1.0

Adjusted Signal

1.0

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

7.7K

Stars

Language

320.0K

Lines of Code

2.4K

Files

279

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 4.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 273 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 0.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 4.5/100 · LOW

Which changes need focused human review? 279 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 2MEDIUM 4LOW 273

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 279 distinct pattern matches across 8 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 Block235 hits · 234 pts

Severity	File	Line	Snippet	Context
LOW	.golangci.yml	261	allow-parallel-runners: true	COMMENT
LOW	cmd/mdatagen/metadata-schema.yaml	81	# Optional: A list of platforms not supported by this component.	COMMENT
LOW	cmd/mdatagen/metadata-schema.yaml	101	# Container types: object (requires properties:), slice (requires values:), map (requires values:)	COMMENT
LOW	cmd/mdatagen/metadata-schema.yaml	141	# Optional: For number/integer types - maximum value (inclusive).	COMMENT
LOW	cmd/mdatagen/metadata-schema.yaml	181	anonymous: bool	COMMENT
LOW	cmd/mdatagen/metadata-schema.yaml	221	description:	COMMENT
LOW	cmd/mdatagen/metadata-schema.yaml	261	# All referenced attributes must be defined in the resource_attributes section.	COMMENT
LOW	cmd/mdatagen/metadata-schema.yaml	281	name_override:	COMMENT
LOW	cmd/mdatagen/metadata-schema.yaml	301	# Optional: map of metric names with the key being the metric name and value	COMMENT
LOW	cmd/mdatagen/metadata-schema.yaml	321	if_configured:	COMMENT
LOW	cmd/mdatagen/metadata-schema.yaml	341	entity: string	COMMENT
LOW	cmd/mdatagen/metadata-schema.yaml	441	# Optional: whether or not this metric is optional. Optional metrics may only be initialized	COMMENT
LOW	cmd/mdatagen/metadata-schema.yaml	481	stage: <alpha\|beta\|stable\|deprecated>	COMMENT
LOW	cmd/mdatagen/internal/metadata.go	841	type Entity struct {	COMMENT
LOW	…l/samplereceiver/internal/metadata/generated_config.go	541	type HostArchResourceAttributeConfig struct {	COMMENT
LOW	…l/samplereceiver/internal/metadata/generated_config.go	681	type StringEnumResourceAttrResourceAttributeConfig struct {	COMMENT
LOW	…l/samplereceiver/internal/metadata/generated_config.go	761		COMMENT
LOW	cmd/mdatagen/internal/samplemigrationscraper/doc.go	1	// Copyright The OpenTelemetry Authors	COMMENT
LOW	cmd/builder/internal/builder/config.go	101		COMMENT
LOW	extension/zpagesextension/doc.go	1	// Copyright The OpenTelemetry Authors	COMMENT
LOW	extension/extensioncapabilities/interfaces.go	21	Dependencies() []component.ID	COMMENT
LOW	extension/memorylimiterextension/testdata/config.yaml	1	# check_interval is the time between measurements of memory usage for the	COMMENT
LOW	extension/extensionauth/server.go	1	// Copyright The OpenTelemetry Authors	COMMENT
LOW	extension/extensionauth/doc.go	1	// Copyright The OpenTelemetry Authors	COMMENT
LOW	extension/xextension/storage/storage.go	21	// The component can use the client to manage state	COMMENT
LOW	extension/xextension/storage/storage.go	61	//	COMMENT
LOW	extension/xextension/storage/storage.go	81	// any of the collected operations.	COMMENT
LOW	extension/xextension/storage/doc.go	1	// Copyright The OpenTelemetry Authors	COMMENT
LOW	config/configgrpc/doc.go	1	// Copyright The OpenTelemetry Authors	COMMENT
LOW	config/confignet/doc.go	1	// Copyright The OpenTelemetry Authors	COMMENT
LOW	config/confighttp/server.go	81	// through two representations (the deprecated flat fields and the 'keepalive'	COMMENT
LOW	config/confighttp/server.go	101	// fields directly; the 'keepalive' section decodes into Keepalive and is	COMMENT
LOW	config/confighttp/server.go	141	}	COMMENT
LOW	config/confighttp/server.go	161	// error and the warnings: programmatic values are neither deprecated usage nor	COMMENT
LOW	config/confighttp/server.go	361	handler = responseHeadersHandler(handler, sc.ResponseHeaders)	COMMENT
LOW	config/confighttp/generated_config.go	81	// Cookies configures the cookie management of the HTTP client.	COMMENT
LOW	config/confighttp/generated_config.go	121	// See the underlying https://github.com/rs/cors package for details.	COMMENT
LOW	config/confighttp/generated_config.go	221	// CompressionAlgorithms configures the list of compression algorithms the server can accept.	COMMENT
LOW	config/confighttp/generated_config.go	241	ReadHeaderTimeout time.Duration `mapstructure:"read_header_timeout"`	COMMENT
LOW	config/confighttp/client.go	81		COMMENT
LOW	config/confighttp/client.go	101	// for ToClient to log. Only keys present in the configuration count for the	COMMENT
LOW	config/confighttp/client.go	161	cc.Keepalive.Get().MaxIdleConnsPerHost = cc.MaxIdleConnsPerHost	COMMENT
LOW	config/confighttp/client.go	181	// practice. Deprecated keys in the configuration are also recorded as warnings	COMMENT
LOW	config/confighttp/client.go	201	// Step 2: decode the configuration. Deprecated keys overwrite their	COMMENT
LOW	config/confighttp/compression.go	121	0x73, 0x4e, 0x61, 0x50, 0x70, 0x59, // "sNaPpY"	COMMENT
LOW	config/confighttp/doc.go	1	// Copyright The OpenTelemetry Authors	COMMENT
LOW	config/configopaque/doc.go	1	// Copyright The OpenTelemetry Authors	COMMENT
LOW	config/configtelemetry/doc.go	1	// Copyright The OpenTelemetry Authors	COMMENT
LOW	config/configtelemetry/doc.go	21	//	COMMENT
LOW	config/configtls/doc.go	1	// Copyright The OpenTelemetry Authors	COMMENT
LOW	config/configoptional/optional.go	281	// generally only be called by [confmap.Validate].	COMMENT
LOW	processor/queuebatchprocessor/doc.go	1	// Copyright The OpenTelemetry Authors	COMMENT
LOW	processor/queuebatchprocessor/testdata/config.yaml	1	# Default configuration for the queue_batch processor, documenting the	COMMENT
LOW	processor/batchprocessor/config.go	21	// SendBatchSize is the size of a batch which after hit, will trigger it to be sent.	COMMENT
LOW	.chloggen/TEMPLATE.yaml	21	# e.g. '[user]' or '[user, api]'	COMMENT
LOW	.chloggen/xprocessorhelper-profiles-obsreport.yaml	21	# e.g. '[user]' or '[user, api]'	COMMENT
LOW	.chloggen/featuregate-allow-underscores.yaml	21	# e.g. '[user]' or '[user, api]'	COMMENT
LOW	.chloggen/queue-ref-pair-in-memory-queue.yaml	21	# e.g. '[user]' or '[user, api]'	COMMENT
LOW	.chloggen/reuse-message.yaml	21	# e.g. '[user]' or '[user, api]'	COMMENT
LOW	.chloggen/README.md	1	### Changelog folder	COMMENT
175 more matches not shown…

