2.7

Adjusted Signal

2.7

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

23.4K

Stars

Language

274.4K

Lines of Code

1.8K

Files

524

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 8.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 409 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.4/100 · LOW

Are imports declared and package/API names verified? 42 finding(s).

Agent Over-Engineering Ratio 6.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 204 finding(s).

PR Review Velocity Impact 12.1/100 · LOW

Which changes need focused human review? 524 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 4HIGH 1MEDIUM 70LOW 449

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 524 distinct pattern matches across 16 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.

Over-Commented Block228 hits · 228 pts

Severity	File	Line	Snippet	Context
LOW	.fossa.yml	1	# Copyright (c) 2026 The Jaeger Authors.	COMMENT
LOW	doc.go	1	// Copyright (c) 2019 The Jaeger Authors.	COMMENT
LOW	.mockery.header.txt	1	// Copyright (c) The Jaeger Authors.	COMMENT
LOW	cmd/jaeger/config-kafka-ingester-sync.yaml	1	# Copyright (c) 2026 The Jaeger Authors.	COMMENT
LOW	cmd/jaeger/config.yaml	41	ui:	COMMENT
LOW	cmd/jaeger/config-kafka-ingester-dead-letter.yaml	1	# Copyright (c) 2026 The Jaeger Authors.	COMMENT
LOW	cmd/jaeger/config-kafka-ingester-dead-letter.yaml	21	# in the connector's sending queue (no pipeline `batch` processor), offsets are marked	COMMENT
LOW	cmd/jaeger/config-kafka-ingester-dead-letter.yaml	141	# min_size must be positive: at 0 the batcher flushes every record as it	COMMENT
LOW	cmd/jaeger/builder.yaml	1	# Copyright (c) 2026 The Jaeger Authors.	COMMENT
LOW	cmd/jaeger/internal/extension/jaegerquery/config.go	21	type Config struct {	COMMENT
LOW	…nal/extension/jaegerquery/queryinterceptor/resolver.go	1	// Copyright (c) 2026 The Jaeger Authors.	COMMENT
LOW	…nternal/extension/jaegerquery/internal/query_parser.go	81	// - The minimum step size for Prometheus-compliant metrics backends is 1ms,	COMMENT
LOW	…nternal/extension/jaegerquery/internal/query_parser.go	201	}	COMMENT
LOW	…al/extension/jaegerquery/internal/route_tag_handler.go	21	//	COMMENT
LOW	…ernal/extension/jaegerquery/internal/static_handler.go	41	// BackendCapabilities is the JSON shape injected into index.html via the	COMMENT
LOW	…eger/internal/extension/jaegerquery/internal/ui/doc.go	1	// Copyright (c) 2018 The Jaeger Authors.	COMMENT
LOW	…rnal/extension/jaegerquery/internal/mcptools/params.go	21	// mcpSessionTimeout caps an idle MCP session when the handler keeps sessions	COMMENT
LOW	…rnal/extension/jaegerquery/internal/mcptools/params.go	41	// are served.	COMMENT
LOW	…rnal/extension/jaegerquery/internal/mcptools/params.go	61	DisableLocalhostProtection bool `mapstructure:"disable_localhost_protection" valid:"optional"`	COMMENT
LOW	…rnal/extension/jaegerquery/internal/mcptools/server.go	101	// shared telemetry server. The HTTP shell captures the server by pointer, so	COMMENT
LOW	…/extension/jaegerquery/internal/mcptools/middleware.go	201	data, err := json.Marshal(result)	COMMENT
LOW	…nternal/mcptools/internal/criticalpath/criticalpath.go	21	// The algorithm begins with the top-level span and iterates through the last finishing children (LFCs).	COMMENT
LOW	…ion/jaegerquery/internal/jaegerai/endpoint_turn_mcp.go	21	// "/api/ai/mcp/" pattern jaeger-query mounts, so all three coexist on one mux:	COMMENT
LOW	…tension/jaegerquery/internal/jaegerai/endpoint_chat.go	21	)	COMMENT
LOW	…tension/jaegerquery/internal/jaegerai/endpoint_chat.go	41	mcpBaseURL string	COMMENT
LOW	…tension/jaegerquery/internal/jaegerai/endpoint_chat.go	201	defer closeACPSession(ctx, acpConn, init.AgentCapabilities, sess.SessionId, h.Logger)	COMMENT
LOW	…rnal/extension/jaegerquery/internal/jaegerai/config.go	41	// nothing else on the query port: the chat endpoint, the shared MCP endpoint,	COMMENT
LOW	…rnal/extension/jaegerquery/internal/jaegerai/config.go	61	// handshake, for agents that require authentication. The header name is the	COMMENT
