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AI Slop Code RIsk Monitor

megadose/holehe

holehe allows you to check if the mail is used on different sites like twitter, instagram and will retrieve information on sites with the forgotten password function.

46.8 High pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for megadose/holehe, a Python project with 15,165 GitHub stars. SynthScan examined 9,278 lines of code across 160 source files, recording 412 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 46.8 (High 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.

46.8
Adjusted Signal
46.8
Raw Pattern Score
100%
Time Factor
2024-09-10
Last Push
15.2K
Stars
Python
Language
9.3K
Lines of Code
160
Files
412
Pattern Hits
2026-10-12
Scan Date
0.03
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 9.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 17 finding(s).

Hallucinated Dependency & Supply Chain Risk 77.5/100 · CRITICAL

Are imports declared and package/API names verified? 257 finding(s).

Agent Over-Engineering Ratio 53.0/100 · HIGH

Are wrappers, guards, and repeated structures necessary? 138 finding(s).

PR Review Velocity Impact 90.7/100 · CRITICAL

Which changes need focused human review? 412 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 5MEDIUM 2LOW 405

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 412 distinct pattern matches across 6 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.

Unused Imports252 hits · 252 pts
SeverityFileLineSnippetContext
LOWholehe/core.py1CODE
LOWholehe/core.py14CODE
LOWholehe/core.py16CODE
LOWholehe/core.py17CODE
LOWholehe/core.py18CODE
LOWholehe/core.py21CODE
LOWholehe/core.py26CODE
LOWholehe/core.py28CODE
LOWholehe/modules/music/tunefind.py1CODE
LOWholehe/modules/music/tunefind.py2CODE
LOWholehe/modules/music/smule.py1CODE
LOWholehe/modules/music/smule.py2CODE
LOWholehe/modules/music/lastfm.py1CODE
LOWholehe/modules/music/lastfm.py2CODE
LOWholehe/modules/music/blip.py1CODE
LOWholehe/modules/music/blip.py2CODE
LOWholehe/modules/music/soundcloud.py1CODE
LOWholehe/modules/music/soundcloud.py2CODE
LOWholehe/modules/music/spotify.py1CODE
LOWholehe/modules/music/spotify.py2CODE
LOWholehe/modules/shopping/deliveroo.py1CODE
LOWholehe/modules/shopping/deliveroo.py2CODE
LOWholehe/modules/shopping/ebay.py1CODE
LOWholehe/modules/shopping/ebay.py2CODE
LOWholehe/modules/shopping/vivino.py1CODE
LOWholehe/modules/shopping/vivino.py2CODE
LOWholehe/modules/shopping/dominosfr.py1CODE
LOWholehe/modules/shopping/dominosfr.py2CODE
LOWholehe/modules/shopping/garmin.py1CODE
LOWholehe/modules/shopping/garmin.py2CODE
LOWholehe/modules/shopping/envato.py1CODE
LOWholehe/modules/shopping/envato.py2CODE
LOWholehe/modules/shopping/armurerieauxerre.py1CODE
LOWholehe/modules/shopping/armurerieauxerre.py2CODE
LOWholehe/modules/shopping/naturabuy.py1CODE
LOWholehe/modules/shopping/naturabuy.py2CODE
LOWholehe/modules/shopping/amazon.py1CODE
LOWholehe/modules/shopping/amazon.py2CODE
LOWholehe/modules/products/nike.py1CODE
LOWholehe/modules/products/nike.py2CODE
LOWholehe/modules/products/eventbrite.py1CODE
LOWholehe/modules/products/eventbrite.py2CODE
LOWholehe/modules/products/samsung.py1CODE
LOWholehe/modules/products/samsung.py2CODE
