3.5

Adjusted Signal

3.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

3.7K

Stars

Python

Language

50.1K

Lines of Code

Files

135

Pattern Hits

2026-10-31

Scan Date

0.04

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 8.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 69 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.2/100 · LOW

Are imports declared and package/API names verified? 36 finding(s).

Agent Over-Engineering Ratio 9.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 73 finding(s).

PR Review Velocity Impact 17.5/100 · LOW

Which changes need focused human review? 135 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 4MEDIUM 19LOW 112

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 135 distinct pattern matches across 10 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 Identifiers43 hits · 42 pts

Severity	File	Line	Snippet	Context
LOW	core/source/utils/github_utils.py	143	def build_graphql_repos_query(repo_pairs: list[tuple[str, str]]) -> str:	CODE
LOW	core/source/utils/github_utils.py	192	def fetch_repos_batch_graphql(	CODE
LOW	core/source/generation/backlog_generator.py	31	def generate_backlog_markdown(	CODE
LOW	core/source/generation/readme_generator.py	19	def generate_readme_for_platform(platform):	CODE
LOW	core/source/generation/tableofcontents_generator.py	14	def generate_table_of_contents(platform="all"):	CODE
LOW	core/tests/test_batch_github.py	47	def test_build_graphql_repos_query(self):	CODE
LOW	core/tests/test_batch_github.py	58	def test_normalize_graphql_repo(self):	CODE
LOW	core/tests/test_batch_github.py	79	def test_normalize_graphql_repo_null_license_and_language(self):	CODE
LOW	core/tests/test_batch_github.py	99	def test_fetch_repos_batch_graphql_success(self, mock_post):	CODE
LOW	core/tests/test_batch_github.py	131	def test_fetch_repos_batch_rest(self, mock_fetch_repo_data):	CODE
LOW	core/tests/test_batch_github.py	145	def test_fetch_repos_batch_with_token_and_partial_fallback(	CODE
LOW	core/tests/test_batch_github.py	173	def test_fetch_repos_batch_without_token_falls_back_to_rest(	CODE
LOW	core/tests/test_batch_github.py	183	def test_update_application_data_with_batch_result(self):	CODE
LOW	core/tests/test_batch_github.py	207	def test_update_application_data_respects_custom_flags(self):	CODE
LOW	core/tests/test_batch_github.py	233	def test_update_application_data_uses_fallback_cache_on_fetch_failure(self):	CODE
LOW	core/tests/test_batch_github.py	264	def test_update_application_data_preserves_zero_stars_from_fallback(self):	CODE
LOW	core/tests/test_batch_github.py	294	def test_update_application_data_populates_safe_defaults_when_no_fallback(self):	CODE
LOW	core/tests/test_batch_github.py	315	def test_update_application_data_preserves_custom_flags_on_fetch_failure(self):	CODE
LOW	core/tests/test_batch_github.py	349	def test_update_all_applications_flow(self, mock_batch):	CODE
LOW	core/tests/test_batch_github.py	407	def test_update_all_applications_preserves_fallback_cache_on_batch_failure(	CODE
LOW	core/tests/test_batch_github.py	469	def test_generate_backlog_preserves_fallback_cache_on_failure(self, mock_batch):	CODE
LOW	core/tests/test_batch_github.py	516	def test_update_application_data_persists_archived_and_github_full_name(self):	CODE
LOW	core/tests/test_batch_github.py	536	def test_update_application_data_fallback_persists_archived_and_github_full_name(	CODE
LOW	core/tests/test_batch_github.py	562	def test_update_application_data_defaults_when_no_repo_data_or_fallback(self):	CODE
LOW	core/tests/test_batch_github.py	574	def test_status_checker_offline(self):	CODE
LOW	core/tests/test_status_pr_opener.py	93	def test_build_pr_content_archive(self):	CODE
LOW	core/tests/test_status_pr_opener.py	107	def test_build_pr_content_deleted(self):	CODE
LOW	core/tests/test_status_pr_opener.py	121	def test_build_pr_content_rebrand(self):	CODE
LOW	core/tests/test_status_pr_opener.py	136	def test_apply_archive_change(self):	CODE
LOW	core/tests/test_status_pr_opener.py	175	def test_apply_rebrand_change(self):	CODE
LOW	core/tests/test_status_pr_opener.py	233	def test_get_open_pull_requests_gh(self, mock_run):	CODE
LOW	core/tests/test_status_pr_opener.py	254	def test_get_repo_slug_from_env(self):	CODE
LOW	core/tests/test_status_pr_opener.py	257	def test_run_status_pr_opener_dry_run(self):	CODE
LOW	core/tests/test_json_formatter.py	35	def test_validate_categories_duplicates_and_parents(self):	CODE
LOW	core/tests/test_json_formatter.py	108	def test_validate_flags_and_tags_in_applications(self):	CODE
LOW	core/tests/test_json_formatter.py	231	def test_generate_report_clean_and_with_issues(self):	CODE
LOW	core/tests/test_json_formatter.py	255	def test_run_format_checks_integration(self):	CODE
LOW	core/tests/test_generation.py	30	def test_app_matches_platform(self):	CODE
LOW	core/tests/test_generation.py	48	def test_no_empty_tables_or_empty_parents(self):	CODE
LOW	core/tests/test_generation.py	73	def test_table_of_contents_synchronized_with_contents(self):	CODE
LOW	core/tests/test_generation.py	102	def test_specific_known_empty_categories_omitted(self):	CODE
LOW	core/tests/test_generation.py	138	def test_unified_header_contains_all_components(self):	CODE
LOW	core/tests/test_generation.py	172	def test_go_to_top_anchor_standardized(self):	CODE

