AI Slop Code RIsk Monitor

abi/screenshot-to-code

Drop in a screenshot and convert it to clean code (HTML/Tailwind/React/Vue)

11.9 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for abi/screenshot-to-code, a Python project with 80,184 GitHub stars. SynthScan examined 51,176 lines of code across 293 source files, recording 518 pattern matches distributed across 15 syntactic categories. The legacy adjusted pattern signal is 11.9 (Moderate 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.

11.9
Adjusted Signal
11.9
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
80.2K
Stars
Python
Language
51.2K
Lines of Code
293
Files
518
Pattern Hits
2026-10-12
Scan Date
0.03
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 30.9/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 368 finding(s).

Hallucinated Dependency & Supply Chain Risk 8.0/100 · LOW

Are imports declared and package/API names verified? 72 finding(s).

Agent Over-Engineering Ratio 37.4/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 407 finding(s).

PR Review Velocity Impact 44.4/100 · MEDIUM

Which changes need focused human review? 518 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 16LOW 492

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 518 distinct pattern matches across 15 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 Identifiers328 hits · 334 pts
SeverityFileLineSnippetContext
LOWdesign-docs/commits-and-variants.md120async def process_variant_completion(index: int, task: asyncio.Task):CODE
LOWfrontend/src/components/settings/GenerationSettings.tsx33 function setSelectedDesignSystemId(id: string | null) {CODE
LOW…c/components/select-and-edit/SelectAndEditControls.tsx7export function SelectAndEditToolbarButton() {CODE
LOWfrontend/src/components/select-and-edit/utils.ts39export function buildSelectedElementInstruction(CODE
LOW…omponents/select-and-edit/useEscapeToExitSelectMode.ts6export function useEscapeToExitSelectMode() {CODE
LOWfrontend/src/components/agent/generation-time.ts36export function formatCompletedGenerationDuration(CODE
LOWfrontend/src/components/agent/activity-order.ts11export function groupCompletedAgentEvents(CODE
LOWfrontend/src/components/agent/AgentActivity.tsx131function getExtractedAssetPreviewUrl(asset: unknown): string | null {CODE
LOWfrontend/src/components/agent/AgentActivity.tsx143function isSuccessfulExtractedAsset(asset: unknown): boolean {CODE
LOW…tend/src/components/unified-input/UnifiedInputPane.tsx48 function setSelectedDesignSystemId(id: string | null) {CODE
LOWfrontend/src/components/preview/download.ts15function filenameFromContentDisposition(contentDisposition: string | null) {CODE
LOWfrontend/src/lib/design-systems.ts46export function createHttpDesignSystemsRequest(CODE
LOWfrontend/src/lib/design-systems.ts67export function createDesignSystemsClient(CODE
LOWfrontend/src/lib/prompt-history.ts69export function resolveAssetIdsToDataUrls(CODE
LOWfrontend/src/lib/prompt-history.ts104export function buildAssistantHistoryMessage(CODE
LOWfrontend/src/lib/prompt-history.ts115export function buildUpdateGenerationRequest({CODE
LOWbackend/asset_extraction.py134def _normalize_image_for_detection(image: Image.Image) -> Image.Image:STRING
LOWbackend/asset_extraction.py144def _data_url_to_source_image(CODE
LOWbackend/asset_extraction.py240def _parse_detection_response(STRING
LOWbackend/asset_extraction.py346async def extract_assets_from_images(STRING
