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AI Slop Code RIsk Monitor

srbhr/Resume-Matcher

The #1 AI Harness for Building Resumes, PDFs, Cover Letters & more, locally with 100+ LLMs support.

14.4 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for srbhr/Resume-Matcher, a Python project with 28,625 GitHub stars. SynthScan examined 125,337 lines of code across 473 source files, recording 1510 pattern matches distributed across 20 syntactic categories. The legacy adjusted pattern signal is 14.4 (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.

14.4
Adjusted Signal
14.4
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
28.6K
Stars
Python
Language
125.3K
Lines of Code
473
Files
1.5K
Pattern Hits
2026-10-12
Scan Date
0.06
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 36.5/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 1107 finding(s).

Hallucinated Dependency & Supply Chain Risk 9.5/100 · LOW

Are imports declared and package/API names verified? 211 finding(s).

Agent Over-Engineering Ratio 43.3/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 1216 finding(s).

PR Review Velocity Impact 51.7/100 · HIGH

Which changes need focused human review? 1510 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 2HIGH 28MEDIUM 78LOW 1402

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 1510 distinct pattern matches across 20 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 Identifiers1021 hits · 1008 pts
SeverityFileLineSnippetContext
LOWdocs/agent/architecture/prompt-workflow-design.md211def _check_personal_info_leak(improved: dict[str, Any]) -> list[str]:CODE
LOW⚡…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md75def test_scrub_text_redacts_sk_keys() -> None:CODE
LOW⚡…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md81def test_scrub_text_redacts_long_hex_and_jwt() -> None:CODE
LOW⚡…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md87def test_scrub_config_redacts_key_fields_keeps_provider() -> None:CODE
LOW⚡…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md438def test_check_pdf_bytes_accepts_real_pdf() -> None:CODE
LOW⚡…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md445def test_check_pdf_bytes_rejects_empty() -> None:CODE
LOW⚡…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md451def test_check_pdf_bytes_rejects_non_pdf() -> None:CODE
LOW⚡…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md554def test_score_tailoring_clean_pass() -> None:CODE
LOW⚡…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md769def test_diff_clean_when_within_tolerance() -> None:CODE
LOW⚡…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md776def test_diff_flags_floor_breach() -> None:CODE
LOW⚡…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md784def test_diff_flags_drop_beyond_tolerance_even_above_floor() -> None:CODE
LOW⚡…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md791def test_summary_to_baseline_roundtrips_shape() -> None:CODE
LOW…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md284def test_bundle_creates_layout(tmp_path: Path) -> None:CODE
LOW…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md294def test_build_manifest_records_provider_and_scrubs_secrets() -> None:CODE
LOW…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md568def test_score_tailoring_flags_fabrication_and_identity_change() -> None:CODE
LOW…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md662def test_build_flow_trace_counts_and_orders() -> None:CODE
LOW…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md670def test_build_summary_rolls_up_scores_and_flow() -> None:CODE
LOW…superpowers/plans/2026-04-17-dev-issues-754-751-749.md701def validate_prompt_placeholders(prompt: str) -> list[str]:CODE
LOW⚡…superpowers/plans/2026-06-04-resume-wizard-redesign.md66def test_initial_state_defaults_to_intro() -> None:CODE
LOW⚡…superpowers/plans/2026-06-04-resume-wizard-redesign.md76def test_turn_request_requires_answer_for_answer_action() -> None:CODE
LOW⚡…superpowers/plans/2026-06-04-resume-wizard-redesign.md81def test_turn_request_skip_needs_no_answer() -> None:CODE
LOW⚡…superpowers/plans/2026-06-04-resume-wizard-redesign.md87def test_question_rejects_unknown_section() -> None:CODE
LOW⚡…superpowers/plans/2026-06-04-resume-wizard-redesign.md92def test_finalize_requires_non_empty_name() -> None:CODE
LOW⚡…superpowers/plans/2026-06-04-resume-wizard-redesign.md255def test_build_initial_state_has_intro_question() -> None:CODE
LOW⚡…superpowers/plans/2026-06-04-resume-wizard-redesign.md262def test_extract_intro_name_from_conversational_answer() -> None:CODE
LOW⚡…superpowers/plans/2026-06-04-resume-wizard-redesign.md268def test_merge_unique_skills_dedupes_case_insensitively_and_keeps_order() -> None:CODE
