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30.1 High pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for FlareSolverr/FlareSolverr, a Python project with 15,868 GitHub stars. SynthScan examined 6,098 lines of code across 37 source files, recording 89 pattern matches distributed across 12 syntactic categories. The legacy adjusted pattern signal is 30.1 (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.

30.1
Adjusted Signal
30.1
Raw Pattern Score
100%
Time Factor
2026-09-27
Last Push
15.9K
Stars
Python
Language
6.1K
Lines of Code
37
Files
89
Pattern Hits
2026-10-12
Scan Date
0.57
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 16.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 25 finding(s).

Hallucinated Dependency & Supply Chain Risk 23.7/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 66.8/100 · HIGH

Are wrappers, guards, and repeated structures necessary? 65 finding(s).

PR Review Velocity Impact 82.1/100 · CRITICAL

Which changes need focused human review? 89 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 1HIGH 20MEDIUM 6LOW 62

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 89 distinct pattern matches across 12 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.

Empty Error Handlers17 hits · 85 pts
SeverityFileLineSnippetContext
HIGHsrc/build_package.py15except Exception:CODE
HIGHsrc/build_package.py19except Exception:CODE
HIGHsrc/build_package.py23except Exception:CODE
HIGHsrc/undetected_chromedriver/__init__.py271except AttributeError:CODE
HIGHsrc/undetected_chromedriver/__init__.py775except (AttributeError, RuntimeError, OSError):CODE
HIGHsrc/undetected_chromedriver/__init__.py780except AttributeError:CODE
HIGHsrc/undetected_chromedriver/__init__.py785except Exception as e: # noqaCODE
HIGHsrc/undetected_chromedriver/__init__.py852except: # noqaCODE
HIGHsrc/undetected_chromedriver/__init__.py365except Exception:CODE
HIGHsrc/undetected_chromedriver/__init__.py795except FileNotFoundError:CODE
HIGHsrc/undetected_chromedriver/__init__.py808except OSError:CODE
HIGHsrc/undetected_chromedriver/dprocess.py73except: # noqaCODE
HIGHsrc/undetected_chromedriver/patcher.py266except Exception as e:CODE
HIGHsrc/undetected_chromedriver/patcher.py355except (FileNotFoundError, OSError):CODE
HIGHsrc/undetected_chromedriver/patcher.py222except FileNotFoundError:CODE
HIGHsrc/undetected_chromedriver/patcher.py276except:CODE
HIGHsrc/undetected_chromedriver/patcher.py219except PermissionError:CODE
Excessive Try-Catch Wrapping37 hits · 41 pts
SeverityFileLineSnippetContext
LOW⚡src/build_package.py15 except Exception:CODE
LOW⚡src/build_package.py19 except Exception:CODE
LOW⚡src/build_package.py23 except Exception:CODE
MEDIUMsrc/build_package.py12def clean_files():CODE
LOWsrc/utils.py208 except Exception as e:STRING
LOWsrc/utils.py265 except Exception:STRING
LOWsrc/utils.py268 except Exception:STRING
LOWsrc/utils.py333 except Exception as e:STRING
LOWsrc/flaresolverr_service.py103 except Exception as e:CODE
LOWsrc/flaresolverr_service.py250 except Exception as e:CODE
LOWsrc/flaresolverr_service.py271 except Exception:CODE
LOWsrc/flaresolverr_service.py288 except Exception:CODE
LOWsrc/flaresolverr_service.py368 except Exception:STRING
LOWsrc/flaresolverr_service.py463 except Exception:STRING
LOWsrc/flaresolverr_service.py506 except Exception:STRING
LOWsrc/flaresolverr_service.py513 except Exception:STRING
LOWsrc/undetected_chromedriver/reactor.py51 except Exception as e:CODE
LOWsrc/undetected_chromedriver/reactor.py92 except Exception as e:CODE
LOWsrc/undetected_chromedriver/reactor.py95 except Exception as e:CODE
MEDIUMsrc/undetected_chromedriver/reactor.py47def run(self):CODE
MEDIUMsrc/undetected_chromedriver/__init__.py711def reconnect(self, timeout=0.1):CODE
MEDIUMsrc/undetected_chromedriver/__init__.py768def quit(self):CODE
LOW⚡src/undetected_chromedriver/__init__.py714 except Exception as e:CODE
LOW⚡src/undetected_chromedriver/__init__.py719 except Exception as e:CODE
LOW⚡src/undetected_chromedriver/__init__.py724 except Exception as e:CODE
LOWsrc/undetected_chromedriver/__init__.py365 except Exception:CODE
LOWsrc/undetected_chromedriver/__init__.py441 except Exception as e:CODE
LOWsrc/undetected_chromedriver/__init__.py785 except Exception as e: # noqaCODE
LOWsrc/undetected_chromedriver/cdp.py95 except Exception:CODE
LOWsrc/undetected_chromedriver/cdp.py107 except Exception:CODE
LOWsrc/undetected_chromedriver/patcher.py266 except Exception as e:CODE
LOWsrc/undetected_chromedriver/patcher.py390 except Exception as e:CODE
LOWsrc/undetected_chromedriver/patcher.py399 except Exception as e:CODE
LOWsrc/undetected_chromedriver/devtool.py145 except Exception as e:CODE
LOWsrc/bottle_plugins/prometheus_plugin.py29 except Exception as e:CODE
LOWsrc/bottle_plugins/error_plugin.py14 except Exception as e:CODE
MEDIUMsrc/bottle_plugins/error_plugin.py11def wrapper(*args, **kwargs):CODE
Cross-Language Confusion3 hits · 20 pts
SeverityFileLineSnippetContext
HIGHsrc/undetected_chromedriver/__init__.py644 # while(objectToInspect !== null)COMMENT
HIGHsrc/undetected_chromedriver/__init__.py659 # while(objectToInspect !== null)COMMENT
HIGHsrc/undetected_chromedriver/__init__.py618 const nativeToStringFunctionString = Error.toString().replace(/Error/g, 'toString')CODE
Deep Nesting13 hits · 12 pts
SeverityFileLineSnippetContext
LOWsrc/utils.py305CODE
LOWsrc/flaresolverr_service.py118CODE
LOWsrc/flaresolverr_service.py341CODE
LOWsrc/undetected_chromedriver/reactor.py66CODE
LOWsrc/undetected_chromedriver/__init__.py868CODE
LOWsrc/undetected_chromedriver/__init__.py105CODE
LOWsrc/undetected_chromedriver/cdp.py15CODE
LOWsrc/undetected_chromedriver/patcher.py142CODE
LOWsrc/undetected_chromedriver/patcher.py452CODE
LOWsrc/undetected_chromedriver/devtool.py104CODE
LOWsrc/undetected_chromedriver/devtool.py111CODE
LOWsrc/undetected_chromedriver/devtool.py117CODE
LOWsrc/undetected_chromedriver/devtool.py132CODE
Hallucination Indicators1 hit · 10 pts
SeverityFileLineSnippetContext
CRITICALsrc/undetected_chromedriver/__init__.py280 else selenium.webdriver.common.service.utils.free_port()CODE
Hyper-Verbose Identifiers8 hits · 6 pts
SeverityFileLineSnippetContext
LOWsrc/metrics.py25def start_metrics_http_server(prometheus_port: int):CODE
LOWsrc/tests_sites.py17def asset_cloudflare_solution(self, res, site_url, site_text):CODE
LOWsrc/utils.py35def get_config_browser_wait_timeout() -> int:CODE
LOWsrc/utils.py283def extract_version_nt_executable(exe_path: str) -> str:STRING
LOWsrc/utils.py292def extract_version_nt_registry() -> str:STRING
LOWsrc/utils.py305def extract_version_nt_folder() -> str:STRING
LOWsrc/flaresolverr_service.py59def test_browser_installation():CODE
LOWsrc/flaresolverr_service.py322def _resolve_turnstile_captcha(req: V1RequestBase, driver: WebDriver):STRING
Unused Imports4 hits · 3 pts
SeverityFileLineSnippetContext
LOWsrc/utils.py7CODE
LOWsrc/undetected_chromedriver/__init__.py17CODE
LOWsrc/undetected_chromedriver/__init__.py36CODE
LOWsrc/undetected_chromedriver/webelement.py3CODE
AI Slop Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsrc/undetected_chromedriver/patcher.py377 # Using shell=True for pidof, consider a more robust pid finding method if issues arise.COMMENT
Modern Structural Boilerplate2 hits · 2 pts
SeverityFileLineSnippetContext
LOWsrc/undetected_chromedriver/reactor.py10logger = logging.getLogger(__name__)CODE
LOWsrc/undetected_chromedriver/patcher.py23logger = logging.getLogger(__name__)CODE
Redundant / Tautological Comments1 hit · 0 pts
SeverityFileLineSnippetContext
LOWsrc/utils.py306 # Check if the Chrome folder exists in the x32 or x64 Program Files folders.STRING
Over-Commented Block1 hit · 0 pts
SeverityFileLineSnippetContext
LOWsrc/undetected_chromedriver/__init__.py641 # """COMMENT
AI Structural Patterns1 hit · 0 pts
SeverityFileLineSnippetContext
LOWsrc/undetected_chromedriver/__init__.py105CODE