LOWbackend/llm.py192def get_openai_reasoning_effort(model: Llm) -> str | None:CODE
LOWbackend/main.py35async def probe_screenshot_preview_on_startup() -> None:CODE
LOWbackend/video/utils.py21def get_video_bytes_and_mime_type(video_data_url: str) -> tuple[bytes, str]:CODE
LOWbackend/evals/runner.py19def normalize_local_asset_urls(html: str) -> str:CODE
LOWbackend/evals/runner.py76def get_eval_output_subfolder(stack: Stack, model: str) -> str:CODE
LOWbackend/uploaded_assets/store.py38def configure_uploaded_asset_routes(app: FastAPI) -> None:CODE
LOWbackend/uploaded_assets/store.py43def infer_local_asset_base_url(websocket: WebSocket) -> str:CODE
LOWbackend/uploaded_assets/store.py83def _content_type_for_extension(extension: str) -> str:CODE
LOWbackend/uploaded_assets/store.py208def persist_data_url_as_temporary_asset(CODE
LOWbackend/uploaded_assets/store.py240async def persist_data_url_as_asset(CODE
LOWbackend/uploaded_assets/store.py261async def promote_temporary_asset_id(CODE
LOWbackend/uploaded_assets/tools.py49def summarize_save_assets_input(args: Dict[str, Any]) -> Dict[str, Any]:CODE
LOWbackend/uploaded_assets/prompts.py41def append_uploaded_asset_ids_to_prompt(STRING
LOWbackend/uploaded_assets/prompts.py52def append_uploaded_asset_ids_to_history(STRING
LOWbackend/tests/test_status_broadcast.py15async def test_video_update_broadcasts_two_variants() -> None:CODE
LOWbackend/tests/test_status_broadcast.py68async def test_image_update_broadcasts_two_variants() -> None:CODE
LOWbackend/tests/test_agent_engine.py63async def test_asset_extraction_is_only_offered_for_still_image_inputs(CODE
LOWbackend/tests/test_agent_engine.py72 def fake_create_provider_session(**kwargs: Any) -> NoToolProviderSession:CODE
LOW⚡backend/tests/test_screenshot.py8 def test_url_without_protocol(self):CODE
LOW⚡backend/tests/test_screenshot.py14 def test_url_with_http_protocol(self):CODE
LOW⚡backend/tests/test_screenshot.py19 def test_url_with_https_protocol(self):CODE
LOW⚡backend/tests/test_screenshot.py24 def test_url_with_path_and_params(self):CODE
LOWbackend/tests/test_websocket_communicator.py11async def test_send_message_ignores_already_completed_websocket() -> None:CODE
LOWbackend/tests/test_websocket_communicator.py28async def test_receive_params_marks_websocket_closed_on_disconnect() -> None:CODE
LOWbackend/tests/test_websocket_communicator.py40async def test_close_ignores_already_completed_websocket() -> None:CODE
LOWbackend/tests/test_websocket_communicator.py57async def test_throw_error_ignores_already_completed_websocket() -> None:CODE
LOWbackend/tests/test_anthropic_many_image_limit.py65def _first_prompt_image_source(session: AnthropicProviderSession) -> dict[str, Any]:CODE
LOWbackend/tests/test_anthropic_many_image_limit.py99def test_initial_request_uses_stricter_limit_only_above_twenty_images(CODE
LOWbackend/tests/test_anthropic_many_image_limit.py109async def test_crossing_limit_with_tool_images_resizes_history_and_future_images() -> None:CODE
LOWbackend/tests/test_design_systems.py18async def test_design_system_crud_persists_to_backend_file(CODE
LOWbackend/tests/test_openai_input_compare.py9def test_compare_openai_inputs_returns_none_for_identical_inputs() -> None:CODE
LOWbackend/tests/test_openai_input_compare.py26def test_compare_openai_inputs_finds_first_different_block_and_field() -> None:CODE
LOWbackend/tests/test_openai_input_compare.py70def test_compare_openai_inputs_accepts_raw_input_arrays() -> None:CODE
