3.3

Adjusted Signal

3.3

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

1.9K

Stars

Python

Language

35.2K

Lines of Code

Files

Pattern Hits

2026-10-31

Scan Date

0.15

HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 3.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 19 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.9/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 8.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 37 finding(s).

PR Review Velocity Impact 15.8/100 · LOW

Which changes need focused human review? 59 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 10MEDIUM 6LOW 43

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 59 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.

Empty Error Handlers6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	github_poster/html_parser/github_parser.py	45	except Exception:	CODE
HIGH	github_poster/loader/duolingo_loader.py	61	except Exception:	CODE
HIGH	github_poster/loader/cichang_loader.py	83	except Exception:	CODE
HIGH	github_poster/loader/openlanguage_loader.py	88	except Exception:	CODE
HIGH	github_poster/loader/gitlab_loader.py	91	except Exception:	CODE
HIGH	github_poster/loader/ns_loader.py	88	except Exception:	CODE

Cross-Language Confusion4 hits · 28 pts

Severity	File	Line	Snippet	Context
HIGH	github_poster/circluar_drawer.py	112	path.push(	CODE
HIGH⚡	github_poster/circluar_drawer.py	177	path.push("l", (r2 - r1) * sin_a1, (r1 - r2) * cos_a1)	CODE
HIGH⚡	github_poster/circluar_drawer.py	178	path.push(f"a{r2},{r2} 0 0,0 {r2 * (sin_a2 - sin_a1)},{r2 * (cos_a1 - cos_a2)}")	CODE
HIGH⚡	github_poster/circluar_drawer.py	179	path.push("l", (r1 - r2) * sin_a2, (r2 - r1) * cos_a2)	CODE

Excessive Try-Catch Wrapping22 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	github_poster/html_parser/github_parser.py	45	except Exception:	CODE
LOW	github_poster/loader/todoist_loader.py	56	except Exception as e:	CODE
LOW	github_poster/loader/leetcode_loader.py	62	except Exception:	CODE
LOW	github_poster/loader/github_loader.py	39	except Exception as e:	CODE
LOW	github_poster/loader/nrc_loader.py	51	except Exception as e:	CODE
LOW	github_poster/loader/nrc_loader.py	94	except Exception as e:	CODE
MEDIUM	github_poster/loader/nrc_loader.py	39	def _get_access(self):	CODE
MEDIUM	github_poster/loader/nrc_loader.py	84	def make_track_dict(self):	CODE
LOW	github_poster/loader/neodb_loader.py	72	except Exception as e:	CODE
LOW	github_poster/loader/duolingo_loader.py	61	except Exception:	CODE
LOW	github_poster/loader/strava_loader.py	72	except Exception:	CODE
MEDIUM	github_poster/loader/strava_loader.py	28	def try_import_deps(cls):	CODE
LOW	github_poster/loader/garmin_loader.py	56	except Exception as e: # try twice	CODE
MEDIUM	github_poster/loader/garmin_loader.py	22	def try_import_deps(cls):	CODE
LOW	github_poster/loader/shanbay_loader.py	74	except Exception:	CODE
LOW	github_poster/loader/cichang_loader.py	83	except Exception:	CODE
LOW	github_poster/loader/openlanguage_loader.py	88	except Exception:	CODE
LOW	github_poster/loader/gitlab_loader.py	72	except Exception as e:	CODE
LOW	github_poster/loader/gitlab_loader.py	91	except Exception:	CODE
MEDIUM	github_poster/loader/gitlab_loader.py	58	def make_latest_date_dict(self):	CODE
LOW	github_poster/loader/gpx_loader.py	66	except Exception as e:	CODE
LOW	github_poster/loader/ns_loader.py	88	except Exception:	CODE

Hyper-Verbose Identifiers9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	github_poster/html_parser/kindle_parser.py	5	def parse_kindle_text_to_list(text):	CODE
LOW	github_poster/html_parser/jike_parse.py	39	def find_count_dict_by_type_in_html(text, count_type):	CODE
LOW	github_poster/loader/apple_health_loader.py	85	def _load_apple_health_history(self):	CODE
LOW	github_poster/loader/apple_health_loader.py	93	def _write_apple_health_history(self):	CODE
LOW	github_poster/loader/todoist_loader.py	69	def todoist_completed_activity(self, page, limit, offset):	CODE
LOW	github_poster/loader/bilibili_loader.py	47	def _writeback_bilibili_history(self):	CODE
LOW	github_poster/loader/wakatime_loader.py	47	def _writeback_wakatime_history(self):	CODE
LOW	tests/test_strava_loader.py	45	def test_strava_loader_retries_server_fault(monkeypatch, fake_stravalib):	CODE
LOW	tests/test_strava_loader.py	69	def test_strava_loader_does_not_retry_client_fault(monkeypatch, fake_stravalib):	CODE

Unused Imports8 hits · 8 pts

Severity	File	Line	Context
LOW	github_poster/html_parser/__init__.py	1	CODE
LOW	github_poster/html_parser/__init__.py	2	CODE
LOW	github_poster/html_parser/__init__.py	3	CODE
LOW	github_poster/skyline/__init__.py	1	CODE
LOW	github_poster/loader/garmin_loader.py	24	CODE
LOW	github_poster/loader/from_github_issue_loader.py	18	CODE
LOW	github_poster/loader/wakatime_loader.py	4	CODE
LOW	github_poster/loader/wakatime_loader.py	9	CODE

AI Slop Vocabulary4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	github_poster/loader/duolingo_loader.py	62	# just pass for now	COMMENT
LOW	github_poster/loader/cichang_loader.py	84	# just pass for now	COMMENT
LOW	github_poster/loader/gitlab_loader.py	92	# what fucking things happened just pass	COMMENT
LOW	github_poster/loader/ns_loader.py	89	# just pass for now	COMMENT

Deep Nesting5 hits · 5 pts

Severity	File	Line	Context
LOW	github_poster/drawer.py	143	CODE
LOW	github_poster/html_parser/github_parser.py	36	CODE
LOW	github_poster/html_parser/jike_parse.py	39	CODE
LOW	github_poster/loader/bbdc_loader.py	106	CODE
LOW	github_poster/loader/chatgpt_loader.py	39	CODE

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	github_poster/skyline/config.py	1	# you can change skyline config from here	COMMENT

yihong0618/GitHubPoster

Open-Source Code Quality, Security and Technical Debt Review