Automate the process of making money online.
This report presents the forensic synthetic code analysis of FujiwaraChoki/MoneyPrinterV2, a Python project with 31,212 GitHub stars. SynthScan v2.0 examined 5,057 lines of code across 38 source files, recording 96 pattern matches distributed across 7 syntactic categories. The overall adjusted score of 22.0 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 96 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 |
|---|---|---|---|---|
| LOW | tests/test_cron_post_bridge.py | 5 | CODE | |
| LOW | scripts/preflight_local.py | 106 | CODE | |
| LOW | src/cron.py | 4 | CODE | |
| LOW | src/utils.py | 7 | CODE | |
| LOW | src/utils.py | 8 | CODE | |
| LOW | src/main.py | 4 | CODE | |
| LOW | src/main.py | 5 | CODE | |
| LOW | src/main.py | 6 | CODE | |
| LOW | src/main.py | 7 | CODE | |
| LOW | src/main.py | 8 | CODE | |
| LOW | src/main.py | 10 | CODE | |
| LOW | src/classes/YouTube.py | 9 | CODE | |
| LOW | src/classes/YouTube.py | 10 | CODE | |
| LOW | src/classes/YouTube.py | 13 | CODE | |
| LOW | src/classes/YouTube.py | 14 | CODE | |
| LOW | src/classes/YouTube.py | 16 | CODE | |
| LOW | src/classes/YouTube.py | 18 | CODE | |
| LOW | src/classes/YouTube.py | 20 | CODE | |
| LOW | src/classes/Outreach.py | 14 | CODE | |
| LOW | src/classes/Outreach.py | 15 | CODE | |
| LOW | src/classes/Outreach.py | 16 | CODE | |
| LOW | src/classes/AFM.py | 5 | CODE | |
| LOW | src/classes/AFM.py | 6 | CODE | |
| LOW | src/classes/AFM.py | 7 | CODE | |
| LOW | src/classes/AFM.py | 10 | CODE | |
| LOW | src/classes/Twitter.py | 7 | CODE | |
| LOW | src/classes/Twitter.py | 8 | CODE | |
| LOW | src/classes/Twitter.py | 9 | CODE | |
| LOW | src/classes/Twitter.py | 14 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tests/test_post_bridge_integration.py | 20 | def test_resolve_social_account_ids_interactive_prompts_for_ambiguous_accounts(self) -> None: | CODE |
| LOW | tests/test_post_bridge_integration.py | 40 | def test_resolve_social_account_ids_skips_non_interactive_when_multiple_accounts_exist(self) -> None: | CODE |
| LOW | tests/test_post_bridge_integration.py | 58 | def test_cron_mode_skips_when_auto_crosspost_is_disabled( | CODE |
| LOW | tests/test_post_bridge_integration.py | 83 | def test_interactive_crosspost_uploads_and_posts( | CODE |
| LOW | tests/test_post_bridge_integration.py | 118 | def test_account_ids_work_without_platform_filters( | CODE |
| LOW | tests/test_cron_post_bridge.py | 49 | def test_crosspost_does_not_run_when_youtube_upload_fails( | CODE |
| LOW | tests/test_post_bridge_client.py | 31 | def test_list_social_accounts_follows_pagination(self, _sleep_mock) -> None: | CODE |
| LOW | tests/test_post_bridge_client.py | 83 | def test_create_post_retries_after_rate_limit(self, sleep_mock) -> None: | CODE |
| LOW | tests/test_post_bridge_client.py | 101 | def test_upload_media_does_not_forward_api_bearer_token_to_signed_upload_url(self) -> None: | CODE |
| LOW | tests/test_post_bridge_client.py | 130 | def test_request_rewinds_streamed_upload_body_before_retry(self, sleep_mock) -> None: | CODE |
| LOW | tests/test_config.py | 23 | def test_missing_platforms_uses_defaults(self) -> None: | CODE |
| LOW | tests/test_config.py | 32 | def test_invalid_or_empty_platforms_do_not_expand_to_defaults(self) -> None: | CODE |
| LOW | tests/test_config.py | 49 | def test_non_list_platforms_fail_closed(self) -> None: | CODE |
| LOW | tests/test_config.py | 66 | def test_non_object_post_bridge_config_falls_back_to_defaults(self) -> None: | CODE |
| LOW | src/config.py | 176 | def get_google_maps_scraper_zip_url() -> str: | CODE |
| LOW | src/config.py | 186 | def get_google_maps_scraper_niche() -> str: | CODE |
| LOW | src/config.py | 206 | def get_outreach_message_subject() -> str: | CODE |
| LOW | src/config.py | 216 | def get_outreach_message_body_file() -> str: | CODE |