LOWholehe/modules/transport/blablacar.py1CODE
LOWholehe/modules/transport/blablacar.py2CODE
LOWholehe/modules/mails/laposte.py1CODE
LOWholehe/modules/mails/laposte.py2CODE
LOWholehe/modules/mails/yahoo.py1CODE
LOWholehe/modules/mails/yahoo.py2CODE
LOWholehe/modules/mails/protonmail.py1CODE
LOWholehe/modules/mails/protonmail.py2CODE
LOWholehe/modules/mails/google.py1CODE
LOWholehe/modules/mails/google.py2CODE
LOWholehe/modules/mails/mail_ru.py1CODE
LOWholehe/modules/mails/mail_ru.py2CODE
LOWholehe/modules/programing/devrant.py1CODE
LOWholehe/modules/programing/devrant.py2CODE
LOWholehe/modules/programing/teamtreehouse.py1CODE
LOWholehe/modules/programing/teamtreehouse.py2CODE
192 more matches not shown…
Excessive Try-Catch Wrapping138 hits · 140 pts
SeverityFileLineSnippetContext
LOWholehe/core.py27except Exception:CODE
LOWholehe/core.py170 except Exception:CODE
LOWholehe/modules/music/tunefind.py22 except Exception:CODE
LOWholehe/modules/music/smule.py27 except Exception:CODE
LOWholehe/modules/music/lastfm.py14 except Exception:CODE
LOWholehe/modules/music/lastfm.py33 except Exception:CODE
LOWholehe/modules/music/blip.py51 except Exception:CODE
LOWholehe/modules/music/spotify.py49 except Exception:CODE
LOWholehe/modules/shopping/vivino.py52 except Exception:CODE
LOWholehe/modules/shopping/garmin.py61 except Exception:CODE
LOWholehe/modules/shopping/garmin.py71 except Exception:CODE
LOWholehe/modules/shopping/naturabuy.py47 except Exception:CODE
LOWholehe/modules/shopping/amazon.py35 except Exception:CODE
LOWholehe/modules/products/nike.py63 except Exception:CODE
LOWholehe/modules/products/eventbrite.py27 except Exception:CODE
LOWholehe/modules/products/eventbrite.py65 except Exception:CODE
LOWholehe/modules/transport/blablacar.py32 except Exception:CODE
LOWholehe/modules/transport/blablacar.py46 except Exception:CODE
LOWholehe/modules/mails/laposte.py34 except Exception:CODE
LOWholehe/modules/mails/yahoo.py99 except Exception:CODE
LOWholehe/modules/mails/protonmail.py27 except Exception:CODE
LOWholehe/modules/mails/protonmail.py30 except Exception:CODE
LOWholehe/modules/mails/protonmail.py46 except Exception:CODE
LOWholehe/modules/mails/google.py31 except Exception:CODE
LOWholehe/modules/mails/mail_ru.py31 except Exception:CODE
LOWholehe/modules/mails/mail_ru.py59 except Exception:CODE
LOWholehe/modules/programing/devrant.py34 except Exception:CODE
LOWholehe/modules/programing/codepen.py30 except Exception:CODE
LOWholehe/modules/programing/codecademy.py29 except Exception:CODE
LOWholehe/modules/programing/replit.py39 except Exception:CODE
LOWholehe/modules/social_media/myspace.py22 except Exception:CODE
LOWholehe/modules/social_media/myspace.py34 except Exception:CODE
LOWholehe/modules/social_media/myspace.py64 except Exception:CODE
LOWholehe/modules/social_media/tellonym.py45 except Exception:CODE
LOWholehe/modules/social_media/tumblr.py94 except Exception:CODE
LOWholehe/modules/social_media/xing.py21 except Exception:CODE
LOWholehe/modules/social_media/xing.py60 except Exception:CODE
LOWholehe/modules/social_media/bitmoji.py44 except Exception:CODE
LOWholehe/modules/social_media/vsco.py40 except Exception:CODE
LOWholehe/modules/social_media/discord.py52 except Exception:CODE
