diff --git a/floss/features/extract.py b/floss/features/extract.py
index f79bbf880..7b6cd263a 100644
--- a/floss/features/extract.py
+++ b/floss/features/extract.py
@@ -36,6 +36,7 @@
     TightFunction,
     KindaTightLoop,
     NzxorTightLoop,
+    ComplexFunctions,
 )
 
 # security cookie checks may perform non-zeroing XORs, these are expected within a certain
@@ -317,10 +318,43 @@ def extract_function_loop(f):
             yield Loop(comp)
 
 
+def extract_function_complex_functions(f):
+    """
+    Cyclomatic complexity
+    M = E - N + 2P
+    where:
+        E = edges
+        N = nodes (basic blocks)
+        P = number of connected components (usually 1)
+    """
+    try:
+        cfg = viv_utils.CFG(f)
+        blocks = list(cfg.basic_blocks)
+
+        num_nodes = len(blocks)
+
+        num_edges = 0
+        for bb in blocks:
+            succs = cfg.get_successor_basic_blocks(bb)
+            num_edges += len(list(succs))
+
+        complexity = num_edges - num_nodes + 2
+
+        complexity = max(1, complexity)
+
+        yield ComplexFunctions(complexity)
+
+    except Exception as e:
+        logger.warning("Failed to calculate complexity for function: %s", e)
+        # Yield default complexity of 1(a purely linear function, with no branches) on error
+        yield ComplexFunctions(1)
+
+
 FUNCTION_HANDLERS = (
     extract_function_calls_to,
     extract_function_loop,
     extract_function_kinda_tight_loop,
+    extract_function_complex_functions,
     # extract_function_order,  # TODO decoding functions are often one of the first in a program
     # extract_num_api_calls,  # TODO decoding functions don't normally contain many (API) calls
 )
diff --git a/floss/features/features.py b/floss/features/features.py
index 1ea341d87..0dfbec459 100644
--- a/floss/features/features.py
+++ b/floss/features/features.py
@@ -199,3 +199,29 @@ def __init__(self):
 
     def score(self):
         return 1.0
+
+
+class ComplexFunctions(Feature):
+    weight = MEDIUM
+
+    def __init__(self, comp):
+        super(ComplexFunctions, self).__init__(comp)
+
+    def score(self):
+        complexity = self.value
+
+        if complexity <= 1:
+            return 0.0
+        elif complexity <= 10:
+            # Simple functions
+            return 0.2
+        elif complexity <= 20:
+            return 0.4
+        elif complexity <= 30:
+            return 0.6
+        elif complexity <= 50:
+            # Very complex
+            return 0.8
+        else:
+            # Extremely complex
+            return 1.0