AI Slop Code RIsk Monitor

nammayatri/nammayatri

A Direct-to-Driver open mobility platform powering the next-generation of mobility applications in India.

4.2 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for nammayatri/nammayatri, a Haskell project with 2,570 GitHub stars. SynthScan examined 402,355 lines of code across 2491 source files, recording 941 pattern matches distributed across 20 syntactic categories. The legacy adjusted pattern signal is 4.2 (Low 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.

4.2
Adjusted Signal
4.2
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
2.6K
Stars
Haskell
Language
402.4K
Lines of Code
2.5K
Files
941
Pattern Hits
2026-10-12
Scan Date
0.08
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 3.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 296 finding(s).

Hallucinated Dependency & Supply Chain Risk 2.6/100 · LOW

Are imports declared and package/API names verified? 79 finding(s).

Agent Over-Engineering Ratio 14.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 617 finding(s).

PR Review Velocity Impact 23.9/100 · LOW

Which changes need focused human review? 941 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 190MEDIUM 142LOW 607

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 941 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.

Empty Error Handlers166 hits · 640 pts
SeverityFileLineSnippetContext
HIGHbuildtime-analysis/analyze_build_log.py517except OSError:CODE
HIGHBackend/dev/mock-servers/server.py1080except Exception:CODE
HIGHBackend/dev/mock-servers/server.py1095except Exception:CODE
HIGHBackend/dev/mock-servers/server.py89except queue.Full:CODE
HIGHBackend/dev/mock-servers/server.py286except (json.JSONDecodeError, ValueError):CODE
HIGHBackend/dev/mock-servers/server.py739except subprocess.TimeoutExpired:CODE
HIGHBackend/dev/mock-servers/server.py347except ValueError:CODE
HIGHBackend/dev/mock-servers/server.py834except (subprocess.TimeoutExpired, OSError):CODE
HIGHBackend/dev/mock-servers/server.py862except (subprocess.TimeoutExpired, OSError):CODE
HIGHBackend/dev/mock-servers/server.py1004except (subprocess.TimeoutExpired, OSError):CODE
HIGHBackend/dev/mock-servers/status_store.py105except Exception:CODE
HIGHBackend/dev/mock-servers/services/cmrl.py47except json.JSONDecodeError:CODE
HIGHBackend/dev/mock-servers/services/cris.py103except (json.JSONDecodeError, ValueError, TypeError):CODE
HIGHBackend/dev/mock-servers/services/ondc.py81except (json.JSONDecodeError, UnicodeDecodeError):CODE
HIGHBackend/dev/mock-servers/services/ondc.py319except (TypeError, ValueError):CODE
HIGHBackend/dev/mock-servers/services/ondc.py379except (TypeError, ValueError):CODE
HIGHBackend/dev/mock-servers/services/ondc.py461except (TypeError, ValueError):CODE
HIGHBackend/dev/mock-servers/services/gridline.py191except (json.JSONDecodeError, ValueError):CODE
HIGHBackend/dev/mock-servers/services/gridline.py211except (json.JSONDecodeError, ValueError):CODE
HIGHBackend/dev/mock-servers/services/gridline.py229except (json.JSONDecodeError, ValueError):CODE
HIGHBackend/dev/mock-servers/services/idfy.py94except Exception:CODE
HIGHBackend/dev/mock-servers/services/stripe.py69except (json.JSONDecodeError, ValueError):CODE
HIGHBackend/dev/mock-servers/services/juspay.py549except Exception:CODE
HIGHBackend/dev/mock-servers/services/juspay.py82except (json.JSONDecodeError, AttributeError):CODE
HIGHBackend/dev/test-tool/local-api/log_sources.py153except OSError:CODE
HIGHBackend/dev/test-tool/local-api/log_sources.py76except ValueError:CODE
HIGHBackend/dev/test-tool/local-api/server.py1113except Exception:CODE
HIGHBackend/dev/test-tool/local-api/server.py1590except Exception:CODE
HIGHBackend/dev/test-tool/local-api/server.py1880except Exception:CODE
HIGHBackend/dev/test-tool/local-api/server.py2098except Exception: # noqa: BLE001CODE
HIGHBackend/dev/test-tool/local-api/server.py2110except Exception: # noqa: BLE001CODE
HIGHBackend/dev/test-tool/local-api/server.py2228except OSError:CODE
HIGHBackend/dev/test-tool/local-api/server.py2832except Exception:CODE
HIGHBackend/dev/test-tool/local-api/server.py2872except Exception:CODE
HIGHBackend/dev/test-tool/local-api/server.py2998except Exception: # noqa: BLE001CODE
HIGHBackend/dev/test-tool/local-api/server.py3002except OSError:CODE
HIGHBackend/dev/test-tool/local-api/server.py326except Exception:CODE
HIGHBackend/dev/test-tool/local-api/server.py444except Exception:CODE
HIGHBackend/dev/test-tool/local-api/server.py473except Exception:CODE
HIGHBackend/dev/test-tool/local-api/server.py725except Exception:CODE
HIGHBackend/dev/test-tool/local-api/server.py738except Exception:CODE
HIGHBackend/dev/test-tool/local-api/server.py769except Exception:CODE
HIGHBackend/dev/test-tool/local-api/server.py782except Exception:CODE
HIGHBackend/dev/test-tool/local-api/server.py867except Exception:CODE
HIGHBackend/dev/test-tool/local-api/server.py1244except OSError:CODE
HIGHBackend/dev/test-tool/local-api/server.py1890except Exception:CODE
HIGHBackend/dev/test-tool/local-api/server.py1941except Exception:CODE
HIGHBackend/dev/test-tool/local-api/server.py2089except Exception: # noqa: BLE001CODE
HIGHBackend/dev/test-tool/local-api/server.py2119except Exception: # noqa: BLE001CODE
HIGHBackend/dev/test-tool/local-api/server.py2956except Exception: passCODE
HIGHBackend/dev/test-tool/local-api/server.py2966except Exception: # noqa: BLE001 — a full/closed subscriber queue is not fatalCODE
HIGHBackend/dev/test-tool/local-api/server.py3066except BrokenPipeError:CODE
HIGHBackend/dev/test-tool/local-api/server.py3082except BrokenPipeError:CODE
HIGHBackend/dev/test-tool/local-api/server.py4161except (BrokenPipeError, ConnectionResetError):CODE
HIGHBackend/dev/test-tool/local-api/server.py4238except (BrokenPipeError, ConnectionResetError):CODE
