coderamp-labs/gitingest

15.7

Adjusted Score

15.7

Raw Score

100%

Time Factor

2026-07-14

Last Push

15.1K

Stars

Python

Language

11.1K

Lines of Code

Files

149

Pattern Hits

2026-07-14

Scan Date

0.00

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

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.

Severity Breakdown

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.

CRITICAL 0HIGH 0MEDIUM 10LOW 139

Directory Score Breakdown

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.

Pattern Findings

The scanner identified 149 distinct pattern matches across 11 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.

Hyper-Verbose Identifiers59 hits · 60 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	30	def get_ensure_git_installed_call_count() -> int:	CODE
LOW	tests/test_notebook_utils.py	14	def test_process_notebook_all_cells(write_notebook: WriteNotebookFunc) -> None:	CODE
LOW	tests/test_notebook_utils.py	48	def test_process_notebook_with_worksheets(write_notebook: WriteNotebookFunc) -> None:	CODE
LOW	tests/test_notebook_utils.py	80	def test_process_notebook_multiple_worksheets(write_notebook: WriteNotebookFunc) -> None:	CODE
LOW	tests/test_notebook_utils.py	118	def test_process_notebook_code_only(write_notebook: WriteNotebookFunc) -> None:	CODE
LOW	tests/test_notebook_utils.py	139	def test_process_notebook_markdown_only(write_notebook: WriteNotebookFunc) -> None:	CODE
LOW	tests/test_notebook_utils.py	161	def test_process_notebook_raw_only(write_notebook: WriteNotebookFunc) -> None:	CODE
LOW	tests/test_notebook_utils.py	183	def test_process_notebook_empty_cells(write_notebook: WriteNotebookFunc) -> None:	CODE
LOW	tests/test_notebook_utils.py	206	def test_process_notebook_invalid_cell_type(write_notebook: WriteNotebookFunc) -> None:	CODE
LOW	tests/test_notebook_utils.py	225	def test_process_notebook_with_output(write_notebook: WriteNotebookFunc) -> None:	CODE
LOW	tests/test_git_utils.py	35	def test_validate_github_token_valid(token: str) -> None:	CODE
LOW	tests/test_git_utils.py	52	def test_validate_github_token_invalid(token: str) -> None:	CODE
LOW	tests/test_git_utils.py	113	def test_create_git_auth_header(token: str) -> None:	CODE
LOW	tests/test_git_utils.py	129	def test_create_git_repo_helper_calls(	CODE
LOW	tests/test_git_utils.py	195	def test_create_git_auth_header_with_ghe_url(token: str, url: str, expected_hostname: str) -> None:	CODE
LOW	tests/test_git_utils.py	234	def test_create_git_repo_with_ghe_urls(	CODE
LOW	tests/test_git_utils.py	264	def test_create_git_repo_ignores_non_github_urls(	CODE
LOW⚡	tests/test_gitignore_feature.py	35	def test_load_gitignore_patterns(tmp_path: Path) -> None:	CODE
LOW	tests/test_gitignore_feature.py	52	async def test_ingest_with_gitignore(repo_path: Path) -> None:	CODE
LOW	tests/test_clone.py	70	async def test_clone_nonexistent_repository(repo_exists_true: AsyncMock) -> None:	CODE
LOW	tests/test_clone.py	121	async def test_clone_without_commit(repo_exists_true: AsyncMock, gitpython_mocks: dict) -> None:	CODE
LOW	tests/test_clone.py	149	async def test_clone_creates_parent_directory(tmp_path: Path, gitpython_mocks: dict) -> None:	CODE
LOW	tests/test_clone.py	170	async def test_clone_with_specific_subpath(gitpython_mocks: dict) -> None:	CODE
LOW	tests/test_clone.py	192	async def test_clone_with_include_submodules(gitpython_mocks: dict) -> None:	CODE
LOW	tests/test_clone.py	209	async def test_check_repo_exists_with_auth_token(mocker: MockerFixture) -> None:	CODE
LOW	tests/test_pattern_utils.py	7	def test_process_patterns_empty_patterns() -> None:	CODE
LOW	tests/test_pattern_utils.py	20	def test_parse_patterns_valid() -> None:	CODE
LOW	tests/test_pattern_utils.py	33	def test_process_patterns_include_and_ignore_overlap() -> None:	CODE