LOW	…rnal/extension/jaegerquery/internal/jaegerai/config.go	81	// the UI. Set to 0 to disable the health checker (advertised capability	COMMENT
LOW	…rnal/extension/jaegerquery/internal/jaegerai/config.go	101	// single-host deployment, which then needs no configuration at all (see	COMMENT
LOW	…rnal/extension/jaegerquery/internal/jaegerai/config.go	161	return nil	COMMENT
LOW	…rnal/extension/jaegerquery/internal/jaegerai/config.go	261	// name-resolution path without depending on what DNS or /etc/hosts happens to answer	COMMENT
LOW	…ion/jaegerquery/internal/jaegerai/trace_propagation.go	1	// Copyright (c) 2026 The Jaeger Authors.	COMMENT
LOW	…extension/jaegerquery/internal/jaegerai/translation.go	201	}	COMMENT
LOW	…extension/jaegerquery/internal/jaegerai/translation.go	221	// JSON string suitable for TOOL_CALL_ARGS.delta. AG-UI streams args as	COMMENT
LOW	…xtension/jaegerquery/internal/jaegerai/http_handler.go	21	// mux (see RegisterRoutes).	COMMENT
LOW	…xtension/jaegerquery/internal/jaegerai/http_handler.go	41	// of the chat parameters.	COMMENT
LOW	…xtension/jaegerquery/internal/jaegerai/http_handler.go	81	logger: p.Logger,	COMMENT
LOW	…sion/jaegerquery/internal/jaegerai/streaming_client.go	21		COMMENT
LOW	…sion/jaegerquery/internal/jaegerai/streaming_client.go	201	// prompt).	COMMENT
LOW	…sion/jaegerquery/internal/jaegerai/streaming_client.go	321	// closeACPSession is a best-effort cleanup hook: it tells the agent to	COMMENT
LOW	…xtension/jaegerquery/internal/jaegerai/mcp_ui_tools.go	21	// aggregators use for sub-domain prefixes and keeps a coincidental clash with a	COMMENT
LOW	…xtension/jaegerquery/internal/jaegerai/mcp_ui_tools.go	41	// turn declared it, the bare name is dispatched to the browser over its SSE	COMMENT
LOW	…tension/jaegerquery/internal/jaegerai/turn_registry.go	21		COMMENT
LOW	…on/jaegerquery/internal/jaegerai/aihealth/acp_check.go	21	// silentACPLogger discards the ACP SDK's internal diagnostics for the	COMMENT
LOW	…l/extension/jaegerquery/internal/adjuster/clockskew.go	21	warningSkewAdjustDisabled = "clock skew adjustment disabled; not applying calculated delta of %v"	COMMENT
LOW	…ger/internal/extension/jaegerquery/querysvc/service.go	141	}	COMMENT
LOW	…ger/internal/extension/jaegerquery/querysvc/service.go	261	func (qs QueryService) SearchWithoutServiceName(ctx context.Context) (bool, error) {	COMMENT
LOW	…ger/internal/extension/jaegerquery/querysvc/service.go	321	}	COMMENT
LOW	…internal/extension/jaegerquery/querysvc/interceptor.go	41	// onTraceQuery runs every interceptor's OnTraceQuery in order, threading the context each returns into the	COMMENT
LOW	…eger/internal/extension/jaegerquery/querysvc/errors.go	21	// backend whose reader does not accept one (RFC 0013 §3.3). It names the backend's	COMMENT
LOW	…/jaeger/internal/exporters/storageexporter/exporter.go	61	// per-request cap. The two are measured differently: the batcher sizes a batch in	COMMENT
LOW	…jaeger/internal/exporters/storageexporter/connector.go	21	"github.com/jaegertracing/jaeger/internal/storage/v2/api/tracestore"	COMMENT
LOW	…jaeger/internal/exporters/storageexporter/connector.go	41	// reaching writeTraces. That is what couples a Kafka offset to durability in the	COMMENT
LOW	…jaeger/internal/exporters/storageexporter/connector.go	121	// The storage rejected documents it could not attribute to a span, so they	COMMENT
LOW	…jaeger/internal/exporters/storageexporter/connector.go	161	// spanKey identifies a span by the ids the storage reports a rejection with.	COMMENT
LOW	cmd/jaeger/internal/integration/binary.go	81	t.Logf("%s is ready", b.Name)	COMMENT
LOW	cmd/jaeger/internal/integration/integration_harness.go	81	// the ordinary suites range over the numeric sub-field; the backward-compatibility scenarios set	COMMENT
LOW	cmd/jaeger/internal/integration/integration_harness.go	101	// coverage for every test that ran afterwards.	COMMENT
LOW	cmd/jaeger/internal/telemetryfactory/factory.go	21		COMMENT
168 more matches not shown…

Decorative Section Separators50 hits · 164 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	…al/mcptools/internal/criticalpath/criticalpath_test.go	17	// ┌──────────────────────────────────────┐	COMMENT
MEDIUM⚡	…al/mcptools/internal/criticalpath/criticalpath_test.go	19	// └──┬──────────▲─────────┬──────────▲───┘	COMMENT
MEDIUM⚡	…al/mcptools/internal/criticalpath/criticalpath_test.go	22	// ▼──────────┤ ▼──────────┤	COMMENT
MEDIUM⚡	…al/mcptools/internal/criticalpath/criticalpath_test.go	24	// └──────────┘ └──────────┘	COMMENT
MEDIUM	examples/reverse-proxy/docker-compose.yml	20	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	examples/reverse-proxy/docker-compose.yml	22	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	examples/reverse-proxy/docker-compose.yml	38	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	examples/reverse-proxy/docker-compose.yml	40	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	examples/reverse-proxy/docker-compose.yml	55	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	examples/reverse-proxy/docker-compose.yml	57	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/e2e/ui-reverse-proxy.sh	114	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/e2e/ui-reverse-proxy.sh	117	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/e2e/ui-reverse-proxy.sh	145	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/e2e/ui-reverse-proxy.sh	150	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/e2e/ui-reverse-proxy.sh	168	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/e2e/ui-reverse-proxy.sh	174	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/e2e/ui-reverse-proxy.sh	203	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/e2e/ui-reverse-proxy.sh	207	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.github/workflows/ci-orchestrator.yml	21	# ============================================================================	COMMENT
MEDIUM	.github/workflows/ci-orchestrator.yml	24	# ============================================================================	COMMENT
MEDIUM	.github/workflows/ci-orchestrator.yml	124	# ============================================================================	COMMENT
MEDIUM	.github/workflows/ci-orchestrator.yml	126	# ============================================================================	COMMENT
MEDIUM	.github/workflows/ci-orchestrator.yml	165	# ============================================================================	COMMENT
MEDIUM	.github/workflows/ci-orchestrator.yml	169	# ============================================================================	COMMENT
MEDIUM	.github/workflows/ci-orchestrator.yml	200	# ============================================================================	COMMENT
MEDIUM	.github/workflows/ci-orchestrator.yml	204	# ============================================================================	COMMENT
MEDIUM	.github/workflows/ci-orchestrator.yml	235	# ============================================================================	COMMENT
MEDIUM	.github/workflows/ci-orchestrator.yml	245	# ============================================================================	COMMENT
MEDIUM	.github/workflows/ci-orchestrator.yml	296	# ============================================================================	COMMENT
MEDIUM	.github/workflows/ci-orchestrator.yml	302	# ============================================================================	COMMENT
MEDIUM	.github/scripts/ci-summary-report-publish.test.js	19	// ── safeNum ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/scripts/ci-summary-report-publish.test.js	34	// ── sanitizeMetricName ───────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/scripts/ci-summary-report-publish.test.js	79	// ── sanitizeSnapshots ────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/scripts/ci-summary-report-publish.test.js	218	// ── computeMetrics ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/scripts/ci-summary-report-publish.test.js	289	// ── formatMetricsDetail ──────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/scripts/ci-summary-report-publish.test.js	376	// ── computeCoverage ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/scripts/ci-summary-report-publish.test.js	447	// ── buildCommentBody ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/scripts/ci-summary-report-publish.test.js	527	// ── postCheckRun ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/scripts/ci-summary-report-publish.test.js	553	// ── postOrUpdateComment ───────────────────────────────────────────────────────	COMMENT
MEDIUM	.github/actions/verify-metrics-snapshot/action.yaml	5	# ─────────────────────────────	COMMENT
MEDIUM⚡	monitoring/jaeger-mixin/generate/main.go	72	// ── Row 1: Collector - Ingestion ───────────────────────────────────────	COMMENT
MEDIUM⚡	monitoring/jaeger-mixin/generate/main.go	77	// ── Row 2: Collector - Export ──────────────────────────────────────────	COMMENT
MEDIUM⚡	monitoring/jaeger-mixin/generate/main.go	82	// ── Row 3: Storage ─────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	monitoring/jaeger-mixin/generate/main.go	87	// ── Row 4: Query ───────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	monitoring/jaeger-mixin/generate/main.go	92	// ── Row 5: System ──────────────────────────────────────────────────────	COMMENT
MEDIUM	monitoring/jaeger-mixin/generate/main.go	147	// ── Collector - Ingestion ──────────────────────────────────────────────────────	COMMENT
MEDIUM	monitoring/jaeger-mixin/generate/main.go	177	// ── Collector - Export ────────────────────────────────────────────────────────	COMMENT
MEDIUM	monitoring/jaeger-mixin/generate/main.go	207	// ── Storage ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	monitoring/jaeger-mixin/generate/main.go	228	// ── Query ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	monitoring/jaeger-mixin/generate/main.go	249	// ── System ────────────────────────────────────────────────────────────────────	COMMENT

Hyper-Verbose Identifiers122 hits · 152 pts

Severity	File	Line	Snippet	Context
LOW⚡	sdk/python/tests/test_expression.py	34	def test_an_unqualified_attribute_is_an_attr_term():	CODE
LOW⚡	sdk/python/tests/test_expression.py	44	def test_a_level_qualified_attribute_carries_its_level():	CODE
LOW⚡	sdk/python/tests/test_expression.py	52	def test_a_builtin_field_is_a_field_term_and_always_carries_a_level():	CODE
LOW⚡	sdk/python/tests/test_expression.py	79	def test_a_comparison_reads_two_references_as_readily_as_one():	CODE
LOW⚡	sdk/python/tests/test_expression.py	89	def test_attributes_of_two_levels_compare():	CODE
LOW⚡	sdk/python/tests/test_expression.py	99	def test_a_correlated_event_query_quantifies_over_a_nested_term():	CODE
LOW⚡	sdk/python/tests/test_expression.py	213	def test_a_single_predicate_needs_no_boolean_wrapper():	CODE
LOW⚡	sdk/python/tests/test_expression.py	219	def test_repeating_one_combinator_builds_a_flat_n_ary_call():	CODE
LOW⚡	sdk/python/tests/test_expression.py	226	def test_a_mix_of_combinators_still_nests():	CODE
LOW⚡	sdk/python/tests/test_expression.py	236	def test_every_level_is_reachable_and_names_itself():	CODE
LOW⚡	sdk/python/tests/test_expression.py	271	def test_each_level_carries_exactly_the_fields_the_data_model_defines(level, names):	CODE
LOW⚡	sdk/python/tests/test_expression.py	277	def test_a_field_the_data_model_does_not_define_cannot_be_written():	CODE
LOW⚡	sdk/python/tests/test_expression.py	286	def test_a_field_with_no_ordering_has_no_ordering_operators():	CODE
LOW⚡	sdk/python/tests/test_expression.py	294	def test_the_closed_value_sets_are_published():	CODE
LOW⚡	sdk/python/tests/test_expression.py	300	def test_only_a_collection_level_can_be_quantified_over():	CODE
LOW⚡	sdk/python/tests/test_expression.py	310	def test_a_scalar_declares_no_type_unless_a_caller_sets_one():	CODE
LOW⚡	sdk/python/tests/test_expression.py	319	def test_a_list_declares_no_element_type_of_its_own():	CODE
LOW⚡	sdk/python/tests/test_expression.py	330	def test_a_mixed_list_carries_the_text_of_each_element():	CODE
LOW⚡	sdk/python/tests/test_expression.py	336	def test_a_list_can_state_its_own_type():	CODE
LOW⚡	sdk/python/tests/test_expression.py	342	def test_an_empty_list_is_refused():	CODE
LOW⚡	sdk/python/tests/test_expression.py	347	def test_an_unsupported_python_value_is_refused():	CODE
LOW⚡	sdk/python/tests/test_expression.py	355	def test_the_filter_is_a_bare_call_while_its_arguments_are_wrapped():	CODE
LOW⚡	sdk/python/tests/test_expression.py	362	def test_the_terms_are_readable_when_printed():	CODE
LOW⚡	sdk/python/tests/test_expression.py	371	def test_the_base_node_leaves_its_hook_to_subclasses():	CODE
LOW⚡	sdk/python/tests/test_expression.py	376	def test_a_combinator_needs_a_predicate():	CODE
LOW	sdk/python/tests/test_expression.py	159	def test_every_operator_has_a_spelling(predicate, op):	CODE
LOW	sdk/python/tests/test_expression.py	163	def test_boolean_combinators_nest():	CODE
LOW	sdk/python/tests/test_query.py	19	def test_a_query_renders_its_envelope_and_filter():	CODE
LOW⚡	sdk/python/tests/test_query.py	58	def test_repeated_where_calls_are_conjoined_once():	CODE
LOW⚡	sdk/python/tests/test_query.py	66	def test_a_single_predicate_is_the_filter_itself():	CODE
LOW⚡	sdk/python/tests/test_query.py	72	def test_a_query_is_reusable_because_each_step_returns_a_new_one():	CODE
LOW⚡	sdk/python/tests/test_query.py	81	def test_the_legacy_predicate_fields_still_render():	CODE
LOW⚡	sdk/python/tests/test_query.py	111	def test_a_filter_cannot_be_mixed_with_a_legacy_predicate_field(legacy):	CODE
LOW⚡	sdk/python/tests/test_query.py	118	def test_a_zero_duration_bound_still_counts_as_a_legacy_field():	CODE
LOW⚡	sdk/python/tests/test_query.py	127	def test_an_empty_attributes_map_sets_nothing():	CODE
LOW⚡	sdk/python/tests/test_query.py	134	def test_the_envelope_fields_are_not_predicates_and_mix_freely():	CODE
LOW⚡	sdk/python/tests/test_query.py	139	def test_a_time_range_is_required():	CODE
LOW⚡	sdk/python/tests/test_query.py	148	def test_last_ends_the_window_at_the_current_time():	CODE
LOW⚡	sdk/python/tests/test_query.py	163	def test_a_time_is_accepted_in_several_forms_and_read_as_utc(moment):	CODE
LOW⚡	sdk/python/tests/test_query.py	167	def test_a_numeric_duration_is_read_as_seconds():	CODE
LOW⚡	sdk/python/tests/test_query.py	172	def test_an_unusable_time_or_duration_is_refused():	CODE
LOW⚡	sdk/python/tests/test_query.py	179	def test_the_url_form_carries_the_filter_as_json():	CODE
LOW⚡	sdk/python/tests/test_query.py	189	def test_the_url_form_carries_the_legacy_attributes_as_json():	CODE
LOW⚡	sdk/python/tests/test_query.py	196	def test_a_query_is_readable_when_printed():	CODE
LOW⚡	sdk/python/tests/test_query.py	200	def test_the_package_reports_an_unknown_attribute():	CODE
LOW	sdk/python/tests/test_e2e.py	183	def test_a_filter_the_backend_serves_finds_the_trace(client, trace_id, name, predicate):	CODE
LOW	sdk/python/tests/test_e2e.py	198	def test_a_filter_that_should_not_match_returns_nothing(client, trace_id, name, predicate):	CODE
LOW	sdk/python/tests/test_e2e.py	204	def test_a_conjunction_and_a_disjunction_both_reach_the_backend(client, trace_id):	CODE
LOW	sdk/python/tests/test_e2e.py	236	def test_a_filter_the_backend_cannot_serve_is_refused(client, trace_id, reason):	CODE
LOW	sdk/python/tests/test_client.py	82	def test_find_traces_streams_every_chunk(service):	CODE
LOW	sdk/python/tests/test_client.py	89	def test_the_filter_reaches_the_server_intact(service):	CODE
LOW	sdk/python/tests/test_client.py	102	def test_a_legacy_query_reaches_the_server_as_the_scalar_fields(service):	CODE
LOW⚡	sdk/python/tests/test_client.py	113	def test_find_trace_summaries_flattens_the_chunks(service):	CODE
LOW⚡	sdk/python/tests/test_client.py	119	def test_get_trace_passes_the_optional_time_bounds(service):	CODE
LOW⚡	sdk/python/tests/test_client.py	128	def test_get_trace_without_time_bounds_leaves_them_unset(service):	CODE
LOW⚡	sdk/python/tests/test_client.py	136	def test_the_metadata_endpoints_unwrap_their_responses(service):	CODE
LOW	sdk/python/tests/test_client.py	150	def test_a_caller_supplied_channel_outlives_the_client():	CODE
LOW	sdk/python/tests/test_client.py	165	def test_a_tls_client_builds_a_secure_channel():	CODE
LOW	sdk/python/tests/test_client.py	170	def test_a_query_without_a_time_range_fails_before_any_request(service):	CODE
LOW	sdk/python/tests/test_conformance.py	80	def test_the_builder_emits_a_call_the_idl_recognises(shape):	CODE
62 more matches not shown…

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	.github/scripts/pr-quota-manager.test.js	823	const listedPRs = octokit.rest.issues.listComments.mock.calls.map(([{ issue_number }]) => issue_number);	CODE
CRITICAL	.github/scripts/pr-quota-manager.test.js	843	const listedPRs = octokit.rest.issues.listComments.mock.calls.map(([{ issue_number }]) => issue_number);	CODE
CRITICAL	.github/scripts/pr-quota-manager.test.js	866	const listedPRs = octokit.rest.issues.listComments.mock.calls.map(([{ issue_number }]) => issue_number);	CODE
CRITICAL	.github/scripts/pr-quota-manager.test.js	888	const listedPRs = octokit.rest.issues.listComments.mock.calls.map(([{ issue_number }]) => issue_number);	CODE

Unused Imports35 hits · 33 pts

Severity	File	Line	Context
LOW	sdk/python/tests/test_e2e.py	20	CODE
LOW	sdk/python/examples/search.py	15	CODE
LOW	sdk/python/src/jaeger_query/query.py	21	CODE
LOW	sdk/python/src/jaeger_query/client.py	21	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	31	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	35	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	58	CODE
LOW	sdk/python/src/jaeger_query/expression.py	30	CODE
LOW	sdk/python/src/jaeger_query/_time.py	6	CODE
LOW	sdk/python/src/api_v3/capabilities_pb2_grpc.py	4	CODE
LOW	sdk/python/src/api_v3/query_service_pb2_grpc.py	4	CODE
LOW	sdk/python/src/api_v3/query_service_pb2.py	25	CODE
LOW	sdk/python/src/api_v3/query_service_pb2.py	26	CODE
LOW	sdk/python/src/api_v3/query_service_pb2.py	27	CODE
LOW	sdk/python/src/api_v3/query_service_pb2.py	28	CODE

Self-Referential Comments10 hits · 32 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/config/tlscfg/testdata/gen-certs.sh	92	# Creating the client and server certificate.	COMMENT
MEDIUM	…al/storage/v1/cassandra/schema/migration/V002toV003.sh	6	# Create a new operation_names_v2 table and copy all data from operation_names table	COMMENT
MEDIUM	sdk/python/e2e/docker-compose.yml	4	# This file provides the storage that the Python SDK's end-to-end test runs against	COMMENT
MEDIUM	sdk/python/src/api_v3/capabilities_pb2_grpc.py	88	# This class is part of an EXPERIMENTAL API.	COMMENT
MEDIUM	sdk/python/src/api_v3/query_service_pb2_grpc.py	179	# This class is part of an EXPERIMENTAL API.	COMMENT
MEDIUM	scripts/release/prepare.sh	66	# Create a new branch	COMMENT
MEDIUM	scripts/release/prepare.sh	165	# Create the PR	COMMENT
MEDIUM	scripts/release/update-changelog.py	61	# Create the new changelog section	COMMENT
MEDIUM⚡	scripts/release/rotate-managers.py	94	# Create the new row for the bottom	COMMENT
MEDIUM	.github/actions/verify-metrics-snapshot/action.yaml	81	# Create an empty stub so the diff artifact is always uploaded on PRs.	COMMENT

Excessive Try-Catch Wrapping14 hits · 24 pts

Severity	File	Line	Snippet	Context
LOW	sdk/python/tests/test_e2e.py	119	except Exception as error: # noqa: BLE001 - the point is to keep retrying	CODE
LOW	examples/otel-demo/generate_traces.py	29	except Exception as e:	CODE
LOW	examples/oci/load-generator/generate_traces.py	24	except Exception as e:	CODE
LOW	scripts/lint/updateLicense.py	175	except Exception as error:	CODE
MEDIUM	scripts/utils/compare_metrics.py	123	print(f"Error running metrics_md.py: {e}")	CODE
LOW⚡	scripts/release/formatter.py	56	except Exception as e:	CODE
LOW⚡	scripts/release/formatter.py	63	except Exception as e:	CODE
LOW⚡	scripts/release/formatter.py	69	except Exception as e:	CODE
MEDIUM	scripts/release/update-changelog.py	58	print("Error: Could not find template end marker", file=sys.stderr)	CODE
MEDIUM	scripts/release/rotate-managers.py	43	print("Error: Could not find release managers table", file=sys.stderr)	CODE
MEDIUM	scripts/release/rotate-managers.py	56	print("Error: No data lines found in release managers table", file=sys.stderr)	CODE
MEDIUM⚡	scripts/release/rotate-managers.py	80	print("Error: Could not find any valid versions in the table", file=sys.stderr)	CODE
MEDIUM⚡	scripts/release/rotate-managers.py	90	print(f"Error: First data row is malformed (expected at least 2 columns): {first_row}", file=sys.stderr)	CODE
LOW	scripts/e2e/metrics_summary.sh	198	except Exception as e:	CODE

Redundant / Tautological Comments14 hits · 21 pts

Severity	File	Line	Snippet	Context
LOW	examples/otel-demo/deploy-all.sh	479	# Check if ingress files exist	COMMENT
LOW	scripts/lint/dco_check.py	68	# Set default to env var value if it exists	COMMENT
LOW	scripts/lint/dco_check.py	753	# Check if base revision is provided to the environment, e.g.	COMMENT
LOW	scripts/lint/dco_check.py	808	# Check if pull request	COMMENT
LOW	scripts/lint/dco_check.py	868	# Check if pull request	COMMENT
LOW	scripts/lint/dco_check.py	1037	# Check if the commit should be ignored because of the commit author email	COMMENT
LOW	scripts/lint/dco_check.py	1043	# Check if the commit should be ignored because of the commit author email pattern	COMMENT
LOW	scripts/lint/dco_check.py	1185	# Check if there are any infractions	COMMENT
LOW	scripts/release/prepare.sh	83	# Verify if the directory exists and is not empty	COMMENT
LOW	scripts/release/notes.py	210	# Check if the pull request has changelog label	COMMENT
LOW	scripts/e2e/spm.sh	192	# Check if this operation is in the expected list	COMMENT
LOW	scripts/e2e/compare_metrics.py	202	# Check if there are any differences	COMMENT
LOW	scripts/e2e/metrics_summary.py	38	# Check if this line contains a metric change	COMMENT
LOW	scripts/e2e/metrics_summary.sh	137	# Output results	COMMENT

Deep Nesting13 hits · 13 pts

Severity	File	Line	Context
LOW	sdk/python/examples/search.py	38	CODE
LOW	scripts/lint/dco_check.py	663	CODE
LOW	scripts/lint/replace_license_headers.py	25	CODE
LOW	scripts/lint/import-order-cleanup.py	42	CODE
LOW	scripts/lint/updateLicense.py	30	CODE
LOW	scripts/utils/compare_metrics.py	44	CODE
LOW	scripts/release/notes.py	151	CODE
LOW	scripts/release/rotate-managers.py	32	CODE
LOW	scripts/release/draft.py	58	CODE
LOW	scripts/e2e/filter_coverage.py	16	CODE
LOW	scripts/e2e/compare_metrics.py	45	CODE
LOW	scripts/e2e/compare_metrics.py	71	CODE
LOW	scripts/e2e/metrics_summary.py	8	CODE

