abi/screenshot-to-code

11.2

Adjusted Score

11.2

Raw Score

100%

Time Factor

2026-08-14

Last Push

75.5K

Stars

Python

Language

50.8K

Lines of Code

293

Files

506

Pattern Hits

2026-08-29

Scan Date

0.01

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 3MEDIUM 16LOW 487

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 506 distinct pattern matches across 14 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 Identifiers324 hits · 330 pts

Severity	File	Line	Snippet	Context
LOW	design-docs/commits-and-variants.md	120	async def process_variant_completion(index: int, task: asyncio.Task):	CODE
LOW	frontend/src/components/settings/GenerationSettings.tsx	33	function setSelectedDesignSystemId(id: string \| null) {	CODE
LOW	…c/components/select-and-edit/SelectAndEditControls.tsx	7	export function SelectAndEditToolbarButton() {	CODE
LOW	frontend/src/components/select-and-edit/utils.ts	39	export function buildSelectedElementInstruction(	CODE
LOW	…omponents/select-and-edit/useEscapeToExitSelectMode.ts	6	export function useEscapeToExitSelectMode() {	CODE
LOW	frontend/src/components/agent/generation-time.ts	36	export function formatCompletedGenerationDuration(	CODE
LOW	frontend/src/components/agent/activity-order.ts	11	export function groupCompletedAgentEvents(	CODE
LOW	frontend/src/components/agent/AgentActivity.tsx	131	function getExtractedAssetPreviewUrl(asset: unknown): string \| null {	CODE
LOW	frontend/src/components/agent/AgentActivity.tsx	143	function isSuccessfulExtractedAsset(asset: unknown): boolean {	CODE
LOW	…tend/src/components/unified-input/UnifiedInputPane.tsx	48	function setSelectedDesignSystemId(id: string \| null) {	CODE
LOW	frontend/src/components/preview/download.ts	15	function filenameFromContentDisposition(contentDisposition: string \| null) {	CODE
LOW	frontend/src/lib/design-systems.ts	46	export function createHttpDesignSystemsRequest(	CODE
LOW	frontend/src/lib/design-systems.ts	67	export function createDesignSystemsClient(	CODE
LOW	frontend/src/lib/prompt-history.ts	69	export function resolveAssetIdsToDataUrls(	CODE
LOW	frontend/src/lib/prompt-history.ts	104	export function buildAssistantHistoryMessage(	CODE
LOW	frontend/src/lib/prompt-history.ts	115	export function buildUpdateGenerationRequest({	CODE
LOW	backend/asset_extraction.py	134	def _normalize_image_for_detection(image: Image.Image) -> Image.Image:	STRING
LOW	backend/asset_extraction.py	144	def _data_url_to_source_image(	CODE
LOW	backend/asset_extraction.py	240	def _parse_detection_response(	STRING
LOW	backend/asset_extraction.py	346	async def extract_assets_from_images(	STRING
LOW	backend/llm.py	166	def get_openai_reasoning_effort(model: Llm) -> str \| None:	CODE
LOW	backend/main.py	35	async def probe_screenshot_preview_on_startup() -> None:	CODE
LOW	backend/video/utils.py	21	def get_video_bytes_and_mime_type(video_data_url: str) -> tuple[bytes, str]:	CODE
LOW	backend/evals/runner.py	19	def normalize_local_asset_urls(html: str) -> str:	CODE
LOW	backend/evals/runner.py	76	def get_eval_output_subfolder(stack: Stack, model: str) -> str:	CODE
LOW	backend/uploaded_assets/store.py	38	def configure_uploaded_asset_routes(app: FastAPI) -> None:	CODE
LOW	backend/uploaded_assets/store.py	43	def infer_local_asset_base_url(websocket: WebSocket) -> str:	CODE
LOW	backend/uploaded_assets/store.py	83	def _content_type_for_extension(extension: str) -> str:	CODE
LOW	backend/uploaded_assets/store.py	208	def persist_data_url_as_temporary_asset(	CODE