Structural Annotation Overuse17 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW⚡	config/confighttp/server.go	168	// Step 1: fold a programmatically set Keepalive into the deprecated	COMMENT
LOW⚡	config/confighttp/server.go	177	// Step 2: decode the configuration. Deprecated keys overwrite their	COMMENT
LOW	config/confighttp/server.go	100	// Step 1: decode the configuration. Deprecated keys overwrite their	COMMENT
LOW	config/confighttp/server.go	114	// Step 2: with the decoded values at hand, reject configurations mixing	COMMENT
LOW	config/confighttp/server.go	132	// Step 3: fold the decoded 'keepalive' section into the deprecated	COMMENT
LOW	config/confighttp/server.go	191	// Step 3: with the decoded values at hand, reject configurations mixing	COMMENT
LOW	config/confighttp/server.go	208	// Step 4: fold the decoded 'keepalive' section into the deprecated	COMMENT
LOW	config/confighttp/server.go	222	// Step 5: the deprecated fields now hold the effective settings; restore	COMMENT
LOW	config/confighttp/client.go	109	// Step 1: decode the configuration. Deprecated keys overwrite their	COMMENT
LOW	config/confighttp/client.go	123	// Step 2: with the decoded values at hand, reject configurations mixing	COMMENT
LOW	config/confighttp/client.go	190	// Step 1: fold a programmatically set Keepalive into the deprecated	COMMENT
LOW	config/confighttp/client.go	201	// Step 2: decode the configuration. Deprecated keys overwrite their	COMMENT
LOW	config/confighttp/client.go	215	// Step 3: with the decoded values at hand, reject configurations mixing	COMMENT
LOW	config/confighttp/client.go	238	// Step 4: fold the decoded 'keepalive' section into the deprecated	COMMENT
LOW	config/confighttp/client.go	258	// Step 5: the deprecated fields now hold the effective settings; restore	COMMENT
LOW	consumer/consumererror/error.go	35	// NOTE: This function will panic if passed an HTTP status between 200 and 299 inclusive.	COMMENT
LOW	consumer/consumererror/error.go	54	// NOTE: This function will panic if passed a *status.Status with an underlying	COMMENT