LOW	tests/test_ingestion.py	201	def test_include_ignore_patterns(	CODE
LOW	tests/test_summary.py	86	def _calculate_expected_lines(ref_type: str, *, is_main_branch: bool) -> int:	CODE
LOW	tests/test_cli.py	62	def test_cli_with_stdout_output() -> None:	CODE
LOW	tests/test_cli.py	93	def _invoke_isolated_cli_runner(args: list[str]) -> Result:	CODE
LOW	tests/query_parser/test_query_parser.py	42	async def test_parse_url_valid_https(url: str, stub_resolve_sha: dict[str, AsyncMock]) -> None:	CODE
LOW	tests/query_parser/test_query_parser.py	51	async def test_parse_url_valid_http(url: str, stub_resolve_sha: dict[str, AsyncMock]) -> None:	CODE
LOW	tests/query_parser/test_query_parser.py	90	async def test_parse_query_mixed_case(stub_resolve_sha: dict[str, AsyncMock]) -> None:	CODE
LOW	tests/query_parser/test_query_parser.py	106	async def test_parse_url_with_subpaths(	CODE
LOW	tests/query_parser/test_query_parser.py	129	async def test_parse_url_invalid_repo_structure(stub_resolve_sha: dict[str, AsyncMock]) -> None:	CODE
LOW	tests/query_parser/test_query_parser.py	144	async def test_parse_local_dir_path_local_path() -> None:	CODE
LOW	tests/query_parser/test_query_parser.py	160	async def test_parse_local_dir_path_relative_path() -> None:	CODE
LOW	tests/query_parser/test_query_parser.py	176	async def test_parse_remote_repo_empty_source(stub_resolve_sha: dict[str, AsyncMock]) -> None:	CODE
LOW	tests/query_parser/test_query_parser.py	199	async def test_parse_url_branch_and_commit_distinction(	CODE
LOW	tests/query_parser/test_query_parser.py	222	async def test_parse_local_dir_path_uuid_uniqueness() -> None:	CODE
LOW	tests/query_parser/test_query_parser.py	237	async def test_parse_url_with_query_and_fragment(stub_resolve_sha: dict[str, AsyncMock]) -> None:	CODE
LOW	tests/query_parser/test_query_parser.py	254	async def test_parse_url_unsupported_host(stub_resolve_sha: dict[str, AsyncMock]) -> None:	CODE
LOW	tests/query_parser/test_query_parser.py	270	async def test_parse_query_with_branch() -> None:	CODE
LOW	tests/query_parser/test_query_parser.py	304	async def test_parse_repo_source_with_various_url_patterns(	CODE
LOW	tests/query_parser/test_query_parser.py	330	async def _assert_basic_repo_fields(url: str, sha_mock: AsyncMock) -> IngestionQuery:	CODE
LOW	tests/query_parser/test_git_host_agnostic.py	31	async def test_parse_query_without_host(	CODE
LOW	tests/server/test_flow_integration.py	49	async def test_remote_repository_analysis(request: pytest.FixtureRequest) -> None:	CODE
LOW	tests/server/test_flow_integration.py	74	async def test_invalid_repository_url(request: pytest.FixtureRequest) -> None:	CODE
LOW	tests/server/test_flow_integration.py	171	async def test_repository_with_patterns(request: pytest.FixtureRequest) -> None:	CODE
LOW	src/server/server_utils.py	18	async def rate_limit_exception_handler(request: Request, exc: Exception) -> Response:	CODE
LOW	src/static/llms.txt	334	def ingest_with_token_rotation(repo_url: str, token_manager):	CODE
LOW	src/gitingest/clone.py	130	async def _perform_post_clone_operations(	CODE
LOW	src/gitingest/utils/query_parser_utils.py	101	async def _try_domains_for_user_and_repo(user_name: str, repo_name: str, token: str \| None = None) -> str:	CODE
LOW	src/gitingest/utils/query_parser_utils.py	133	def _is_valid_git_commit_hash(commit: str) -> bool:	CODE
LOW	src/gitingest/utils/query_parser_utils.py	219	def _get_user_and_repo_from_path(path: str) -> tuple[str, str]:	CODE
LOW	src/gitingest/utils/os_utils.py	6	async def ensure_directory_exists_or_create(path: Path) -> None:	CODE
LOW	src/gitingest/utils/git_utils.py	187	async def fetch_remote_branches_or_tags(url: str, *, ref_type: str, token: str \| None = None) -> list[str]:	CODE