LOW	backend/uploaded_assets/store.py	240	async def persist_data_url_as_asset(	CODE
LOW	backend/uploaded_assets/store.py	261	async def promote_temporary_asset_id(	CODE
LOW	backend/uploaded_assets/tools.py	49	def summarize_save_assets_input(args: Dict[str, Any]) -> Dict[str, Any]:	CODE
LOW	backend/uploaded_assets/prompts.py	41	def append_uploaded_asset_ids_to_prompt(	STRING
LOW	backend/uploaded_assets/prompts.py	52	def append_uploaded_asset_ids_to_history(	STRING
LOW	backend/tests/test_status_broadcast.py	15	async def test_video_update_broadcasts_two_variants() -> None:	CODE
LOW	backend/tests/test_status_broadcast.py	68	async def test_image_update_broadcasts_two_variants() -> None:	CODE
LOW	backend/tests/test_agent_engine.py	63	async def test_asset_extraction_is_only_offered_for_still_image_inputs(	CODE
LOW	backend/tests/test_agent_engine.py	72	def fake_create_provider_session(**kwargs: Any) -> NoToolProviderSession:	CODE
LOW⚡	backend/tests/test_screenshot.py	8	def test_url_without_protocol(self):	CODE
LOW⚡	backend/tests/test_screenshot.py	14	def test_url_with_http_protocol(self):	CODE
LOW⚡	backend/tests/test_screenshot.py	19	def test_url_with_https_protocol(self):	CODE
LOW⚡	backend/tests/test_screenshot.py	24	def test_url_with_path_and_params(self):	CODE
LOW	backend/tests/test_websocket_communicator.py	11	async def test_send_message_ignores_already_completed_websocket() -> None:	CODE
LOW	backend/tests/test_websocket_communicator.py	28	async def test_receive_params_marks_websocket_closed_on_disconnect() -> None:	CODE
LOW	backend/tests/test_websocket_communicator.py	40	async def test_close_ignores_already_completed_websocket() -> None:	CODE
LOW	backend/tests/test_websocket_communicator.py	57	async def test_throw_error_ignores_already_completed_websocket() -> None:	CODE
LOW	backend/tests/test_anthropic_many_image_limit.py	65	def _first_prompt_image_source(session: AnthropicProviderSession) -> dict[str, Any]:	CODE
LOW	backend/tests/test_anthropic_many_image_limit.py	99	def test_initial_request_uses_stricter_limit_only_above_twenty_images(	CODE
LOW	backend/tests/test_anthropic_many_image_limit.py	109	async def test_crossing_limit_with_tool_images_resizes_history_and_future_images() -> None:	CODE
LOW	backend/tests/test_design_systems.py	18	async def test_design_system_crud_persists_to_backend_file(	CODE
LOW	backend/tests/test_openai_input_compare.py	9	def test_compare_openai_inputs_returns_none_for_identical_inputs() -> None:	CODE
LOW	backend/tests/test_openai_input_compare.py	26	def test_compare_openai_inputs_finds_first_different_block_and_field() -> None:	CODE
LOW	backend/tests/test_openai_input_compare.py	70	def test_compare_openai_inputs_accepts_raw_input_arrays() -> None:	CODE
LOW	backend/tests/test_capabilities.py	8	async def test_capabilities_reports_screenshot_preview_available(	CODE
LOW	backend/tests/test_capabilities.py	22	async def test_capabilities_reports_screenshot_preview_unavailable(	CODE
LOW	backend/tests/test_request_parsing.py	4	def test_parse_prompt_content_with_valid_data() -> None:	CODE
LOW	backend/tests/test_request_parsing.py	20	def test_parse_prompt_content_filters_invalid_media_types() -> None:	CODE
LOW	backend/tests/test_request_parsing.py	36	def test_parse_prompt_content_defaults_for_invalid_payload() -> None:	CODE
LOW	backend/tests/test_request_parsing.py	42	def test_parse_prompt_history_with_valid_entries() -> None:	CODE
LOW	backend/tests/test_request_parsing.py	76	def test_parse_prompt_history_filters_invalid_items() -> None:	CODE
264 more matches not shown…