Verbosity Indicators16 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW⚡	config/confighttp/server.go	168	// Step 1: fold a programmatically set Keepalive into the deprecated	COMMENT
LOW⚡	config/confighttp/server.go	177	// Step 2: decode the configuration. Deprecated keys overwrite their	COMMENT
LOW	config/confighttp/server.go	100	// Step 1: decode the configuration. Deprecated keys overwrite their	COMMENT
LOW	config/confighttp/server.go	114	// Step 2: with the decoded values at hand, reject configurations mixing	COMMENT
LOW	config/confighttp/server.go	132	// Step 3: fold the decoded 'keepalive' section into the deprecated	COMMENT
LOW	config/confighttp/server.go	191	// Step 3: with the decoded values at hand, reject configurations mixing	COMMENT
LOW	config/confighttp/server.go	208	// Step 4: fold the decoded 'keepalive' section into the deprecated	COMMENT
LOW	config/confighttp/server.go	222	// Step 5: the deprecated fields now hold the effective settings; restore	COMMENT
LOW	config/confighttp/client.go	109	// Step 1: decode the configuration. Deprecated keys overwrite their	COMMENT
LOW	config/confighttp/client.go	123	// Step 2: with the decoded values at hand, reject configurations mixing	COMMENT
LOW	config/confighttp/client.go	190	// Step 1: fold a programmatically set Keepalive into the deprecated	COMMENT
LOW	config/confighttp/client.go	201	// Step 2: decode the configuration. Deprecated keys overwrite their	COMMENT
LOW	config/confighttp/client.go	215	// Step 3: with the decoded values at hand, reject configurations mixing	COMMENT
LOW	config/confighttp/client.go	238	// Step 4: fold the decoded 'keepalive' section into the deprecated	COMMENT
LOW	config/confighttp/client.go	258	// Step 5: the deprecated fields now hold the effective settings; restore	COMMENT
LOW	…xporterhelper/internal/queuebatch/partition_batcher.go	181	// If we still have results to process, then we need to check if the last result has enough data to flush, or we add it	COMMENT

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	receiver/otlpreceiver/otlphttp.go	221	// We are throttled. Wait before retrying as requested by the server.	COMMENT
HIGH	exporter/otlpexporter/otlp.go	197	// We are throttled. Wait before retrying as requested by the server.	COMMENT

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…rter/exporterhelper/internal/queue/persistent_queue.go	59	// ┌───────file extension-backed queue───────┐	COMMENT
MEDIUM	…rter/exporterhelper/internal/queue/persistent_queue.go	65	// └───────────────────────x─────\|─────x─────┘	COMMENT

Self-Referential Comments2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	cmd/mdatagen/internal/loader_test.go	978	labelsFile: "# This file is auto-generated. Do not edit manually.\nextension/storage/filestorage extension/storage/	CODE
MEDIUM	internal/buildscripts/gen-certs.sh	101	# Creating the client and server certificates.	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	config/configoptional/optional_test.go	326	opt.GetOrInsertDefault().Name = "John Doe"	CODE
LOW	config/configoptional/optional_test.go	357	Name: "John Doe",	CODE
LOW	config/configoptional/optional_test.go	367	opt.GetOrInsertDefault().Name = "Jane Doe"	CODE
LOW	config/configoptional/optional_test.go	395	Name: "John Doe",	CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	cmd/mdatagen/metadata-schema.yaml	406	# Set this to true to skip that assertion for processors that intentionally detach or modify the context	COMMENT

open-telemetry/opentelemetry-collector

Open-Source Code Quality, Security and Technical Debt Review