diff --git a/scripts/codecut.py b/scripts/codecut.py
index 2b12fe38..67ffa959 100644
--- a/scripts/codecut.py
+++ b/scripts/codecut.py
@@ -1,11 +1,14 @@
+import os
 import sys
 import json
 import logging
 import sqlite3
 import argparse
+import subprocess
 from typing import Iterator, Optional
 from pathlib import Path
 from dataclasses import dataclass
+from multiprocessing import Pool
 
 import pefile
 import lancelot
@@ -52,6 +55,9 @@ def compute_thunks(be2: BinExport2, idx: BinExport2Index) -> dict[int, int]:
                 # that we can't actually resolve here.
                 break
 
+            if len(thunk_callees) != 1:
+                for thunk_callee in thunk_callees:
+                    logger.warning("%s", hex(be2.call_graph.vertex[thunk_callee].address))
             assert len(thunk_callees) == 1, f"thunk @ {hex(addr)} failed"
 
             thunked_vertex_idx: int = thunk_callees[0]
@@ -209,6 +215,14 @@ class Assemblage:
         path = self.get_path_by_binary_id(binary_id)
         return pefile.PE(data=path.read_bytes(), fast_load=True)
 
+    def get_binary_ids(self) -> Iterator[int]:
+        with self.conn:
+            cur = self.conn.execute("SELECT DISTINCT binary_id FROM assemblage ORDER BY binary_id ASC;")
+            row = cur.fetchone()
+            while row:
+                yield row[0]
+                row = cur.fetchone()
+
 
 def generate_main(args: argparse.Namespace) -> int:
     if not args.assemblage_database.is_file():
@@ -247,6 +261,14 @@ def generate_main(args: argparse.Namespace) -> int:
 
     g = nx.MultiDiGraph()
 
+    # ensure all functions from ground truth have an entry
+    for function in functions:
+        g.add_node(
+            base_address + function.start_rva,
+            address=base_address + function.start_rva,
+            type="function",
+        )
+
     for flow_graph in be2.flow_graph:
         datas: set[int] = set()
         callees: set[str] = set()
@@ -386,6 +408,55 @@ def generate_main(args: argparse.Namespace) -> int:
     return 0
 
 
+def _worker(args):
+
+    assemblage_database: Path
+    assemblage_directory: Path
+    graph_file: Path
+    binary_id: int
+
+    (assemblage_database, assemblage_directory, graph_file, binary_id) = args
+    if graph_file.is_file():
+        return
+
+    logger.info("processing: %d", binary_id)
+    process = subprocess.run(
+        ["python", __file__, "--debug", "generate", assemblage_database, assemblage_directory, str(binary_id)],
+        capture_output=True,
+        encoding="utf-8",
+    )
+    if process.returncode != 0:
+        logger.warning("failed: %d", binary_id)
+        logger.debug("%s", process.stderr)
+        return
+
+    graph_file.parent.mkdir(exist_ok=True)
+    graph = process.stdout
+    graph_file.write_text(graph)
+
+
+def generate_all_main(args: argparse.Namespace) -> int:
+    if not args.assemblage_database.is_file():
+        raise ValueError("database doesn't exist")
+
+    db = Assemblage(args.assemblage_database, args.assemblage_directory)
+
+    output_directory: Path = args.output_directory
+    binary_ids = list(db.get_binary_ids())
+
+    with Pool(args.num_workers) as p:
+        _ = list(p.imap_unordered(
+            _worker, 
+            ((
+                args.assemblage_database,
+                args.assemblage_directory,
+                args.output_directory / str(binary_id) / "graph.gexf",
+                binary_id
+             ) 
+             for binary_id in binary_ids))
+        )
+
+
 def cluster_main(args: argparse.Namespace) -> int:
     if not args.graph.is_file():
         raise ValueError("graph file doesn't exist")
@@ -418,6 +489,15 @@ def main(argv=None) -> int:
     generate_parser.add_argument("binary_id", type=int, help="primary key of binary to inspect")
     generate_parser.set_defaults(func=generate_main)
 
+    num_cores = os.cpu_count()
+    default_workers = max(1, num_cores - 2)
+    generate_all_parser = subparsers.add_parser("generate_all", help="generate graphs for all samples")
+    generate_all_parser.add_argument("assemblage_database", type=Path, help="path to Assemblage database")
+    generate_all_parser.add_argument("assemblage_directory", type=Path, help="path to Assemblage samples directory")
+    generate_all_parser.add_argument("output_directory", type=Path, help="path to output directory")
+    generate_all_parser.add_argument("--num_workers", type=int, default=default_workers, help="number of workers to use")
+    generate_all_parser.set_defaults(func=generate_all_main)
+
     cluster_parser = subparsers.add_parser("cluster", help="cluster an existing graph")
     cluster_parser.add_argument("graph", type=Path, help="path to a graph file")
     cluster_parser.set_defaults(func=cluster_main)