LOW⚡…superpowers/plans/2026-06-04-resume-wizard-redesign.md276def test_section_prompt_falls_back_for_unknown_section() -> None:CODE
LOW⚡…superpowers/plans/2026-06-04-resume-wizard-redesign.md281def test_compute_progress_grows_with_questions_and_caps() -> None:CODE
LOW⚡…superpowers/plans/2026-06-04-resume-wizard-redesign.md290def test_review_warnings_identify_thin_resume() -> None:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md201 def _validate_ready_to_finalize(self) -> "ResumeWizardFinalizeRequest":CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md448def build_initial_wizard_state() -> ResumeWizardState:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md511def normalize_wizard_resume_data(data: dict[str, Any]) -> dict[str, Any]:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md607async def test_ai_turn_merges_only_target_section_and_advances() -> None:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md628async def test_ai_turn_does_not_let_other_sections_be_clobbered() -> None:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md663async def test_ai_turn_question_cap_forces_completion() -> None:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md678async def test_ai_turn_skip_does_not_modify_resume_data() -> None:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md700async def test_ai_turn_intro_uses_deterministic_name_fallback() -> None:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md718async def test_ai_turn_missing_next_question_falls_back_to_gap() -> None:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md737def test_apply_back_restores_previous_snapshot() -> None:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md761def test_apply_back_noop_without_history() -> None:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md768def test_apply_review_builds_warnings_without_llm() -> None:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md1031async def test_turn_answer_runs_ai_and_returns_next_question(isolated_db) -> None:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md1059async def test_turn_review_needs_no_llm(isolated_db) -> None:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md1088async def test_finalize_creates_ready_master_resume(isolated_db) -> None:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md1113async def test_finalize_rejects_when_master_exists(isolated_db, sample_resume) -> None:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md1442export function createInitialResumeWizardState(): ResumeWizardState {CODE
LOW…powers/plans/2026-04-17-litellm-reasoning-hardening.md39def _configure_litellm_logging() -> None:CODE
LOW⚡…superpowers/plans/2026-03-23-diff-based-improvement.md411def test_reject_blocked_path_personal_info() -> None:CODE
LOW⚡…superpowers/plans/2026-03-23-diff-based-improvement.md427def test_reject_blocked_path_years() -> None:CODE
LOW⚡…superpowers/plans/2026-03-23-diff-based-improvement.md442def test_reject_blocked_path_company() -> None:CODE
LOW⚡…superpowers/plans/2026-03-23-diff-based-improvement.md457def test_reject_blocked_path_education() -> None:CODE
LOW⚡…superpowers/plans/2026-03-23-diff-based-improvement.md875def test_no_warnings_on_clean_result() -> None:CODE
LOW⚡…superpowers/plans/2026-03-23-diff-based-improvement.md884def test_warns_on_empty_changes() -> None:CODE
LOW⚡…superpowers/plans/2026-03-23-diff-based-improvement.md889def test_warns_on_section_count_mismatch() -> None:CODE
LOW⚡…superpowers/plans/2026-03-23-diff-based-improvement.md896def test_warns_on_word_count_explosion() -> None:CODE
LOW…superpowers/plans/2026-03-23-diff-based-improvement.md50def test_resume_change_replace_valid() -> None:CODE
LOW…superpowers/plans/2026-03-23-diff-based-improvement.md62def test_resume_change_append_valid() -> None:CODE
LOW…superpowers/plans/2026-03-23-diff-based-improvement.md74def test_resume_change_reorder_valid() -> None:CODE
LOW…superpowers/plans/2026-03-23-diff-based-improvement.md85def test_improve_diff_result_valid() -> None:CODE
LOW…superpowers/plans/2026-03-23-diff-based-improvement.md102def test_improve_diff_result_empty_changes() -> None:CODE
961 more matches not shown…
Decorative Section Separators60 hits · 228 pts
SeverityFileLineSnippetContext
MEDIUMapps/backend/app/llm.py57# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/app/llm.py80# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/app/llm.py743# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/app/llm.py745# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/app/routers/enrichment.py552# ============================================COMMENT
MEDIUM⚡apps/backend/app/routers/enrichment.py554# ============================================COMMENT
MEDIUMapps/backend/app/schemas/enrichment.py94# ============================================COMMENT
MEDIUMapps/backend/app/schemas/enrichment.py96# ============================================COMMENT
MEDIUMapps/backend/app/prompts/enrichment.py128# ============================================COMMENT
MEDIUMapps/backend/app/prompts/enrichment.py130# ============================================COMMENT
MEDIUMapps/backend/app/services/improver.py139# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/app/services/improver.py141# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/conftest.py117# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/conftest.py119# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/conftest.py207# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/conftest.py209# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/conftest.py248# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/conftest.py250# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/conftest.py259# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/conftest.py261# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/conftest.py301# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/conftest.py303# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm.py25# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm.py27# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm.py183# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm.py185# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm.py394# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm.py396# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm.py510# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm.py512# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm.py1003# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm.py1005# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/unit/test_llm.py316# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/unit/test_llm.py318# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/unit/test_llm.py938# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/unit/test_llm.py940# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm_providers.py30# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm_providers.py32# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm_providers.py96# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm_providers.py98# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm_providers.py160# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm_providers.py162# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm_providers.py187# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm_providers.py189# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm_providers.py208# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/unit/test_llm_providers.py210# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/evals/golden/cases.py32# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/evals/golden/cases.py34# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/evals/golden/cases.py212# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/evals/golden/cases.py214# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/integration/test_config_api.py433# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/integration/test_config_api.py435# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/integration/test_llm_contract.py61# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡apps/backend/tests/integration/test_llm_contract.py63# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/integration/test_llm_contract.py113# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/integration/test_llm_contract.py115# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/integration/test_llm_contract.py204# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/integration/test_llm_contract.py206# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/integration/test_llm_contract.py269# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/backend/tests/integration/test_llm_contract.py271# ---------------------------------------------------------------------------COMMENT
Unused Imports133 hits · 107 pts
SeverityFileLineSnippetContext
LOWscripts/check_locale_parity.py21CODE
LOWapps/backend/app/pdf.py3CODE
LOWapps/backend/app/routers/__init__.py3CODE
LOWapps/backend/app/routers/__init__.py4CODE
LOWapps/backend/app/routers/__init__.py5CODE
LOWapps/backend/app/routers/__init__.py6CODE
LOWapps/backend/app/routers/__init__.py7CODE
LOWapps/backend/app/routers/__init__.py8CODE
LOWapps/backend/app/routers/__init__.py9CODE
LOWapps/backend/app/schemas/models.py11CODE
LOWapps/backend/app/schemas/__init__.py3CODE