Unused Imports59 hits · 59 pts

Severity	File	Line	Context
LOW	backend/video/__init__.py	1	CODE
LOW	backend/video/__init__.py	1	CODE
LOW	backend/costs/token_usage.py	1	CODE
LOW	backend/uploaded_assets/__init__.py	1	CODE
LOW	backend/uploaded_assets/__init__.py	1	CODE
LOW	backend/uploaded_assets/__init__.py	5	CODE
LOW	backend/uploaded_assets/__init__.py	5	CODE
LOW	backend/uploaded_assets/__init__.py	5	CODE
LOW	backend/uploaded_assets/__init__.py	5	CODE
LOW	backend/uploaded_assets/__init__.py	5	CODE
LOW	backend/uploaded_assets/__init__.py	5	CODE
LOW	backend/uploaded_assets/__init__.py	5	CODE
LOW	backend/image_generation/core.py	1	CODE
LOW	backend/image_generation/core.py	1	CODE
LOW	backend/agent/tools/__init__.py	1	CODE
LOW	backend/agent/tools/__init__.py	2	CODE
LOW	backend/agent/tools/__init__.py	2	CODE
LOW	backend/agent/tools/__init__.py	2	CODE
LOW	backend/agent/tools/__init__.py	7	CODE
LOW	backend/agent/tools/__init__.py	7	CODE
LOW	backend/agent/tools/__init__.py	8	CODE
LOW	backend/agent/tools/__init__.py	8	CODE
LOW	backend/agent/tools/__init__.py	9	CODE
LOW	backend/agent/tools/__init__.py	9	CODE
LOW	backend/agent/tools/__init__.py	9	CODE
LOW	backend/agent/tools/runtime.py	4	CODE
LOW	backend/agent/providers/__init__.py	1	CODE
LOW	backend/agent/providers/__init__.py	1	CODE
LOW	backend/agent/providers/__init__.py	2	CODE
LOW	backend/agent/providers/__init__.py	2	CODE
LOW	backend/agent/providers/__init__.py	2	CODE
LOW	backend/agent/providers/__init__.py	2	CODE
LOW	backend/agent/providers/__init__.py	2	CODE
LOW	backend/agent/providers/__init__.py	9	CODE
LOW	backend/agent/providers/__init__.py	10	CODE
LOW	backend/agent/providers/__init__.py	10	CODE
LOW	backend/agent/providers/__init__.py	11	CODE
LOW	backend/agent/providers/__init__.py	11	CODE
LOW	backend/agent/providers/__init__.py	11	CODE
LOW	backend/agent/providers/types.py	1	CODE
LOW	backend/agent/providers/types.py	1	CODE
LOW	backend/agent/providers/types.py	1	CODE
LOW	backend/agent/providers/anthropic/__init__.py	1	CODE
LOW	backend/agent/providers/anthropic/__init__.py	1	CODE
LOW	backend/agent/providers/anthropic/__init__.py	1	CODE
LOW	backend/fs_logging/agent_runs.py	48	CODE
LOW	backend/fs_logging/agent_runs.py	49	CODE
LOW	backend/fs_logging/agent_runs.py	49	CODE
LOW	backend/prompts/__init__.py	1	CODE
LOW	backend/prompts/update/__init__.py	1	CODE
LOW	backend/prompts/update/__init__.py	2	CODE
LOW	backend/routes/evals.py	4	CODE
LOW	backend/preview_screenshot/__init__.py	12	CODE
LOW	backend/preview_screenshot/__init__.py	12	CODE
LOW	backend/preview_screenshot/__init__.py	13	CODE
LOW	backend/preview_screenshot/__init__.py	14	CODE
LOW	backend/preview_screenshot/__init__.py	14	CODE
LOW	backend/preview_screenshot/__init__.py	14	CODE
LOW	backend/preview_screenshot/__init__.py	14	CODE

Excessive Try-Catch Wrapping44 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	plan.md	61	except Exception as e:	CODE
LOW	backend/asset_extraction.py	163	except Exception:	CODE
LOW	backend/run_image_generation_evals.py	203	except Exception as exc:	CODE
LOW	backend/evals/runner.py	181	except Exception as e:	CODE
LOW	backend/evals/runner.py	370	except Exception as e_write:	CODE
LOW	backend/evals/runner.py	401	except Exception as e_as_completed:	CODE
LOW⚡	backend/evals/runner.py	436	except Exception as e:	CODE
MEDIUM⚡	backend/evals/runner.py	437	print(f"Error writing timing file {timing_file_path}: {e}")	CODE
LOW⚡	backend/evals/runner.py	446	except Exception as e:	CODE
MEDIUM⚡	backend/evals/runner.py	447	print(f"Error writing failed tasks log {failed_log_path}: {e}")	CODE
LOW	backend/image_generation/replicate.py	100	except Exception as exc:	CODE
LOW	backend/agent/tools/screenshot_preview.py	64	except Exception as exc:	CODE
LOW	backend/agent/tools/parsing.py	73	except Exception:	CODE
LOW	backend/agent/tools/extract_assets.py	94	except Exception as exc:	CODE
LOW	backend/agent/providers/gemini.py	130	except Exception:	CODE
LOW	backend/agent/providers/gemini.py	400	except Exception as exc:	CODE
LOW	backend/fs_logging/prompt_reports.py	146	except Exception as e:	CODE
LOW	backend/fs_logging/agent_runs.py	224	except Exception:	STRING
LOW	backend/fs_logging/agent_runs.py	395	except Exception as exc:	CODE
LOW	backend/fs_logging/agent_runs.py	424	except Exception as exc:	CODE
LOW	backend/fs_logging/agent_runs.py	467	except Exception as exc:	CODE
LOW	backend/fs_logging/agent_runs.py	565	except Exception as exc:	CODE
LOW	backend/fs_logging/agent_runs.py	585	except Exception as exc:	CODE
LOW	backend/fs_logging/agent_runs.py	642	except Exception as exc:	CODE
LOW	backend/fs_logging/agent_runs.py	681	except Exception as exc:	CODE
LOW	backend/fs_logging/agent_runs.py	711	except Exception as exc:	CODE
LOW	backend/fs_logging/agent_runs.py	721	except Exception as exc:	CODE
LOW	backend/fs_logging/agent_runs.py	837	except Exception as exc:	CODE
LOW	backend/fs_logging/agent_runs.py	950	except Exception as exc:	CODE
MEDIUM	backend/routes/generate_code.py	186	print(f"Error (variant {variantIndex + 1}): {value}")	CODE
LOW	backend/routes/generate_code.py	443	except Exception:	CODE
LOW	backend/routes/generate_code.py	527	except Exception:	CODE
LOW	backend/routes/generate_code.py	709	except Exception as e:	CODE
MEDIUM	backend/routes/generate_code.py	710	print(f"Error in variant {index + 1}: {e}")	CODE
LOW	backend/routes/generate_code.py	865	except Exception as e:	CODE
LOW	backend/routes/evals.py	49	except Exception as e:	CODE
LOW	backend/routes/evals.py	103	except Exception as e:	CODE
LOW	backend/routes/evals.py	369	except Exception as e:	CODE
LOW	backend/routes/evals.py	504	except Exception as e:	CODE
LOW	backend/routes/export.py	357	except Exception as exc:	CODE
LOW	backend/routes/screenshot.py	105	except Exception as e:	CODE
LOW	backend/debug/DebugFileWriter.py	26	except Exception as e:	CODE
LOW	backend/preview_screenshot/playwright_backend.py	53	except Exception as exc:	CODE
LOW	backend/preview_screenshot/playwright_backend.py	85	except Exception:	CODE

Decorative Section Separators12 hits · 45 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	backend/tests/test_token_usage.py	41	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/tests/test_token_usage.py	43	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/tests/test_token_usage.py	106	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/tests/test_token_usage.py	108	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/tests/test_token_usage.py	276	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	backend/tests/test_token_usage.py	278	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/tests/test_token_usage.py	12	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/tests/test_token_usage.py	14	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/tests/test_token_usage.py	168	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/tests/test_token_usage.py	170	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/tests/test_token_usage.py	228	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	backend/tests/test_token_usage.py	230	# ---------------------------------------------------------------------------	COMMENT

Deep Nesting27 hits · 27 pts

Severity	File	Line	Context
LOW	backend/utils.py	12	CODE
LOW	backend/utils.py	39	CODE
LOW	backend/utils.py	100	CODE
LOW	backend/utils.py	172	CODE
LOW	backend/evals/runner.py	202	CODE
LOW	backend/evals/asset_extraction_benchmark.py	571	CODE
LOW	backend/agent/engine.py	218	CODE
LOW	backend/agent/tools/extract_assets.py	43	CODE
LOW	backend/agent/providers/gemini.py	136	CODE
LOW	backend/agent/providers/openai.py	28	CODE
LOW	backend/agent/providers/openai.py	90	CODE
LOW	backend/agent/providers/openai.py	173	CODE
LOW	backend/agent/providers/openai.py	93	CODE
LOW	backend/agent/providers/openai.py	496	CODE
LOW	backend/agent/providers/anthropic/provider.py	273	CODE
LOW	backend/agent/providers/anthropic/provider.py	445	CODE
LOW	backend/fs_logging/agent_runs.py	194	CODE
LOW	backend/fs_logging/agent_runs.py	842	CODE
LOW	backend/fs_logging/openai_input_formatting.py	96	CODE
LOW	backend/routes/prompt_reports.py	168	CODE
LOW	backend/routes/generate_code.py	172	CODE
LOW	backend/routes/generate_code.py	284	CODE
LOW	backend/routes/generate_code.py	451	CODE
LOW	backend/routes/agent_runs.py	179	CODE
LOW	backend/routes/agent_runs.py	229	CODE
LOW	backend/routes/evals.py	56	CODE
LOW	backend/routes/evals.py	401	CODE

Cross-Language Confusion3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	backend/asset_extraction.py	235	- If the described occurrence is absent, not uniquely distinguishable, substantially occluded, or cannot be isolated fro	CODE
HIGH	backend/evals/asset_extraction_benchmark.py	355	- If the asset is not visible, return {{"image_index": null, "box_2d": null, "label": "not found"}}.	CODE
HIGH	backend/tests/test_asset_extraction.py	198	assert "image_index=null, box_2d=null" in prompt	CODE