HIGHBackend/dev/test-tool/local-api/server.py4277except (BrokenPipeError, ConnectionResetError):CODE
HIGHBackend/dev/test-tool/local-api/server.py4462except (BrokenPipeError, ConnectionResetError):CODE
HIGHBackend/dev/test-tool/local-api/server.py4488except (BrokenPipeError, ConnectionResetError):CODE
HIGHBackend/dev/test-tool/local-api/server.py667except Exception:CODE
HIGHBackend/dev/test-tool/local-api/server.py696except Exception:CODE
106 more matches not shown…
Decorative Section Separators117 hits · 371 pts
SeverityFileLineSnippetContext
MEDIUM…fer-driver-app/Main/spec/API/DriverIncentiveCoins.yaml13# -----------------------------------------------------------------------------COMMENT
MEDIUM…fer-driver-app/Main/spec/API/DriverIncentiveCoins.yaml41# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡…ProviderPlatform/Management/API/FinanceManagement.yaml618 # ── Core identity ────────────────────────────────────────────────COMMENT
MEDIUM⚡…ProviderPlatform/Management/API/FinanceManagement.yaml624 # ── Amounts / verdict ───────────────────────────────────────────COMMENT
MEDIUM⚡…ProviderPlatform/Management/API/FinanceManagement.yaml632 # ── Timestamps ──────────────────────────────────────────────────COMMENT
MEDIUM⚡…ProviderPlatform/Management/API/FinanceManagement.yaml636 # ── Settlement context ──────────────────────────────────────────COMMENT
MEDIUM⚡…ProviderPlatform/Management/API/FinanceManagement.yaml644 # ── Meta-derived subscription context ───────────────────────────COMMENT
MEDIUM⚡…ProviderPlatform/Management/API/FinanceManagement.yaml657 # ── B1: stable identity + upsert bookkeeping ────────────────────COMMENT
MEDIUM⚡…ProviderPlatform/Management/API/FinanceManagement.yaml661 # ── B2: sweep-visible state ─────────────────────────────────────COMMENT
MEDIUM⚡…ProviderPlatform/Management/API/FinanceManagement.yaml665 # ── GroupByTargetKey / matchKey ─────────────────────────────────COMMENT
MEDIUM…ance-kernel/spec/Storage/PgPayoutSettlementReport.yaml21 # ---------------------------------------------------------------------------COMMENT
MEDIUM…ance-kernel/spec/Storage/PgPayoutSettlementReport.yaml23 # ---------------------------------------------------------------------------COMMENT
MEDIUM…ance-kernel/spec/Storage/PgPayoutSettlementReport.yaml42 # ---------------------------------------------------------------------------COMMENT
MEDIUM…ance-kernel/spec/Storage/PgPayoutSettlementReport.yaml44 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…ance-kernel/spec/Storage/PgPayoutSettlementReport.yaml104 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…ance-kernel/spec/Storage/PgPayoutSettlementReport.yaml106 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…ance-kernel/spec/Storage/PgPayoutSettlementReport.yaml111 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…ance-kernel/spec/Storage/PgPayoutSettlementReport.yaml113 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…ance-kernel/spec/Storage/PgPayoutSettlementReport.yaml122 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…ance-kernel/spec/Storage/PgPayoutSettlementReport.yaml124 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…ance-kernel/spec/Storage/PgPayoutSettlementReport.yaml130 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…ance-kernel/spec/Storage/PgPayoutSettlementReport.yaml132 # ---------------------------------------------------------------------------COMMENT
MEDIUM…nce-kernel/spec/Storage/PgPaymentSettlementReport.yaml22 # ---------------------------------------------------------------------------COMMENT
MEDIUM…nce-kernel/spec/Storage/PgPaymentSettlementReport.yaml24 # ---------------------------------------------------------------------------COMMENT
MEDIUM…nce-kernel/spec/Storage/PgPaymentSettlementReport.yaml56 # ---------------------------------------------------------------------------COMMENT
MEDIUM…nce-kernel/spec/Storage/PgPaymentSettlementReport.yaml59 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…nce-kernel/spec/Storage/PgPaymentSettlementReport.yaml146 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…nce-kernel/spec/Storage/PgPaymentSettlementReport.yaml148 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…nce-kernel/spec/Storage/PgPaymentSettlementReport.yaml150 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…nce-kernel/spec/Storage/PgPaymentSettlementReport.yaml152 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…nce-kernel/spec/Storage/PgPaymentSettlementReport.yaml158 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…nce-kernel/spec/Storage/PgPaymentSettlementReport.yaml160 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…nce-kernel/spec/Storage/PgPaymentSettlementReport.yaml169 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…nce-kernel/spec/Storage/PgPaymentSettlementReport.yaml171 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…nce-kernel/spec/Storage/PgPaymentSettlementReport.yaml180 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…nce-kernel/spec/Storage/PgPaymentSettlementReport.yaml182 # ---------------------------------------------------------------------------COMMENT
MEDIUMBackend/dev/dsl-capability-baseline.txt895# ---------------------------------------------------------------------------COMMENT
MEDIUMBackend/dev/dsl-capability-baseline.txt908# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡Backend/dev/mock-servers/services/juspay.py299# ═══════════════════════════════════════════════════════════════════════════COMMENT
MEDIUM⚡Backend/dev/mock-servers/services/juspay.py307# ═══════════════════════════════════════════════════════════════════════════COMMENT
MEDIUMBackend/dev/test-tool/dashboard/src/config.ts86// ── Runtime port discovery ───────────────────────────────────────────────────COMMENT
