Number(1), Number(2)]).evaluate(
+                {Number(1): {ADDR1}, Number(2): {ADDR2}}
+            )
+        )
+        is True
+    )
 
 
 def test_not():
@@ -99,38 +119,54 @@ def test_some():
     assert bool(Some(0, [Number(1)]).evaluate({Number(0): {ADDR1}})) is True
     assert bool(Some(1, [Number(1)]).evaluate({Number(0): {ADDR1}})) is False
 
-    assert bool(Some(2, [Number(1), Number(2), Number(3)]).evaluate({Number(0): {ADDR1}})) is False
-    assert bool(Some(2, [Number(1), Number(2), Number(3)]).evaluate({Number(0): {ADDR1}, Number(1): {ADDR1}})) is False
+    assert (
+        bool(Some(2, [Number(1), Number(2), Number(3)]).evaluate({Number(0): {ADDR1}}))
+        is False
+    )
     assert (
         bool(
-            Some(2, [Number(1), Number(2), Number(3)]).evaluate({
-                Number(0): {ADDR1},
-                Number(1): {ADDR1},
-                Number(2): {ADDR1},
-            })
+            Some(2, [Number(1), Number(2), Number(3)]).evaluate(
+                {Number(0): {ADDR1}, Number(1): {ADDR1}}
+            )
+        )
+        is False
+    )
+    assert (
+        bool(
+            Some(2, [Number(1), Number(2), Number(3)]).evaluate(
+                {
+                    Number(0): {ADDR1},
+                    Number(1): {ADDR1},
+                    Number(2): {ADDR1},
+                }
+            )
         )
         is True
     )
     assert (
         bool(
-            Some(2, [Number(1), Number(2), Number(3)]).evaluate({
-                Number(0): {ADDR1},
-                Number(1): {ADDR1},
-                Number(2): {ADDR1},
-                Number(3): {ADDR1},
-            })
+            Some(2, [Number(1), Number(2), Number(3)]).evaluate(
+                {
+                    Number(0): {ADDR1},
+                    Number(1): {ADDR1},
+                    Number(2): {ADDR1},
+                    Number(3): {ADDR1},
+                }
+            )
         )
         is True
     )
     assert (
         bool(
-            Some(2, [Number(1), Number(2), Number(3)]).evaluate({
-                Number(0): {ADDR1},
-                Number(1): {ADDR1},
-                Number(2): {ADDR1},
-                Number(3): {ADDR1},
-                Number(4): {ADDR1},
-            })
+            Some(2, [Number(1), Number(2), Number(3)]).evaluate(
+                {
+                    Number(0): {ADDR1},
+                    Number(1): {ADDR1},
+                    Number(2): {ADDR1},
+                    Number(3): {ADDR1},
+                    Number(4): {ADDR1},
+                }
+            )
         )
         is True
     )
@@ -138,21 +174,35 @@ def test_some():
 
 def test_complex():
     assert True is bool(
-        Or([And([Number(1), Number(2)]), Or([Number(3), Some(2, [Number(4), Number(5), Number(6)])])]).evaluate({
-            Number(5): {ADDR1},
-            Number(6): {ADDR1},
-            Number(7): {ADDR1},
-            Number(8): {ADDR1},
-        })
+        Or(
+            [
+                And([Number(1), Number(2)]),
+                Or([Number(3), Some(2, [Number(4), Number(5), Number(6)])]),
+            ]
+        ).evaluate(
+            {
+                Number(5): {ADDR1},
+                Number(6): {ADDR1},
+                Number(7): {ADDR1},
+                Number(8): {ADDR1},
+            }
+        )
     )
 
     assert False is bool(
-        Or([And([Number(1), Number(2)]), Or([Number(3), Some(2, [Number(4), Number(5)])])]).evaluate({
-            Number(5): {ADDR1},
-            Number(6): {ADDR1},
-            Number(7): {ADDR1},
-            Number(8): {ADDR1},
-        })
+        Or(
+            [
+                And([Number(1), Number(2)]),
+                Or([Number(3), Some(2, [Number(4), Number(5)])]),
+            ]
+        ).evaluate(
+            {
+                Number(5): {ADDR1},
+                Number(6): {ADDR1},
+                Number(7): {ADDR1},
+                Number(8): {ADDR1},
+            }
+        )
     )
 
 
@@ -175,27 +225,62 @@ def test_range():
     assert bool(Range(Number(1), max=1).evaluate({Number(1): {ADDR1}})) is True
     assert bool(Range(Number(1), max=2).evaluate({Number(1): {ADDR1}})) is True
     assert bool(Range(Number(1), max=2).evaluate({Number(1): {ADDR1, ADDR2}})) is True
-    assert bool(Range(Number(1), max=2).evaluate({Number(1): {ADDR1, ADDR2, ADDR3}})) is False
+    assert (
+        bool(Range(Number(1), max=2).evaluate({Number(1): {ADDR1, ADDR2, ADDR3}}))
+        is False
+    )
 
     # we can do an exact match by setting min==max
     assert bool(Range(Number(1), min=1, max=1).evaluate({Number(1): {}})) is False  # type: ignore
     assert bool(Range(Number(1), min=1, max=1).evaluate({Number(1): {ADDR1}})) is True
-    assert bool(Range(Number(1), min=1, max=1).evaluate({Number(1): {ADDR1, ADDR2}})) is False
+    assert (
+        bool(Range(Number(1), min=1, max=1).evaluate({Number(1): {ADDR1, ADDR2}}))
+        is False
+    )
 