| LOW | src/config.py | 328 | def get_script_sentence_length() -> int: | CODE |
| LOW | src/post_bridge_integration.py | 14 | def resolve_social_account_ids( | CODE |
| LOW | src/post_bridge_integration.py | 105 | def build_platform_configurations(title: str) -> dict: | CODE |
| LOW | src/post_bridge_integration.py | 126 | def maybe_crosspost_youtube_short( | CODE |
| LOW | src/utils.py | 13 | def close_running_selenium_instances() -> None: | CODE |
| LOW | src/classes/YouTube.py | 392 | def generate_script_to_speech(self, tts_instance: TTS) -> str: | STRING |
| LOW | src/classes/YouTube.py | 465 | def generate_subtitles_assemblyai(self, audio_path: str) -> str: | STRING |
| LOW | src/classes/YouTube.py | 505 | def generate_subtitles_local_whisper(self, audio_path: str) -> str: | STRING |
| LOW | src/classes/AFM.py | 91 | def scrape_product_information(self) -> None: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | src/cache.py | 76 | # Create the cache file | COMMENT |
| MEDIUM | src/cache.py | 152 | # Create the cache file | COMMENT |
| MEDIUM | src/classes/YouTube.py | 863 | # Create the cache file | STRING |
| MEDIUM | src/classes/Outreach.py | 180 | # Define a regular expression pattern to match email addresses | COMMENT |
| MEDIUM | src/classes/Outreach.py | 246 | # Create a yagmail SMTP client outside the loop | COMMENT |
| MEDIUM | src/classes/AFM.py | 160 | # Initialize the Twitter class | COMMENT |
| MEDIUM | src/classes/Twitter.py | 151 | # Create the cache file | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | scripts/setup_local.sh | 80 | except Exception: | CODE |
| LOW | scripts/preflight_local.py | 30 | except Exception as exc: | CODE |
| LOW | scripts/preflight_local.py | 81 | except Exception as exc: | CODE |
| LOW | scripts/preflight_local.py | 109 | except Exception as exc: | CODE |
| LOW | src/utils.py | 31 | except Exception as e: | CODE |
| LOW | src/utils.py | 119 | except Exception as err: | CODE |
| LOW | src/utils.py | 133 | except Exception as e: | CODE |
| LOW | src/utils.py | 157 | except Exception as e: | CODE |
| LOW | src/main.py | 464 | except Exception as e: | CODE |
| LOW | src/classes/YouTube.py | 274 | except Exception: | STRING |
| LOW | src/classes/YouTube.py | 375 | except Exception as e: | STRING |
| LOW | src/classes/YouTube.py | 628 | except Exception as e: | STRING |
| LOW | src/classes/Outreach.py | 60 | except Exception as e: | CODE |
| LOW | src/classes/Outreach.py | 143 | except Exception as e: | CODE |
| LOW | src/classes/Outreach.py | 291 | except Exception as err: | CODE |
| LOW | src/classes/Twitter.py | 107 | except Exception: | CODE |
| LOW | src/classes/Twitter.py | 128 | except Exception: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | src/config.py | 343 | CODE | |
| LOW | src/cron.py | 13 | CODE | |
| LOW | src/utils.py | 65 | CODE | |
| LOW | src/main.py | 21 | CODE | |
| LOW | src/classes/YouTube.py | 224 | CODE | |
| LOW | src/classes/YouTube.py | 319 | CODE | |
| LOW | src/classes/YouTube.py | 552 | CODE | |
| LOW | src/classes/Outreach.py | 199 | CODE | |
| LOW | src/classes/PostBridge.py | 259 | CODE | |
| LOW | src/classes/Twitter.py | 143 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | scripts/upload_video.sh | 25 | # Check if the id is in the list | COMMENT |
| LOW | src/classes/Outreach.py | 31 | # Check if go is installed | COMMENT |
| LOW | src/classes/Outreach.py | 56 | # Check if go is installed | COMMENT |
| LOW | src/classes/Outreach.py | 206 | # Check if go is installed | COMMENT |
| LOW | src/classes/Outreach.py | 257 | # Check if the item"s website is valid | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | src/cache.py | 44 | Gets the cache path for a supported account provider. Args: provider (str): The provider name ("twitte | STRING |