LOWapps/backend/app/schemas/__init__.py3CODE
LOWapps/backend/app/schemas/__init__.py3CODE
LOWapps/backend/app/schemas/__init__.py3CODE
LOWapps/backend/app/schemas/__init__.py3CODE
LOWapps/backend/app/schemas/__init__.py3CODE
LOWapps/backend/app/schemas/__init__.py3CODE
LOWapps/backend/app/schemas/__init__.py3CODE
LOWapps/backend/app/schemas/__init__.py3CODE
LOWapps/backend/app/schemas/__init__.py3CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
LOWapps/backend/app/schemas/__init__.py15CODE
73 more matches not shown…
Excessive Try-Catch Wrapping88 hits · 80 pts
SeverityFileLineSnippetContext
LOW.claude/CLAUDE.md129except Exception as e:CODE
LOWdocs/agent/llm-integration.md158except Exception as e:CODE
LOWdocs/agent/coding-standards.md53except Exception as e:CODE
LOWdocs/agent/architecture/backend-architecture.md214except Exception as e:CODE
LOWdocs/agent/architecture/backend-guide.md154except Exception as e:CODE
MEDIUM…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md1135def _git_sha() -> str:CODE
LOW…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md210 except Exception:CODE
LOW…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md499 except Exception:CODE
LOW…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md1138 except Exception:CODE
LOW…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md1197 except Exception as exc: # noqa: BLE001 — capture, keep goingCODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md1199 except Exception as e:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md1237 except Exception as e:CODE
LOW…superpowers/plans/2026-06-04-resume-wizard-redesign.md1257 except Exception as e:CODE
LOW…powers/plans/2026-04-17-litellm-reasoning-hardening.md571 except Exception as e:CODE
LOW…superpowers/plans/2026-03-23-diff-based-improvement.md1241 except Exception as e:CODE
LOWapps/backend/CLAUDE.md112 except Exception as e:CODE
LOWapps/backend/app/llm.py657 except Exception as e:CODE
LOWapps/backend/app/llm.py947 except Exception as e:CODE
LOWapps/backend/app/llm.py1029 except Exception as e:CODE
LOWapps/backend/app/llm.py1060 except Exception:CODE
LOWapps/backend/app/llm.py1139 except Exception:CODE
LOWapps/backend/app/llm.py1253 except Exception:CODE
LOWapps/backend/app/llm.py1708 except Exception:CODE
LOWapps/backend/app/pdf.py168 except Exception:CODE
LOWapps/backend/app/pdf.py717 except Exception:CODE
LOWapps/backend/app/pdf.py730 except Exception:CODE
LOWapps/backend/app/pdf.py808 except Exception:CODE
LOW⚡apps/backend/app/main.py68 except Exception:CODE
LOW⚡apps/backend/app/main.py73 except Exception as e:CODE
LOW⚡apps/backend/app/main.py78 except Exception as e:CODE
LOWapps/backend/app/routers/enrichment.py239 except Exception as e:CODE
LOWapps/backend/app/routers/enrichment.py326 except Exception as e:CODE
LOWapps/backend/app/routers/enrichment.py413 except Exception as e:CODE
LOWapps/backend/app/routers/enrichment.py539 except Exception as e:CODE
LOWapps/backend/app/routers/enrichment.py986 except Exception as e:CODE
LOWapps/backend/app/routers/resume_wizard.py98 except Exception as e:CODE
LOWapps/backend/app/routers/resume_wizard.py148 except Exception as e:CODE
LOWapps/backend/app/routers/resumes.py156 except Exception as e: # noqa: BLE001 - tracker is non-criticalCODE
LOWapps/backend/app/routers/resumes.py598 except Exception:CODE
LOWapps/backend/app/routers/resumes.py623 except Exception as e:CODE
LOWapps/backend/app/routers/resumes.py913 except Exception:CODE
LOWapps/backend/app/routers/resumes.py940 except Exception:CODE
LOWapps/backend/app/routers/resumes.py984 except Exception:CODE
LOWapps/backend/app/routers/resumes.py1050 except Exception as e:CODE
LOWapps/backend/app/routers/resumes.py1249 except Exception as e:CODE
LOWapps/backend/app/routers/resumes.py1297 except Exception as e:CODE
LOWapps/backend/app/routers/resumes.py1358 except Exception as e:CODE
LOWapps/backend/app/routers/resumes.py1468 except Exception as e:CODE
LOWapps/backend/app/routers/resumes.py1729 except Exception as e:CODE
LOWapps/backend/app/routers/resumes.py1735 except Exception:CODE
LOWapps/backend/app/routers/resumes.py1875 except Exception as e:CODE
LOWapps/backend/app/routers/resumes.py1997 except Exception as e:CODE
LOWapps/backend/app/routers/resumes.py2208 except Exception as e:CODE
LOWapps/backend/app/routers/resumes.py2371 except Exception as e:CODE
LOWapps/backend/app/routers/resumes.py2446 except Exception as e:CODE
LOWapps/backend/app/routers/resumes.py2520 except Exception as e:CODE
LOWapps/backend/app/routers/resumes.py2588 except Exception as e:CODE
LOWapps/backend/app/routers/config.py107 except Exception:CODE
LOWapps/backend/app/routers/health.py53 except Exception:CODE
LOWapps/backend/app/routers/health.py59 except Exception:CODE
28 more matches not shown…
Fake / Example Data66 hits · 71 pts
SeverityFileLineSnippetContext
LOWdocs/agent/architecture/prompt-workflow-design.md369- Changed workExperience[0] company from 'Acme Corp' to 'ACME Corporation'. Never change company names.CODE
LOW⚡…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md548 "personalInfo": {"name": "Jane Doe", "email": "jane@x.dev"},CODE
LOW⚡…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md556 "personalInfo": {"name": "Jane Doe", "email": "jane@x.dev"},CODE
LOW⚡…superpowers/plans/2026-03-23-diff-based-improvement.md416 original="Jane Doe",CODE
LOW⚡…superpowers/plans/2026-03-23-diff-based-improvement.md424 assert result["personalInfo"]["name"] == "Jane Doe"CODE
LOW⚡…superpowers/plans/2026-03-23-diff-based-improvement.md447 original="Acme Corp",CODE
LOW…superpowers/plans/2026-03-23-diff-based-improvement.md300 "personalInfo": {"name": "Jane Doe", "email": "jane@example.com", "title": "Engineer", "phone": "", "location": ""},CODE
LOW…superpowers/plans/2026-03-23-diff-based-improvement.md306 "company": "Acme Corp",CODE
LOW…superpowers/plans/2026-03-23-diff-based-improvement.md561 original="Jane Doe",CODE
LOW…superpowers/plans/2026-03-23-diff-based-improvement.md577 assert result["personalInfo"]["name"] == "Jane Doe"CODE
LOWapps/frontend/messages/zh.json264 "placeholder": "示例：添加更多量化指标、强调领导能力、使用更多行动动词...",CODE
LOWapps/frontend/messages/zh.json903 "placeholder": "启用求职信生成并完成一次简历定制后，求职信内容会显示在这里...",CODE
LOWapps/frontend/messages/zh.json923 "placeholder": "启用外联消息生成并完成一次简历定制后，外联消息会显示在这里...",CODE
LOWapps/frontend/messages/ja.json264 "placeholder": "例：より定量的な指標を追加する、リーダーシップを強調する、行動動詞を増やす…",CODE
LOWapps/frontend/messages/ja.json902 "placeholder": "設定でカバーレター生成を有効にして履歴書をカスタマイズすると、ここに表示されます...",CODE
LOWapps/frontend/messages/ja.json923 "placeholder": "設定で外連絡メッセージ生成を有効にして履歴書をカスタマイズすると、ここに表示されます...",CODE
LOWapps/frontend/messages/en.json264 "placeholder": "Example: Add more quantifiable metrics, emphasize leadership skills, use more action verbs...",CODE
LOWapps/frontend/messages/en.json477 "name": "John Doe",CODE
LOWapps/frontend/messages/en.json903 "placeholder": "Your cover letter will appear here after tailoring your resume with cover letter generation enableCODE
LOWapps/frontend/messages/en.json923 "placeholder": "Your cold outreach message will appear here after tailoring your resume with outreach message geneCODE
LOWapps/frontend/messages/fr.json264 "placeholder": "Exemple : Ajoutez plus de métriques quantifiables, mettez en avant les compétences en leadershipCODE
LOWapps/frontend/messages/fr.json903 "placeholder": "Votre lettre de motivation apparaîtra ici après la personnalisation de votre CV avec la générationCODE
LOWapps/frontend/messages/fr.json923 "placeholder": "Votre message de prospection à froid apparaîtra ici après la personnalisation de votre CV avec la CODE
LOWapps/frontend/messages/pt-BR.json264 "placeholder": "Exemplo: Adicione mais métricas quantificáveis, enfatize liderança, use mais verbos de ação...",CODE
LOWapps/frontend/messages/pt-BR.json903 "placeholder": "Sua carta de apresentação aparecerá aqui após personalizar seu currículo com a geração de carta haCODE
LOWapps/frontend/messages/pt-BR.json923 "placeholder": "Sua mensagem de contato frio aparecerá aqui após personalizar seu currículo com a geração de mensaCODE
LOWapps/frontend/messages/ko.json242 "placeholder": "예: 정량적 지표 추가, 리더십 역량 강조, 더 많은 행동 동사 사용...",CODE
LOWapps/frontend/messages/ko.json903 "placeholder": "자기소개서 생성을 활성화한 상태로 이력서를 맞춤화하면 여기에 자기소개서가 표시됩니다...",CODE
LOWapps/frontend/messages/ko.json923 "placeholder": "아웃리치 메시지 생성을 활성화한 상태로 이력서를 맞춤화하면 여기에 콜드 아웃리치 메시지가 표시됩니다...",CODE
LOWapps/frontend/messages/es.json264 "placeholder": "Ejemplo: Añade más métricas cuantificables, enfatiza habilidades de liderazgo, usa más verbos deCODE
LOWapps/frontend/messages/es.json902 "placeholder": "Tu carta de presentación aparecerá aquí después de adaptar tu currículum con la generación de cartCODE
LOWapps/frontend/messages/es.json923 "placeholder": "Tu mensaje de contacto en frío aparecerá aquí después de adaptar tu currículum con la generación dCODE
LOWapps/frontend/tests/additional-info-newlines.test.tsx47 personalInfo: { name: 'Jane Doe' },CODE
LOWapps/backend/app/routers/enrichment.py214 placeholder=q.get("placeholder", ""),CODE
LOW⚡apps/backend/app/prompts/enrichment.py48 "placeholder": "e.g., Reduced API response time by 40%, saved $50K annually"CODE
LOW⚡apps/backend/app/prompts/enrichment.py54 "placeholder": "e.g., Python, FastAPI, PostgreSQL, Redis, AWS Lambda"CODE
LOW⚡apps/backend/app/prompts/enrichment.py60 "placeholder": "e.g., Team of 5, serving 100K users, processing 1M requests/day"CODE