Modern AI Meta-Vocabulary13 hits · 32 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	441	\| [Crush](https://github.com/charmbracelet/crush) `TUI` \| Glamourous agentic coding for all 💘 \| `Cross` \| 28.9k \|	CODE
MEDIUM	README.md	552	\| [Opik](https://github.com/comet-ml/opik) \| Debug, evaluate, and monitor your LLM applications, RAG systems, and agenti	CODE
MEDIUM	README.md	556	### RAG	COMMENT
MEDIUM	resources/backup/lastmanualreadme.md	427	### RAG	COMMENT
MEDIUM	resources/backup/lastmanualreadme.md	438	\| [DocsGPT](https://github.com/arc53/DocsGPT) \| DocsGPT is an open-source genAI tool that helps users get reliable answe	CODE
MEDIUM	resources/readmes/selfhost.md	407	\| [Opik](https://github.com/comet-ml/opik) \| Debug, evaluate, and monitor your LLM applications, RAG systems, and agenti	CODE
MEDIUM	resources/readmes/selfhost.md	410	### RAG	COMMENT
MEDIUM	resources/readmes/windows.md	392	\| [Crush](https://github.com/charmbracelet/crush) `TUI` \| Glamourous agentic coding for all 💘 \| `Cross` \| 28.9k \|	CODE
MEDIUM	resources/readmes/windows.md	475	### RAG	COMMENT
MEDIUM	resources/readmes/linux.md	394	\| [Crush](https://github.com/charmbracelet/crush) `TUI` \| Glamourous agentic coding for all 💘 \| `Cross` \| 28.9k \|	CODE
MEDIUM	resources/readmes/linux.md	469	### RAG	COMMENT
MEDIUM	resources/readmes/macos.md	399	\| [Crush](https://github.com/charmbracelet/crush) `TUI` \| Glamourous agentic coding for all 💘 \| `Cross` \| 28.9k \|	CODE
MEDIUM	resources/readmes/macos.md	484	### RAG	COMMENT

Unused Imports35 hits · 32 pts

Severity	File	Line	Context
LOW	core/source/utils/github_utils.py	1	CODE
LOW	core/source/utils/__init__.py	18	CODE
LOW	core/source/utils/__init__.py	18	CODE
LOW	core/source/utils/__init__.py	18	CODE
LOW	core/source/utils/__init__.py	23	CODE
LOW	core/source/utils/__init__.py	23	CODE
LOW	core/source/utils/__init__.py	23	CODE
LOW	core/source/utils/__init__.py	23	CODE
LOW	core/source/utils/__init__.py	23	CODE
LOW	core/source/utils/__init__.py	23	CODE
LOW	core/source/utils/__init__.py	23	CODE
LOW	core/source/utils/__init__.py	23	CODE
LOW	core/source/utils/__init__.py	23	CODE
LOW	core/source/utils/__init__.py	2	CODE
LOW	core/source/utils/__init__.py	2	CODE
LOW	core/source/utils/__init__.py	2	CODE
LOW	core/source/utils/__init__.py	2	CODE
LOW	core/source/utils/__init__.py	2	CODE
LOW	core/source/utils/__init__.py	2	CODE
LOW	core/source/utils/__init__.py	2	CODE
LOW	core/source/utils/__init__.py	2	CODE
LOW	core/source/utils/__init__.py	2	CODE
LOW	core/source/utils/__init__.py	2	CODE
LOW	core/source/utils/__init__.py	2	CODE
LOW	core/source/utils/__init__.py	2	CODE
LOW	core/source/utils/markdown_utils.py	1	CODE
LOW	core/source/maintenance/json_formatter.py	1	CODE
LOW	core/source/maintenance/status_pr_opener.py	1	CODE
LOW	core/source/maintenance/backlog_updator.py	1	CODE
LOW	core/source/maintenance/stats_updator.py	1	CODE
LOW	core/source/maintenance/status_checker.py	1	CODE
LOW	core/tests/test_batch_github.py	1	CODE
LOW	core/tests/test_status_pr_opener.py	1	CODE
LOW	core/tests/test_json_formatter.py	1	CODE
LOW	core/tests/test_generation.py	1	CODE

