ahujasid/blender-mcp

29.4

Adjusted Score

29.4

Raw Score

100%

Time Factor

2026-08-26

Last Push

26.4K

Stars

Python

Language

13.7K

Lines of Code

Files

421

Pattern Hits

2026-08-29

Scan Date

0.00

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 0MEDIUM 61LOW 360

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 421 distinct pattern matches across 8 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Excessive Try-Catch Wrapping255 hits · 232 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	addon.py	520	print(f"Error accepting connection: {str(e)}")	CODE
MEDIUM⚡	addon.py	523	print(f"Error in server loop: {str(e)}")	CODE
MEDIUM⚡	addon.py	549	print(f"Error executing command: {str(e)}")	CODE
MEDIUM⚡	addon.py	600	print(f"Error receiving data: {str(e)}")	CODE
MEDIUM⚡	addon.py	603	print(f"Error in client handler: {str(e)}")	CODE
MEDIUM⚡	addon.py	620	print(f"Error executing command: {str(e)}")	CODE
MEDIUM⚡	addon.py	2197	print("Error: Child is not a mesh object.")	CODE
MEDIUM⚡	addon.py	2200	print("Error: Expected an empty node with one mesh child or a single mesh object.")	CODE
MEDIUM⚡	addon.py	2203	print("Error: Expected an empty node with one mesh child or a single mesh object.")	CODE
MEDIUM⚡	addon.py	3077	print(f"An error occurred: {e}")	CODE
MEDIUM	addon.py	700	print(f"Error in handler: {str(e)}")	CODE
MEDIUM	addon.py	758	print(f"Error in get_scene_info: {str(e)}")	CODE
MEDIUM	addon.py	775	print(f"Error draining manual edits: {str(e)}")	CODE
MEDIUM	addon.py	1080	print(f"Error in get_world_state_snapshot: {str(e)}")	CODE
MEDIUM	addon.py	1943	print(f"Error in set_texture: {str(e)}")	CODE
MEDIUM	addon.py	2167	print("Error: No objects were imported.")	CODE
MEDIUM	addon.py	2180	print("Error: Expected an empty node with one mesh child or a single mesh object.")	CODE
MEDIUM	addon.py	130	def _operator_stack(self):	CODE
MEDIUM	addon.py	169	def _record_operator(self, op):	CODE
MEDIUM	addon.py	1298	def download_polyhaven_asset(self, asset_id, asset_type, resolution="1k", file_f	CODE
MEDIUM	addon.py	3236	def _on_telemetry_consent_changed(self, context):	CODE
LOW⚡	addon.py	185	except Exception as e:	CODE
LOW⚡	addon.py	194	except Exception:	CODE
LOW⚡	addon.py	203	except Exception:	CODE
LOW⚡	addon.py	272	except Exception:	CODE
LOW⚡	addon.py	300	except Exception:	CODE
LOW⚡	addon.py	519	except Exception as e:	CODE
LOW⚡	addon.py	522	except Exception as e:	CODE
LOW⚡	addon.py	548	except Exception as e:	CODE
LOW⚡	addon.py	555	except Exception:	CODE
LOW⚡	addon.py	599	except Exception as e:	CODE
LOW⚡	addon.py	602	except Exception as e:	CODE
LOW⚡	addon.py	619	except Exception as e:	CODE
LOW⚡	addon.py	1231	except Exception as e:	CODE
LOW⚡	addon.py	1248	except Exception as e:	CODE
LOW⚡	addon.py	2213	except Exception as e:	CODE
LOW⚡	addon.py	3076	except Exception as e:	CODE
LOW⚡	addon.py	3126	except Exception as e:	CODE
LOW	addon.py	133	except Exception:	CODE
LOW	addon.py	218	except Exception:	CODE
LOW	addon.py	438	except Exception as e:	CODE
LOW	addon.py	451	except Exception:	CODE
LOW	addon.py	472	except Exception:	CODE
LOW	addon.py	476	except Exception:	CODE
LOW	addon.py	699	except Exception as e:	CODE
LOW	addon.py	757	except Exception as e:	CODE
LOW	addon.py	774	except Exception as e:	CODE
LOW	addon.py	807	except Exception:	CODE
LOW	addon.py	900	except Exception:	CODE
LOW	addon.py	934	except Exception:	CODE
LOW	addon.py	945	except Exception:	CODE
LOW	addon.py	1079	except Exception as e:	CODE
LOW	addon.py	1207	except Exception as offscreen_err:	CODE
LOW	addon.py	1264	except Exception as e:	CODE
LOW	addon.py	1295	except Exception as e:	CODE
LOW	addon.py	1396	except Exception as e:	CODE
LOW	addon.py	1533	except Exception as e:	CODE
LOW	addon.py	1620	except Exception as e:	CODE
LOW	addon.py	1632	except Exception as e:	CODE
LOW	addon.py	1942	except Exception as e:	CODE
195 more matches not shown…