MEDIUM…/dev/test-tool/dashboard/src/components/ToolsPanel.tsx85// ── Detail view ─────────────────────────────────────────────────────────────COMMENT
MEDIUM…/dev/test-tool/dashboard/src/components/ToolsPanel.tsx296// ── Sub-components ──────────────────────────────────────────────────────────COMMENT
MEDIUM…est-tool/dashboard/src/components/CollectionRunner.tsx196// ── JSON Viewer Modal ──────────────────────────────────────────────COMMENT
MEDIUM…v/test-tool/dashboard/src/components/FinanceViewer.tsx21// ──────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…v/test-tool/dashboard/src/components/FinanceViewer.tsx26// ──────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…v/test-tool/dashboard/src/components/FinanceViewer.tsx599// ──────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…v/test-tool/dashboard/src/components/FinanceViewer.tsx604// ──────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMBackend/dev/test-tool/dashboard/src/services/context.ts300// ── ${VAR:default} resolution for Postman env files & collections ──────────COMMENT
MEDIUM⚡Backend/dev/test-tool/local-api/server.py41# ── Load-test execution engine ───────────────────────────────────────────────COMMENT
MEDIUM⚡Backend/dev/test-tool/local-api/server.py2124# ── Start pre-flight: workspace fingerprint + git-history check ───────────────COMMENT
MEDIUM⚡Backend/dev/test-tool/local-api/server.py4015 # ── Generic spec-driven launcher routes ─────────────────────────COMMENT
MEDIUM⚡Backend/dev/test-tool/local-api/server.py4019 # ── Load Test ─────────────────────────────────────────────────────COMMENT
MEDIUMBackend/dev/test-tool/local-api/server.py1026# ── Which address of a machine can we actually reach? ─────────────────────────COMMENT
MEDIUMBackend/dev/test-tool/local-api/server.py1188# ── Devbox auto-assignment ────────────────────────────────────────────────────COMMENT
MEDIUMBackend/dev/test-tool/local-api/server.py1966# ── Service log viewer ────────────────────────────────────────────────────────COMMENT
MEDIUMBackend/dev/test-tool/local-api/server.py2300# ── Deploy: one exclusive lock, two callers ──────────────────────────────────COMMENT
MEDIUMBackend/dev/test-tool/local-api/server.py4280 # ── Spec-driven launcher endpoints (additive) ────────────────────────────COMMENT
MEDIUMBackend/dev/test-tool/local-api/stage_runner.py109# ── In-memory launcher state ────────────────────────────────────────────────COMMENT
MEDIUMBackend/dev/test-tool/local-api/stage_runner.py129# ── In-memory live sessions ─────────────────────────────────────────────────COMMENT
57 more matches not shown…
Excessive Try-Catch Wrapping281 hits · 198 pts
SeverityFileLineSnippetContext
LOWbuildtime-analysis/analyze_build_log.py537 except Exception as e:CODE
LOWbuildtime-analysis/visualize_builds.py542 except Exception as e:STRING
MEDIUMbuildtime-analysis/visualize_builds.py512def main():CODE
LOWBackend/load-test/setup/auth.py41 except Exception as error:CODE
MEDIUMBackend/load-test/setup/auth.py42 print(f"Error while fetching API: {error}")CODE
LOWBackend/load-test/setup/locationUpdateService.py66 except Exception as e:CODE
LOWBackend/load-test/setup/locationUpdateService.py73 except Exception as e:CODE
LOWBackend/scripts/bulk_update_vehicle_rating.py411 except Exception as e: # defensive: a worker bug must not kill the runCODE
LOWBackend/dev/mock-servers/server.py205 except Exception:CODE
LOWBackend/dev/mock-servers/server.py549 except Exception:CODE
LOWBackend/dev/mock-servers/server.py968 except Exception:CODE
LOWBackend/dev/mock-servers/server.py1080 except Exception:CODE
LOWBackend/dev/mock-servers/server.py1095 except Exception:CODE
LOWBackend/dev/mock-servers/status_store.py105 except Exception:CODE
LOWBackend/dev/mock-servers/services/ondc.py228 except Exception as e:CODE
LOWBackend/dev/mock-servers/services/google.py37 except Exception:CODE
LOWBackend/dev/mock-servers/services/sandbox_proxy.py64 except Exception as e:CODE
LOWBackend/dev/mock-servers/services/gridline.py65 except Exception as e:CODE
LOWBackend/dev/mock-servers/services/gridline.py109 except Exception as e:CODE
LOWBackend/dev/mock-servers/services/gridline.py160 except Exception as e:CODE
LOWBackend/dev/mock-servers/services/idfy.py94 except Exception:CODE
LOWBackend/dev/mock-servers/services/juspay.py549 except Exception:CODE
LOWBackend/dev/mock-servers/services/juspay.py641 except Exception as e:CODE
LOWBackend/dev/mock-servers/services/juspay.py655 except Exception as e:CODE
LOWBackend/dev/mock-servers/services/juspay.py682 except Exception as e:CODE
LOWBackend/dev/mock-servers/services/sap.py80 except Exception:CODE
MEDIUMBackend/dev/test-tool/local-api/server.py151def _probe_control_center_ready() -> bool:CODE
MEDIUMBackend/dev/test-tool/local-api/server.py1645def _caddy_port_from_caddyfile() -> int | None:CODE
MEDIUMBackend/dev/test-tool/local-api/server.py2181def _git_head() -> str:CODE
MEDIUMBackend/dev/test-tool/local-api/server.py2212def _stack_state_read() -> dict:CODE
MEDIUMBackend/dev/test-tool/local-api/server.py3263def sh_capture(cmd, timeout=8):CODE
LOW⚡Backend/dev/test-tool/local-api/server.py48except Exception as _lt_err:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py55except Exception:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py65except Exception:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py147 except Exception as e: # noqa: BLE001CODE
LOW⚡Backend/dev/test-tool/local-api/server.py158 except Exception:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py725 except Exception:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py732 except Exception:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py736 except Exception:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py738 except Exception:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py769 except Exception:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py776 except Exception:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py780 except Exception:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py782 except Exception:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py849 except Exception:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py858 except Exception:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py863 except Exception:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py867 except Exception:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py2042 except Exception as e:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py2110 except Exception: # noqa: BLE001CODE
LOW⚡Backend/dev/test-tool/local-api/server.py2119 except Exception: # noqa: BLE001CODE
LOW⚡Backend/dev/test-tool/local-api/server.py2945 except Exception:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py2947 except Exception: passCODE
LOW⚡Backend/dev/test-tool/local-api/server.py2951 except Exception:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py2953 except Exception: passCODE
LOW⚡Backend/dev/test-tool/local-api/server.py2956 except Exception: passCODE
LOW⚡Backend/dev/test-tool/local-api/server.py2966 except Exception: # noqa: BLE001 — a full/closed subscriber queue is not fatalCODE
LOW⚡Backend/dev/test-tool/local-api/server.py3846 except Exception as exc:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py3854 except Exception as exc:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py3862 except Exception as exc:CODE
221 more matches not shown…
Cross-Language Confusion18 hits · 112 pts
SeverityFileLineSnippetContext
HIGHBackend/dev/mock-servers/services/whatsapp.py5 "data": null }STRING
HIGHBackend/dev/mock-servers/services/idfy.py9 — all five return `{request_id, _a: null}` immediately. The Haskell mockSTRING
HIGHBackend/dev/mock-servers/services/idfy.py281 # a `result` with the desired is_a_match (true / false / null). Re-wrap it in a validCOMMENT
HIGH⚡Backend/dev/mock-servers/services/juspay.py304# fields, Nothing → null; aeson default options do NOT omit nulls)COMMENT
HIGHBackend/dev/mock-servers/services/juspay.py379 re-encoding emits all 8 keys, missing → null)."""STRING
HIGH⚡Backend/dev/test-tool/local-api/server.py4008 # POST /api/browse-folder body: {initial?: str} → {path: str|null}COMMENT
HIGH⚡Backend/dev/test-tool/local-api/server.py2034 cmd = (f"tail -c {_LOG_FULL_CAP} {path} 2>/dev/null || true" if fullCODE
HIGH⚡Backend/dev/test-tool/local-api/server.py2035 else f"tail -n {lines} {path} 2>/dev/null || true")CODE
HIGH⚡Backend/dev/test-tool/local-api/server.py2462 f"rm -rf .git && git init -q && {git_ignore_cmd} && git add -A && "CODE
HIGH⚡Backend/dev/test-tool/local-api/server.py2465 f"git commit -q -m deploy --allow-empty 2>/dev/null || true; "CODE
HIGH⚡Backend/dev/test-tool/local-api/server.py2466 f"mkdir -p Backend && printf '%s' {shlex.quote(cache_commit)} "CODE
HIGHBackend/dev/test-tool/local-api/server.py4345 # POST /api/launcher/{slug}/source {ref?: str, localPath?: str|null}COMMENT
HIGHBackend/dev/test-tool/local-api/server.py967 "cd Backend && nix develop .#backend -c , run-mobility-stack-dev-on-available-ports"CODE
HIGHBackend/dev/test-tool/local-api/server.py970 "cd Backend && nix develop .#backend -c , run-mobility-stack-dev"CODE
HIGHBackend/dev/test-tool/local-api/server.py1433 "mkdir -p ~/.ssh && chmod 700 ~/.ssh && "CODE
HIGHBackend/dev/test-tool/local-api/server.py1584 cmd = f'cat {REGISTRY_FILE} 2>/dev/null || echo \'{{"users": {{}}}}\''CODE
HIGHBackend/dev/test-tool/local-api/server.py1987 cmd = f"ls -1 {shlex.quote(remote_dir)}/*.log 2>/dev/null | xargs -n1 basename 2>/dev/null || true"CODE
HIGHBackend/dev/test-tool/local-api/server.py2691 " find data/ -maxdepth 1 -type f -delete 2>/dev/null || true;"CODE
Over-Commented Block93 hits · 88 pts
SeverityFileLineSnippetContext
LOW.hlint.yaml1# HLint configuration fileCOMMENT
LOWBackend/.hlint.yaml1# HLint configuration fileCOMMENT
LOWBackend/nix/devbox/remote-cache-restore.sh1#!/usr/bin/env bashCOMMENT
LOW…orm/rider-app/Main/spec/Storage/MetaWebhookConfig.yaml1# Triggers NammaDSL code generation for:COMMENT
LOW…orm/rider-app/Main/spec/Storage/MetaWebhookConfig.yaml41 phoneNumberId: TextCOMMENT
LOW…orm/rider-app/Main/spec/Storage/MetaWebhookConfig.yaml101 # the field Meta actually sends us and the primary lookup key for inboundCOMMENT
LOW…-platform/rider-app/Main/spec/Storage/RiderConfig.yaml301 minRideDistanceSavingForBetterPoint: Maybe MetersCOMMENT
LOW…-platform/rider-app/Main/spec/Storage/RiderConfig.yaml321 betterPointMaxWalkPctOfRide: Maybe DoubleCOMMENT
LOW…offer-driver-app/Main/spec/Storage/UiDriverConfig.yaml41COMMENT
LOW…offer-driver-app/Main/spec/Storage/FareAdjustment.yaml1imports:COMMENT
LOW…r-driver-app/Main/spec/Storage/LeaderBoardConfigs.yaml41# configType: LeaderBoardConfigCOMMENT
LOW…ynamic-offer-driver-app/Main/spec/Storage/configs.yaml121 queries:COMMENT
LOW…namic-offer-driver-app/Main/spec/Storage/Merchant.yaml581 kvFunction: findOneWithKVCOMMENT
LOW…namic-offer-driver-app/Main/spec/Storage/Merchant.yaml601# LeaderBoardType:COMMENT
LOW…namic-offer-driver-app/Main/spec/Storage/Merchant.yaml621# - createdAtCOMMENT
LOW…fer-driver-app/Main/spec/Storage/DriverOnboarding.yaml681 FieldType:COMMENT
LOW…fer-driver-app/Main/spec/Storage/DriverOnboarding.yaml701 # UI emits: { "registration": { "number": "KA01AB1234", "dateOfIssue": "2020-01-01T00:00:00Z" } }COMMENT
LOW…fer-driver-app/Main/spec/Storage/DriverOnboarding.yaml1461 kvFunction: findAllWithOptionsKVCOMMENT
LOW…fer-driver-app/Main/spec/Storage/DriverFyEarnings.yaml1imports:COMMENT
LOW…fer-driver-app/Main/spec/Storage/DriverFyEarnings.yaml21# sequence is read -> decide -> write, not write -> read:COMMENT
LOW…p/Main/spec/Storage/CancellationConsequenceMatrix.yaml21# Dimensions (null = wildcard), resolved most-specific-wins (see `specificity` inCOMMENT
LOW…fer-driver-app/Main/spec/API/DriverIncentiveCoins.yaml21#COMMENT
LOW…fer-driver-app/Main/spec/API/DriverIncentiveCoins.yaml41# -----------------------------------------------------------------------------COMMENT
LOW…c-offer-driver-app/Main/spec/API/DriverFyEarnings.yaml1imports:COMMENT
LOW…ProviderPlatform/Management/API/FinanceManagement.yaml601 - matchRate: TextCOMMENT
LOW…r-app/Main/spec/ProviderPlatform/Fleet/API/Driver.yaml181 - mbBadgeName: TextCOMMENT
LOW…r-app/Main/spec/ProviderPlatform/Fleet/API/Driver.yaml261 - approvalStatus: ApprovalStatusFilterCOMMENT
LOW…r-app/Main/spec/ProviderPlatform/Fleet/API/Driver.yaml301 # helperApi:COMMENT
LOW…r-app/Main/spec/ProviderPlatform/Fleet/API/Driver.yaml321 - mblimit: IntCOMMENT
LOW…r-app/Main/spec/ProviderPlatform/Fleet/API/Driver.yaml681 response:COMMENT
LOW…r-app/Main/spec/ProviderPlatform/Fleet/API/Driver.yaml721 - hasFleetMemberHierarchy: BoolCOMMENT
LOW…r-app/Main/spec/ProviderPlatform/Fleet/API/Driver.yaml981 type: TripTransactionRespTCOMMENT
LOWBackend/scripts/mandate_mid_migration.sh1#!/usr/bin/env bashCOMMENT
LOWBackend/scripts/mandate_mid_migration.sh21# before running this — the subscribe call creates the mandate order on whatever MID is live.COMMENT
LOWBackend/scripts/upsert_service_tiers.sh1#!/usr/bin/env bashCOMMENT
LOW…b/finance-kernel/spec/Storage/ReconciliationEntry.yaml81 # PK) so external references don't need to change on upsert.COMMENT
LOWBackend/lib/payment/spec/Storage/LoyaltyWallet.yaml1imports:COMMENT
LOWBackend/lib/payment/spec/Storage/LoyaltyWallet.yaml161# JuspayCfg.loyaltyProgramMap (shared-kernel) — stored inline on theCOMMENT
LOWBackend/dev/mock-servers/services/stripe.py621 "arrival_date": _now() + 86400,COMMENT
LOWBackend/dev/mock-servers/services/juspay.py301#COMMENT
LOWBackend/dev/test-tool/dashboard/src/setupTests.ts1// jest-dom adds custom jest matchers for asserting on DOM nodes.COMMENT
LOWBackend/dev/test-tool/dashboard/src/config.ts221 const host = new URL(PROXY_BASE).hostname;COMMENT
LOW…v/test-tool/dashboard/src/components/TopBarActions.tsx181 setVersions(list);COMMENT
LOW…nd/dev/test-tool/dashboard/src/components/Terminal.tsx101 // ("Cannot read properties of undefined (reading 'dimensions')").COMMENT
LOW…kend/dev/test-tool/dashboard/src/components/uiState.ts1// Tiny client for the test-context-api in-memory ui-state bag.COMMENT
LOW…est-tool/dashboard/src/components/CollectionRunner.tsx21// matching one of these (by city or envName, case-insensitive) defaults itsCOMMENT
LOW…est-tool/dashboard/src/components/CollectionRunner.tsx61// running / the SSE subscriber queue is registered. Without awaiting, fastCOMMENT
LOW…ckend/dev/test-tool/dashboard/src/api-catalog/index.ts21 'estimate-select': buildEstimateSelectApi(),COMMENT
LOWBackend/dev/test-tool/local-api/server.py1021 )COMMENT
LOWBackend/dev/test-tool/local-api/server.py4201 _send_event(mode_prefix)COMMENT
LOWBackend/dev/test-tool/context-api/server.py401COMMENT
LOWBackend/dev/test-tool/context-api/server.py621 if len(_config_sync_state["log"]) > CONFIG_SYNC_MAX_LOG_LINES:COMMENT
LOWBackend/dev/test-tool/context-api/server.py761 "error": None,COMMENT
LOWBackend/dev/test-tool/context-api/server.py1401 finally:COMMENT
LOWBackend/dev/test-tool/context-api/server.py3881 cmd, capture_output=True, text=True, timeout=timeout,COMMENT
LOWBackend/dev/test-tool/context-api/server.py4061 "hint": "is the launcher actually running?",COMMENT
LOWBackend/dev/test-tool/context-api/server.py5061 port = PORTCOMMENT
LOW…ool/context-api/setup/control_center/frontend/setup.sh1#!/usr/bin/env bashCOMMENT
LOW…v/test-tool/context-api/setup/ny_react_native/setup.sh1#!/usr/bin/env bashCOMMENT
LOW…ool/context-api/setup/ny_react_native/_build_runner.sh21echo "ny-react-native: node=$(node --version) yarn=$(yarn --version)"COMMENT
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Deep Nesting107 hits · 76 pts
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LOWbuildtime-analysis/analyze_build_log.py495CODE
LOWbuildtime-analysis/analyze_build_log.py58CODE
LOWbuildtime-analysis/analyze_build_log.py286CODE
LOWbuildtime-analysis/analyze_build_log.py369CODE
LOWbuildtime-analysis/visualize_builds.py140CODE
LOWBackend/scripts/bulk_update_vehicle_rating.py207CODE
LOWBackend/scripts/bulk_update_vehicle_rating.py357CODE
LOWBackend/scripts/bulk_waive_off.py119CODE
LOWBackend/dev/mock-servers/server.py295CODE
LOWBackend/dev/mock-servers/server.py553CODE
LOWBackend/dev/mock-servers/server.py696CODE
LOWBackend/dev/mock-servers/server.py758CODE
LOWBackend/dev/mock-servers/server.py867CODE
LOWBackend/dev/mock-servers/status_store.py124CODE
LOWBackend/dev/mock-servers/services/cmrl.py35CODE
LOWBackend/dev/mock-servers/services/cris.py60CODE
LOWBackend/dev/mock-servers/services/ondc.py72CODE
LOWBackend/dev/mock-servers/services/gridline.py164CODE
LOWBackend/dev/mock-servers/services/idfy.py219CODE
LOWBackend/dev/mock-servers/services/stripe.py416CODE
LOWBackend/dev/mock-servers/services/juspay.py121CODE
LOWBackend/dev/test-tool/local-api/log_sources.py99CODE
LOWBackend/dev/test-tool/local-api/log_sources.py138CODE
LOWBackend/dev/test-tool/local-api/log_sources.py174CODE
LOWBackend/dev/test-tool/local-api/log_sources.py106CODE
LOWBackend/dev/test-tool/local-api/log_sources.py156CODE
LOWBackend/dev/test-tool/local-api/log_sources.py181CODE
LOWBackend/dev/test-tool/local-api/server.py106CODE
LOWBackend/dev/test-tool/local-api/server.py162CODE
LOWBackend/dev/test-tool/local-api/server.py353CODE
LOWBackend/dev/test-tool/local-api/server.py492CODE
LOWBackend/dev/test-tool/local-api/server.py522CODE
LOWBackend/dev/test-tool/local-api/server.py576CODE
LOWBackend/dev/test-tool/local-api/server.py657CODE
LOWBackend/dev/test-tool/local-api/server.py686CODE