LOWbackend/tests/test_capabilities.py8async def test_capabilities_reports_screenshot_preview_available(CODE
LOWbackend/tests/test_capabilities.py22async def test_capabilities_reports_screenshot_preview_unavailable(CODE
LOWbackend/tests/test_request_parsing.py4def test_parse_prompt_content_with_valid_data() -> None:CODE
LOWbackend/tests/test_request_parsing.py20def test_parse_prompt_content_filters_invalid_media_types() -> None:CODE
LOWbackend/tests/test_request_parsing.py36def test_parse_prompt_content_defaults_for_invalid_payload() -> None:CODE
LOWbackend/tests/test_request_parsing.py42def test_parse_prompt_history_with_valid_entries() -> None:CODE
LOWbackend/tests/test_request_parsing.py76def test_parse_prompt_history_filters_invalid_items() -> None:CODE
268 more matches not shown…
Unused Imports59 hits · 59 pts
SeverityFileLineSnippetContext
LOWbackend/video/__init__.py1CODE
LOWbackend/video/__init__.py1CODE
LOWbackend/costs/token_usage.py1CODE
LOWbackend/uploaded_assets/__init__.py1CODE
LOWbackend/uploaded_assets/__init__.py1CODE
LOWbackend/uploaded_assets/__init__.py5CODE
LOWbackend/uploaded_assets/__init__.py5CODE
LOWbackend/uploaded_assets/__init__.py5CODE
LOWbackend/uploaded_assets/__init__.py5CODE
LOWbackend/uploaded_assets/__init__.py5CODE
LOWbackend/uploaded_assets/__init__.py5CODE
LOWbackend/uploaded_assets/__init__.py5CODE
LOWbackend/image_generation/core.py1CODE
LOWbackend/image_generation/core.py1CODE
LOWbackend/agent/tools/__init__.py1CODE
LOWbackend/agent/tools/__init__.py2CODE
LOWbackend/agent/tools/__init__.py2CODE
LOWbackend/agent/tools/__init__.py2CODE
LOWbackend/agent/tools/__init__.py7CODE
LOWbackend/agent/tools/__init__.py7CODE
LOWbackend/agent/tools/__init__.py8CODE
LOWbackend/agent/tools/__init__.py8CODE
LOWbackend/agent/tools/__init__.py9CODE
LOWbackend/agent/tools/__init__.py9CODE
LOWbackend/agent/tools/__init__.py9CODE
LOWbackend/agent/tools/runtime.py4CODE
LOWbackend/agent/providers/__init__.py1CODE
LOWbackend/agent/providers/__init__.py1CODE
LOWbackend/agent/providers/__init__.py2CODE
LOWbackend/agent/providers/__init__.py2CODE
LOWbackend/agent/providers/__init__.py2CODE
LOWbackend/agent/providers/__init__.py2CODE
LOWbackend/agent/providers/__init__.py2CODE
LOWbackend/agent/providers/__init__.py9CODE
LOWbackend/agent/providers/__init__.py10CODE
LOWbackend/agent/providers/__init__.py10CODE
LOWbackend/agent/providers/__init__.py11CODE
LOWbackend/agent/providers/__init__.py11CODE
LOWbackend/agent/providers/__init__.py11CODE
LOWbackend/agent/providers/types.py1CODE
LOWbackend/agent/providers/types.py1CODE
LOWbackend/agent/providers/types.py1CODE
LOWbackend/agent/providers/anthropic/__init__.py1CODE
LOWbackend/agent/providers/anthropic/__init__.py1CODE
LOWbackend/agent/providers/anthropic/__init__.py1CODE
LOWbackend/fs_logging/agent_runs.py48CODE
LOWbackend/fs_logging/agent_runs.py49CODE
LOWbackend/fs_logging/agent_runs.py49CODE
LOWbackend/prompts/__init__.py1CODE
LOWbackend/prompts/update/__init__.py1CODE
LOWbackend/prompts/update/__init__.py2CODE
LOWbackend/routes/evals.py4CODE
LOWbackend/preview_screenshot/__init__.py12CODE
LOWbackend/preview_screenshot/__init__.py12CODE
LOWbackend/preview_screenshot/__init__.py13CODE
LOWbackend/preview_screenshot/__init__.py14CODE
LOWbackend/preview_screenshot/__init__.py14CODE
LOWbackend/preview_screenshot/__init__.py14CODE
LOWbackend/preview_screenshot/__init__.py14CODE
Excessive Try-Catch Wrapping45 hits · 52 pts
SeverityFileLineSnippetContext
LOWplan.md61 except Exception as e:CODE