LOWholehe/modules/social_media/discord.py73 except Exception:CODE
LOWholehe/modules/social_media/strava.py24 except Exception:CODE
LOWholehe/modules/social_media/wattpad.py22 except Exception:CODE
LOWholehe/modules/social_media/odnoklassniki.py90 except Exception:CODE
LOWholehe/modules/social_media/facebook.py28 except Exception as e:CODE
MEDIUMholehe/modules/social_media/facebook.py29 print(f"Error occurred while fetching CSRF token: {e}")CODE
LOWholehe/modules/social_media/facebook.py83 except Exception as e:CODE
MEDIUMholehe/modules/social_media/facebook.py84 print(f"Error occurred during POST request: {e}")CODE
LOWholehe/modules/social_media/snapchat.py44 except Exception:CODE
LOWholehe/modules/social_media/patreon.py44 except Exception:CODE
LOWholehe/modules/social_media/twitter.py30 except Exception:CODE
LOWholehe/modules/social_media/instagram.py23 except Exception:CODE
LOWholehe/modules/social_media/parler.py35 except Exception:CODE
LOWholehe/modules/social_media/crevado.py23 except Exception:CODE
LOWholehe/modules/social_media/crevado.py74 except Exception:CODE
LOWholehe/modules/payment/venmo.py25 except Exception:CODE
LOWholehe/modules/learning/duolingo.py40 except Exception:CODE
LOWholehe/modules/learning/quora.py25 except Exception:CODE
LOWholehe/modules/learning/quora.py57 except Exception:CODE
LOWholehe/modules/learning/diigo.py27 except Exception:CODE
78 more matches not shown…
Cross-Language Confusion5 hits · 25 pts
SeverityFileLineSnippetContext
HIGHholehe/modules/mails/google.py29 freq = req.text.split('quot;,null,null,null,"')[CODE
HIGHholehe/modules/mails/google.py52 'deviceinfo': '[null,null,null,[],null,"FR",null,null,[],"GlifWebSignIn",null,[null,null,[],null,null,null,null,CODE
HIGHholehe/modules/social_media/discord.py28 20) + '","invite":null,"consent":true,"date_of_birth":"","gift_code_sku_id":null,"captcha_key":null}'CODE
HIGHholehe/modules/crm/pipedrive.py24 data = '{"email":"'+email+'","language":"fr","country_code":"fr","selectedTier":null,"packages":[]}'CODE
HIGHholehe/modules/company/aboutme.py35 '","honeypot":"","actions":{"id":"actions"},"apps":[],"contact":{"id":"contact"},"contact_me":{"id":"contact_me"CODE
Deep Nesting11 hits · 11 pts
SeverityFileLineSnippetContext
LOWholehe/core.py50CODE
LOWholehe/core.py106CODE
LOWholehe/modules/products/samsung.py72CODE
LOWholehe/modules/mails/yahoo.py5CODE
LOWholehe/modules/mails/protonmail.py5CODE
LOWholehe/modules/social_media/discord.py5CODE
LOWholehe/modules/social_media/odnoklassniki.py5CODE
LOWholehe/modules/social_media/facebook.py6CODE
LOWholehe/modules/social_media/instagram.py5CODE
LOWholehe/modules/social_media/taringa.py5CODE
LOWholehe/modules/porn/xnxx.py4CODE
Over-Commented Block5 hits · 5 pts
SeverityFileLineSnippetContext
LOW.github/workflows/codeql-analysis.yml1# For most projects, this workflow file will not need changing; you simply needCOMMENT
LOW.github/workflows/codeql-analysis.yml41 - name: Initialize CodeQLCOMMENT
LOWholehe/modules/music/lastfm.py61# "valid": false,COMMENT
LOWholehe/modules/music/lastfm.py81# "passwordConf": {COMMENT
LOWholehe/modules/music/lastfm.py101# ]COMMENT
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWholehe/core.py226 # Print the resultCOMMENT