Modern AI Meta-Vocabulary4 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	…tension/jaegerquery/internal/jaegerai/endpoint_chat.go	220	// agentic-loop spans under this request's span, joining what would	COMMENT
MEDIUM	…ion/jaegerquery/internal/jaegerai/trace_propagation.go	16	// a sidecar that extracts it parents its own agentic-loop spans under this	COMMENT
MEDIUM	docs/rfc/0008-ai-gateway-mcp-tool-routing.md	135	MCP-over-ACP would keep MCP traffic on the ACP WebSocket, but it is not a supported integration path. It exists only in	CODE
MEDIUM	docs/rfc/0008-ai-gateway-mcp-tool-routing.md	146	- Issue [#8890][issue-8890] says it is "implemented in the Go ACP SDK (`coder/acp-go-sdk v0.13.5+`)." Overstated on bo	CODE

AI Structural Patterns9 hits · 9 pts

Severity	File	Line	Context
LOW	sdk/python/src/jaeger_query/query.py	66	CODE
LOW	sdk/python/src/api_v3/capabilities_pb2_grpc.py	103	CODE
LOW	sdk/python/src/api_v3/query_service_pb2_grpc.py	184	CODE
LOW	sdk/python/src/api_v3/query_service_pb2_grpc.py	211	CODE
LOW	sdk/python/src/api_v3/query_service_pb2_grpc.py	238	CODE
LOW	sdk/python/src/api_v3/query_service_pb2_grpc.py	265	CODE
LOW	sdk/python/src/api_v3/query_service_pb2_grpc.py	292	CODE
LOW	sdk/python/src/api_v3/query_service_pb2_grpc.py	319	CODE
LOW	sdk/python/src/api_v3/query_service_pb2_grpc.py	346	CODE

Modern Structural Boilerplate8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	sdk/python/src/jaeger_query/query.py	31	__all__ = ["Query"]	CODE
LOW	sdk/python/src/jaeger_query/client.py	35	__all__ = ["QueryClient"]	CODE
LOW	sdk/python/src/jaeger_query/__init__.py	63	__all__ = [	CODE
LOW	sdk/python/src/jaeger_query/expression.py	35	__all__ = [	CODE
LOW	scripts/lint/dco_check.py	236	def set_options(self, args: argparse.Namespace) -> None:	CODE
LOW	scripts/lint/dco_check.py	281	def set_options(self, options: Options) -> None:	CODE
LOW	scripts/lint/updateLicense.py	12	logger = logging.getLogger(__name__)	CODE
LOW	scripts/release/update-changelog.py	46	def update_changelog(version: str, release_date: str, changelog_content: str, ui_changelog: str = None) -> None:	CODE

Structural Annotation Overuse5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	internal/storage/v2/grpc/README.md	25	### Step 1: Clone the Jaeger Repository	COMMENT
LOW	internal/storage/v2/grpc/README.md	34	### Step 2: Run the Integration Tests	COMMENT
LOW	examples/oci/README.md	61	### Step 1: Deploy the NGINX Ingress Controller	COMMENT
LOW	examples/oci/README.md	73	### Step 2: Verify the Ingress Controller	COMMENT
LOW	examples/oci/README.md	92	### Step 3: Apply the Ingress Resource	COMMENT

Example Usage Blocks4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	cmd/jaeger/builder.yaml	11	# Usage:	COMMENT
LOW	scripts/lint/check-line-endings.py	12	# Usage:	COMMENT
LOW	scripts/e2e/filter_coverage.py	8	# Usage:	COMMENT
LOW	scripts/e2e/check_coverage_uploads.py	16	# Usage:	COMMENT

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/release/notes.py	76	except (subprocess.CalledProcessError, OSError):	CODE

Fake / Example Data3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	…r/internal/extension/jaegerquery/internal/ui/assets.go	28	return httpfs.PrefixedFS("placeholder", http.FS(placeholderAssetsFS))	CODE
LOW	docs/adr/009-ui-base-path-auto-detection.md	326	4. Deep-link: `GET /external/trace/<dummy-id>` → 200, serves `index.html` with inline script.	CODE
LOW	docs/rfc/0002-ai-gateway-contextual-tools.md	358	- Dispatcher's ext_method handler switches from "placeholder" to	CODE

jaegertracing/jaeger

Open-Source Code Quality, Security and Technical Debt Review