Open-source MCP to use Blender with any LLM
This report presents the forensic synthetic code analysis of ahujasid/blender-mcp, a Python project with 24,019 GitHub stars. SynthScan v2.0 examined 5,229 lines of code across 9 source files, recording 148 pattern matches distributed across 7 syntactic categories. The overall adjusted score of 29.5 places this repository in the Moderate AI signal band.
The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).
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.
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.
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.
The scanner identified 148 distinct pattern matches across 7 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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM⚡ | addon.py | 186 | print(f"Error accepting connection: {str(e)}") | CODE |
| MEDIUM⚡ | addon.py | 189 | print(f"Error in server loop: {str(e)}") | CODE |
| MEDIUM⚡ | addon.py | 245 | print(f"Error receiving data: {str(e)}") | CODE |
| MEDIUM⚡ | addon.py | 248 | print(f"Error in client handler: {str(e)}") | CODE |
| MEDIUM⚡ | addon.py | 262 | print(f"Error executing command: {str(e)}") | CODE |
| MEDIUM⚡ | addon.py | 1406 | print("Error: Child is not a mesh object.") | CODE |
| MEDIUM⚡ | addon.py | 1409 | print("Error: Expected an empty node with one mesh child or a single mesh object.") | CODE |
| MEDIUM⚡ | addon.py | 1412 | print("Error: Expected an empty node with one mesh child or a single mesh object.") | CODE |
| MEDIUM⚡ | addon.py | 2288 | print(f"An error occurred: {e}") | CODE |
| MEDIUM | addon.py | 227 | print(f"Error executing command: {str(e)}") | CODE |
| MEDIUM | addon.py | 333 | print(f"Error in handler: {str(e)}") | CODE |
| MEDIUM | addon.py | 371 | print(f"Error in get_scene_info: {str(e)}") | CODE |
| MEDIUM | addon.py | 1178 | print(f"Error in set_texture: {str(e)}") | CODE |
| MEDIUM | addon.py | 1376 | print("Error: No objects were imported.") | CODE |
| MEDIUM | addon.py | 1389 | print("Error: Expected an empty node with one mesh child or a single mesh object.") | CODE |
| MEDIUM | addon.py | 218 | def execute_wrapper(): | CODE |
| MEDIUM | addon.py | 555 | def download_polyhaven_asset(self, asset_id, asset_type, resolution="1k", file_f | CODE |
| LOW⚡ | addon.py | 185 | except Exception as e: | CODE |
| LOW⚡ | addon.py | 188 | except Exception as e: | CODE |
| LOW⚡ | addon.py | 244 | except Exception as e: | CODE |
| LOW⚡ | addon.py | 247 | except Exception as e: | CODE |
| LOW⚡ | addon.py | 261 | except Exception as e: | CODE |
| LOW⚡ | addon.py | 488 | except Exception as e: | CODE |
| LOW⚡ | addon.py | 505 | except Exception as e: | CODE |
| LOW⚡ | addon.py | 1422 | except Exception as e: | CODE |
| LOW⚡ | addon.py | 2287 | except Exception as e: | CODE |
| LOW⚡ | addon.py | 2336 | except Exception as e: | CODE |
| LOW | addon.py | 137 | except Exception as e: | CODE |
| LOW | addon.py | 226 | except Exception as e: | CODE |
| LOW | addon.py | 332 | except Exception as e: | CODE |
| LOW | addon.py | 370 | except Exception as e: | CODE |
| LOW | addon.py | 521 | except Exception as e: | CODE |
| LOW | addon.py | 552 | except Exception as e: | CODE |
| LOW | addon.py | 653 | except Exception as e: | CODE |
| LOW | addon.py | 790 | except Exception as e: | CODE |
| LOW | addon.py | 863 | except Exception as e: | CODE |
| LOW | addon.py | 875 | except Exception as e: | CODE |
| LOW | addon.py | 1177 | except Exception as e: | CODE |
| LOW | addon.py | 1283 | except Exception as e: | CODE |
| LOW | addon.py | 1315 | except Exception as e: | CODE |
| LOW | addon.py | 1472 | except Exception as e: | CODE |
| LOW | addon.py | 1502 | except Exception as e: | CODE |
| LOW | addon.py | 1537 | except Exception as e: | CODE |
| LOW | addon.py | 1563 | except Exception as e: | CODE |
| LOW | addon.py | 1603 | except Exception as e: | CODE |
| LOW | addon.py | 1687 | except Exception as e: | CODE |
| LOW | addon.py | 1773 | except Exception as e: | CODE |
| LOW | addon.py | 1996 | except Exception as e: | CODE |
| LOW | addon.py | 2192 | except Exception as e: | CODE |
| LOW | addon.py | 2209 | except Exception as e: | CODE |