Unused Imports50 hits · 50 pts

Severity	File	Line	Context
LOW	tests/conftest.py	7	CODE
LOW	tests/test_git_utils.py	7	CODE
LOW	tests/test_clone.py	7	CODE
LOW	tests/test_ingestion.py	7	CODE
LOW	tests/test_cli.py	3	CODE
LOW	tests/query_parser/test_query_parser.py	8	CODE
LOW	tests/query_parser/test_git_host_agnostic.py	7	CODE
LOW	src/server/form_types.py	3	CODE
LOW	src/server/routers_utils.py	3	CODE
LOW	src/server/models.py	3	CODE
LOW	src/server/server_config.py	3	CODE
LOW	src/server/s3_utils.py	3	CODE
LOW	src/server/query_processor.py	3	CODE
LOW	src/server/main.py	3	CODE
LOW	src/server/routers/__init__.py	3	CODE
LOW	src/server/routers/__init__.py	4	CODE
LOW	src/server/routers/__init__.py	5	CODE
LOW	src/gitingest/query_parser.py	3	CODE
LOW	src/gitingest/ingestion.py	3	CODE
LOW	src/gitingest/output_formatter.py	3	CODE
LOW	src/gitingest/__init__.py	3	CODE
LOW	src/gitingest/__init__.py	3	CODE
LOW	src/gitingest/entrypoint.py	3	CODE
LOW	src/gitingest/__main__.py	4	CODE
LOW	src/gitingest/clone.py	3	CODE
LOW	src/gitingest/utils/query_parser_utils.py	3	CODE
LOW	src/gitingest/utils/auth.py	3	CODE
LOW	src/gitingest/utils/logging_config.py	7	CODE
LOW	src/gitingest/utils/ignore_patterns.py	3	CODE
LOW	src/gitingest/utils/ingestion_utils.py	3	CODE
LOW	src/gitingest/utils/compat_typing.py	4	CODE
LOW	src/gitingest/utils/compat_typing.py	9	CODE
LOW	src/gitingest/utils/compat_typing.py	9	CODE
LOW	src/gitingest/utils/compat_typing.py	14	CODE
LOW	src/gitingest/utils/compat_typing.py	6	CODE
LOW	src/gitingest/utils/compat_typing.py	11	CODE
LOW	src/gitingest/utils/compat_typing.py	11	CODE
LOW	src/gitingest/utils/compat_typing.py	16	CODE
LOW	src/gitingest/utils/pattern_utils.py	3	CODE
LOW	src/gitingest/utils/file_utils.py	3	CODE
LOW	src/gitingest/utils/notebook.py	3	CODE
LOW	src/gitingest/utils/git_utils.py	3	CODE
LOW	src/gitingest/schemas/ingestion.py	3	CODE
LOW	src/gitingest/schemas/filesystem.py	3	CODE
LOW	src/gitingest/schemas/cloning.py	3	CODE
LOW	src/gitingest/schemas/__init__.py	3	CODE
LOW	src/gitingest/schemas/__init__.py	4	CODE
LOW	src/gitingest/schemas/__init__.py	4	CODE
LOW	src/gitingest/schemas/__init__.py	4	CODE
LOW	src/gitingest/schemas/__init__.py	5	CODE