LOWbackend/asset_extraction.py163 except Exception:CODE
LOWbackend/run_image_generation_evals.py203 except Exception as exc:CODE
LOWbackend/evals/runner.py181 except Exception as e:CODE
LOWbackend/evals/runner.py370 except Exception as e_write:CODE
LOWbackend/evals/runner.py401 except Exception as e_as_completed:CODE
LOW⚡backend/evals/runner.py436 except Exception as e:CODE
MEDIUM⚡backend/evals/runner.py437 print(f"Error writing timing file {timing_file_path}: {e}")CODE
LOW⚡backend/evals/runner.py446 except Exception as e:CODE
MEDIUM⚡backend/evals/runner.py447 print(f"Error writing failed tasks log {failed_log_path}: {e}")CODE
LOWbackend/image_generation/replicate.py100 except Exception as exc:CODE
LOWbackend/agent/tools/screenshot_preview.py64 except Exception as exc:CODE
LOWbackend/agent/tools/parsing.py73 except Exception:CODE
LOWbackend/agent/tools/extract_assets.py94 except Exception as exc:CODE
LOWbackend/agent/providers/gemini.py130 except Exception:CODE
LOWbackend/agent/providers/gemini.py400 except Exception as exc:CODE
LOWbackend/agent/providers/openai.py54 except Exception:CODE
LOWbackend/fs_logging/prompt_reports.py146 except Exception as e:CODE
LOWbackend/fs_logging/agent_runs.py224 except Exception:STRING
LOWbackend/fs_logging/agent_runs.py395 except Exception as exc:CODE
LOWbackend/fs_logging/agent_runs.py424 except Exception as exc:CODE
LOWbackend/fs_logging/agent_runs.py467 except Exception as exc:CODE
LOWbackend/fs_logging/agent_runs.py565 except Exception as exc:CODE
LOWbackend/fs_logging/agent_runs.py585 except Exception as exc:CODE
LOWbackend/fs_logging/agent_runs.py642 except Exception as exc:CODE
LOWbackend/fs_logging/agent_runs.py681 except Exception as exc:CODE
LOWbackend/fs_logging/agent_runs.py711 except Exception as exc:CODE
LOWbackend/fs_logging/agent_runs.py721 except Exception as exc:CODE
LOWbackend/fs_logging/agent_runs.py837 except Exception as exc:CODE
LOWbackend/fs_logging/agent_runs.py950 except Exception as exc:CODE
MEDIUMbackend/routes/generate_code.py186 print(f"Error (variant {variantIndex + 1}): {value}")CODE
LOWbackend/routes/generate_code.py443 except Exception:CODE
LOWbackend/routes/generate_code.py527 except Exception:CODE
LOWbackend/routes/generate_code.py709 except Exception as e:CODE
MEDIUMbackend/routes/generate_code.py710 print(f"Error in variant {index + 1}: {e}")CODE
LOWbackend/routes/generate_code.py865 except Exception as e:CODE
LOWbackend/routes/evals.py49 except Exception as e:CODE
LOWbackend/routes/evals.py103 except Exception as e:CODE
LOWbackend/routes/evals.py369 except Exception as e:CODE
LOWbackend/routes/evals.py504 except Exception as e:CODE
LOWbackend/routes/export.py357 except Exception as exc:CODE
LOWbackend/routes/screenshot.py105 except Exception as e:CODE
LOWbackend/debug/DebugFileWriter.py26 except Exception as e:CODE
LOWbackend/preview_screenshot/playwright_backend.py53 except Exception as exc:CODE
LOWbackend/preview_screenshot/playwright_backend.py85 except Exception:CODE
Decorative Section Separators12 hits · 45 pts
SeverityFileLineSnippetContext
MEDIUM⚡backend/tests/test_token_usage.py41# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡backend/tests/test_token_usage.py43# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡backend/tests/test_token_usage.py106# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡backend/tests/test_token_usage.py108# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡backend/tests/test_token_usage.py276# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡backend/tests/test_token_usage.py278# ---------------------------------------------------------------------------COMMENT
MEDIUMbackend/tests/test_token_usage.py12# ---------------------------------------------------------------------------COMMENT
MEDIUMbackend/tests/test_token_usage.py14# ---------------------------------------------------------------------------COMMENT
MEDIUMbackend/tests/test_token_usage.py168# ---------------------------------------------------------------------------COMMENT
MEDIUMbackend/tests/test_token_usage.py170# ---------------------------------------------------------------------------COMMENT
MEDIUMbackend/tests/test_token_usage.py228# ---------------------------------------------------------------------------COMMENT
MEDIUMbackend/tests/test_token_usage.py230# ---------------------------------------------------------------------------COMMENT
Empty Error Handlers7 hits · 35 pts
SeverityFileLineSnippetContext
HIGHbackend/asset_extraction.py251except (ValidationError, TypeError, ValueError):CODE
HIGHbackend/agent/tools/runtime.py151except (IndexError, ValueError):CODE
HIGHbackend/agent/providers/gemini.py130except Exception:CODE
HIGHbackend/routes/generate_code.py243except (CODE
HIGHbackend/routes/export.py230except ValueError:CODE
HIGHbackend/preview_screenshot/playwright_backend.py79except PlaywrightTimeoutError:CODE
HIGHbackend/preview_screenshot/playwright_backend.py85except Exception:CODE
Deep Nesting27 hits · 27 pts
SeverityFileLineSnippetContext
LOWbackend/utils.py12CODE
LOWbackend/utils.py39CODE
LOWbackend/utils.py100CODE
LOWbackend/utils.py172CODE
LOWbackend/evals/runner.py202CODE
LOWbackend/evals/asset_extraction_benchmark.py571CODE
LOWbackend/agent/engine.py218CODE
LOWbackend/agent/tools/extract_assets.py43CODE
LOWbackend/agent/providers/gemini.py136CODE
LOWbackend/agent/providers/openai.py88CODE
LOWbackend/agent/providers/openai.py151CODE
LOWbackend/agent/providers/openai.py234CODE
LOWbackend/agent/providers/openai.py154CODE
LOWbackend/agent/providers/openai.py575CODE
LOWbackend/agent/providers/anthropic/provider.py283CODE
LOWbackend/agent/providers/anthropic/provider.py455CODE
LOWbackend/fs_logging/agent_runs.py194CODE
LOWbackend/fs_logging/agent_runs.py842CODE
LOWbackend/fs_logging/openai_input_formatting.py96CODE
LOWbackend/routes/prompt_reports.py168CODE
LOWbackend/routes/generate_code.py172CODE
LOWbackend/routes/generate_code.py284CODE
LOWbackend/routes/generate_code.py451CODE
LOWbackend/routes/agent_runs.py179CODE
LOWbackend/routes/agent_runs.py229CODE
LOWbackend/routes/evals.py56CODE
LOWbackend/routes/evals.py401CODE
Cross-Language Confusion3 hits · 15 pts
SeverityFileLineSnippetContext
HIGHbackend/asset_extraction.py235- If the described occurrence is absent, not uniquely distinguishable, substantially occluded, or cannot be isolated froCODE
HIGHbackend/evals/asset_extraction_benchmark.py355- If the asset is not visible, return {{"image_index": null, "box_2d": null, "label": "not found"}}.CODE
HIGHbackend/tests/test_asset_extraction.py198 assert "image_index=null, box_2d=null" in promptCODE
Modern Structural Boilerplate14 hits · 14 pts
SeverityFileLineSnippetContext
LOWbackend/video/__init__.py6__all__ = [CODE
LOWbackend/evals/sessions.py188def set_model_order(session_id: str, models: list[str]) -> None:CODE
LOWbackend/evals/sessions.py204def set_model_notes(session_id: str, model: str, notes: str) -> None:CODE
LOWbackend/uploaded_assets/__init__.py15__all__ = [CODE
LOWbackend/image_generation/core.py7__all__ = [CODE
LOWbackend/agent/tools/__init__.py15__all__ = [CODE
LOWbackend/agent/providers/__init__.py13__all__ = [CODE
LOWbackend/agent/providers/types.py11__all__ = [CODE
LOWbackend/agent/providers/anthropic/__init__.py7__all__ = [CODE
LOWbackend/prompts/__init__.py3__all__ = [CODE
LOWbackend/prompts/update/__init__.py4__all__ = [CODE
LOWbackend/prompts/create/__init__.py48__all__ = ["build_create_prompt_from_input"]CODE
LOWbackend/preview_screenshot/registry.py16def set_screenshot_backend(backend: ScreenshotBackend) -> None:CODE
LOWbackend/preview_screenshot/__init__.py21__all__ = [CODE
Fake / Example Data10 hits · 11 pts
SeverityFileLineSnippetContext
LOWbackend/tests/test_batching.py43 monkeypatch.setattr("agent.tools.runtime.REPLICATE_API_KEY", "fake-key")CODE
LOWbackend/tests/test_batching.py81 monkeypatch.setattr("agent.tools.runtime.REPLICATE_API_KEY", "fake-key")CODE
LOWbackend/tests/test_batching.py113 monkeypatch.setattr("agent.tools.runtime.REPLICATE_API_KEY", "fake-key")CODE
LOWbackend/tests/test_batching.py146 monkeypatch.setattr("agent.tools.runtime.REPLICATE_API_KEY", "fake-key")CODE
LOWbackend/tests/test_tool_image_outputs.py204 monkeypatch.setattr("agent.tools.runtime.REPLICATE_API_KEY", "fake-key")CODE
LOWbackend/tests/test_tool_image_outputs.py286 monkeypatch.setattr("agent.tools.runtime.REPLICATE_API_KEY", "fake-key")CODE
LOWbackend/tests/test_tool_image_outputs.py323 monkeypatch.setattr("agent.tools.runtime.REPLICATE_API_KEY", "fake-key")CODE
LOW⚡backend/tests/test_prompt_summary.py17 {"role": "system", "content": "lorem ipsum dolor sit amet"},CODE
LOW⚡backend/tests/test_prompt_summary.py17 {"role": "system", "content": "lorem ipsum dolor sit amet"},CODE
LOWbackend/tests/test_prompt_summary.py35 assert "SYSTEM: lorem ipsum" in summaryCODE
Redundant / Tautological Comments3 hits · 4 pts
SeverityFileLineSnippetContext
LOWbackend/routes/generate_code.py850 # Check if all variants failedCOMMENT
LOWbackend/routes/screenshot.py20 # Check if we have a schemeCOMMENT
LOWbackend/routes/screenshot.py28 # Check if this might be a domain with port (like example.com:8080)COMMENT
Over-Commented Block4 hits · 4 pts
SeverityFileLineSnippetContext
LOWfrontend/src/index.css161 90deg,COMMENT
LOWfrontend/src/components/select-and-edit/overlays.ts1// Devtools-style indicators for select-and-edit mode, rendered asCOMMENT
LOWbackend/.pre-commit-config.yaml1# See https://pre-commit.com for more informationCOMMENT
LOWbackend/.pre-commit-config.yaml21 # # entry: poetry run --directory backend pyrightCOMMENT
Verbosity Indicators2 hits · 4 pts
SeverityFileLineSnippetContext
LOW⚡backend/tests/test_agent_runs.py93 # Step 1: thinking + assistant deltas, one tool callCOMMENT
LOWbackend/tests/test_agent_runs.py140 # Step 2: final assistant turn, no toolsCOMMENT
Structural Annotation Overuse2 hits · 4 pts
SeverityFileLineSnippetContext
LOW⚡backend/tests/test_agent_runs.py93 # Step 1: thinking + assistant deltas, one tool callCOMMENT
LOWbackend/tests/test_agent_runs.py140 # Step 2: final assistant turn, no toolsCOMMENT
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
LOWdocker-compose.yml14 #- BACKEND_PORT=7001 # if you change the port, make sure to also change the VITE_WS_BACKEND_URL at frontend/.envCOMMENT
AI Structural Patterns1 hit · 1 pts
SeverityFileLineSnippetContext
LOWbackend/evals/runner.py202CODE