     # bounded range
     assert bool(Range(Number(1), min=1, max=3).evaluate({Number(1): {}})) is False  # type: ignore
     assert bool(Range(Number(1), min=1, max=3).evaluate({Number(1): {ADDR1}})) is True
-    assert bool(Range(Number(1), min=1, max=3).evaluate({Number(1): {ADDR1, ADDR2}})) is True
-    assert bool(Range(Number(1), min=1, max=3).evaluate({Number(1): {ADDR1, ADDR2, ADDR3}})) is True
-    assert bool(Range(Number(1), min=1, max=3).evaluate({Number(1): {ADDR1, ADDR2, ADDR3, ADDR4}})) is False
+    assert (
+        bool(Range(Number(1), min=1, max=3).evaluate({Number(1): {ADDR1, ADDR2}}))
+        is True
+    )
+    assert (
+        bool(
+            Range(Number(1), min=1, max=3).evaluate({Number(1): {ADDR1, ADDR2, ADDR3}})
+        )
+        is True
+    )
+    assert (
+        bool(
+            Range(Number(1), min=1, max=3).evaluate(
+                {Number(1): {ADDR1, ADDR2, ADDR3, ADDR4}}
+            )
+        )
+        is False
+    )
 
 
 def test_short_circuit():
     assert bool(Or([Number(1), Number(2)]).evaluate({Number(1): {ADDR1}})) is True
 
     # with short circuiting, only the children up until the first satisfied child are captured.
-    assert len(Or([Number(1), Number(2)]).evaluate({Number(1): {ADDR1}}, short_circuit=True).children) == 1
-    assert len(Or([Number(1), Number(2)]).evaluate({Number(1): {ADDR1}}, short_circuit=False).children) == 2
+    assert (
+        len(
+            Or([Number(1), Number(2)])
+            .evaluate({Number(1): {ADDR1}}, short_circuit=True)
+            .children
+        )
+        == 1
+    )
+    assert (
+        len(
+            Or([Number(1), Number(2)])
+            .evaluate({Number(1): {ADDR1}}, short_circuit=False)
+            .children
+        )
+        == 2
+    )
 
 
 def test_eval_order():
@@ -206,14 +291,29 @@ def test_eval_order():
     # with short circuiting, only the children up until the first satisfied child are captured.
     assert len(Or([Number(1), Number(2)]).evaluate({Number(1): {ADDR1}}).children) == 1
     assert len(Or([Number(1), Number(2)]).evaluate({Number(2): {ADDR1}}).children) == 2
-    assert len(Or([Number(1), Number(2)]).evaluate({Number(1): {ADDR1}, Number(2): {ADDR1}}).children) == 1
+    assert (
+        len(
+            Or([Number(1), Number(2)])
+            .evaluate({Number(1): {ADDR1}, Number(2): {ADDR1}})
+            .children
+        )
+        == 1
+    )
 
     # and its guaranteed that children are evaluated in order.
-    assert Or([Number(1), Number(2)]).evaluate({Number(1): {ADDR1}}).children[0].statement == Number(1)
-    assert Or([Number(1), Number(2)]).evaluate({Number(1): {ADDR1}}).children[0].statement != Number(2)
+    assert Or([Number(1), Number(2)]).evaluate({Number(1): {ADDR1}}).children[
+        0
+    ].statement == Number(1)
+    assert Or([Number(1), Number(2)]).evaluate({Number(1): {ADDR1}}).children[
+        0
+    ].statement != Number(2)
 
-    assert Or([Number(1), Number(2)]).evaluate({Number(2): {ADDR1}}).children[1].statement == Number(2)
-    assert Or([Number(1), Number(2)]).evaluate({Number(2): {ADDR1}}).children[1].statement != Number(1)
+    assert Or([Number(1), Number(2)]).evaluate({Number(2): {ADDR1}}).children[
+        1
+    ].statement == Number(2)
+    assert Or([Number(1), Number(2)]).evaluate({Number(2): {ADDR1}}).children[
+        1
+    ].statement != Number(1)
 
 
 def test_address_cross_type_eq():
diff --git a/tests/test_freeze_static.py b/tests/test_freeze_static.py
index 9d53c92a..4f060ba8 100644
--- a/tests/test_freeze_static.py
+++ b/tests/test_freeze_static.py
@@ -28,7 +28,11 @@ import capa.features.basicblock
 import capa.features.extractors.null
 import capa.features.extractors.base_extractor
 from capa.features.address import Address, AbsoluteVirtualAddress
-from capa.features.extractors.base_extractor import BBHandle, SampleHashes, FunctionHandle
+from capa.features.extractors.base_extractor import (
+    BBHandle,
+    SampleHashes,
+    FunctionHandle,
+)
 
 EXTRACTOR = capa.features.extractors.null.NullStaticFeatureExtractor(
     base_address=AbsoluteVirtualAddress(0x401000),
@@ -39,28 +43,54 @@ EXTRACTOR = capa.features.extractors.null.NullStaticFeatureExtractor(
     ),
     global_features=[],
     file_features=[
-        (AbsoluteVirtualAddress(0x402345), capa.features.common.Characteristic("embedded pe")),
+        (
+            AbsoluteVirtualAddress(0x402345),
+            capa.features.common.Characteristic("embedded pe"),
+        ),
     ],
     functions={
-        AbsoluteVirtualAddress(0x401000): capa.features.extractors.null.FunctionFeatures(
+        AbsoluteVirtualAddress(
+            0x401000
+        ): capa.features.extractors.null.FunctionFeatures(
             features=[
-                (AbsoluteVirtualAddress(0x401000), capa.features.common.Characteristic("indirect call")),
+                (
+                    AbsoluteVirtualAddress(0x401000),
+                    capa.features.common.Characteristic("indirect call"),
+                ),
             ],
             basic_blocks={
-                AbsoluteVirtualAddress(0x401000): capa.features.extractors.null.BasicBlockFeatures(
+                AbsoluteVirtualAddress(
+                    0x401000
+                ): capa.features.extractors.null.BasicBlockFeatures(
                     features=[
-                        (AbsoluteVirtualAddress(0x401000), capa.features.common.Characteristic("tight loop")),
+                        (
+                            AbsoluteVirtualAddress(0x401000),
+                            capa.features.common.Characteristic("tight loop"),
+                        ),
                     ],
                     instructions={
-                        AbsoluteVirtualAddress(0x401000): capa.features.extractors.null.InstructionFeatures(
+                        AbsoluteVirtualAddress(
+                            0x401000
+                        ): capa.features.extractors.null.InstructionFeatures(
                             features=[
-                                (AbsoluteVirtualAddress(0x401000), capa.features.insn.Mnemonic("xor")),
-                                (AbsoluteVirtualAddress(0x401000), capa.features.common.Characteristic("nzxor")),
+                                (
+                                    AbsoluteVirtualAddress(0x401000),
+                                    capa.features.insn.Mnemonic("xor"),
+                                ),
+                                (
+                                    AbsoluteVirtualAddress(0x401000),
+                                    capa.features.common.Characteristic("nzxor"),
+                                ),
                             ],
                         ),
-                        AbsoluteVirtualAddress(0x401002): capa.features.extractors.null.InstructionFeatures(
+                        AbsoluteVirtualAddress(
+                            0x401002
+                        ): capa.features.extractors.null.InstructionFeatures(
                             features=[
-                                (AbsoluteVirtualAddress(0x401002), capa.features.insn.Mnemonic("mov")),
+                                (
+                                    AbsoluteVirtualAddress(0x401002),
+                                    capa.features.insn.Mnemonic("mov"),
+                                ),
                             ],
                         ),
                     },
@@ -80,15 +110,18 @@ def test_null_feature_extractor():
     bbh = BBHandle(AbsoluteVirtualAddress(0x401000), None)
 
     assert addresses(EXTRACTOR.get_functions()) == [AbsoluteVirtualAddress(0x401000)]
-    assert addresses(EXTRACTOR.get_basic_blocks(fh)) == [AbsoluteVirtualAddress(0x401000)]
+    assert addresses(EXTRACTOR.get_basic_blocks(fh)) == [
+        AbsoluteVirtualAddress(0x401000)
+    ]
     assert addresses(EXTRACTOR.get_instructions(fh, bbh)) == [
         AbsoluteVirtualAddress(0x401000),
         AbsoluteVirtualAddress(0x401002),
     ]
 
-    rules = capa.rules.RuleSet([
-        capa.rules.Rule.from_yaml(
-            textwrap.dedent("""
+    rules = capa.rules.RuleSet(
+        [
+            capa.rules.Rule.from_yaml(
+                textwrap.dedent("""
                     rule:
                         meta:
                             name: xor loop
@@ -101,8 +134,9 @@ def test_null_feature_extractor():
                                 - mnemonic: xor
                                 - characteristic: nzxor
                     """)
-        ),
-    ])
+            ),
+        ]
+    )
     capabilities = capa.main.find_capabilities(rules, EXTRACTOR)
     assert "xor loop" in capabilities.matches
 
@@ -113,10 +147,14 @@ def compare_extractors(a, b):
     assert addresses(a.get_functions()) == addresses(b.get_functions())
     for f in a.get_functions():
         assert addresses(a.get_basic_blocks(f)) == addresses(b.get_basic_blocks(f))
-        assert sorted(set(a.extract_function_features(f))) == sorted(set(b.extract_function_features(f)))
+        assert sorted(set(a.extract_function_features(f))) == sorted(
+            set(b.extract_function_features(f))
+        )
 
         for bb in a.get_basic_blocks(f):
-            assert addresses(a.get_instructions(f, bb)) == addresses(b.get_instructions(f, bb))
+            assert addresses(a.get_instructions(f, bb)) == addresses(
+                b.get_instructions(f, bb)
+            )
             assert sorted(set(a.extract_basic_block_features(f, bb))) == sorted(
                 set(b.extract_basic_block_features(f, bb))
             )
@@ -159,7 +197,9 @@ def test_serialize_features():
     roundtrip_feature(capa.features.file.Import("#11"))
     roundtrip_feature(capa.features.insn.OperandOffset(0, 0x8))
     roundtrip_feature(
-        capa.features.insn.Property("System.IO.FileInfo::Length", access=capa.features.common.FeatureAccess.READ)
+        capa.features.insn.Property(
+            "System.IO.FileInfo::Length", access=capa.features.common.FeatureAccess.READ
+        )
     )
     roundtrip_feature(capa.features.insn.Property("System.IO.FileInfo::Length"))
 
diff --git a/tests/test_helpers.py b/tests/test_helpers.py
index d4555ed5..0edf5b95 100644
--- a/tests/test_helpers.py
+++ b/tests/test_helpers.py
@@ -32,7 +32,11 @@ from capa.features.extractors import helpers
 
 CD = Path(__file__).resolve().parent
 DRAKVUF_LOG_GZ = (
-    CD / "data" / "dynamic" / "drakvuf" / "93b2d1840566f45fab674ebc79a9d19c88993bcb645e0357f3cb584d16e7c795.log.gz"
+    CD
+    / "data"
+    / "dynamic"
+    / "drakvuf"
+    / "93b2d1840566f45fab674ebc79a9d19c88993bcb645e0357f3cb584d16e7c795.log.gz"
 )
 
 
@@ -56,7 +60,9 @@ def test_generate_symbols():
     )
 
     # A/W import
-    symbols = list(helpers.generate_symbols("kernel32", "CreateFileA", include_dll=True))
+    symbols = list(
+        helpers.generate_symbols("kernel32", "CreateFileA", include_dll=True)
+    )
     assert len(symbols) == 4
     assert "kernel32.CreateFileA" in symbols
     assert "kernel32.CreateFile" in symbols
@@ -75,7 +81,9 @@ def test_generate_symbols():
     assert "ws2_32.#1" in symbols
 
     # A/W api
-    symbols = list(helpers.generate_symbols("kernel32", "CreateFileA", include_dll=False))
+    symbols = list(
+        helpers.generate_symbols("kernel32", "CreateFileA", include_dll=False)
+    )
     assert len(symbols) == 2
     assert "CreateFileA" in symbols
     assert "CreateFile" in symbols
diff --git a/tests/test_os_detection.py b/tests/test_os_detection.py
index 9dc6832d..0f281f1f 100644
--- a/tests/test_os_detection.py
+++ b/tests/test_os_detection.py
@@ -111,76 +111,78 @@ def test_elf_parse_capa_pyinstaller_header():
     # compressed ELF header of capa-v5.1.0-linux
     #  SHA256 e16974994914466647e24cdcfb6a6f8710297a4def21525e53f73c72c4b52fcf
     elf_header = zlib.decompress(
-        b"".join([
-            b"\x78\x9c\x8d\x56\x4f\x88\x1c\xd5\x13\xae\x1d\x35\x0a\x7a\x58\x65",
-            b"\xd1\xa0\x9b\xb0\x82\x11\x14\x67\x63\xd6\xcd\x26\xf1\xf0\x63\x49",
-            b"\xdc\xc4\xc8\x26\x98\x7f\x07\x89\xa4\xed\xe9\x7e\x6f\xa6\x99\xd7",
-            b"\xaf\xdb\xee\x37\xbb\x13\x3d\xb8\x78\x8a\x28\x28\x1e\xbc\x09\x7b",
-            b"\xf0\xcf\x82\xa0\x41\x10\x23\xa8\x07\x89\x17\x41\x85\x88\x07\x2f",
-            b"\xe2\x25\xb0\x17\x51\x7e\x07\xd9\x5b\x52\xf5\xfe\xcc\x36\x71\x0a",
-            b"\x6c\x98\xa9\xf7\xbe\xf9\xea\xab\xaf\xea\x35\x3d\xfd\xda\xd2\xf2",
-            b"\xd1\xd6\xc4\x04\x84\xab\x05\xff\x03\xda\x2d\xed\x59\xb4\x7b\xf7",
-            b"\x8d\xf1\xef\x57\x5b\x81\xb3\x08\x07\xe1\x6e\xfc\x9e\x86\x87\x60",
-            b"\x07\xee\x6f\x6f\xf2\xfc\x2a\xc4\x9e\xcf\x0a\xf1\x2e\xcf\xbb\xcd",
-            b"\xe7\x6d\x78\x7c\xa3\xe5\xf8\x21\x4e\x7b\x5e\x88\xc1\x21\x45\xca",
-            b"\xdb\xbe\xb6\x2b\xd3\x75\xe9\x01\xb7\x0b\x11\x26\xb7\xf3\xee\xa0",
-            b"\xc5\x8c\xc7\x67\x7c\x9e\x8f\xf9\x8b\x6e\x1b\x62\x33\xcf\xd6\x5b",
-            b"\xf3\xf8\x9a\xcf\xf3\xf1\xca\x7e\xb7\x0d\xb1\x99\x47\xb3\xd9\xfc",
-            b"\xc6\xed\x37\x7f\x74\xfc\x10\xaf\xf8\x26\x36\x86\xbe\x33\x9f\x47",
-            b"\xe3\xa0\xbc\x2d\x9f\xb7\xe5\xf9\x21\x5a\x42\x23\x86\x79\x92\x1c",
-            b"\x7d\xae\x7a\xfc\xaa\x9f\x63\x88\xcf\x78\x5e\x88\x61\x86\xcf\x5f",
-            b"\x37\x29\xad\x37\xd7\xbd\xcf\x75\xef\xd3\xc7\x27\xe8\xa0\x1a\x31",
-            b"\xe4\x9d\xc2\x3c\xf2\xf9\x5f\x2f\xdf\x1e\x9c\x0e\xf5\x98\xb9\xec",
-            b"\xf4\xfe\x43\x0c\xe7\xbe\x57\x65\x9d\x85\xf9\xbd\x2a\x6d\xab\x4c",
-            b"\x0f\x86\xed\xe1\xc1\x85\xf6\xc2\xfc\x6c\x5d\xcc\xce\x59\x4f\x53",
-            b"\xfe\x9e\x3a\x76\xf2\x1c\x9c\xfd\xe5\xd9\x33\xe2\xcc\x4b\x17\x76",
-            b"\x7f\xfd\xd1\xd4\xe6\xe5\xa9\xe5\xf3\x4f\xff\x7c\x82\x38\xe4\x81",
-            b"\xf4\x88\xd3\x9c\x35\xdd\x12\x94\x7b\xaa\x71\x6e\x30\x31\x03\x6b",
-            b"\x13\x93\x2d\xc2\x4e\x7b\x0f\x8f\xed\x7a\x6b\x5a\x9e\x8b\x27\x0f",
-            b"\xfd\xff\xcd\x70\x5b\xfe\xeb\xd2\x28\x7a\xdf\x18\xfc\x1a\x0a\x8f",
-            b"\xc3\xff\x60\xf0\x0b\xf8\x19\x87\x7f\xc7\xe8\x3f\xc7\xe0\x27\x18",
-            b"\x9d\x1b\x0c\x7e\x9d\xc1\xe9\xb8\xc6\xe1\x6f\x33\xf8\x97\x4c\x5f",
-            b"\x6d\x86\xbf\x83\xe1\x7f\xc0\xf4\xf5\x08\x83\xff\xc9\xe8\xff\xc5",
-            b"\xe8\x4b\x06\x7f\x90\xc1\xdf\x60\xf0\x1f\x18\xfc\x13\xc6\xe7\x49",
-            b"\x86\x7f\x88\xc1\xff\x61\xfa\xa2\xa7\xf2\x38\xfc\x08\x83\x7f\xc5",
-            b"\xe0\x47\x99\xba\x37\x18\xfc\x4e\x46\xe7\x57\xc6\xe7\xf7\x0c\xfe",
-            b"\x2e\xa3\x73\x96\xa9\xfb\x05\xa3\x33\xc7\xf0\x5f\x67\xf4\x7f\x67",
-            b"\x74\x1e\x67\xf8\x6d\x46\x9f\x9e\x17\xe1\x2f\xa5\x79\x9d\x67\xf8",
-            b"\x9f\x72\x3e\x19\x7c\x91\xc1\x0f\x33\xfe\x1f\x66\xf8\x2f\x33\xfc",
-            b"\xfb\x99\x7e\x25\x83\xbf\xcf\xe8\xec\x66\xf0\x75\xc6\xcf\x25\x86",
-            b"\xff\x2d\xc3\x7f\x87\xc1\xe9\x99\x3e\x0e\xbf\x87\xe1\xbf\xc0\xf4",
-            b"\x45\x7f\xef\xe3\xf0\x0f\x19\xfc\x3d\x06\xa7\xd7\x80\x71\xf8\x01",
-            b"\xa6\x6e\xc6\xf0\x3f\x67\xf8\x9f\x31\xfc\x9f\x18\xfc\x51\x66\x0e",
-            b"\x29\x83\x6f\x31\xf8\xc7\x0c\xbe\x8b\xf1\x99\x73\xcf\x4f\x86\xbf",
-            b"\x93\xf1\x9f\x32\xf8\x1e\xee\x79\x88\x75\xef\x45\xb5\xf5\x6b\xee",
-            b"\x7d\x22\xbc\x1f\x4d\x79\x7c\xe3\x16\xfc\x37\x8f\x5f\xbe\x05\x87",
-            b"\x28\xea\xe6\x85\x8e\x6a\x13\x57\x26\x8a\x20\x55\x89\x2a\x6a\x81",
-            b"\xb1\xbe\x98\xe3\x77\x51\x0a\x8d\x41\x54\x55\x51\x41\xa6\xa5\x8a",
-            b"\x8d\x08\xf1\xb8\xce\x4c\x14\x36\x4b\x3a\x45\x2d\xe4\xe9\x22\x52",
-            b"\x45\x12\x9b\xac\xd0\x50\xc5\x19\x6a\xc9\xa2\xea\xc3\x6a\x9c\x99",
-            b"\x32\x23\xce\xb0\xec\x46\x9d\xb8\x16\x3a\xce\x05\xe4\xfd\xd4\x88",
-            b"\xbc\x04\x29\xd5\xa0\xee\x41\x6d\xaa\xa4\xbc\x08\x32\xe9\xe5\x45",
-            b"\x0a\x95\x88\xd3\x34\xab\xa0\x16\x86\x24\x15\x49\x91\x9f\xd5\xa4",
-            b"\xd6\x44\x43\xb6\x4e\x30\x39\x42\xfb\x55\x3a\x28\xa1\x74\x3e\x6d",
-            b"\x0b\x36\x31\xeb\xea\x58\x39\x1e\xf2\xf3\x4e\x6d\x0a\x4c\xc6\x04",
-            b"\x35\xc4\x8e\x0d\x0c\x34\xbe\x66\xf5\xc9\x05\xb2\xb1\x9c\xc2\x3a",
-            b"\x48\x4f\x33\x0d\x5d\x61\xfd\xf6\x33\x65\x05\x4c\xd1\x07\x29\x0a",
-            b"\x09\xe8\xc3\x91\x2a\x85\x56\xca\x2a\x31\x0a\x30\xdb\x76\x53\xe5",
-            b"\xa4\x93\x8b\x9c\x5c\x25\x4a\xc4\x15\x1a\xc2\x22\xd8\x80\xd0\x2b",
-            b"\x58\x56\x96\x55\xa6\x8d\x8c\x92\x5e\x9f\xca\x14\x03\x63\xd9\xb6",
-            b"\x65\x3b\xf7\x28\x5a\xa9\x75\x83\x94\x8f\xaa\xe1\x48\xad\xc3\x32",
-            b"\x36\x3d\x90\x46\x20\x0e\x5a\x45\x2a\xd6\x5d\x3c\x82\x02\x68\x32",
-            b"\x54\x1d\x7d\x53\x2d\x54\xa7\xda\x38\x9a\xa6\x1c\x4d\xd4\x76\x2c",
-            b"\x86\x22\x59\x29\xdd\x64\x50\x38\x8a\x82\xb4\xa5\xc9\x0c\x7b\x2b",
-            b"\x40\xae\x56\x19\x1e\xb7\xa4\x2c\xa4\x38\xa7\x96\x80\x9d\x10\xe8",
-            b"\xfb\xa8\x92\x1e\x55\x5a\x69\x76\x67\xcf\x64\x9b\xee\xc6\xed\xc0",
-            b"\xd8\xb8\x3c\x61\x3a\x03\x69\xd3\x71\x5a\x18\xdc\xe1\xe1\xd9\x64",
-            b"\x9d\xc4\xdf\x90\x79\x8c\x27\x21\xdd\x0f\xb5\x29\xed\xa0\x6a\x21",
-            b"\xfa\x05\x84\xb6\xc8\x9d\x00\x4c\x49\x95\x7b\x4b\xc6\xe5\x2b\xb4",
-            b"\xda\x47\xab\xd2\xf4\xc8\x27\xed\x9f\xa4\x7d\x42\xab\x05\x38\xb6",
-            b"\x7c\xfc\xf0\x91\x68\x6e\x76\x6e\x76\xff\x68\x7d\x60\xb4\xda\x37",
-            b"\x3f\x5a\x3e\x35\x5a\x35\x30\x5c\xc3\x4d\x95\x6e\xa4\x60",
-        ])
+        b"".join(
+            [
+                b"\x78\x9c\x8d\x56\x4f\x88\x1c\xd5\x13\xae\x1d\x35\x0a\x7a\x58\x65",
+                b"\xd1\xa0\x9b\xb0\x82\x11\x14\x67\x63\xd6\xcd\x26\xf1\xf0\x63\x49",
+                b"\xdc\xc4\xc8\x26\x98\x7f\x07\x89\xa4\xed\xe9\x7e\x6f\xa6\x99\xd7",
+                b"\xaf\xdb\xee\x37\xbb\x13\x3d\xb8\x78\x8a\x28\x28\x1e\xbc\x09\x7b",
+                b"\xf0\xcf\x82\xa0\x41\x10\x23\xa8\x07\x89\x17\x41\x85\x88\x07\x2f",
+                b"\xe2\x25\xb0\x17\x51\x7e\x07\xd9\x5b\x52\xf5\xfe\xcc\x36\x71\x0a",
+                b"\x6c\x98\xa9\xf7\xbe\xf9\xea\xab\xaf\xea\x35\x3d\xfd\xda\xd2\xf2",
+                b"\xd1\xd6\xc4\x04\x84\xab\x05\xff\x03\xda\x2d\xed\x59\xb4\x7b\xf7",
+                b"\x8d\xf1\xef\x57\x5b\x81\xb3\x08\x07\xe1\x6e\xfc\x9e\x86\x87\x60",
+                b"\x07\xee\x6f\x6f\xf2\xfc\x2a\xc4\x9e\xcf\x0a\xf1\x2e\xcf\xbb\xcd",
+                b"\xe7\x6d\x78\x7c\xa3\xe5\xf8\x21\x4e\x7b\x5e\x88\xc1\x21\x45\xca",
+                b"\xdb\xbe\xb6\x2b\xd3\x75\xe9\x01\xb7\x0b\x11\x26\xb7\xf3\xee\xa0",
+                b"\xc5\x8c\xc7\x67\x7c\x9e\x8f\xf9\x8b\x6e\x1b\x62\x33\xcf\xd6\x5b",
+                b"\xf3\xf8\x9a\xcf\xf3\xf1\xca\x7e\xb7\x0d\xb1\x99\x47\xb3\xd9\xfc",
+                b"\xc6\xed\x37\x7f\x74\xfc\x10\xaf\xf8\x26\x36\x86\xbe\x33\x9f\x47",
+                b"\xe3\xa0\xbc\x2d\x9f\xb7\xe5\xf9\x21\x5a\x42\x23\x86\x79\x92\x1c",
+                b"\x7d\xae\x7a\xfc\xaa\x9f\x63\x88\xcf\x78\x5e\x88\x61\x86\xcf\x5f",
+                b"\x37\x29\xad\x37\xd7\xbd\xcf\x75\xef\xd3\xc7\x27\xe8\xa0\x1a\x31",
+                b"\xe4\x9d\xc2\x3c\xf2\xf9\x5f\x2f\xdf\x1e\x9c\x0e\xf5\x98\xb9\xec",
+                b"\xf4\xfe\x43\x0c\xe7\xbe\x57\x65\x9d\x85\xf9\xbd\x2a\x6d\xab\x4c",
+                b"\x0f\x86\xed\xe1\xc1\x85\xf6\xc2\xfc\x6c\x5d\xcc\xce\x59\x4f\x53",
+                b"\xfe\x9e\x3a\x76\xf2\x1c\x9c\xfd\xe5\xd9\x33\xe2\xcc\x4b\x17\x76",
+                b"\x7f\xfd\xd1\xd4\xe6\xe5\xa9\xe5\xf3\x4f\xff\x7c\x82\x38\xe4\x81",
+                b"\xf4\x88\xd3\x9c\x35\xdd\x12\x94\x7b\xaa\x71\x6e\x30\x31\x03\x6b",
+                b"\x13\x93\x2d\xc2\x4e\x7b\x0f\x8f\xed\x7a\x6b\x5a\x9e\x8b\x27\x0f",
+                b"\xfd\xff\xcd\x70\x5b\xfe\xeb\xd2\x28\x7a\xdf\x18\xfc\x1a\x0a\x8f",
+                b"\xc3\xff\x60\xf0\x0b\xf8\x19\x87\x7f\xc7\xe8\x3f\xc7\xe0\x27\x18",
+                b"\x9d\x1b\x0c\x7e\x9d\xc1\xe9\xb8\xc6\xe1\x6f\x33\xf8\x97\x4c\x5f",
+                b"\x6d\x86\xbf\x83\xe1\x7f\xc0\xf4\xf5\x08\x83\xff\xc9\xe8\xff\xc5",
+                b"\xe8\x4b\x06\x7f\x90\xc1\xdf\x60\xf0\x1f\x18\xfc\x13\xc6\xe7\x49",
+                b"\x86\x7f\x88\xc1\xff\x61\xfa\xa2\xa7\xf2\x38\xfc\x08\x83\x7f\xc5",
+                b"\xe0\x47\x99\xba\x37\x18\xfc\x4e\x46\xe7\x57\xc6\xe7\xf7\x0c\xfe",
+                b"\x2e\xa3\x73\x96\xa9\xfb\x05\xa3\x33\xc7\xf0\x5f\x67\xf4\x7f\x67",
+                b"\x74\x1e\x67\xf8\x6d\x46\x9f\x9e\x17\xe1\x2f\xa5\x79\x9d\x67\xf8",
+                b"\x9f\x72\x3e\x19\x7c\x91\xc1\x0f\x33\xfe\x1f\x66\xf8\x2f\x33\xfc",
+                b"\xfb\x99\x7e\x25\x83\xbf\xcf\xe8\xec\x66\xf0\x75\xc6\xcf\x25\x86",
+                b"\xff\x2d\xc3\x7f\x87\xc1\xe9\x99\x3e\x0e\xbf\x87\xe1\xbf\xc0\xf4",
+                b"\x45\x7f\xef\xe3\xf0\x0f\x19\xfc\x3d\x06\xa7\xd7\x80\x71\xf8\x01",
+                b"\xa6\x6e\xc6\xf0\x3f\x67\xf8\x9f\x31\xfc\x9f\x18\xfc\x51\x66\x0e",
+                b"\x29\x83\x6f\x31\xf8\xc7\x0c\xbe\x8b\xf1\x99\x73\xcf\x4f\x86\xbf",
+                b"\x93\xf1\x9f\x32\xf8\x1e\xee\x79\x88\x75\xef\x45\xb5\xf5\x6b\xee",
+                b"\x7d\x22\xbc\x1f\x4d\x79\x7c\xe3\x16\xfc\x37\x8f\x5f\xbe\x05\x87",
+                b"\x28\xea\xe6\x85\x8e\x6a\x13\x57\x26\x8a\x20\x55\x89\x2a\x6a\x81",
+                b"\xb1\xbe\x98\xe3\x77\x51\x0a\x8d\x41\x54\x55\x51\x41\xa6\xa5\x8a",
+                b"\x8d\x08\xf1\xb8\xce\x4c\x14\x36\x4b\x3a\x45\x2d\xe4\xe9\x22\x52",
+                b"\x45\x12\x9b\xac\xd0\x50\xc5\x19\x6a\xc9\xa2\xea\xc3\x6a\x9c\x99",
+                b"\x32\x23\xce\xb0\xec\x46\x9d\xb8\x16\x3a\xce\x05\xe4\xfd\xd4\x88",
+                b"\xbc\x04\x29\xd5\xa0\xee\x41\x6d\xaa\xa4\xbc\x08\x32\xe9\xe5\x45",
+                b"\x0a\x95\x88\xd3\x34\xab\xa0\x16\x86\x24\x15\x49\x91\x9f\xd5\xa4",
+                b"\xd6\x44\x43\xb6\x4e\x30\x39\x42\xfb\x55\x3a\x28\xa1\x74\x3e\x6d",
+                b"\x0b\x36\x31\xeb\xea\x58\x39\x1e\xf2\xf3\x4e\x6d\x0a\x4c\xc6\x04",
+                b"\x35\xc4\x8e\x0d\x0c\x34\xbe\x66\xf5\xc9\x05\xb2\xb1\x9c\xc2\x3a",
+                b"\x48\x4f\x33\x0d\x5d\x61\xfd\xf6\x33\x65\x05\x4c\xd1\x07\x29\x0a",
+                b"\x09\xe8\xc3\x91\x2a\x85\x56\xca\x2a\x31\x0a\x30\xdb\x76\x53\xe5",
+                b"\xa4\x93\x8b\x9c\x5c\x25\x4a\xc4\x15\x1a\xc2\x22\xd8\x80\xd0\x2b",
+                b"\x58\x56\x96\x55\xa6\x8d\x8c\x92\x5e\x9f\xca\x14\x03\x63\xd9\xb6",
+                b"\x65\x3b\xf7\x28\x5a\xa9\x75\x83\x94\x8f\xaa\xe1\x48\xad\xc3\x32",
+                b"\x36\x3d\x90\x46\x20\x0e\x5a\x45\x2a\xd6\x5d\x3c\x82\x02\x68\x32",
+                b"\x54\x1d\x7d\x53\x2d\x54\xa7\xda\x38\x9a\xa6\x1c\x4d\xd4\x76\x2c",
+                b"\x86\x22\x59\x29\xdd\x64\x50\x38\x8a\x82\xb4\xa5\xc9\x0c\x7b\x2b",
+                b"\x40\xae\x56\x19\x1e\xb7\xa4\x2c\xa4\x38\xa7\x96\x80\x9d\x10\xe8",
+                b"\xfb\xa8\x92\x1e\x55\x5a\x69\x76\x67\xcf\x64\x9b\xee\xc6\xed\xc0",
+                b"\xd8\xb8\x3c\x61\x3a\x03\x69\xd3\x71\x5a\x18\xdc\xe1\xe1\xd9\x64",
+                b"\x9d\xc4\xdf\x90\x79\x8c\x27\x21\xdd\x0f\xb5\x29\xed\xa0\x6a\x21",
+                b"\xfa\x05\x84\xb6\xc8\x9d\x00\x4c\x49\x95\x7b\x4b\xc6\xe5\x2b\xb4",
+                b"\xda\x47\xab\xd2\xf4\xc8\x27\xed\x9f\xa4\x7d\x42\xab\x05\x38\xb6",
+                b"\x7c\xfc\xf0\x91\x68\x6e\x76\x6e\x76\xff\x68\x7d\x60\xb4\xda\x37",
+                b"\x3f\x5a\x3e\x35\x5a\x35\x30\x5c\xc3\x4d\x95\x6e\xa4\x60",
+            ]
+        )
     )
     assert capa.features.extractors.elf.detect_elf_os(io.BytesIO(elf_header)) == "linux"
 
diff --git a/tests/test_render.py b/tests/test_render.py
index c931dfea..3201289d 100644
--- a/tests/test_render.py
+++ b/tests/test_render.py
@@ -44,7 +44,12 @@ def test_render_offset():
 
 def test_render_property():
     assert (
-        str(capa.features.insn.Property("System.IO.FileInfo::Length", access=capa.features.common.FeatureAccess.READ))
+        str(
+            capa.features.insn.Property(
+                "System.IO.FileInfo::Length",
+                access=capa.features.common.FeatureAccess.READ,
+            )
+        )
         == "property/read(System.IO.FileInfo::Length)"
     )
 
@@ -184,7 +189,10 @@ def test_render_meta_maec():
         (capa.features.common.Regex("^foo"), "regex: ^foo"),
         (capa.features.common.String("foo"), 'string: "foo" @ 0x401000'),
         (capa.features.common.Class("BeanFactory"), "class: BeanFactory @ 0x401000"),
-        (capa.features.common.Namespace("std::enterprise"), "namespace: std::enterprise @ 0x401000"),
+        (
+            capa.features.common.Namespace("std::enterprise"),
+            "namespace: std::enterprise @ 0x401000",
+        ),
         (capa.features.insn.API("CreateFileW"), "api: CreateFileW @ 0x401000"),
         (capa.features.insn.Property("foo"), "property: foo @ 0x401000"),
         (capa.features.insn.Property("foo", "read"), "property/read: foo @ 0x401000"),
@@ -202,7 +210,9 @@ def test_render_meta_maec():
 def test_render_vverbose_feature(feature, expected):
     console = Console(highlight=False)
 
-    addr = capa.features.freeze.Address.from_capa(capa.features.address.AbsoluteVirtualAddress(0x401000))
+    addr = capa.features.freeze.Address.from_capa(
+        capa.features.address.AbsoluteVirtualAddress(0x401000)
+    )
     feature = capa.features.freeze.features.feature_from_capa(feature)
 
     matches = capa.render.result_document.Match(
@@ -241,7 +251,9 @@ def test_render_vverbose_feature(feature, expected):
     )
 
     with console.capture() as capture:
-        capa.render.vverbose.render_feature(console, layout, rm, matches, feature, indent=0)
+        capa.render.vverbose.render_feature(
+            console, layout, rm, matches, feature, indent=0
+        )
 
     output = capture.get().strip()
     assert output == expected