Hyper-Verbose Identifiers85 hits · 70 pts

Severity	File	Line	Snippet	Context
LOW⚡	addon.py	261	def _blendermcp_depsgraph_post(scene, depsgraph=None):	CODE
LOW⚡	addon.py	265	def _telemetry_consent_enabled():	CODE
LOW⚡	addon.py	276	def _register_edit_capture_handlers():	CODE
LOW⚡	addon.py	293	def sync_edit_capture_handlers():	CODE
LOW⚡	addon.py	309	def _unregister_edit_capture_handlers():	CODE
LOW⚡	addon.py	624	def _execute_command_internal(self, command):	CODE
LOW⚡	addon.py	3084	def poll_hunyuan_job_status_ai(self, job_id: str):	CODE
LOW⚡	addon.py	3129	def import_generated_asset_hunyuan(self, args, *kwargs):	CODE
LOW⚡	addon.py	3132	def import_generated_asset_hunyuan_ai(self, name: str, zip_file_url: str):	CODE
LOW	addon.py	136	def _resync_operator_baseline(self):	CODE
LOW	addon.py	321	def get_blendermcp_addon_preferences(context=None):	CODE
LOW	addon.py	2042	def create_rodin_job_main_site(	CODE
LOW	addon.py	2118	def poll_rodin_job_status_main_site(self, subscription_key: str):	CODE
LOW	addon.py	2137	def poll_rodin_job_status_fal_ai(self, request_id: str):	CODE
LOW	addon.py	2227	def import_generated_asset_main_site(self, task_uuid: str, name: str):	CODE
LOW	addon.py	2296	def import_generated_asset_fal_ai(self, request_id: str, name: str):	CODE
LOW	addon.py	2483	def get_sketchfab_model_preview(self, uid):	CODE
LOW	addon.py	2844	def get_tencent_cloud_sign_headers(	CODE
LOW	addon.py	2933	def create_hunyuan_job_main_site(	CODE
LOW	addon.py	3001	def create_hunyuan_job_local_site(	CODE
LOW	addon.py	3236	def _on_telemetry_consent_changed(self, context):	CODE
LOW	test_process_bbox_validation.py	7	def test_process_bbox_rejects_nonpositive_integers(bbox):	CODE
LOW	tests/test_hunyuan_import_security.py	92	def test_hunyuan_import_prefers_glb_urls(monkeypatch):	CODE
LOW	tests/test_hunyuan_import_security.py	127	def test_hunyuan_zip_rejects_path_traversal(monkeypatch):	CODE
LOW	tests/test_sketchfab_status.py	68	def test_disabled_sketchfab_does_not_report_a_saved_key_as_ready(monkeypatch):	CODE
LOW	tests/test_sketchfab_status.py	91	def test_enabled_sketchfab_reports_a_valid_key_as_ready(monkeypatch):	CODE
LOW⚡	tests/test_trajectory_size_guard.py	48	def test_fit_snapshot_caps_selected():	CODE
LOW⚡	tests/test_trajectory_size_guard.py	57	def test_fit_snapshot_select_all_large_scene_fits_budget():	CODE
LOW⚡	tests/test_trajectory_size_guard.py	62	def test_fit_snapshot_leaves_small_snapshots_alone():	CODE
LOW⚡	tests/test_trajectory_size_guard.py	67	def test_guard_trims_oversized_state_fields():	CODE
LOW	tests/test_trajectory_size_guard.py	78	def test_guard_trims_observe_payload():	CODE
LOW	tests/test_trajectory_size_guard.py	94	def test_guard_trims_oversized_action_params():	CODE
LOW⚡	tests/test_trajectory_size_guard.py	108	def test_guard_stubs_unshrinkable_field():	CODE
LOW⚡	tests/test_trajectory_size_guard.py	117	def test_guard_ignores_rows_without_guarded_fields():	CODE
LOW⚡	tests/test_trajectory_size_guard.py	124	def test_fallback_snapshot_template_caps_selected():	CODE
LOW⚡	tests/test_trajectory_size_guard.py	129	def test_addon_snapshot_caps_selected():	CODE
LOW	tests/test_addon_manager.py	19	def test_bundled_addon_exists_and_has_protocol():	CODE
LOW	tests/test_addon_manager.py	30	def test_root_and_bundled_addon_in_sync():	CODE
LOW	tests/test_addon_manager.py	50	def test_root_addon_protocol_matches_server_expectation():	CODE
LOW	tests/test_addon_manager.py	67	def test_install_addon_copies_into_target_dir(tmp_path: Path):	CODE
LOW	tests/test_addon_manager.py	85	def test_handshake_up_to_date():	CODE
LOW	tests/test_addon_manager.py	99	def test_handshake_missing_command_on_old_addon():	CODE
LOW	tests/test_addon_manager.py	110	def test_handshake_outdated_protocol():	CODE
LOW	tests/test_addon_manager.py	135	def test_startup_check_never_writes(tmp_path: Path, monkeypatch):	CODE
LOW	tests/test_addon_manager.py	157	def test_startup_check_reports_current(tmp_path: Path, monkeypatch):	CODE
LOW	tests/test_addon_manager.py	172	def test_startup_check_reports_missing_install(tmp_path: Path, monkeypatch):	CODE
LOW	tests/test_addon_manager.py	185	def test_install_updates_extensions_dir_when_addon_lives_there(	CODE
LOW	tests/test_addon_manager.py	213	def test_repeat_install_preserves_original_backup(tmp_path: Path):	CODE
LOW	tests/test_server_threading.py	121	def test_client_thread_never_registers_a_timer():	CODE
LOW	tests/test_server_threading.py	145	def test_command_is_queued_not_executed_on_client_thread():	CODE
LOW	tests/test_server_threading.py	169	def test_stop_releases_client_threads():	CODE
LOW	tests/test_server_threading.py	215	def test_restart_rebinds_port_cleanly():	CODE
LOW	src/blender_mcp/server.py	910	async def get_sketchfab_model_preview(	CODE
LOW	src/blender_mcp/server.py	1290	async def import_generated_asset_hunyuan(	CODE
LOW	src/blender_mcp/server.py	1319	def record_trajectory_feedback(	CODE
LOW⚡	src/blender_mcp/telemetry_decorator.py	157	def _maybe_snapshot_world_state():	CODE
LOW	src/blender_mcp/trajectory.py	254	def semantic_action_for_operator(bl_idname: str) -> str:	STRING
LOW	src/blender_mcp/trajectory.py	571	def _snapshot_via_execute_code(self, blender) -> dict[str, Any] \| None:	STRING
LOW	src/blender_mcp/addon_manager.py	31	def read_addon_protocol_version(path: Path) -> int \| None:	CODE
LOW	src/blender_mcp/addon_manager.py	78	def check_addon_status_on_startup() -> AddonStatusReport:	CODE
25 more matches not shown…

Self-Referential Comments16 hits · 51 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	addon.py	1238	# Create a local namespace for execution	COMMENT
MEDIUM	addon.py	1329	# Create a new world if none exists	COMMENT
MEDIUM	addon.py	1452	# Create a new material with the downloaded textures	COMMENT
MEDIUM	addon.py	1545	# Create a temporary directory to store the model and its dependencies	COMMENT
MEDIUM	addon.py	1581	# Create the directory structure for the included file	COMMENT
MEDIUM	addon.py	1685	# Create a new material	COMMENT
MEDIUM	addon.py	3411	# Create a new server instance	COMMENT
MEDIUM	src/blender_mcp/server.py	252	# Create the MCP server with lifespan support	COMMENT
MEDIUM	src/blender_mcp/server.py	292	# Create a new connection if needed	COMMENT
MEDIUM⚡	src/blender_mcp/bundled/addon.py	1238	# Create a local namespace for execution	COMMENT
MEDIUM	src/blender_mcp/bundled/addon.py	1329	# Create a new world if none exists	COMMENT
MEDIUM	src/blender_mcp/bundled/addon.py	1452	# Create a new material with the downloaded textures	COMMENT
MEDIUM	src/blender_mcp/bundled/addon.py	1545	# Create a temporary directory to store the model and its dependencies	COMMENT
MEDIUM	src/blender_mcp/bundled/addon.py	1581	# Create the directory structure for the included file	COMMENT
MEDIUM	src/blender_mcp/bundled/addon.py	1685	# Create a new material	COMMENT
MEDIUM	src/blender_mcp/bundled/addon.py	3411	# Create a new server instance	COMMENT

Deep Nesting37 hits · 22 pts

Severity	File	Line	Context
LOW	addon.py	189	CODE
LOW	addon.py	560	CODE
LOW	addon.py	845	CODE
LOW	addon.py	904	CODE
LOW	addon.py	1267	CODE
LOW	addon.py	1298	CODE
LOW	addon.py	1635	CODE
LOW	addon.py	2152	CODE
LOW	addon.py	2227	CODE
LOW	addon.py	2569	CODE
LOW	addon.py	2933	CODE
LOW	addon.py	3001	CODE
LOW	addon.py	3132	CODE
LOW	tests/test_server_threading.py	169	CODE
LOW	src/blender_mcp/server.py	198	CODE
LOW	src/blender_mcp/server.py	662	CODE
LOW	src/blender_mcp/server.py	716	CODE
LOW	src/blender_mcp/server.py	79	CODE
LOW	src/blender_mcp/trajectory.py	436	CODE
LOW	src/blender_mcp/trajectory.py	630	CODE
LOW	src/blender_mcp/trajectory.py	1055	CODE
LOW	src/blender_mcp/trajectory.py	1128	CODE
LOW	src/blender_mcp/trajectory.py	1202	CODE
LOW	src/blender_mcp/addon_manager.py	241	CODE
LOW	src/blender_mcp/bundled/addon.py	189	CODE
LOW	src/blender_mcp/bundled/addon.py	560	CODE
LOW	src/blender_mcp/bundled/addon.py	845	CODE
LOW	src/blender_mcp/bundled/addon.py	904	CODE
LOW	src/blender_mcp/bundled/addon.py	1267	CODE
LOW	src/blender_mcp/bundled/addon.py	1298	CODE
LOW	src/blender_mcp/bundled/addon.py	1635	CODE
LOW	src/blender_mcp/bundled/addon.py	2152	CODE
LOW	src/blender_mcp/bundled/addon.py	2227	CODE
LOW	src/blender_mcp/bundled/addon.py	2569	CODE
LOW	src/blender_mcp/bundled/addon.py	2933	CODE
LOW	src/blender_mcp/bundled/addon.py	3001	CODE
LOW	src/blender_mcp/bundled/addon.py	3132	CODE

Unused Imports14 hits · 13 pts

Severity	File	Line	Context
LOW	tests/conftest.py	6	CODE
LOW	tests/test_trajectory_size_guard.py	11	CODE
LOW	tests/test_addon_manager.py	3	CODE
LOW	tests/test_addon_manager.py	8	CODE
LOW	tests/test_socket_unicode.py	20	CODE
LOW	tests/test_server_threading.py	13	CODE
LOW	tests/test_server_threading.py	18	CODE
LOW	src/blender_mcp/server.py	5	CODE
LOW	src/blender_mcp/server.py	11	CODE
LOW	src/blender_mcp/__init__.py	12	CODE
LOW	src/blender_mcp/__init__.py	12	CODE
LOW	src/blender_mcp/trajectory.py	8	CODE
LOW	src/blender_mcp/addon_manager.py	10	CODE
LOW	src/blender_mcp/consent_prompt.py	17	CODE

Redundant / Tautological Comments7 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	addon.py	2260	# Close the file	COMMENT
LOW	addon.py	2325	# Close the file	COMMENT
LOW	src/blender_mcp/server.py	97	# Check if we've received a complete JSON object	COMMENT
LOW	src/blender_mcp/server.py	494	# Read the file	COMMENT
LOW	src/blender_mcp/telemetry.py	77	# Check if disabled via environment variables	COMMENT
LOW	src/blender_mcp/bundled/addon.py	2260	# Close the file	COMMENT
LOW	src/blender_mcp/bundled/addon.py	2325	# Close the file	COMMENT

AI Structural Patterns4 hits · 3 pts

Severity	File	Line	Context
LOW	addon.py	2149	CODE
LOW	src/blender_mcp/trajectory.py	939	CODE
LOW	src/blender_mcp/trajectory.py	1055	CODE
LOW	src/blender_mcp/bundled/addon.py	2149	CODE

Over-Commented Block3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	src/blender_mcp/trajectory.py	21	import httpx	COMMENT
LOW	src/blender_mcp/trajectory.py	41	# last row, and snapshots include mesh counts, material/world fingerprints and	COMMENT
LOW	src/blender_mcp/trajectory.py	61	SNAPSHOT_BYTE_BUDGET = 250_000	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings