AI Slop Code RIsk Monitor

hero8152/Infinite-Canvas

Supports comfyui/API calls/modelscope calls

8.8 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for hero8152/Infinite-Canvas, a Python project with 3,123 GitHub stars. SynthScan examined 109,168 lines of code across 86 source files, recording 1314 pattern matches distributed across 8 syntactic categories. The legacy adjusted pattern signal is 8.8 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

8.8
Adjusted Signal
8.8
Raw Pattern Score
100%
Time Factor
2026-08-28
Last Push
3.1K
Stars
Python
Language
109.2K
Lines of Code
86
Files
1.3K
Pattern Hits
2026-10-12
Scan Date
0.67
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 24.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 985 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 9 finding(s).

Agent Over-Engineering Ratio 33.5/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 1211 finding(s).

PR Review Velocity Impact 53.0/100 · HIGH

Which changes need focused human review? 1314 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 58MEDIUM 22LOW 1234

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 1314 distinct pattern matches across 8 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers891 hits · 553 pts
SeverityFileLineSnippetContext
LOW⚡main.py143 async def broadcast_asset_library_updated(self, updated_at: int = 0):CODE
LOW⚡main.py714def runninghub_wallet_key_env():CODE
LOW⚡main.py717def volcengine_access_key_env():CODE
LOW⚡main.py720def volcengine_secret_key_env():CODE
LOW⚡main.py750def runninghub_wallet_key_value() -> str:CODE
LOW⚡main.py754def volcengine_access_key_value() -> str:CODE
LOW⚡main.py758def volcengine_secret_key_value() -> str:CODE
LOW⚡main.py762def volcengine_provider_api_key(explicit_key: str = "") -> str:CODE
LOW⚡main.py1206def locked_recommended_provider_rule(provider_id="", name="", base_url=""):CODE
LOW⚡main.py1220def apply_locked_recommended_model_rules(base_url="", grouped=None):CODE
LOW⚡main.py2343def update_backup_manifest_path(backup_dir: str) -> str:CODE
LOW⚡main.py2346def read_update_backup_manifest(backup_dir: str) -> Dict[str, Any]:CODE
LOW⚡main.py2354def write_update_backup_manifest(backup_dir: str, payload: Dict[str, Any]) -> None:CODE
LOW⚡main.py4760def is_tudou_async_image_mode(provider, model=""):CODE
LOW⚡main.py4766def is_tudou_async_image_model(model):CODE
LOW⚡main.py4769def tudou_image_model_for_request(model):CODE
LOW⚡main.py4994def codex_output_url_from_path(path):CODE
LOW⚡main.py5671def gemini_cli_reference_note(reference_images=None):CODE
LOW⚡main.py5681async def gemini_cli_reference_paths(reference_images=None):CODE
LOW⚡main.py5684def gemini_cli_image_size_instruction(size="", model=""):CODE
LOW⚡main.py5994def jimeng_video_submit_poll_seconds():CODE
LOW⚡main.py6375def jimeng_transition_duration(total_duration, transition_count):CODE
LOW⚡main.py6383def jimeng_multiframe_transition_prompts(prompt, segments):CODE
LOW⚡main.py6628def jimeng_normalize_upscale_resolution(value):CODE
LOW⚡main.py6632async def generate_jimeng_upscale_image(reference_images, resolution_type):CODE
LOW⚡main.py7043async def get_asset_classification_prompt():CODE
LOW⚡main.py7052async def update_asset_classification_prompt(payload: Dict[str, str]):CODE
LOW⚡main.py7056def media_preview_cache_paths(path: str, width: int):CODE
LOW⚡main.py7484def load_asset_classification_prompt():CODE
LOW⚡main.py7495def save_asset_classification_prompt(text):CODE
LOW⚡main.py7587def parse_asset_classification_text(text):CODE
LOW⚡main.py7600def _read_local_upload_classification(filename):CODE
LOW⚡main.py7610def _write_local_upload_classification(filename, classification):CODE
LOW⚡main.py7615def asset_classification_prompt(extra_prompt=""):CODE
LOW⚡main.py7622async def classify_image_with_provider(abs_path, provider_id="", model="", ms_model="", prompt=""):CODE
LOW⚡main.py7635async def classify_asset_image_best_effort(abs_path, provider_id="", model="", ms_model="", prompt=""):CODE
LOW⚡main.py7642def migrate_asset_library_into_dirs():CODE
LOW⚡main.py7689def asset_library_workflow_category(lib, library_id="", category_id=""):CODE
LOW⚡main.py7928def normalize_prompt_category_id(category="custom"):CODE
LOW⚡main.py7932def normalize_prompt_library_item(item):CODE
LOW⚡main.py8403def attachment_embedded_image_data_urls(refs, max_images=4):CODE
LOW⚡main.py8513def volcengine_video_duration(duration) -> int:CODE
LOW⚡main.py8520def volcengine_video_resolution(value: str) -> str:CODE
LOW⚡main.py8530def probe_local_audio_duration_seconds(value: str) -> Optional[float]:CODE
LOW⚡main.py10076def rewrite_runninghub_file_url(url):CODE
LOW⚡main.py10087def runninghub_extract_outputs(data):CODE
LOW⚡main.py10179def runninghub_is_workflow_link_value(value):CODE
LOW⚡main.py10187def runninghub_workflow_node_info_list(workflow_json):CODE
LOW⚡main.py10522def runninghub_size_for_aspect(aspect_ratio, fallback="1280x720"):CODE
LOW⚡main.py10532def runninghub_is_image_to_video(value):CODE
LOW⚡main.py10537def runninghub_apply_schema_defaults(body, params):CODE
LOW⚡main.py11461def image_size_from_reference(ref):CODE
LOW⚡main.py11474def chat_requested_image_count(message):CODE
LOW⚡main.py11484def chat_split_parallel_prompts(prompt, count):CODE
LOW⚡main.py12017def _local_upload_safe_folder(path_value):CODE
LOW⚡main.py12021def _local_upload_safe_folder_name(name):CODE
LOW⚡main.py12028def _local_upload_safe_file_stem(name):CODE
LOW⚡main.py12036def _local_upload_caption_path(filename):CODE
LOW⚡main.py12039def _read_local_upload_caption(filename):CODE
LOW⚡main.py12089def _local_upload_folder_node(path="", name="全部上传"):CODE
831 more matches not shown…
Empty Error Handlers56 hits · 185 pts
SeverityFileLineSnippetContext
HIGHmain.py1018except Exception:CODE
HIGHmain.py1575except Exception:CODE
HIGHmain.py1627except Exception:CODE
HIGHmain.py3596except Exception:CODE
HIGHmain.py4291except HTTPException:CODE
HIGHmain.py5596except Exception:CODE
HIGHmain.py5927except Exception:CODE
HIGHmain.py6473except Exception:CODE
HIGHmain.py6882except Exception:CODE
HIGHmain.py6971except Exception:CODE
HIGHmain.py9305except HTTPException:CODE
HIGHmain.py10175except Exception:CODE
HIGHmain.py1427except Exception:CODE
HIGHmain.py1697except Exception:CODE
HIGHmain.py2507except Exception:CODE
HIGHmain.py4967except Exception:CODE
HIGHmain.py5179except Exception:CODE
HIGHmain.py5225except Exception:CODE
HIGHmain.py5896except Exception:CODE
HIGHmain.py7038except OSError:CODE
HIGHmain.py7094except OSError:CODE
HIGHmain.py9504except Exception:CODE
HIGHmain.py10668except HTTPException:CODE
HIGHmain.py12079except Exception:CODE
HIGHmain.py13106except Exception:CODE
HIGHmain.py13305except:CODE
HIGHmain.py18938except Exception:CODE
HIGHmain.py3486except: passCODE
HIGHmain.py3968except Exception:CODE
HIGHmain.py5465except Exception:CODE
HIGHmain.py5507except Exception:CODE
HIGHmain.py5751except Exception:CODE
HIGHmain.py5796except Exception:CODE
HIGHmain.py6623except Exception:CODE
HIGHmain.py6652except Exception:CODE
HIGHmain.py6776except Exception:CODE
HIGHmain.py6861except HTTPException:CODE
HIGHmain.py8631except OSError: passCODE
HIGHmain.py9559except Exception:CODE
HIGHmain.py12429except OSError:CODE
HIGHmain.py18265except Exception:CODE
HIGHmain.py4622except HTTPException:CODE
HIGHmain.py5335except Exception:CODE
HIGHmain.py5434except Exception:CODE
HIGHmain.py5642except Exception:CODE
HIGHmain.py5889except Exception:CODE
HIGHmain.py13647except Exception:CODE
HIGHmain.py13923except Exception:CODE
HIGHmain.py19007except Exception:CODE
HIGHmain.py8598except OSError: passCODE
HIGHmain.py11403except Exception:CODE
HIGHmain.py12169except OSError:CODE
HIGHmain.py12231except OSError:CODE
HIGHmain.py18032except Exception:CODE
HIGHmain.py17280except Exception:CODE
HIGHmain.py19020except (ValueError, TypeError):CODE
Excessive Try-Catch Wrapping263 hits · 153 pts
SeverityFileLineSnippetContext
MEDIUMmain.py3493def get_comfy_history(comfy_address, prompt_id):CODE
MEDIUMmain.py3589def load_projects():CODE
MEDIUMmain.py4286def extract_image(data):CODE
MEDIUMmain.py4618def remember_stream_images_from(value):CODE
MEDIUMmain.py5988def jimeng_poll_seconds(default=JIMENG_DEFAULT_POLL_SECONDS):CODE
MEDIUMmain.py7484def load_asset_classification_prompt():CODE
MEDIUMmain.py7635def classify_asset_image_best_effort(abs_path, provider_id="", model="", ms_modeCODE
MEDIUMmain.py7785def shared_folders_load():CODE
MEDIUMmain.py8255def _xlsx_shared_strings(archive):CODE
MEDIUMmain.py8513def volcengine_video_duration(duration) -> int:CODE
MEDIUMmain.py8812def apimart_video_duration(duration) -> int:CODE
MEDIUMmain.py8819def apimart_veo31_duration(duration) -> int:CODE
MEDIUMmain.py10151def log_runninghub_error(stage, raw=None, **extra):CODE
MEDIUMmain.py10766def normalize_seed_uint32(value):CODE
MEDIUMmain.py10808def _num(raw, default):CODE
MEDIUMmain.py11733def stream_remote():CODE
MEDIUMmain.py12189def _sniff_image_ext(path):CODE
MEDIUMmain.py14903def agnes_video_frame_count(duration, fps=24):CODE
MEDIUMmain.py15035def yuli_video_seconds(duration) -> str:CODE
MEDIUMmain.py15263def tudou_snap_choice(value, choices, default):CODE
MEDIUMmain.py16198def smart_canvas_prompt_templates():CODE
LOW⚡main.py139 except Exception as e:CODE
LOW⚡main.py151 except Exception as e:CODE
LOW⚡main.py160 except Exception as e:CODE
LOW⚡main.py188 except Exception as exc:CODE
LOW⚡main.py193 except Exception as exc:CODE
LOW⚡main.py198 except Exception as exc:CODE
LOW⚡main.py1202 except Exception:CODE
LOW⚡main.py1212 except Exception:CODE
LOW⚡main.py2351 except Exception:CODE
LOW⚡main.py3962 except Exception:CODE
LOW⚡main.py3965 except Exception:CODE
LOW⚡main.py3968 except Exception:CODE
LOW⚡main.py4990 except Exception:CODE
LOW⚡main.py5000 except Exception:CODE
LOW⚡main.py5991 except Exception:CODE
LOW⚡main.py5998 except Exception:CODE
LOW⚡main.py6369 except Exception:CODE
LOW⚡main.py6379 except Exception:CODE
LOW⚡main.py6623 except Exception:CODE
LOW⚡main.py7491 except Exception as exc:CODE
LOW⚡main.py7595 except Exception:CODE
LOW⚡main.py7607 except Exception:CODE
LOW⚡main.py7638 except Exception as exc:CODE
LOW⚡main.py7647 except Exception as exc:CODE
LOW⚡main.py7681 except Exception as exc:CODE
LOW⚡main.py7686 except Exception as exc:CODE
LOW⚡main.py7924 except Exception as e:CODE
LOW⚡main.py8397 except Exception as exc:CODE
LOW⚡main.py8399 except Exception as exc:CODE
LOW⚡main.py8516 except Exception:CODE
LOW⚡main.py10082 except Exception:CODE
LOW⚡main.py10175 except Exception:CODE
LOW⚡main.py11470 except Exception as exc:CODE
LOW⚡main.py12079 except Exception:CODE
LOW⚡main.py13395 except Exception:CODE
LOW⚡main.py13425 except Exception:CODE
LOW⚡main.py13440 except Exception:CODE
LOW⚡main.py15055 except Exception:CODE
LOW⚡main.py15064 except Exception:CODE
203 more matches not shown…
Deep Nesting94 hits · 47 pts
SeverityFileLineSnippetContext
LOWmain.py519CODE
LOWmain.py723CODE
LOWmain.py842CODE
LOWmain.py1146CODE
LOWmain.py1363CODE
LOWmain.py1567CODE
LOWmain.py1702CODE
LOWmain.py1954CODE
LOWmain.py2455CODE
LOWmain.py2645CODE
LOWmain.py3239CODE
LOWmain.py3277CODE
LOWmain.py3307CODE
LOWmain.py3479CODE
LOWmain.py3715CODE
LOWmain.py3798CODE
LOWmain.py3820CODE
LOWmain.py4176CODE
LOWmain.py4286CODE
LOWmain.py4445CODE
LOWmain.py4579CODE
LOWmain.py5562CODE
LOWmain.py5704CODE
LOWmain.py5870CODE
LOWmain.py6029CODE
LOWmain.py6292CODE
LOWmain.py6335CODE
LOWmain.py6655CODE
LOWmain.py6841CODE
LOWmain.py7484CODE
LOWmain.py7642CODE
LOWmain.py7847CODE
LOWmain.py7868CODE
LOWmain.py8197CODE
LOWmain.py8296CODE
LOWmain.py8327CODE
LOWmain.py8375CODE
LOWmain.py8416CODE
LOWmain.py8578CODE
LOWmain.py8633CODE
LOWmain.py8969CODE
LOWmain.py9031CODE
LOWmain.py9076CODE
LOWmain.py9290CODE
LOWmain.py9508CODE
LOWmain.py10087CODE
LOWmain.py10187CODE
LOWmain.py10315CODE
LOWmain.py10537CODE
LOWmain.py10598CODE
LOWmain.py10912CODE
LOWmain.py11092CODE
LOWmain.py11172CODE
LOWmain.py11744CODE
LOWmain.py11829CODE
LOWmain.py11857CODE
LOWmain.py12141CODE
LOWmain.py12196CODE
LOWmain.py12264CODE
LOWmain.py12408CODE
34 more matches not shown…
Cross-Language Confusion2 hits · 10 pts
SeverityFileLineSnippetContext
HIGHmain.py6096 ". ~/.profile >/dev/null 2>&1 || true; . ~/.bashrc >/dev/null 2>&1 || true; "CODE
HIGHmain.py6097 "DREAMINA_BIN=$(command -v dreamina || find \"$HOME\" -maxdepth 4 -type f -name dreamina 2>/dev/null | head CODE
Fake / Example Data6 hits · 6 pts
SeverityFileLineSnippetContext
LOWstatic/klein.html300 <div id="placeholder" class="text-center space-y-4 opacity-20">CODE
LOWstatic/klein.html513 const placeholder = document.getElementById('placeholder');CODE
LOWstatic/klein.html592 const placeholder = document.getElementById('placeholder');CODE
LOWstatic/online.html199 <div id="placeholder" class="text-center space-y-4 opacity-20"><i data-lucide="layout" class="w-12 hCODE
LOWstatic/online.html622 const btn = document.getElementById('genBtn'), loader = document.getElementById('loader'), placeholder = docCODE
LOWstatic/js/i18n-core.js45 el.setAttribute('placeholder', t(el.dataset.i18nPlaceholder));CODE
Dead Code1 hit · 1 pts
SeverityFileLineSnippetContext
MEDIUMmain.py7455CODE
Unused Imports1 hit · 0 pts
SeverityFileLineSnippetContext
LOWmain.py13CODE