| LOW | addon.py | 2249 | except Exception as e: | CODE |
| LOW | addon.py | 2257 | except Exception as e: | CODE |
| LOW | addon.py | 2403 | except Exception as e: | CODE |
| LOW | addon.py | 2412 | except Exception as e: | CODE |
| LOW | addon.py | 2616 | except Exception as e: | CODE |
| LOW | src/blender_mcp/server.py | 46 | except Exception as e: | CODE |
| LOW | src/blender_mcp/server.py | 56 | except Exception as e: | CODE |
| LOW | src/blender_mcp/server.py | 98 | except Exception as e: | CODE |
| LOW | src/blender_mcp/server.py | 166 | except Exception as e: | CODE |
| LOW | src/blender_mcp/server.py | 185 | except Exception as e: | CODE |
| 40 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM⚡ | addon.py | 495 | # Create a local namespace for execution | COMMENT |
| MEDIUM⚡ | addon.py | 2350 | # Create a temporary directory | COMMENT |
| MEDIUM | addon.py | 586 | # Create a new world if none exists | COMMENT |
| MEDIUM | addon.py | 709 | # Create a new material with the downloaded textures | COMMENT |
| MEDIUM | addon.py | 802 | # Create a temporary directory to store the model and its dependencies | COMMENT |
| MEDIUM | addon.py | 824 | # Create the directory structure for the included file | COMMENT |
| MEDIUM | addon.py | 928 | # Create a new material | COMMENT |
| MEDIUM | addon.py | 2575 | # Create a new server instance | COMMENT |
| MEDIUM | src/blender_mcp/server.py | 208 | # Create the MCP server with lifespan support | COMMENT |
| MEDIUM | src/blender_mcp/server.py | 241 | # Create a new connection if needed | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | addon.py | 266 | def _execute_command_internal(self, command): | CODE |
| LOW⚡ | addon.py | 2295 | def poll_hunyuan_job_status_ai(self, job_id: str): | CODE |
| LOW⚡ | addon.py | 2339 | def import_generated_asset_hunyuan(self, *args, **kwargs): | CODE |
| LOW⚡ | addon.py | 2342 | def import_generated_asset_hunyuan_ai(self, name: str , zip_file_url: str): | CODE |
| LOW | addon.py | 39 | def get_blendermcp_addon_preferences(context=None): | CODE |
| LOW | addon.py | 1251 | def create_rodin_job_main_site( | CODE |
| LOW | addon.py | 1327 | def poll_rodin_job_status_main_site(self, subscription_key: str): | CODE |
| LOW | addon.py | 1346 | def poll_rodin_job_status_fal_ai(self, request_id: str): | CODE |
| LOW | addon.py | 1436 | def import_generated_asset_main_site(self, task_uuid: str, name: str): | CODE |
| LOW | addon.py | 1505 | def import_generated_asset_fal_ai(self, request_id: str, name: str): | CODE |
| LOW | addon.py | 1692 | def get_sketchfab_model_preview(self, uid): | CODE |
| LOW | addon.py | 2053 | def get_tencent_cloud_sign_headers( | CODE |
| LOW | addon.py | 2142 | def create_hunyuan_job_main_site( | CODE |
| LOW | addon.py | 2212 | def create_hunyuan_job_local_site( | CODE |
| LOW | src/blender_mcp/server.py | 726 | def get_sketchfab_model_preview( | CODE |
| LOW | src/blender_mcp/server.py | 1101 | def import_generated_asset_hunyuan( | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | addon.py | 1469 | # Close the file | COMMENT |
| LOW | addon.py | 1534 | # Close the file | COMMENT |
| LOW | src/blender_mcp/server.py | 79 | # Check if we've received a complete JSON object | COMMENT |
| LOW | src/blender_mcp/server.py | 328 | # Read the file | COMMENT |
| LOW | src/blender_mcp/telemetry.py | 75 | # Check if disabled via environment variables | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | addon.py | 196 | CODE | |
| LOW | addon.py | 524 | CODE | |
| LOW | addon.py | 555 | CODE | |
| LOW | addon.py | 878 | CODE | |
| LOW | addon.py | 1361 | CODE | |
| LOW | addon.py | 1436 | CODE | |
| LOW | addon.py | 1778 | CODE | |
| LOW | addon.py | 2142 | CODE | |
| LOW | addon.py | 2212 | CODE | |
| LOW | src/blender_mcp/server.py | 480 | CODE | |
| LOW | src/blender_mcp/server.py | 534 | CODE | |
| LOW | src/blender_mcp/server.py | 61 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | src/blender_mcp/server.py | 5 | CODE | |
| LOW | src/blender_mcp/server.py | 10 | CODE | |
| LOW | src/blender_mcp/__init__.py | 12 | CODE | |
| LOW | src/blender_mcp/__init__.py | 12 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | addon.py | 1358 | CODE |