Modern Structural Boilerplate14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	backend/video/__init__.py	6	__all__ = [	CODE
LOW	backend/evals/sessions.py	188	def set_model_order(session_id: str, models: list[str]) -> None:	CODE
LOW	backend/evals/sessions.py	204	def set_model_notes(session_id: str, model: str, notes: str) -> None:	CODE
LOW	backend/uploaded_assets/__init__.py	15	__all__ = [	CODE
LOW	backend/image_generation/core.py	7	__all__ = [	CODE
LOW	backend/agent/tools/__init__.py	15	__all__ = [	CODE
LOW	backend/agent/providers/__init__.py	13	__all__ = [	CODE
LOW	backend/agent/providers/types.py	11	__all__ = [	CODE
LOW	backend/agent/providers/anthropic/__init__.py	7	__all__ = [	CODE
LOW	backend/prompts/__init__.py	3	__all__ = [	CODE
LOW	backend/prompts/update/__init__.py	4	__all__ = [	CODE
LOW	backend/prompts/create/__init__.py	48	__all__ = ["build_create_prompt_from_input"]	CODE
LOW	backend/preview_screenshot/registry.py	16	def set_screenshot_backend(backend: ScreenshotBackend) -> None:	CODE
LOW	backend/preview_screenshot/__init__.py	21	__all__ = [	CODE

Fake / Example Data10 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	backend/tests/test_batching.py	43	monkeypatch.setattr("agent.tools.runtime.REPLICATE_API_KEY", "fake-key")	CODE
LOW	backend/tests/test_batching.py	81	monkeypatch.setattr("agent.tools.runtime.REPLICATE_API_KEY", "fake-key")	CODE
LOW	backend/tests/test_batching.py	113	monkeypatch.setattr("agent.tools.runtime.REPLICATE_API_KEY", "fake-key")	CODE
LOW	backend/tests/test_batching.py	146	monkeypatch.setattr("agent.tools.runtime.REPLICATE_API_KEY", "fake-key")	CODE
LOW	backend/tests/test_tool_image_outputs.py	204	monkeypatch.setattr("agent.tools.runtime.REPLICATE_API_KEY", "fake-key")	CODE
LOW	backend/tests/test_tool_image_outputs.py	286	monkeypatch.setattr("agent.tools.runtime.REPLICATE_API_KEY", "fake-key")	CODE
LOW	backend/tests/test_tool_image_outputs.py	323	monkeypatch.setattr("agent.tools.runtime.REPLICATE_API_KEY", "fake-key")	CODE
LOW⚡	backend/tests/test_prompt_summary.py	17	{"role": "system", "content": "lorem ipsum dolor sit amet"},	CODE
LOW⚡	backend/tests/test_prompt_summary.py	17	{"role": "system", "content": "lorem ipsum dolor sit amet"},	CODE
LOW	backend/tests/test_prompt_summary.py	35	assert "SYSTEM: lorem ipsum" in summary	CODE

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	backend/routes/generate_code.py	850	# Check if all variants failed	COMMENT
LOW	backend/routes/screenshot.py	20	# Check if we have a scheme	COMMENT
LOW	backend/routes/screenshot.py	28	# Check if this might be a domain with port (like example.com:8080)	COMMENT

Over-Commented Block4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/index.css	161	90deg,	COMMENT
LOW	frontend/src/components/select-and-edit/overlays.ts	1	// Devtools-style indicators for select-and-edit mode, rendered as	COMMENT
LOW	backend/.pre-commit-config.yaml	1	# See https://pre-commit.com for more information	COMMENT
LOW	backend/.pre-commit-config.yaml	21	# # entry: poetry run --directory backend pyright	COMMENT

Verbosity Indicators2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	backend/tests/test_agent_runs.py	93	# Step 1: thinking + assistant deltas, one tool call	COMMENT
LOW	backend/tests/test_agent_runs.py	140	# Step 2: final assistant turn, no tools	COMMENT

Structural Annotation Overuse2 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	backend/tests/test_agent_runs.py	93	# Step 1: thinking + assistant deltas, one tool call	COMMENT
LOW	backend/tests/test_agent_runs.py	140	# Step 2: final assistant turn, no tools	COMMENT

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	docker-compose.yml	14	#- BACKEND_PORT=7001 # if you change the port, make sure to also change the VITE_WS_BACKEND_URL at frontend/.env	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	backend/evals/runner.py	202		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings