Repository Analysis

jaegertracing/jaeger

CNCF Jaeger, a Distributed Tracing Platform

2.3 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of jaegertracing/jaeger, a Go project with 22,993 GitHub stars. SynthScan v2.0 examined 199,723 lines of code across 1529 source files, recording 299 pattern matches distributed across 13 syntactic categories. The overall adjusted score of 2.3 places this repository in the Likely human-written band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

2.3
Adjusted Score
2.3
Raw Score
100%
Time Factor
2026-07-13
Last Push
23.0K
Stars
Go
Language
199.7K
Lines of Code
1.5K
Files
299
Pattern Hits
2026-07-14
Scan Date
0.00
HC Hit Rate

What These Metrics Mean

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

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 0MEDIUM 68LOW 231

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 299 distinct pattern matches across 13 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators50 hits · 164 pts
SeverityFileLineSnippetContext
MEDIUM…al/mcptools/internal/criticalpath/criticalpath_test.go17// ┌──────────────────────────────────────┐COMMENT
MEDIUM…al/mcptools/internal/criticalpath/criticalpath_test.go19// └──┬──────────▲─────────┬──────────▲───┘COMMENT
MEDIUM…al/mcptools/internal/criticalpath/criticalpath_test.go22// ▼──────────┤ ▼──────────┤COMMENT
MEDIUM…al/mcptools/internal/criticalpath/criticalpath_test.go24// └──────────┘ └──────────┘COMMENT
MEDIUMexamples/reverse-proxy/docker-compose.yml20 # ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/reverse-proxy/docker-compose.yml22 # ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/reverse-proxy/docker-compose.yml38 # ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/reverse-proxy/docker-compose.yml40 # ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/reverse-proxy/docker-compose.yml55 # ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/reverse-proxy/docker-compose.yml57 # ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/e2e/ui-reverse-proxy.sh114# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/e2e/ui-reverse-proxy.sh117# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/e2e/ui-reverse-proxy.sh145# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/e2e/ui-reverse-proxy.sh150# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/e2e/ui-reverse-proxy.sh168# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/e2e/ui-reverse-proxy.sh174# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/e2e/ui-reverse-proxy.sh203# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/e2e/ui-reverse-proxy.sh207# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/workflows/ci-orchestrator.yml21 # ============================================================================COMMENT
MEDIUM.github/workflows/ci-orchestrator.yml24 # ============================================================================COMMENT
MEDIUM.github/workflows/ci-orchestrator.yml124 # ============================================================================COMMENT
MEDIUM.github/workflows/ci-orchestrator.yml126 # ============================================================================COMMENT
MEDIUM.github/workflows/ci-orchestrator.yml165 # ============================================================================COMMENT
MEDIUM.github/workflows/ci-orchestrator.yml169 # ============================================================================COMMENT
MEDIUM.github/workflows/ci-orchestrator.yml197 # ============================================================================COMMENT
MEDIUM.github/workflows/ci-orchestrator.yml201 # ============================================================================COMMENT
MEDIUM.github/workflows/ci-orchestrator.yml229 # ============================================================================COMMENT
MEDIUM.github/workflows/ci-orchestrator.yml232 # ============================================================================COMMENT
MEDIUM.github/workflows/ci-orchestrator.yml283 # ============================================================================COMMENT
MEDIUM.github/workflows/ci-orchestrator.yml289 # ============================================================================COMMENT
MEDIUM.github/scripts/ci-summary-report-publish.test.js19// ── safeNum ──────────────────────────────────────────────────────────────────COMMENT
MEDIUM.github/scripts/ci-summary-report-publish.test.js34// ── sanitizeMetricName ───────────────────────────────────────────────────────COMMENT
MEDIUM.github/scripts/ci-summary-report-publish.test.js79// ── sanitizeSnapshots ────────────────────────────────────────────────────────COMMENT
MEDIUM.github/scripts/ci-summary-report-publish.test.js218// ── computeMetrics ────────────────────────────────────────────────────────────COMMENT
MEDIUM.github/scripts/ci-summary-report-publish.test.js289// ── formatMetricsDetail ──────────────────────────────────────────────────────COMMENT
MEDIUM.github/scripts/ci-summary-report-publish.test.js376// ── computeCoverage ───────────────────────────────────────────────────────────COMMENT
MEDIUM.github/scripts/ci-summary-report-publish.test.js447// ── buildCommentBody ──────────────────────────────────────────────────────────COMMENT
MEDIUM.github/scripts/ci-summary-report-publish.test.js527// ── postCheckRun ──────────────────────────────────────────────────────────────COMMENT
MEDIUM.github/scripts/ci-summary-report-publish.test.js553// ── postOrUpdateComment ───────────────────────────────────────────────────────COMMENT
MEDIUM.github/actions/verify-metrics-snapshot/action.yaml5# ─────────────────────────────COMMENT
MEDIUMmonitoring/jaeger-mixin/generate/main.go72 // ── Row 1: Collector - Ingestion ───────────────────────────────────────COMMENT
MEDIUMmonitoring/jaeger-mixin/generate/main.go77 // ── Row 2: Collector - Export ──────────────────────────────────────────COMMENT
MEDIUMmonitoring/jaeger-mixin/generate/main.go82 // ── Row 3: Storage ─────────────────────────────────────────────────────COMMENT
MEDIUMmonitoring/jaeger-mixin/generate/main.go87 // ── Row 4: Query ───────────────────────────────────────────────────────COMMENT
MEDIUMmonitoring/jaeger-mixin/generate/main.go92 // ── Row 5: System ──────────────────────────────────────────────────────COMMENT
MEDIUMmonitoring/jaeger-mixin/generate/main.go147// ── Collector - Ingestion ──────────────────────────────────────────────────────COMMENT
MEDIUMmonitoring/jaeger-mixin/generate/main.go177// ── Collector - Export ────────────────────────────────────────────────────────COMMENT
MEDIUMmonitoring/jaeger-mixin/generate/main.go207// ── Storage ───────────────────────────────────────────────────────────────────COMMENT
MEDIUMmonitoring/jaeger-mixin/generate/main.go228// ── Query ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMmonitoring/jaeger-mixin/generate/main.go249// ── System ────────────────────────────────────────────────────────────────────COMMENT
Over-Commented Block118 hits · 118 pts
SeverityFileLineSnippetContext
LOW.fossa.yml1# Copyright (c) 2026 The Jaeger Authors.COMMENT
LOWdoc.go1// Copyright (c) 2019 The Jaeger Authors.COMMENT
LOW.mockery.header.txt1// Copyright (c) The Jaeger Authors.COMMENT
LOWcmd/jaeger/builder.yaml1# Copyright (c) 2026 The Jaeger Authors.COMMENT
LOW…nternal/extension/jaegerquery/internal/query_parser.go81COMMENT
LOW…nternal/extension/jaegerquery/internal/query_parser.go201// Why the API is designed using an end time (endTs) and lookback:COMMENT
LOW…nternal/extension/jaegerquery/internal/query_parser.go221//COMMENT
LOW…nternal/extension/jaegerquery/internal/query_parser.go321// - "unspecified": when no span kind specified in span.COMMENT
LOW…aeger/internal/extension/jaegerquery/internal/flags.go41// by DefaultQueryOptions via configoptional.Default, and a user's partialCOMMENT
LOW…aeger/internal/extension/jaegerquery/internal/flags.go61 // the UI. Set to 0 to disable the health checker (advertised capabilityCOMMENT
LOW…eger/internal/extension/jaegerquery/internal/ui/doc.go1// Copyright (c) 2018 The Jaeger Authors.COMMENT
LOW…nternal/mcptools/internal/criticalpath/criticalpath.go21// The algorithm begins with the top-level span and iterates through the last finishing children (LFCs).COMMENT
LOW…nal/extension/jaegerquery/internal/jaegerai/handler.go21 "github.com/jaegertracing/jaeger/internal/telemetry/otelsemconv"COMMENT
LOW…/extension/jaegerquery/internal/jaegerai/dispatcher.go21// returns an immediate `{acknowledged: true}` ack. The browser observesCOMMENT
LOW…/extension/jaegerquery/internal/jaegerai/dispatcher.go41// in ContextualToolsStore for any callbacks that come back.COMMENT
LOW…/extension/jaegerquery/internal/jaegerai/dispatcher.go61 Result any `json:"result"`COMMENT
LOW…/extension/jaegerquery/internal/jaegerai/dispatcher.go121// response.COMMENT
LOW…/extension/jaegerquery/internal/jaegerai/dispatcher.go141// frontend exposes.COMMENT
LOW…sion/jaegerquery/internal/jaegerai/contextual_tools.go1// Copyright (c) 2026 The Jaeger Authors.COMMENT
LOW…sion/jaegerquery/internal/jaegerai/contextual_tools.go21// corrupt the stored snapshot by mutating decoded maps.COMMENT
LOW…ion/jaegerquery/internal/jaegerai/trace_propagation.go1// Copyright (c) 2026 The Jaeger Authors.COMMENT
LOW…nsion/jaegerquery/internal/jaegerai/session_streams.go21// handler mints a session id when it opens a turn, registers the stream and theCOMMENT
LOW…extension/jaegerquery/internal/jaegerai/translation.go41 } else {COMMENT
LOW…extension/jaegerquery/internal/jaegerai/translation.go221COMMENT
LOW…sion/jaegerquery/internal/jaegerai/streaming_client.go21COMMENT
LOW…sion/jaegerquery/internal/jaegerai/streaming_client.go181 c.emit(aguievents.NewToolCallEndEvent(toolCallID))COMMENT
LOW…xtension/jaegerquery/internal/jaegerai/mcp_ui_tools.go21 methodCallTool = "tools/call"COMMENT
LOW…xtension/jaegerquery/internal/jaegerai/mcp_endpoint.go21// "/api/ai/mcp/" pattern jaeger-query mounts, so all three coexist on one mux:COMMENT
LOW…xtension/jaegerquery/internal/jaegerai/mcp_endpoint.go41type sessionIDContextKey struct{}COMMENT
LOW…on/jaegerquery/internal/jaegerai/aihealth/acp_check.go21// probe-connection lifecycle. The SDK logs every disconnect at INFO viaCOMMENT
LOW…l/extension/jaegerquery/internal/adjuster/clockskew.go21 warningSkewAdjustDisabled = "clock skew adjustment disabled; not applying calculated delta of %v"COMMENT
LOW…ger/internal/extension/jaegerquery/querysvc/service.go81 adjuster.StandardAdjusters(options.MaxClockSkewAdjust)...,COMMENT
LOW…ger/internal/extension/jaegerquery/querysvc/service.go161// FindTraceSummaries searches for traces matching the query and returns an iteratorCOMMENT
LOWcmd/internal/flags/doc.go1// Copyright (c) 2019 The Jaeger Authors.COMMENT
LOWcmd/internal/printconfig/command_test.go1// Copyright (c) 2024 The Jaeger Authors.COMMENT
LOWcmd/remote-storage/config.yaml21# Multi-tenancy configuration (optional)COMMENT
LOWinternal/metrics/package.go1// Copyright (c) 2019 The Jaeger Authors.COMMENT
LOWinternal/tools/empty.go1// Copyright (c) 2024 The Jaeger Authors.COMMENT
LOWinternal/converter/doc.go1// Copyright (c) 2019 The Jaeger Authors.COMMENT
LOWinternal/converter/thrift/doc.go1// Copyright (c) 2019 The Jaeger Authors.COMMENT
LOWinternal/converter/thrift/jaeger/doc.go1// Copyright (c) 2019 The Jaeger Authors.COMMENT
LOWinternal/proto-gen/storage/v2/trace_storage.pb.go1421// is compatible with the grpc package it is being compiled against.COMMENT
LOWinternal/proto-gen/storage/v2/trace_storage.pb.go1441 GetServices(ctx context.Context, in *GetServicesRequest, opts ...grpc.CallOption) (*GetServicesResponse, error)COMMENT
LOWinternal/proto-gen/storage/v2/trace_storage.pb.go1601COMMENT
LOWinternal/proto-gen/storage/v2/trace_storage.pb.go1621 // FindTraces returns a stream that retrieves traces matching query parameters.COMMENT
LOWinternal/proto-gen/zipkin/zipkin.pb.go21// This is a compile-time assertion to ensure that this generated fileCOMMENT
LOWinternal/proto-gen/zipkin/zipkin.pb.go41 // remote_endpoint is the server.COMMENT
LOWinternal/proto-gen/zipkin/zipkin.pb.go101// producers and consumers. However, they can also represent in-processCOMMENT
LOWinternal/proto-gen/zipkin/zipkin.pb.go121 // Randomly generated, unique identifier for a trace, set on all spans withinCOMMENT
LOWinternal/proto-gen/zipkin/zipkin.pb.go141 // Epoch microseconds of the start of this span, possibly absent ifCOMMENT
LOWinternal/proto-gen/zipkin/zipkin.pb.go161 // The host that recorded this span, primarily for query by service name.COMMENT
LOWinternal/proto-gen/zipkin/zipkin.pb.go381COMMENT
LOWinternal/proto-gen/api_v2/metrics/otelspankind.pb.go21// proto package needs to be updated.COMMENT
LOWinternal/sampling/samplingstrategy/adaptive/options.go21 // and the system does not need to send an updated sampling probability (the "control signal" u(t)COMMENT
LOWinternal/sampling/samplingstrategy/adaptive/options.go41 BucketsForCalculation int `mapstructure:"calculation_buckets"`COMMENT
LOW…ationstrategy/percentage_increase_capped_calculator.go1// Copyright (c) 2018 The Jaeger Authors.COMMENT
LOWinternal/sampling/http/handler_test.go81 // handler must emit metricsCOMMENT
LOWinternal/storage/v1/api/doc.go1// Copyright (c) 2019 The Jaeger Authors.COMMENT
LOWinternal/storage/v1/api/metricstore/interface.go21 // GetErrorRates gets the error rate metrics for a given list of services grouped by serviceCOMMENT
LOWinternal/storage/v1/api/metricstore/interface.go41 // RatePer is the duration in which the per-second rate of change is calculated for a cumulative counter metric.COMMENT
58 more matches not shown…
Hyper-Verbose Identifiers49 hits · 58 pts
SeverityFileLineSnippetContext
LOWscripts/ai-sidecar/gemini/test_tracing.py18def test_extract_trace_context_with_valid_traceparent_parents_under_it() -> None:CODE
LOWscripts/ai-sidecar/gemini/test_tracing.py29def test_extract_trace_context_with_no_meta_returns_current_context() -> None:CODE
LOWscripts/ai-sidecar/gemini/test_tracing.py36def test_extract_trace_context_with_non_dict_meta_returns_current_context() -> None:CODE
LOWscripts/ai-sidecar/gemini/test_tracing.py41def test_extract_trace_context_with_empty_meta_returns_current_context() -> None:CODE
LOWscripts/ai-sidecar/gemini/test_tracing.py46def test_extract_trace_context_ignores_unrelated_meta_keys() -> None:CODE
LOWscripts/ai-sidecar/gemini/sidecar_helpers.py37def _extract_contextual_tools(meta: Any) -> list[dict[str, Any]]:CODE
LOWscripts/ai-sidecar/gemini/sidecar_helpers.py57def _build_gemini_contextual_tool(contextual_tools: list[dict[str, Any]]) -> types.Tool | None:CODE
LOWscripts/ai-sidecar/gemini/sidecar_helpers.py103def _extract_function_declaration(tool: Any) -> types.FunctionDeclaration | None:CODE
LOWscripts/ai-sidecar/gemini/test_sidecar_workflow.py243def test_complete_acp_workflow_with_fake_agent() -> None:CODE
LOWscripts/lint/dco_check.py363def get_common_ancestor_commit_hash(CODE
LOWscripts/lint/dco_check.py406def get_default_branch_from_remote(CODE
LOWscripts/lint/import-order-cleanup.py8def cleanup_imports_and_return(imports):CODE
LOWscripts/lint/updateLicense.py76 def build_constraint_end_index():CODE
LOWscripts/utils/compare_metrics.py30def extract_metrics_with_labels(metrics, strip_prefix=None):CODE
LOWscripts/utils/compare_metrics.py44def remove_overlapping_metrics(all_in_one_data, other_json_data):CODE
LOWscripts/utils/metrics-md.py7def generate_spans_markdown_table(v1_spans, v2_spans):CODE
LOWscripts/utils/metrics-md.py35def generate_combined_markdown_table(common_metrics, v1_metrics, v2_metrics):CODE
LOWscripts/release/formatter.py8def extract_section_from_file(file_path, start_marker, end_marker):CODE
LOWscripts/release/notes.py72def num_commits_since_prev_tag(token, base_url, branch, verbose):CODE
LOWscripts/e2e/compare_metrics.py71def suppress_transient_labels(metric_name, labels):CODE
LOWscripts/e2e/metrics_summary_test.py57 def test_extracts_name_before_braces(self):CODE
LOWscripts/e2e/metrics_summary_test.py60 def test_returns_bare_name_when_no_braces(self):CODE
LOWscripts/e2e/metrics_summary_test.py70 def test_empty_input_returns_empty(self):CODE
LOWscripts/e2e/metrics_summary_test.py73 def test_pure_removals_are_truncated(self):CODE
LOWscripts/e2e/metrics_summary_test.py79 def test_pure_additions_are_truncated(self):CODE
LOWscripts/e2e/metrics_summary_test.py85 def test_interleaves_removed_and_added_lines(self):CODE
LOWscripts/e2e/metrics_summary_test.py96 def test_interleaved_truncation_adds_ellipsis(self):CODE
LOWscripts/e2e/metrics_summary_test.py105 def test_no_ellipsis_when_within_limit(self):CODE
LOWscripts/e2e/metrics_summary_test.py114 def test_parses_added_removed_and_modified(self):CODE
LOWscripts/e2e/metrics_summary_test.py131 def test_accumulates_exclusion_counts(self):CODE
LOWscripts/e2e/metrics_summary_test.py139 def test_zero_exclusion_count_when_no_exclusion_lines(self):CODE
LOWscripts/e2e/metrics_summary_test.py147 def test_raw_diff_sections_populated(self):CODE
LOWscripts/e2e/metrics_summary_test.py183 def test_total_changes_header_present(self):CODE
LOWscripts/e2e/metrics_summary_test.py192 def test_added_section_rendered(self):CODE
LOWscripts/e2e/metrics_summary_test.py202 def test_removed_section_rendered(self):CODE
LOWscripts/e2e/metrics_summary_test.py212 def test_modified_section_rendered(self):CODE
LOWscripts/e2e/metrics_summary_test.py222 def test_diff_sample_block_present_for_changed_metric(self):CODE
LOWscripts/e2e/metrics_summary_test.py231 def test_exclusion_count_shown(self):CODE
LOWscripts/e2e/metrics_summary_test.py255 def test_metric_names_list_sorted(self):CODE
LOWscripts/e2e/metrics_summary_test.py265 def test_metric_names_deduped(self):CODE
LOWscripts/e2e/metrics_summary_test.py274 def test_added_only_produces_correct_output(self):CODE
LOWscripts/e2e/compare_metrics_test.py45 def test_identical_snapshots_returns_empty(self):STRING
LOWscripts/e2e/compare_metrics_test.py50 def test_empty_snapshots_returns_empty(self):STRING
LOWscripts/e2e/compare_metrics_test.py63 def test_new_metric_in_current_snapshot_produces_diff(self):STRING
LOWscripts/e2e/compare_metrics_test.py77 def test_exclusion_count_difference_does_not_produce_diff(self):STRING
LOWscripts/e2e/compare_metrics_test.py93 def test_mixed_regression_and_new_metric_returns_diff(self):STRING
LOWscripts/e2e/compare_metrics_test.py103 def test_regression_with_exclusions_includes_exclusion_summary(self):STRING
LOWscripts/e2e/compare_metrics_test.py111 def test_no_exclusions_means_no_exclusion_summary(self):STRING
LOWscripts/e2e/compare_metrics_test.py120 def test_excluded_labels_are_dropped(self):STRING
Excessive Try-Catch Wrapping22 hits · 32 pts
SeverityFileLineSnippetContext
LOWexamples/otel-demo/generate_traces.py29 except Exception as e:CODE
LOWexamples/oci/load-generator/generate_traces.py24 except Exception as e:CODE
LOWscripts/ai-sidecar/gemini/sidecar.py266 except Exception as e:CODE
LOWscripts/ai-sidecar/gemini/sidecar.py304 except Exception as e:CODE
LOWscripts/ai-sidecar/gemini/sidecar.py424 except Exception as e:CODE
LOWscripts/ai-sidecar/gemini/sidecar.py506 except Exception:CODE
LOWscripts/ai-sidecar/gemini/ws_commands.py25 except Exception as e:CODE
LOWscripts/ai-sidecar/gemini/ws_commands.py41 except Exception as e:CODE
LOWscripts/ai-sidecar/gemini/mcp_bridge.py61 except Exception as exc:CODE
LOWscripts/ai-sidecar/gemini/mcp_bridge.py105 except Exception as e:CODE
LOWscripts/ai-sidecar/gemini/sidecar_helpers.py99 except Exception:CODE
LOWscripts/lint/updateLicense.py175 except Exception as error:CODE
MEDIUMscripts/utils/compare_metrics.py123 print(f"Error running metrics_md.py: {e}")CODE
LOWscripts/release/formatter.py56 except Exception as e:CODE
LOWscripts/release/formatter.py63 except Exception as e:CODE
LOWscripts/release/formatter.py69 except Exception as e:CODE
MEDIUMscripts/release/update-changelog.py58 print("Error: Could not find template end marker", file=sys.stderr)CODE
MEDIUMscripts/release/rotate-managers.py43 print("Error: Could not find release managers table", file=sys.stderr)CODE
MEDIUMscripts/release/rotate-managers.py56 print("Error: No data lines found in release managers table", file=sys.stderr)CODE
MEDIUMscripts/release/rotate-managers.py80 print("Error: Could not find any valid versions in the table", file=sys.stderr)CODE
MEDIUMscripts/release/rotate-managers.py90 print(f"Error: First data row is malformed (expected at least 2 columns): {first_row}", file=sys.stderr)CODE
LOWscripts/e2e/metrics_summary.sh198 except Exception as e:CODE
Self-Referential Comments7 hits · 22 pts
SeverityFileLineSnippetContext
MEDIUMinternal/config/tlscfg/testdata/gen-certs.sh92# Creating the client and server certificate.COMMENT
MEDIUM…al/storage/v1/cassandra/schema/migration/V002toV003.sh6# Create a new operation_names_v2 table and copy all data from operation_names tableCOMMENT
MEDIUMscripts/release/prepare.sh63# Create a new branchCOMMENT
MEDIUMscripts/release/prepare.sh155 # Create the PRCOMMENT
MEDIUMscripts/release/update-changelog.py61 # Create the new changelog sectionCOMMENT
MEDIUMscripts/release/rotate-managers.py94 # Create the new row for the bottomCOMMENT
MEDIUM.github/actions/verify-metrics-snapshot/action.yaml81 # Create an empty stub so the diff artifact is always uploaded on PRs.COMMENT
Redundant / Tautological Comments14 hits · 21 pts
SeverityFileLineSnippetContext
LOWexamples/otel-demo/deploy-all.sh282 # Check if ingress files existCOMMENT
LOWscripts/lint/dco_check.py68 # Set default to env var value if it existsCOMMENT
LOWscripts/lint/dco_check.py753 # Check if base revision is provided to the environment, e.g.COMMENT
LOWscripts/lint/dco_check.py808 # Check if pull requestCOMMENT
LOWscripts/lint/dco_check.py868 # Check if pull requestCOMMENT
LOWscripts/lint/dco_check.py1037 # Check if the commit should be ignored because of the commit author emailCOMMENT
LOWscripts/lint/dco_check.py1043 # Check if the commit should be ignored because of the commit author email patternCOMMENT
LOWscripts/lint/dco_check.py1185 # Check if there are any infractionsCOMMENT
LOWscripts/release/prepare.sh80 # Verify if the directory exists and is not emptyCOMMENT
LOWscripts/release/notes.py168 # Check if the pull request has changelog labelCOMMENT
LOWscripts/e2e/spm.sh192 # Check if this operation is in the expected listCOMMENT
LOWscripts/e2e/compare_metrics.py202 # Check if there are any differencesCOMMENT
LOWscripts/e2e/metrics_summary.py38 # Check if this line contains a metric changeCOMMENT
LOWscripts/e2e/metrics_summary.sh137# Output resultsCOMMENT
Modern AI Meta-Vocabulary5 hits · 15 pts
SeverityFileLineSnippetContext
MEDIUM…nal/extension/jaegerquery/internal/jaegerai/handler.go294 // agentic-loop spans under this request's span, joining what wouldCOMMENT
MEDIUM…/extension/jaegerquery/internal/jaegerai/dispatcher.go120// Gemini's agentic loop continues with a "tool dispatched" functionCOMMENT
MEDIUM…ion/jaegerquery/internal/jaegerai/trace_propagation.go16// a sidecar that extracts it parents its own agentic-loop spans under thisCOMMENT
MEDIUMscripts/ai-sidecar/README.md59### Step 3 — Replace the agentic loopCOMMENT
MEDIUMscripts/ai-sidecar/gemini/sidecar.py73 # (shape: {name, description?, parameters?}). The agentic loop usesCOMMENT
Deep Nesting12 hits · 12 pts
SeverityFileLineSnippetContext
LOWscripts/ai-sidecar/gemini/sidecar.py309CODE
LOWscripts/lint/dco_check.py663CODE
LOWscripts/lint/import-order-cleanup.py42CODE
LOWscripts/lint/updateLicense.py30CODE
LOWscripts/utils/compare_metrics.py44CODE
LOWscripts/release/notes.py108CODE
LOWscripts/release/rotate-managers.py32CODE
LOWscripts/release/draft.py54CODE
LOWscripts/e2e/filter_coverage.py16CODE
LOWscripts/e2e/compare_metrics.py45CODE
LOWscripts/e2e/compare_metrics.py71CODE
LOWscripts/e2e/metrics_summary.py8CODE
Modern Structural Boilerplate9 hits · 9 pts
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LOWscripts/ai-sidecar/gemini/tracing.py18logger = logging.getLogger(__name__)CODE
LOWscripts/ai-sidecar/gemini/sidecar.py51logger = logging.getLogger(__name__)CODE
LOWscripts/ai-sidecar/gemini/ws_commands.py11logger = logging.getLogger(__name__)CODE
LOWscripts/ai-sidecar/gemini/mcp_bridge.py18logger = logging.getLogger(__name__)CODE
LOWscripts/ai-sidecar/gemini/main.py17logger = logging.getLogger(__name__)CODE
LOWscripts/lint/dco_check.py236 def set_options(self, args: argparse.Namespace) -> None:CODE
LOWscripts/lint/dco_check.py281 def set_options(self, options: Options) -> None:CODE
LOWscripts/lint/updateLicense.py12logger = logging.getLogger(__name__)CODE
LOWscripts/release/update-changelog.py46def update_changelog(version: str, release_date: str, changelog_content: str, ui_changelog: str = None) -> None:CODE
Structural Annotation Overuse5 hits · 8 pts
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LOWinternal/storage/v2/grpc/README.md25### Step 1: Clone the Jaeger RepositoryCOMMENT
LOWinternal/storage/v2/grpc/README.md34### Step 2: Run the Integration TestsCOMMENT
LOWexamples/oci/README.md61### Step 1: Deploy the NGINX Ingress ControllerCOMMENT
LOWexamples/oci/README.md73### Step 2: Verify the Ingress ControllerCOMMENT
LOWexamples/oci/README.md92### Step 3: Apply the Ingress ResourceCOMMENT
Example Usage Blocks3 hits · 4 pts
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LOWcmd/jaeger/builder.yaml9# Usage:COMMENT
LOWscripts/lint/check-line-endings.py12# Usage:COMMENT
LOWscripts/e2e/filter_coverage.py8# Usage:COMMENT
Fake / Example Data3 hits · 3 pts
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LOW…r/internal/extension/jaegerquery/internal/ui/assets.go28 return httpfs.PrefixedFS("placeholder", http.FS(placeholderAssetsFS))CODE
LOWdocs/adr/009-ui-base-path-auto-detection.md3264. Deep-link: `GET /external/trace/<dummy-id>` → 200, serves `index.html` with inline script.CODE
LOWdocs/rfc/0002-ai-gateway-contextual-tools.md356- Dispatcher's ext_method handler switches from "placeholder" toCODE
Unused Imports2 hits · 2 pts
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LOWscripts/ai-sidecar/gemini/test_tracing.py4CODE
LOWscripts/ai-sidecar/gemini/test_sidecar_workflow.py4CODE