0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-21

Last Push

12.6K

Stars

Language

246.3K

Lines of Code

2.4K

Files

137

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 3.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 136 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 3.2/100 · LOW

Which changes need focused human review? 137 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 0MEDIUM 13LOW 124

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 137 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 Block120 hits · 120 pts

Severity	File	Line	Snippet	Context
LOW	infracost-usage-defaults.medium.yml	441	#	COMMENT
LOW	infracost-usage-defaults.medium.yml	461	# storage_gb: 1000 # Total size of storage in GB.	COMMENT
LOW	infracost-usage-defaults.medium.yml	481	# monthly_analytical_storage_read_operations: 1000000 # Monthly number of read analytical storage operations.	COMMENT
LOW	infracost-usage-defaults.medium.yml	501	# storage_gb: 1000 # Total size of storage in GB.	COMMENT
LOW	infracost-usage-defaults.medium.yml	581	# This resource need to be converted to CoreResource before default usages are fully supported.	COMMENT
LOW	infracost-usage-defaults.medium.yml	661	# tests: 100000 # Overrides the number of tests done in the connection monitor	COMMENT
LOW	infracost-usage-defaults.medium.yml	701	monthly_queries: 25000000 # Monthly number of DNS queries	COMMENT
LOW	infracost-usage-defaults.medium.yml	801	# monthly_datapipeline_azure_hosted_external_integration_runtime_hours: 4000 # Monthly number of Azure hosted exter	COMMENT
LOW	infracost-usage-defaults.small.yml	441	#	COMMENT
LOW	infracost-usage-defaults.small.yml	461	# storage_gb: 1000 # Total size of storage in GB.	COMMENT
LOW	infracost-usage-defaults.small.yml	481	# monthly_analytical_storage_read_operations: 1000000 # Monthly number of read analytical storage operations.	COMMENT
LOW	infracost-usage-defaults.small.yml	501	# storage_gb: 1000 # Total size of storage in GB.	COMMENT
LOW	infracost-usage-defaults.small.yml	581	# This resource need to be converted to CoreResource before default usages are fully supported.	COMMENT
LOW	infracost-usage-defaults.small.yml	661	# tests: 100000 # Overrides the number of tests done in the connection monitor	COMMENT
LOW	infracost-usage-defaults.small.yml	701	monthly_queries: 12500000 # Monthly number of DNS queries	COMMENT
LOW	infracost-usage-defaults.small.yml	801	# monthly_datapipeline_azure_hosted_external_integration_runtime_hours: 4000 # Monthly number of Azure hosted exter	COMMENT
LOW	infracost-usage-defaults.large.yml	441	#	COMMENT
LOW	infracost-usage-defaults.large.yml	461	# storage_gb: 1000 # Total size of storage in GB.	COMMENT
LOW	infracost-usage-defaults.large.yml	481	# monthly_analytical_storage_read_operations: 1000000 # Monthly number of read analytical storage operations.	COMMENT
LOW	infracost-usage-defaults.large.yml	501	# storage_gb: 1000 # Total size of storage in GB.	COMMENT
LOW	infracost-usage-defaults.large.yml	581	# This resource need to be converted to CoreResource before default usages are fully supported.	COMMENT
LOW	infracost-usage-defaults.large.yml	701	azurerm_private_dns_txt_record:	COMMENT
LOW	infracost-usage-defaults.large.yml	801	# monthly_datapipeline_self_hosted_activity_runs: 1 # Monthly number of self hosted activity runs.	COMMENT
LOW	cmd/infracost/breakdown_test.go	361	)	COMMENT
LOW	cmd/infracost/generate_test.go	61	path.Join("./testdata", dir),	COMMENT
LOW	…ased_provider/modules/mymod_own/mysub_implicit/main.tf	21	# The configuration for module.mymod_aliased.module.mysub_implicit expects to	COMMENT
LOW	…vider/modules/mymod_own_aliased/mysub_implicit/main.tf	21	# The configuration for module.mymod_aliased.module.mysub_implicit expects to	COMMENT
LOW	…_provider/modules/mymod_aliased/mysub_implicit/main.tf	21	# The configuration for module.mymod_aliased.module.mysub_implicit expects to	COMMENT
LOW	…m_directory_with_default_var_files/infracost-usage.yml	1	# You can use this file to define resource usage estimates for Infracost to use when calculating	COMMENT
LOW	…reakdown_terraform_sync_usage_file/infracost-usage.yml	1	# You can use this file to define resource usage estimates for Infracost to use when calculating	COMMENT
LOW	…reakdown_terraform_sync_usage_file/infracost-usage.yml	41	# monthly_data_scanned_gb: 0.0 # Monthly data scanned by CloudWatch logs insights in GB.	COMMENT
LOW	internal/config/config.go	21		COMMENT
LOW	internal/config/config.go	41	ForceProjectType string `yaml:"force_project_type,omitempty" ignored:"true"`	COMMENT
LOW	internal/config/config.go	101	TerraformWorkspace string `yaml:"terraform_workspace,omitempty" envconfig:"TERRAFORM_WORKSPACE"`	COMMENT
LOW	internal/config/config_file.go	41	return true	COMMENT
LOW	internal/config/config_file.go	61	// errors.New("child error 1"),	COMMENT
LOW	internal/config/template/parser.go	241	if _, err := os.Stat(targetPath); err == nil {	COMMENT
LOW	internal/config/template/parser.go	261	// ├── infracost.yml.tmpl	COMMENT
LOW	internal/security/files.go	1	// Package security contains security related functions, mainly checking a file	COMMENT
LOW	internal/apiclient/usage.go	221	return ud, nil	COMMENT
LOW	…nal/providers/terraform/terragrunt_registry_service.go	41	// defaultRegistryHostEnvVarName lets users point Terragrunt at a private	COMMENT
LOW	…nal/providers/terraform/terragrunt_registry_service.go	61	// This protocol will use the Module Registry Protocol (documented at	COMMENT
LOW	internal/providers/terraform/terragrunt_hcl_provider.go	841	return ctyJsonVal.Value, nil	COMMENT
LOW	…alert_test/monitor_scheduled_query_rules_alert_test.tf	41	threshold = 3	COMMENT
LOW	…alert_test/monitor_scheduled_query_rules_alert_test.tf	61	# \| where tolong(resultCode) >= 500	COMMENT
LOW	…alert_test/monitor_scheduled_query_rules_alert_test.tf	81	# custom_webhook_payload = "{}"	COMMENT
LOW	internal/providers/cloudformation/aws/registry.go	1	package aws	COMMENT
LOW	internal/providers/cloudformation/aws/registry.go	21	// GetConfigOrganizationManagedRuleItem(),	COMMENT
LOW	internal/providers/cloudformation/aws/registry.go	41	// GetEFSFileSystemRegistryItem(),	COMMENT
LOW	internal/providers/cloudformation/aws/registry.go	61	// GetRoute53RecordRegistryItem(),	COMMENT
LOW	internal/resources/azure/mssql_elasticpool.go	61	// Database Transaction Unit (DTU) is made a performance metric representing a mixture of performance metrics	COMMENT
LOW	internal/resources/azure/cognitive_account_speech.go	21		COMMENT
LOW	internal/resources/azure/app_configuration.go	41	}	COMMENT
LOW	internal/resources/azure/network_watcher.go	1	package azure	COMMENT
LOW	internal/resources/azure/storage_account.go	201	// BlobStorage:	COMMENT
LOW	internal/resources/azure/storage_account.go	281	// Write Operations.	COMMENT
LOW	internal/resources/azure/storage_account.go	341	//	COMMENT
LOW	internal/resources/azure/storage_account.go	401	// List and Create Container Operations (List Operations for File storage).	COMMENT
LOW	internal/resources/azure/storage_account.go	421	// Standard Hot: cost exists	COMMENT
LOW	internal/resources/azure/storage_account.go	481	//	COMMENT
60 more matches not shown…