LOW⚡apps/backend/app/prompts/enrichment.py66 "placeholder": "e.g., Designed the architecture, led the implementation, mentored 2 junior devs"CODE
LOWapps/backend/app/prompts/templates.py23 "name": "John Doe",CODE
LOWapps/backend/app/prompts/templates.py192 "company": "Acme Corp",CODE
LOW⚡apps/backend/tests/conftest.py127 "name": "Jane Doe",CODE
LOWapps/backend/tests/conftest.py141 "company": "Acme Corp",CODE
LOW⚡apps/backend/tests/unit/test_parser.py243 await parse_resume_to_json("Jane Doe")CODE
LOW⚡apps/backend/tests/unit/test_parser.py250 await parse_resume_to_json("Jane Doe")CODE
LOW⚡apps/backend/tests/unit/test_apply_diffs.py363 original="Acme Corp",CODE
LOWapps/backend/tests/unit/test_apply_diffs.py327 ("personalInfo.name", "Jane Doe"),CODE
LOWapps/backend/tests/unit/test_apply_diffs.py510 original="Jane Doe",CODE
LOWapps/backend/tests/unit/test_apply_diffs.py526 assert result["personalInfo"]["name"] == "Jane Doe" # UnchangedCODE
LOWapps/backend/tests/unit/test_database.py280 "company": "Acme Corp",CODE
LOWapps/backend/tests/unit/test_database.py292 assert fetched["company"] == "Acme Corp"CODE
LOW⚡apps/backend/tests/unit/test_e2e_monitor_scores.py8 "personalInfo": {"name": "Jane Doe", "email": "jane@x.dev"},CODE
LOW⚡apps/backend/tests/unit/test_e2e_monitor_scores.py18 "personalInfo": {"name": "Jane Doe", "email": "jane@x.dev"},CODE
LOWapps/backend/tests/unit/test_interview_prep_service.py10 "personalInfo": {"name": "Jane Doe"},CODE
LOWapps/backend/tests/unit/test_improve_confirm_hash.py28 "personalInfo": {"name": "Jane Doe", "email": "jane@x.dev"},CODE
LOW⚡apps/backend/tests/evals/golden/cases.py38 "name": "Jane Doe",CODE
LOWapps/backend/tests/evals/golden/cases.py55 "company": "Acme Corp",CODE
LOWapps/backend/tests/evals/golden/cases.py141 "company": "Acme Corp",CODE
LOW…ackend/tests/integration/test_bullet_selection_flow.py57 "name": "Jane Doe",CODE
LOW…ackend/tests/integration/test_bullet_selection_flow.py66 "company": "Acme Corp",CODE
LOWapps/backend/tests/integration/test_applications_api.py48 return_value={"company": "Acme Corp", "role": "Staff Engineer"},CODE
6 more matches not shown…
Empty Error Handlers12 hits · 60 pts
SeverityFileLineSnippetContext
HIGHapps/backend/app/llm.py1139except Exception:CODE
HIGHapps/backend/app/crypto.py81except OSError: # pragma: no cover - platform dependent (e.g. Windows)CODE
HIGHapps/backend/app/services/resume_wizard.py243except ValueError:CODE
HIGHapps/backend/e2e_monitor/servers.py74except httpx.HTTPError:CODE
HIGHapps/backend/e2e_monitor/servers.py235except ProcessLookupError:CODE
HIGHapps/backend/e2e_monitor/servers.py257except ProcessLookupError:CODE
HIGHapps/backend/tests/unit/test_monitor_servers.py465except ProcessLookupError:CODE
HIGH…ps/backend/tests/integration/test_resume_wizard_api.py199except TimeoutError:CODE
HIGH…ps/backend/tests/integration/test_storage_atomicity.py160except TimeoutError:CODE
HIGH…ps/backend/tests/integration/test_storage_atomicity.py232except TimeoutError:CODE
HIGH…nd/tests/integration/test_confirmation_transactions.py256except TimeoutError:CODE
HIGHapps/backend/tests/integration/test_llm_contract.py57except Exception: # noqa: BLE001 - cache is best-effort; never fail setup on itCODE
Deep Nesting46 hits · 42 pts
SeverityFileLineSnippetContext
LOWapps/backend/app/config.py44CODE
LOWapps/backend/app/llm.py853CODE
LOWapps/backend/app/llm.py1378CODE
LOWapps/backend/app/llm.py1414CODE
LOWapps/backend/app/llm.py1508CODE
LOWapps/backend/app/pdf.py223CODE
LOWapps/backend/app/pdf.py621CODE
LOWapps/backend/app/pdf.py857CODE
LOWapps/backend/app/routers/enrichment.py444CODE
LOWapps/backend/app/routers/enrichment.py709CODE
LOWapps/backend/app/routers/resumes.py319CODE
LOWapps/backend/app/routers/resumes.py454CODE
LOWapps/backend/app/routers/resumes.py672CODE
LOWapps/backend/app/services/refiner.py102CODE
LOWapps/backend/app/services/refiner.py671CODE
LOWapps/backend/app/services/refiner.py768CODE
LOWapps/backend/app/services/resume_wizard.py192CODE
LOWapps/backend/app/services/resume_wizard.py280CODE
LOWapps/backend/app/services/resume_preservation.py366CODE
LOWapps/backend/app/services/resume_preservation.py445CODE
LOWapps/backend/app/services/resume_preservation.py610CODE
LOWapps/backend/app/services/resume_preservation.py723CODE
LOWapps/backend/app/services/improver.py78CODE
LOWapps/backend/app/services/improver.py308CODE
LOWapps/backend/app/services/improver.py515CODE
LOWapps/backend/app/services/improver.py532CODE
LOWapps/backend/app/services/improver.py715CODE
LOWapps/backend/app/services/improver.py844CODE
LOWapps/backend/app/services/improver.py1160CODE
LOWapps/backend/app/services/improver.py1215CODE
LOWapps/backend/app/services/bullet_selector.py166CODE
LOWapps/backend/app/services/ats.py33CODE
LOWapps/backend/app/services/ats.py37CODE
LOWapps/backend/app/services/parser.py231CODE
LOWapps/backend/app/services/parser.py317CODE
LOWapps/backend/app/services/parser.py354CODE
LOWapps/backend/app/services/parser.py497CODE
LOWapps/backend/app/services/parser.py728CODE
LOWapps/backend/app/services/parser.py550CODE
LOWapps/backend/e2e_monitor/servers.py230CODE
LOWapps/backend/e2e_monitor/__main__.py99CODE
LOWapps/backend/tests/evals/scorers.py70CODE
LOW…/backend/tests/integration/test_storage_busy_writes.py123CODE
LOW…/backend/tests/integration/test_storage_busy_writes.py136CODE
LOW…ps/backend/tests/integration/test_pdf_grid_geometry.py41CODE
LOW…ackend/tests/integration/test_pdf_multilingual_flow.py17CODE
Cross-Language Confusion6 hits · 32 pts
SeverityFileLineSnippetContext
HIGHapps/frontend/tests/browser/reliability_flow.py191 "window.history.pushState(null, '', '/builder?id=b&tab=cover-letter')"CODE
HIGHapps/backend/app/prompts/templates.py622 "original": null,CODE
HIGHapps/backend/app/prompts/templates.py629 "original": null,CODE
HIGH…end/tests/integration/test_llm_contract_reliability.py193 'Here is the result: [null, {"changes": []}',CODE
HIGH…end/tests/integration/test_llm_contract_reliability.py195 'Result: [null, "note, {"changes": []}, {"changes": [2]}',CODE
HIGHapps/backend/tests/integration/test_pipeline_e2e.py304 # --- Preview (no persistence; resume_id stays null) ---COMMENT
Modern Structural Boilerplate29 hits · 29 pts
SeverityFileLineSnippetContext
LOWapps/backend/app/db_engine.py18__all__ = ["Base", "make_async_engine", "make_sync_engine", "init_models_sync"]CODE
LOWapps/backend/app/config_cache.py16logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/config.py16logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/database.py41logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/database.py1244 def set_api_key_ciphertext(self, provider: str, ciphertext: str) -> None:CODE
LOWapps/backend/app/pdf.py29logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/crypto.py22logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/ai_budget.py16logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/main.py16logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/routers/enrichment.py45logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/routers/resume_wizard.py28logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/routers/resumes.py118logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/routers/health.py11logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/routers/applications.py22logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/routers/__init__.py11__all__ = [CODE
LOWapps/backend/app/routers/jobs.py11logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/schemas/__init__.py79__all__ = [CODE
LOWapps/backend/app/scripts/migrate_tinydb_to_sqlite.py22logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/prompts/__init__.py45__all__ = [CODE
LOWapps/backend/app/services/refiner.py34logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/services/improver.py28logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/services/bullet_selector.py13logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/services/__init__.py7__all__ = [CODE
LOWapps/backend/app/services/ats.py15logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/services/parser.py47logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/services/bullet_scoring.py16logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/services/page_fit.py20logger = logging.getLogger(__name__)CODE
LOWapps/backend/app/services/tailor_selection.py21logger = logging.getLogger(__name__)CODE
LOW…/backend/tests/integration/test_storage_busy_writes.py25 def set_short_wait(connection: Any, record: Any, proxy: Any) -> None:CODE
AI Slop Vocabulary8 hits · 22 pts
SeverityFileLineSnippetContext
MEDIUMapps/frontend/hooks/use-file-upload.ts483 // Duplicate check (more robust for multiple additions)COMMENT
MEDIUMapps/backend/app/models.py129 # Condensed source used by harness bullet selection; NULL = full source.COMMENT
MEDIUMapps/backend/app/routers/resumes.py1393 # An append refused on a harness-chosen bullet set is expected (and logged byCOMMENT
MEDIUMapps/backend/app/routers/health.py36 """Get comprehensive application status.STRING
MEDIUMapps/backend/app/prompts/templates.py492# Appended to the strategy rule when the harness already chose the bullets (bullet selection).COMMENT
MEDIUMapps/backend/tests/unit/test_refiner.py221 # "robust" is in the blacklist, but if it's in JD, it should be protectedCOMMENT
MEDIUM…ackend/tests/integration/test_bullet_selection_flow.py481 # An expected harness refusal is logged server-side, not shown as a rejection.COMMENT