Excessive Try-Catch Wrapping25 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW	core/source/utils/github_utils.py	27	except Exception:	CODE
LOW	core/source/utils/github_utils.py	67	except Exception:	CODE
LOW	core/source/utils/github_utils.py	77	except Exception:	CODE
LOW	core/source/utils/github_utils.py	125	except Exception as e:	CODE
MEDIUM	core/source/utils/github_utils.py	126	print(f"Error fetching {repo_path}: {e}")	CODE
LOW	core/source/utils/github_utils.py	262	except Exception as e:	CODE
MEDIUM	core/source/utils/github_utils.py	263	print(f"Error executing GraphQL query for batch {batch_num}: {e}")	CODE
LOW	core/source/utils/github_utils.py	316	except Exception as e:	CODE
MEDIUM	core/source/utils/github_utils.py	317	print(f"Error fetching {repo_path} via REST: {e}")	CODE
LOW	core/source/utils/github_utils.py	360	except Exception as e:	CODE
LOW	core/source/maintenance/status_pr_opener.py	53	except Exception:	CODE
LOW	core/source/maintenance/status_pr_opener.py	92	except Exception:	CODE
LOW	core/source/maintenance/status_pr_opener.py	111	except Exception as e:	CODE
LOW	core/source/maintenance/status_pr_opener.py	336	except Exception as e:	CODE
LOW	core/source/maintenance/status_pr_opener.py	360	except Exception as e:	CODE
MEDIUM	core/source/maintenance/status_pr_opener.py	361	print(f"Error creating PR via API: {e}")	CODE
LOW	core/source/maintenance/status_pr_opener.py	414	except Exception:	CODE
MEDIUM	core/source/maintenance/status_pr_opener.py	487	print(f"Error pushing branch {branch_name}: {push_res.stderr.strip()}")	CODE
LOW	core/source/maintenance/status_pr_opener.py	502	except Exception as e:	CODE
MEDIUM	core/source/maintenance/status_pr_opener.py	503	print(f"Error processing {name}: {e}")	CODE
LOW	core/source/maintenance/backlog_updator.py	67	except Exception as e:	CODE
LOW	core/source/maintenance/backlog_updator.py	148	except Exception:	CODE
LOW	core/source/maintenance/stats_updator.py	294	except Exception as e:	CODE
LOW	core/source/maintenance/stats_updator.py	358	except Exception:	CODE
LOW	core/source/maintenance/status_checker.py	110	except Exception:	CODE

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	core/source/utils/github_utils.py	27	except Exception:	CODE
HIGH	core/source/utils/__init__.py	16	except (ImportError, ModuleNotFoundError):	CODE
HIGH	core/source/maintenance/status_pr_opener.py	53	except Exception:	CODE
HIGH	core/source/maintenance/status_pr_opener.py	92	except Exception:	CODE

Deep Nesting10 hits · 10 pts

Severity	File	Line	Context
LOW	core/source/utils/github_utils.py	192	CODE
LOW	core/source/utils/github_utils.py	271	CODE
LOW	core/source/maintenance/json_formatter.py	175	CODE
LOW	core/source/maintenance/json_formatter.py	371	CODE
LOW	core/source/maintenance/status_pr_opener.py	32	CODE
LOW	core/source/maintenance/backlog_updator.py	22	CODE
LOW	core/source/maintenance/stats_updator.py	22	CODE
LOW	core/source/maintenance/stats_updator.py	247	CODE
LOW	core/source/maintenance/status_checker.py	16	CODE
LOW	core/source/generation/contents_generator.py	27	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	core/source/maintenance/status_pr_opener.py	381	# Check if PR is already open	COMMENT
LOW	core/source/generation/contents_generator.py	89	# Check if this parent category has any subcategories with matching apps	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	core/source/utils/__init__.py	35	__all__ = [	CODE

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	core/tests/test_batch_github.py	121	token="fake-token",	CODE

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/FUNDING.yml	1	# These are supported funding model platforms	COMMENT

mustbeperfect/definitive-opensource

Open-Source Code Quality, Security and Technical Debt Review