AI Slop Vocabulary7 hits · 17 pts

Severity	File	Line	Snippet	Context
MEDIUM	infracost-usage-defaults.medium.yml	238	backup_snapshot_size_gb: 119 # Individual storage size for backup snapshots, used in conjunction with resource param	CODE
MEDIUM	infracost-usage-example.yml	336	backup_snapshot_size_gb: 200 # Individual storage size for backup snapshots, used in conjunction with resource	CODE
MEDIUM	infracost-usage-defaults.small.yml	238	backup_snapshot_size_gb: 59 # Individual storage size for backup snapshots, used in conjunction with resource parame	CODE
MEDIUM	infracost-usage-defaults.large.yml	238	backup_snapshot_size_gb: 238 # Individual storage size for backup snapshots, used in conjunction with resource param	CODE
MEDIUM	internal/resources/aws/glue_catalog_database.go	14	// to build a robust data analytics pipeline.	COMMENT
MEDIUM	internal/resources/aws/glue_crawler.go	14	// to build a robust data analytics pipeline.	COMMENT
MEDIUM	internal/resources/aws/glue_job.go	16	// to build a robust data analytics pipeline.	COMMENT

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/providers/terraform/provider_schemas/main.tf	1	# This file is used with the "terraform provider schema" commands in "make tagschema" to generate	COMMENT
MEDIUM	…aform_modules/f5c8778c26bb651908c92d1816ae14f0/main.tf	152	# Create a truncated ID if needed	COMMENT
MEDIUM	…aform_modules/f5c8778c26bb651908c92d1816ae14f0/main.tf	164	# Create the short ID by adding a hash to the end of the truncated ID	COMMENT
MEDIUM	…oject/with_existing_terraform_mods/.terraform.lock.hcl	1	# This file is maintained automatically by "terraform init".	COMMENT

Verbosity Indicators2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	internal/hcl/graph.go	328	// so we need to check if the module output exists and add an edge from that	COMMENT
LOW	internal/hcl/modules/registry.go	382	// Otherwise we need to check if the version matches the constraints	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…odule-using-same-source/.github/workflows/pr-title.yml	34	# If `subjectPattern` is configured, you can use this property to override	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	103	[Infracost Cloud](https://www.infracost.io/docs/infracost_cloud/get_started/) is the SaaS dashboard that ties everyt	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	internal/hcl/funcs/debug.go	14	// Example usage:	COMMENT

Fake / Example Data1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	internal/vcs/metadata_test.go	486	Name: "John Doe",	CODE

infracost/infracost

Open-Source Code Quality, Security and Technical Debt Review