LOWBackend/dev/test-tool/local-api/server.py715CODE
LOWBackend/dev/test-tool/local-api/server.py761CODE
LOWBackend/dev/test-tool/local-api/server.py1061CODE
LOWBackend/dev/test-tool/local-api/server.py1254CODE
LOWBackend/dev/test-tool/local-api/server.py1536CODE
LOWBackend/dev/test-tool/local-api/server.py1689CODE
LOWBackend/dev/test-tool/local-api/server.py1838CODE
LOWBackend/dev/test-tool/local-api/server.py2002CODE
LOWBackend/dev/test-tool/local-api/server.py2149CODE
LOWBackend/dev/test-tool/local-api/server.py2630CODE
LOWBackend/dev/test-tool/local-api/server.py2937CODE
LOWBackend/dev/test-tool/local-api/server.py3096CODE
LOWBackend/dev/test-tool/local-api/server.py4135CODE
LOWBackend/dev/test-tool/local-api/server.py4247CODE
LOWBackend/dev/test-tool/local-api/server.py201CODE
LOWBackend/dev/test-tool/local-api/input_store.py115CODE
LOWBackend/dev/test-tool/local-api/input_store.py136CODE
LOWBackend/dev/test-tool/local-api/stage_runner.py171CODE
LOWBackend/dev/test-tool/local-api/stage_runner.py284CODE
LOWBackend/dev/test-tool/local-api/stage_runner.py421CODE
LOWBackend/dev/test-tool/local-api/stage_runner.py672CODE
LOWBackend/dev/test-tool/local-api/spec_loader.py121CODE
LOWBackend/dev/test-tool/local-api/spec_loader.py202CODE
LOWBackend/dev/test-tool/local-api/spec_loader.py336CODE
LOWBackend/dev/test-tool/local-api/spec_loader.py204CODE
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Unused Imports45 hits · 43 pts
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LOWbuildtime-analysis/visualize_builds.py4CODE
LOWbuildtime-analysis/visualize_builds.py5CODE
LOWbuildtime-analysis/visualize_builds.py9CODE
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LOWBackend/dev/test-tool/local-api/log_sources.py7CODE
LOWBackend/dev/test-tool/local-api/log_sources.py10CODE
LOWBackend/dev/test-tool/local-api/log_sources.py11CODE
LOWBackend/dev/test-tool/local-api/log_sources.py13CODE
LOWBackend/dev/test-tool/local-api/log_sources.py18CODE
LOWBackend/dev/test-tool/local-api/log_sources.py18CODE
LOWBackend/dev/test-tool/local-api/log_sources.py21CODE
LOWBackend/dev/test-tool/local-api/input_store.py15CODE
LOWBackend/dev/test-tool/local-api/input_store.py22CODE
LOWBackend/dev/test-tool/local-api/stage_runner.py14CODE
LOWBackend/dev/test-tool/local-api/stage_runner.py20CODE
LOWBackend/dev/test-tool/local-api/stage_runner.py32CODE
LOWBackend/dev/test-tool/local-api/spec_loader.py9CODE
LOWBackend/dev/test-tool/local-api/spec_loader.py11CODE
LOWBackend/dev/test-tool/local-api/spec_loader.py12CODE
LOWBackend/dev/test-tool/context-api/server.py45CODE
LOW…est-tool/context-api/setup/ny_react_native/__main__.py20CODE
LOW…tool/context-api/setup/ny_react_native/provider/ios.py2CODE
LOW…/context-api/setup/ny_react_native/provider/android.py5CODE
LOW…tool/context-api/setup/ny_react_native/common/metro.py12CODE
LOW…tool/context-api/setup/ny_react_native/common/paths.py4CODE
LOW…t-api/setup/ny_react_native/common/local_properties.py7CODE
LOW…l/context-api/setup/ny_react_native/common/emulator.py3CODE
LOW…t-tool/context-api/setup/ny_react_native/common/log.py5CODE
LOW…l/context-api/setup/ny_react_native/common/git_repo.py8CODE
LOW…st-tool/context-api/setup/ny_react_native/common/sh.py10CODE
LOW…i/setup/ny_react_native/common/write_local_base_url.py17CODE
LOW…ext-api/setup/ny_react_native/common/grpc_local_url.py25CODE
LOW…ext-api/setup/ny_react_native/common/write_env_keys.py18CODE
LOW…i/setup/ny_react_native/common/google_services_json.py14CODE
LOW…/context-api/setup/ny_react_native/common/simulator.py5CODE
LOW…t-tool/context-api/setup/ny_react_native/common/ssh.py10CODE
LOW…ext-api/setup/ny_react_native/common/patch_base_url.py15CODE
LOW…text-api/setup/ny_react_native/common/admob_app_ids.py10CODE
LOW…/setup/ny_react_native/common/google_services_plist.py22CODE
LOW…t-tool/context-api/setup/ny_react_native/common/adb.py9CODE
LOW…tool/context-api/setup/ny_react_native/consumer/ios.py4CODE
LOW…/context-api/setup/ny_react_native/consumer/android.py9CODE
LOWBackend/dev/test-tool/load-test-service/server.py5CODE
LOWBackend/dev/test-tool/load-test-service/locustfile.py8CODE
LOW…d/dev/test-tool/load-test-service/collection_runner.py9CODE
Hyper-Verbose Identifiers46 hits · 30 pts
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LOWbuildtime-analysis/visualize_builds.py34 def _build_timeline_from_builds(self):CODE
LOWbuildtime-analysis/visualize_builds.py140 def create_parallel_analysis_chart(self):CODE
LOWbuildtime-analysis/visualize_builds.py200 def create_dependency_analysis(self):CODE
LOWbuildtime-analysis/visualize_builds.py270 def create_module_compilation_chart(self):CODE
LOWbuildtime-analysis/visualize_builds.py344 def create_cache_analysis_chart(self):CODE
LOWBackend/dev/mock-servers/server.py1046 def _write_bulk_assign_fixture(self, fixture, content):CODE
LOWBackend/dev/mock-servers/services/stripe.py106def _reject_fee_without_transfer(pi, params, action):CODE
LOWBackend/dev/mock-servers/services/stripe.py297def _mk_increment_authorization(pi_id, params):CODE
LOWBackend/dev/mock-servers/services/juspay.py353def _status_to_payment_status(status):CODE
LOWBackend/dev/mock-servers/services/juspay.py391def _split_settlement_to_juspay(obj):CODE
LOWBackend/dev/test-tool/dashboard/src/App.tsx346function buildFleetOnboardingSteps(requiresAdminApproval: boolean): Record<string, Step[]> {CODE
LOWBackend/dev/test-tool/dashboard/src/config.ts40export function getContextApiBaseOverride(): string | null { return _readContextApiOverride(); }CODE
LOW⚡Backend/dev/test-tool/local-api/server.py151def _probe_control_center_ready() -> bool:CODE
LOW⚡Backend/dev/test-tool/local-api/server.py761def _cleanup_stale_control_center() -> None:CODE
LOWBackend/dev/test-tool/local-api/server.py284def _parse_gradle_product_flavors(gradle_text: str) -> list:CODE
LOWBackend/dev/test-tool/local-api/server.py1645def _caddy_port_from_caddyfile() -> int | None:CODE
LOWBackend/dev/test-tool/local-api/server.py1657def _devbox_ports_cache_clear() -> None:CODE
LOWBackend/dev/test-tool/local-api/server.py2653def start_auto_deploy_watcher() -> None:CODE
LOWBackend/dev/test-tool/local-api/stage_runner.py284def _invalidation_fingerprint(spec: dict, stage: dict, ctx: Dict[str, Any]) -> str:CODE
LOW⚡Backend/dev/test-tool/context-api/server.py1555def _cleanup_stale_control_center() -> None:CODE
LOWBackend/dev/test-tool/context-api/server.py229def _materialize_env_for_newman(src_path: Path) -> Path:CODE
LOWBackend/dev/test-tool/context-api/server.py245def _read_ports_from_registry():CODE
LOWBackend/dev/test-tool/context-api/server.py427def _config_sync_direction_base(direction: str) -> str:CODE
LOWBackend/dev/test-tool/context-api/server.py434def _config_sync_fetch_versions(direction: str):CODE
LOWBackend/dev/test-tool/context-api/server.py511def seed_toll_dashboard_access() -> dict:CODE
LOWBackend/dev/test-tool/context-api/server.py525def _apply_local_testing_data():CODE
LOWBackend/dev/test-tool/context-api/server.py558def _restart_haskell_services():CODE
LOWBackend/dev/test-tool/context-api/server.py786def _probe_control_center_ready() -> bool:CODE
LOWBackend/dev/test-tool/context-api/server.py956def _parse_gradle_product_flavors(gradle_text: str) -> list:CODE
LOWBackend/dev/test-tool/context-api/server.py1769def _wait_for_haskell_services(timeout_seconds: int = 600) -> bool:CODE
LOWBackend/dev/test-tool/context-api/server.py1799def run_startup_local_testing_data():CODE
LOWBackend/dev/test-tool/context-api/server.py1877def _tca_kv_keys_for_all_shards(table_camel, pk_col_camel, pk_value):CODE
LOWBackend/dev/test-tool/context-api/server.py1883def _tca_del_kv_key_all_shards(table_camel, pk_col_camel, pk_value):CODE
LOWBackend/dev/test-tool/context-api/server.py2789def _extract_enum_fields_from_schema(schema: dict, components: dict, depth: int = 0) -> dict:CODE
LOWBackend/dev/test-tool/context-api/server.py2426def get_finance_ledger_entries(schema, reference_type=None, reference_id=None, counterparty_id=None, limit=50, offset=0)STRING
LOWBackend/dev/test-tool/context-api/server.py2612def get_finance_reference_types(schema):STRING
LOW…i/setup/ny_react_native/common/google_services_json.py51def write_google_services_json(target_dir: Path) -> None:CODE
LOW…ext-api/setup/ny_react_native/common/patch_base_url.py24def patch_consumer_base_url_defaults(app_dir: Path, local_url: str) -> None:CODE
LOW…/setup/ny_react_native/common/google_services_plist.py131def write_google_services_plist(ios_dir: Path, bundle_id: str | None = None) -> None:CODE
LOW⚡Backend/dev/config-sync/config_transfer.py1003def fetch_target_table_columns(cursor, db_schema, table):CODE
LOWBackend/dev/config-sync/config_transfer.py705def _expand_patched_data_inplace(patched_base):CODE
LOWBackend/dev/config-sync/config_transfer.py802def fetch_patch_zip_from_cloudfront(direction: str, cloudfront_url: str, dest_dir: Path):CODE
LOWBackend/dev/config-sync/config_transfer.py945def _reencrypt_foreign_values(text):CODE
LOWBackend/dev/config-sync/config_transfer.py1030def check_target_coverage_from_dims(cursor, db_schema, table, source_dims, dim_cols):CODE
LOWBackend/dev/config-sync/config_transfer.py2220def _discover_feature_migrations():STRING
LOWBackend/dev/config-sync/config_transfer.py2230def _run_feature_migrations_inner(feature_migration_files, env_config, to_env, fallback_schema):STRING
Magic Placeholder Names6 hits · 30 pts
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HIGH…ash-collections/KaleyraSmsFlow/setup-local-kaleyra.sql2-- Replace only <YOUR_API_KEY> and <YOUR_SID> with real Kaleyra credentialsCODE
HIGH…ash-collections/KaleyraSmsFlow/setup-local-kaleyra.sql2-- Replace only <YOUR_API_KEY> and <YOUR_SID> with real Kaleyra credentialsCODE
HIGH…ash-collections/KaleyraSmsFlow/setup-local-kaleyra.sql18 'apiKey', '<YOUR_API_KEY>',CODE
HIGH…ash-collections/KaleyraSmsFlow/setup-local-kaleyra.sql18 'apiKey', '<YOUR_API_KEY>',CODE
HIGH…ash-collections/KaleyraSmsFlow/setup-local-kaleyra.sql73 'apiKey', '<YOUR_API_KEY>',CODE
HIGH…ash-collections/KaleyraSmsFlow/setup-local-kaleyra.sql73 'apiKey', '<YOUR_API_KEY>',CODE
Structural Annotation Overuse16 hits · 23 pts
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LOW.claude/commands/run-tests.md26### Step 1: Clear logsCOMMENT
LOW.claude/commands/run-tests.md40### Step 2: Run the testCOMMENT
LOW.claude/commands/run-tests.md47### Step 3: On failure — Capture RCACOMMENT
LOW⚡.claude/commands/run-tests.md96### Step 4: Classify the failureCOMMENT
LOW⚡.claude/commands/run-tests.md104### Step 5: ReportCOMMENT
LOW…tform/rider-app-drainer/BATCH_CREATE_IMPLEMENTATION.md55### Step 1: Parse and Generate SignaturesCOMMENT
LOW…tform/rider-app-drainer/BATCH_CREATE_IMPLEMENTATION.md69### Step 2: Group by TableCOMMENT
LOW…tform/rider-app-drainer/BATCH_CREATE_IMPLEMENTATION.md80### Step 3: Group by Column Signature Within TableCOMMENT
LOW…tform/rider-app-drainer/BATCH_CREATE_IMPLEMENTATION.md92### Step 4: Generate Bulk INSERT QueryCOMMENT
LOW⚡Backend/dev/test-tool/context-api/server.py675 # Step 2: seed test persons / tokens / etc.COMMENT
LOW⚡Backend/dev/test-tool/context-api/server.py679 # Step 3: feature-migrations on top of imported + seeded state.COMMENT
LOW⚡Backend/dev/test-tool/context-api/server.py691 # Step 4: restart so haskell services see the new config.COMMENT
LOW⚡Backend/dev/test-tool/context-api/server.py696 # Step 5: persist marker + update in-memory last_synced so future runsCOMMENT
LOWBackend/dev/test-tool/context-api/server.py655 # Step 1: prod import (no feature-migrations yet).COMMENT
LOW…backend/design/cancellation-fee-configuration-guide.md120#### Step 1: Create the logic rulesCOMMENT
LOW…backend/design/cancellation-fee-configuration-guide.md146#### Step 2: Rollout the logicCOMMENT
Hallucination Indicators2 hits · 20 pts
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CRITICAL…ts/thrash-collections/IssueFlow/01-IssueLifecycle.json160 "pm.test('Inline message created', function () { pm.expect(d.messages).to.be.an('array').and.to.have.lengtCODE
CRITICAL…ts/thrash-collections/IssueFlow/01-IssueLifecycle.json691 "pm.test('Inline message created', function () { pm.expect(d.messages).to.be.an('array').and.to.have.lengtCODE
Modern AI Meta-Vocabulary6 hits · 16 pts
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MEDIUM⚡.claude/commands/run-tests.md93sed -n 'START,ENDp' "$ROOT/service.log" # extract context windowCODE
MEDIUM…Main/spec/ProviderPlatform/Management/API/Pricing.yaml36 - POST: # edit rows/guardrails in place; DRAFT and SHADOW onlyCODE
MEDIUMBackend/dev/mock-servers/server.py220 # ── Flush Redis (for test orchestration) ──COMMENT
MEDIUMBackend/dev/test-tool/dashboard/docs/vision-deck.html617 <p class="tiny" style="margin-top: 8px;">↳ AI removes the writing constraint. The bottlenecks left are <b style="colCODE
MEDIUM…v/test-tool/context-api/setup/ny_react_native/setup.sh17# Migration history: this file used to be ~1300 lines of inline orchestration.COMMENT
MEDIUM…v/test-tool/context-api/setup/ny_react_native/setup.sh19# Stage 2 split the orchestration in two — Python handles ssh+clone+submodulesCOMMENT
Self-Referential Comments4 hits · 12 pts
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MEDIUM.hlint.yaml5# This file contains a template configuration file, which is typicallyCOMMENT
MEDIUMbuildtime-analysis/visualize_builds.py161 # Create the plotCOMMENT
MEDIUMbuildtime-analysis/visualize_builds.py292 # Create a shortened label: Package.ModuleCOMMENT
MEDIUMBackend/.hlint.yaml5# This file contains a template configuration file, which is typicallyCOMMENT
Example Usage Blocks6 hits · 9 pts
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LOWBackend/scripts/mandate_mid_migration.sh23# Usage:COMMENT
LOWBackend/scripts/upsert_service_tiers.sh5# Usage:COMMENT
LOWBackend/dev/ddl-migrations/check_migrations.sh13# Usage:COMMENT
LOWBackend/dev/integration-tests/run-tests.sh4# Usage:COMMENT
LOW…ration-tests/thrash-collections/DriverImageFlow/run.sh4# Usage:COMMENT
LOW…/integration-tests/DbDependent/PanHardCheckFlow/run.sh4# Usage:COMMENT
Fake / Example Data8 hits · 8 pts
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LOW…tform/rider-app-drainer/BATCH_CREATE_IMPLEMENTATION.md25 "name": "John Doe",CODE
LOW…tform/rider-app-drainer/BATCH_CREATE_IMPLEMENTATION.md99 ('2025-01-03 10:00:00', 'person-123', 'John Doe', '+91-9876543210'),CODE
LOWBackend/swagger/swagger-ui.js1!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"function"==typeof define&&define.amCODE
LOWBackend/swagger/swagger-ui-es-bundle-core.js2import*as e from"react-immutable-pure-component";import*as t from"remarkable/linkify";import*as r from"dompurify";importCODE
LOWBackend/swagger/swagger-ui-standalone-preset.js2!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.amCODE
LOWBackend/dev/mock-servers/services/ondc.py404 "billing": order.get("billing", {"name": "Test User", "email": "test@test.com", "phone": "9999999999"}),CODE
LOW…ev/test-tool/dashboard/src/components/RideFlowTree.tsx309 <input type="text" value={adminEmail || ''} onChange={e => onAdminEmailChange?.(e.target.value)} pCODE
LOWBackend/dev/config-sync/config_transfer.py956 replacement = _encrypt_via_obj("test-dummy-key")CODE
Redundant / Tautological Comments6 hits · 7 pts
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LOWbuildtime-analysis/analyze_build_log.py122 # Check if the end package name is a prefix or matchesCOMMENT
LOWbuildtime-analysis/visualize_builds.py82 # Check if we have any build dataCOMMENT
LOWbuildtime-analysis/visualize_builds.py514 # Check if analysis file existsSTRING
LOWBackend/dev/config-sync/config_transfer.py645 # Check if batched (directory) or single fileCOMMENT
LOW.github/workflows/cabal-prod-hot-fix-push.yaml40 # Check if workflow should proceed (non-matrix conditions)COMMENT
LOW.github/workflows/nix-prod-hot-fix-push.yaml33 # Check if workflow should proceed (non-matrix conditions)COMMENT
Verbosity Indicators5 hits · 5 pts
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LOW⚡Backend/dev/test-tool/context-api/server.py675 # Step 2: seed test persons / tokens / etc.COMMENT
LOW⚡Backend/dev/test-tool/context-api/server.py679 # Step 3: feature-migrations on top of imported + seeded state.COMMENT
LOW⚡Backend/dev/test-tool/context-api/server.py691 # Step 4: restart so haskell services see the new config.COMMENT
LOW⚡Backend/dev/test-tool/context-api/server.py696 # Step 5: persist marker + update in-memory last_synced so future runsCOMMENT
LOWBackend/dev/test-tool/context-api/server.py655 # Step 1: prod import (no feature-migrations yet).COMMENT
AI Structural Patterns5 hits · 5 pts
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LOWBackend/load-test/scripts/driverOffer.py65CODE
LOWBackend/load-test/scripts/driverOffer.py132CODE
LOWBackend/load-test/scripts/driverOffer.py152CODE
LOWBackend/load-test/scripts/riderApp.py80CODE
LOWBackend/load-test/scripts/riderApp.py111CODE
AI Slop Vocabulary2 hits · 2 pts
SeverityFileLineSnippetContext
MEDIUMbuildtime-analysis/analyze_build_log.py287 """Print comprehensive analysis summary."""STRING
MEDIUMbuildtime-analysis/visualize_builds.py391 """Generate a comprehensive summary report"""STRING
Modern Structural Boilerplate2 hits · 1 pts
SeverityFileLineSnippetContext
LOWBackend/dev/test-tool/local-api/server.py2901def _set_pty_size(fd: int, rows: int, cols: int) -> None:CODE
LOWBackend/dev/test-tool/local-api/stage_runner.py139def _set_pty_size(fd: int, rows: int, cols: int) -> None:CODE