MEDIUM…ackend/tests/integration/test_bullet_selection_flow.py617 # Every harness-chosen bullet keeps its own row; the split rewrite stays one row.COMMENT
Magic Placeholder Names4 hits · 20 pts
SeverityFileLineSnippetContext
HIGHSETUP.md127LLM_API_KEY=sk-your-api-key-hereCODE
HIGHSETUP.es.md132LLM_API_KEY=sk-your-api-key-hereCODE
HIGHSETUP.zh-CN.md132LLM_API_KEY=sk-your-api-key-hereCODE
HIGHSETUP.ja.md132LLM_API_KEY=sk-your-api-key-hereCODE
Hallucination Indicators2 hits · 20 pts
SeverityFileLineSnippetContext
CRITICAL…superpowers/plans/2026-06-04-resume-wizard-redesign.md202 if not self.state.resume_data.personalInfo.name.strip():CODE
CRITICALapps/backend/app/schemas/resume_wizard.py115 if not self.state.resume_data.personalInfo.name.strip():CODE
Modern AI Meta-Vocabulary6 hits · 18 pts
SeverityFileLineSnippetContext
MEDIUM…cs/superpowers/plans/2026-06-01-agentic-e2e-monitor.md1093## Task 8: CLI + `sweep` orchestrationCOMMENT
MEDIUM…wers/specs/2026-03-23-diff-based-improvement-design.md70### 2.2 What each hallucination vector looks like after this changeCOMMENT
MEDIUM…wers/specs/2026-06-04-resume-wizard-redesign-design.md145### Server-side guardrails (don't trust the model blindly)COMMENT
MEDIUMapps/backend/e2e_monitor/README.md1# e2e_monitor — agentic end-to-end monitorCOMMENT
MEDIUMapps/backend/e2e_monitor/AGENT_PLAYBOOK.md6# monitor-e2e — agentic end-to-end monitorCOMMENT
MEDIUMapps/backend/tests/unit/test_monitor_servers.py164 # hashes, HTTP client, seed, sweep orchestration and teardown remain real.COMMENT
Synthetic Comment Markers3 hits · 15 pts
SeverityFileLineSnippetContext
HIGHapps/backend/app/schemas/enrichment.py22 """A clarifying question generated by AI for an item."""STRING
HIGHapps/backend/app/schemas/enrichment.py138 diff_summary: str = "" # AI-generated summary of changesCODE
HIGHapps/backend/app/prompts/refinement.py3# AI Phrase Blacklist - Words and phrases that sound AI-generatedCOMMENT
Cross-File Repetition3 hits · 15 pts
SeverityFileLineSnippetContext
HIGH…superpowers/plans/2026-03-23-diff-based-improvement.md0a single change the llm wants to make to the resume.STRING
HIGHapps/backend/app/schemas/models.py0a single change the llm wants to make to the resume.STRING
HIGH…wers/specs/2026-03-23-diff-based-improvement-design.md0a single change the llm wants to make to the resume.STRING
Structural Annotation Overuse4 hits · 9 pts
SeverityFileLineSnippetContext
LOW⚡SETUP.md230#### Step 1: Install OllamaCOMMENT
LOW⚡SETUP.md234#### Step 2: Pull a modelCOMMENT
LOW⚡SETUP.md242#### Step 3: Configure your `.env`COMMENT
LOW⚡SETUP.md251#### Step 4: Make sure Ollama is runningCOMMENT
Redundant / Tautological Comments6 hits · 9 pts
SeverityFileLineSnippetContext
LOWapps/backend/app/llm.py863 # Check if API key is configured. Ollama and openai_compatible localCOMMENT
LOWapps/backend/app/routers/resumes.py2402 # Check if it's a tailored resume (has parent_id)COMMENT
LOWapps/backend/app/routers/resumes.py2476 # Check if it's a tailored resume (has parent_id)COMMENT
LOWapps/backend/app/routers/resumes.py2618 # Check if it's a tailored resume (has parent_id)COMMENT
LOWapps/backend/app/services/refiner.py403 # Check if skill appears anywhere in master resume textCOMMENT
LOWapps/backend/app/services/improver.py203 # Check if the leaf field is blockedCOMMENT
Over-Commented Block8 hits · 6 pts
SeverityFileLineSnippetContext
LOWdocker-compose.yml21 # LLM Configuration - configure via Settings UI or set env vars for explicit overridesCOMMENT
LOWapps/frontend/app/layout.tsx21// want to ship a large font to users who never render CJK. Turbopack alreadyCOMMENT
LOWapps/backend/app/llm.py61# discovery API, so there is no way to ask an endpoint at runtime whether itCOMMENT
LOWapps/backend/app/llm.py181COMMENT
LOWapps/backend/app/llm.py1261 # Provider-specific restrictions not captured by the registry.COMMENT
LOWapps/backend/app/llm.py1561 # LLM-002: Increase temperature on retry for variationCOMMENT
LOWapps/backend/app/routers/config.py141 still need to persist the configuration. Connectivity can be verified viaCOMMENT
LOWapps/backend/app/services/parser.py641 "descriptionStyles",COMMENT
Self-Referential Comments2 hits · 5 pts
SeverityFileLineSnippetContext
MEDIUMapps/backend/app/services/refiner.py762 # Create a cache key from the dataCOMMENT
MEDIUM…ps/backend/tests/integration/test_storage_atomicity.py203 await other.list_applications() # Initialize both instances before contention.CODE
AI Structural Patterns3 hits · 2 pts
SeverityFileLineSnippetContext
LOWapps/backend/app/database.py254CODE
LOWapps/backend/app/database.py300CODE
LOWapps/backend/app/routers/resumes.py2065CODE