Self-Referential Comments5 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_gitignore_feature.py	24	# Create a file that should be included	COMMENT
MEDIUM⚡	tests/test_gitignore_feature.py	28	# Create a file that should be excluded	COMMENT
MEDIUM	src/server/main.py	87	# Define the default allowed hosts for the application	COMMENT
MEDIUM	src/server/metrics_server.py	10	# Create a logger for this module	COMMENT
MEDIUM	src/server/metrics_server.py	13	# Create a separate FastAPI app for metrics	COMMENT

Redundant / Tautological Comments7 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	src/server/query_processor.py	98	# Check if file exists on S3	COMMENT
LOW	src/server/query_processor.py	281	# Check if digest already exists on S3 before cloning	COMMENT
LOW⚡	src/server/main.py	48	# Set traces_sample_rate to capture transactions for tracing	COMMENT
LOW⚡	src/server/main.py	50	# Set profile_session_sample_rate to profile sessions	COMMENT
LOW⚡	src/server/main.py	52	# Set profile_lifecycle to automatically run the profiler	COMMENT
LOW	src/gitingest/utils/logging_config.py	138	# Check if we're in Kubernetes or production environment	COMMENT
LOW	src/gitingest/utils/notebook.py	47	# Check if the notebook contains worksheets	COMMENT

Excessive Try-Catch Wrapping10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	src/server/routers_utils.py	54	except Exception as exc:	CODE
LOW	src/server/s3_utils.py	383	except Exception as exc:	CODE
LOW	src/server/s3_utils.py	462	except Exception as exc:	CODE
LOW	src/server/query_processor.py	131	except Exception as exc:	CODE
LOW	src/server/query_processor.py	187	except Exception as metadata_exc:	CODE
LOW	src/server/query_processor.py	270	except Exception as exc:	CODE
LOW	src/server/query_processor.py	307	except Exception as exc:	CODE
LOW	src/gitingest/__main__.py	187	except Exception as exc:	CODE
LOW	src/gitingest/utils/git_utils.py	104	except Exception as exc:	CODE
LOW	src/gitingest/schemas/filesystem.py	134	except Exception as exc:	CODE

Decorative Section Separators3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_cli.py	72	# ─── core expectations (stdout) ────────────────────────────────────-	COMMENT
MEDIUM	src/static/llms.txt	136	# ================================================	COMMENT
MEDIUM	src/static/llms.txt	138	# ================================================	COMMENT

Modern Structural Boilerplate4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	src/server/routers/__init__.py	7	__all__ = ["dynamic", "index", "ingest"]	CODE
LOW	src/gitingest/__init__.py	5	__all__ = ["ingest", "ingest_async"]	CODE
LOW	src/gitingest/utils/compat_typing.py	18	__all__ = ["Annotated", "ParamSpec", "StrEnum", "TypeAlias"]	CODE
LOW	src/gitingest/schemas/__init__.py	7	__all__ = ["CloneConfig", "FileSystemNode", "FileSystemNodeType", "FileSystemStats", "IngestionQuery"]	CODE

AI Slop Vocabulary3 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/conftest.py	228	"""Provide comprehensive GitPython mocks for testing."""	STRING
MEDIUM	tests/conftest.py	233	"""Set up comprehensive GitPython mocks."""	STRING
LOW	src/gitingest/query_parser.py	79	# If no extra path parts, just return	COMMENT

Deep Nesting3 hits · 3 pts

Severity	File	Line	Context
LOW	src/server/s3_utils.py	486	CODE
LOW	src/gitingest/ingestion.py	123	CODE
LOW	src/gitingest/clone.py	32	CODE

AI Structural Patterns3 hits · 3 pts

Severity	File	Line	Context
LOW	src/gitingest/entrypoint.py	35	CODE
LOW	src/gitingest/entrypoint.py	151	CODE
LOW	src/gitingest/__main__.py	117	CODE

Over-Commented Block2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/codeql.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	src/static/llms.txt	121	```	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings