0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

8.8K

Stars

Language

711.5K

Lines of Code

3.8K

Files

631

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 4.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 616 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 15 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 3 finding(s).

PR Review Velocity Impact 4.7/100 · LOW

Which changes need focused human review? 631 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 2HIGH 0MEDIUM 20LOW 609

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 631 distinct pattern matches across 10 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 Block560 hits · 444 pts

Severity	File	Line	Snippet	Context
LOW	ui/app/macros/lazy-capabilities.js	1	/**	COMMENT
LOW	ui/app/lib/path-to-tree.js	21	// bar: {	COMMENT
LOW	ui/tests/helpers/index.js	21	// For example, if you need an authenticated session for each	COMMENT
LOW	ui/lib/kubernetes/addon/utils/generated-role-rules.js	1	/**	COMMENT
LOW	ui/lib/pki/addon/components/pki-issuer-cross-sign.js	181	},	COMMENT
LOW	ui/lib/pki/addon/components/pki-issuer-cross-sign.js	201	// -> For 1 though, make sure to give the `signedCaChain` in the	COMMENT
LOW	.release/docker/docker-entrypoint.sh	1	#!/usr/bin/dumb-init /bin/sh	COMMENT
LOW	website/content/blog/2026-07-30-declarative-plugins.md	81	// plugin catalog. This is allows operators to immediately use the plugin	COMMENT
LOW	website/content/blog/2026-07-30-declarative-plugins.md	101		COMMENT
LOW	…bsite/content/blog/2026-07-09-transactional-storage.md	81	and thus not relevant to improving snapshot consistency.	COMMENT
LOW	internal/serviceregistration/service_registration.go	41	// complete. The redirectAddr is an optional parameter for implementations	COMMENT
LOW	internal/serviceregistration/service_registration.go	61	//	COMMENT
LOW	internal/serviceregistration/service_registration.go	81	// If errors are returned, Vault only logs a warning, so it is	COMMENT
LOW	…l/serviceregistration/kubernetes/testing/testserver.go	41	//go:embed token	COMMENT
LOW	…ternal/serviceregistration/kubernetes/client/config.go	21	// The client itself does nothing directly with these variables, it's	COMMENT
LOW	…ternal/serviceregistration/kubernetes/client/config.go	81	// The CACertPool is promoted to the top level from being originally on the TLSClientConfig	COMMENT
LOW	…eregistration/kubernetes/client/cmd/kubeclient/main.go	1	// Copyright (c) HashiCorp, Inc.	COMMENT
LOW	internal/physical/postgresql/postgresql.go	721	}	COMMENT
LOW	internal/physical/pebbledb/pebbledb.go	681		COMMENT
LOW	internal/physical/raft/io.go	1	// Protocol Buffers for Go with Gadgets	COMMENT
LOW	internal/physical/raft/transaction.go	561	return err	COMMENT
LOW	internal/physical/raft/transaction.go	921	// transaction was started) modified this entry. All WALs did not affect	COMMENT
LOW	internal/physical/raft/raft_autopilot.go	61	// LastContactThreshold is the limit on the amount of time a server can go	COMMENT
LOW	internal/physical/raft/snapshot.go	41	//	COMMENT
LOW	internal/physical/raft/varint.go	1	// Protocol Buffers for Go with Gadgets	COMMENT
LOW	internal/physical/raft/raft.go	161		COMMENT
LOW	internal/physical/raft/raft.go	201	// fallback will be to interact with the raft instance directly. This can only	COMMENT
LOW	internal/physical/raft/raft.go	261	// LeaderClientKey is the client key for the follower node to establish	COMMENT
LOW	internal/physical/raft/snapshot/archive.go	1	// Copyright IBM Corp. 2019, 2025	COMMENT
LOW	internal/physical/crosstest/cross_test.go	1	// We wish to build a backend cross-testing framework which allows us to find	COMMENT
LOW	internal/audit/audit.go	21	// a possibility.	COMMENT
LOW	internal/audit/formatter.go	21	}	COMMENT
LOW	internal/audit/formatter.go	41	// within the response data - these are conventionally the only fields present in a list response - see	COMMENT
LOW	internal/audit/hashstructure.go	221	// to be hashed. If there is an error, walking will be halted	COMMENT
LOW	internal/http/index.go	141	// wants to set or is aware of. Similarly, if configuration states to	COMMENT
LOW	internal/http/handler.go	1161	//	COMMENT
LOW	internal/http/util.go	101	//	COMMENT
LOW	internal/http/util.go	141	}	COMMENT
LOW	internal/command/pki_reissue_intermediate_test.go	21		COMMENT
LOW	internal/command/pki_reissue_intermediate_test.go	41	runPkiListIntermediateTests(t, client)	COMMENT
LOW	internal/command/proxy.go	1021	return cfg, nil	COMMENT
LOW	internal/command/pki_list_intermediate_test.go	21	// RootX1 RootX2 RootX4 RootX3	COMMENT
LOW	internal/command/pki_issue_intermediate_test.go	21	// pki-root \| pki-newroot \| pki-empty	COMMENT
LOW	internal/command/pki_issue_intermediate_test.go	41		COMMENT
LOW	internal/command/agent.go	1121	return nil, fmt.Errorf("error validating configuration: %w", err)	COMMENT
LOW	internal/command/pki_verify_sign_test.go	21		COMMENT
LOW	internal/command/pki_verify_sign_test.go	161	for i, interfa := range list {	COMMENT
LOW	internal/command/debug.go	41		COMMENT
LOW	internal/command/commands.go	61	EnvVaultLogLevel = "BAO_LOG_LEVEL"	COMMENT
LOW	internal/command/commands.go	81	// flagTLSServerName is the flag used in the base command to read in	COMMENT
LOW	internal/command/token/helper_external.go	41	return path, nil	COMMENT
LOW	internal/command/agentproxyshared/cache/lease_cache.go	1141	}	COMMENT
LOW	…nal/command/agentproxyshared/cache/cachememdb/index.go	21	// Token is the token that fetched the response held by this index	COMMENT
LOW	…nal/command/agentproxyshared/cache/cachememdb/index.go	41		COMMENT
LOW	…nal/command/agentproxyshared/cache/cacheboltdb/bolt.go	41		COMMENT
LOW	internal/helper/configutil/telemetry.go	61	// metric management enabled (use check with specified submission_url)	COMMENT
LOW	internal/helper/configutil/telemetry.go	81	CirconusCheckSubmissionURL string `hcl:"circonus_submission_url"`	COMMENT
LOW	internal/helper/configutil/telemetry.go	101	// CirconusCheckTags is a comma separated list of tags to apply to the check. Note that	COMMENT
LOW	internal/helper/identity/types.pb.go	41	ParentGroupIDs []string `protobuf:"bytes,4,rep,name=parent_group_ids,json=parentGroupIds,proto3" json:"parent_group_ids	COMMENT
LOW	internal/helper/identity/types.pb.go	241	// Entity represents an entity that gets persisted and indexed.	COMMENT
500 more matches not shown…

AI Slop Vocabulary11 hits · 33 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/command/agent_test.go	1302	// Definitely not thread-safe, do not use t.Parallel with this.	COMMENT
MEDIUM	…database/cassandra/test-fixtures/no_tls/cassandra.yaml	14	# This version is provided to facilitate pain-free upgrades for existing	COMMENT
MEDIUM	…database/cassandra/test-fixtures/no_tls/cassandra.yaml	1853	# each write which may be lower in order to facilitate availability.	COMMENT
MEDIUM	…tabase/cassandra/test-fixtures/with_tls/cassandra.yaml	14	# This version is provided to facilitate pain-free upgrades for existing	COMMENT
MEDIUM	…tabase/cassandra/test-fixtures/with_tls/cassandra.yaml	1853	# each write which may be lower in order to facilitate availability.	COMMENT
MEDIUM	internal/builtin/logical/pki/acme_wrappers.go	55	// acmeWrapper a basic wrapper that all ACME handlers should leverage as the basis.	COMMENT
MEDIUM	internal/builtin/logical/pki/backend_test.go	6826	// - Definitely will work with sign-verbatim.	COMMENT
MEDIUM	internal/builtin/logical/pki/storage_migrations.go	140	// We always want to write out this log entry as the secondary clusters leverage this path to wake up	COMMENT
MEDIUM	internal/vault/token_store.go	1463	// minted service tokens. This function is meant to be robust so as to allow vault	COMMENT
MEDIUM	sdk/helper/testcluster/util.go	160	// Be robust to multiple nodes thinking they are active. This is possible in	COMMENT
MEDIUM	sdk/helper/testcluster/util.go	165	// etc. so be robust against it. The best solution would be to have some sort	COMMENT

Structural Annotation Overuse15 hits · 32 pts

Severity	File	Line	Snippet	Context
LOW⚡	…database/cassandra/test-fixtures/no_tls/cassandra.yaml	1608	# Step 1: Set internode_encryption=<dc\|rack\|all> and explicitly set optional=true. Restart all nodes	COMMENT
LOW⚡	…database/cassandra/test-fixtures/no_tls/cassandra.yaml	1610	# Step 2: Set optional=false (or remove it) and if you generated truststores and want to use mutual	COMMENT
LOW⚡	…database/cassandra/test-fixtures/no_tls/cassandra.yaml	1666	# Step 1: Set enabled=true and explicitly set optional=true. Restart all nodes	COMMENT
LOW⚡	…database/cassandra/test-fixtures/no_tls/cassandra.yaml	1668	# Step 2: Set optional=false (or remove it) and if you generated truststores and want to use mutual	COMMENT
LOW	…database/cassandra/test-fixtures/no_tls/cassandra.yaml	1525	# WARNING: This snitch is deprecated and it is scheduled to be removed	COMMENT
LOW⚡	…tabase/cassandra/test-fixtures/with_tls/cassandra.yaml	1608	# Step 1: Set internode_encryption=<dc\|rack\|all> and explicitly set optional=true. Restart all nodes	COMMENT
LOW⚡	…tabase/cassandra/test-fixtures/with_tls/cassandra.yaml	1610	# Step 2: Set optional=false (or remove it) and if you generated truststores and want to use mutual	COMMENT
LOW⚡	…tabase/cassandra/test-fixtures/with_tls/cassandra.yaml	1666	# Step 1: Set enabled=true and explicitly set optional=true. Restart all nodes	COMMENT
LOW⚡	…tabase/cassandra/test-fixtures/with_tls/cassandra.yaml	1668	# Step 2: Set optional=false (or remove it) and if you generated truststores and want to use mutual	COMMENT
LOW	…tabase/cassandra/test-fixtures/with_tls/cassandra.yaml	1525	# WARNING: This snitch is deprecated and it is scheduled to be removed	COMMENT
LOW⚡	sdk/logical/token.go	200	// Step 1: Copy entry policies to a new struct	COMMENT
LOW⚡	sdk/logical/token.go	204	// Step 2: Sort and join copied policies	COMMENT
LOW⚡	sdk/logical/token.go	211	// Step 3: Add namespace ID	COMMENT
LOW⚡	sdk/logical/token.go	218	// Step 4: Remove the first character in the string, as it's an unnecessary delimiter	COMMENT
LOW⚡	sdk/logical/token.go	221	// Step 5: Hash the sum	COMMENT

Verbosity Indicators14 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW⚡	…database/cassandra/test-fixtures/no_tls/cassandra.yaml	1608	# Step 1: Set internode_encryption=<dc\|rack\|all> and explicitly set optional=true. Restart all nodes	COMMENT
LOW⚡	…database/cassandra/test-fixtures/no_tls/cassandra.yaml	1610	# Step 2: Set optional=false (or remove it) and if you generated truststores and want to use mutual	COMMENT
LOW⚡	…database/cassandra/test-fixtures/no_tls/cassandra.yaml	1666	# Step 1: Set enabled=true and explicitly set optional=true. Restart all nodes	COMMENT
LOW⚡	…database/cassandra/test-fixtures/no_tls/cassandra.yaml	1668	# Step 2: Set optional=false (or remove it) and if you generated truststores and want to use mutual	COMMENT
LOW⚡	…tabase/cassandra/test-fixtures/with_tls/cassandra.yaml	1608	# Step 1: Set internode_encryption=<dc\|rack\|all> and explicitly set optional=true. Restart all nodes	COMMENT
LOW⚡	…tabase/cassandra/test-fixtures/with_tls/cassandra.yaml	1610	# Step 2: Set optional=false (or remove it) and if you generated truststores and want to use mutual	COMMENT
LOW⚡	…tabase/cassandra/test-fixtures/with_tls/cassandra.yaml	1666	# Step 1: Set enabled=true and explicitly set optional=true. Restart all nodes	COMMENT
LOW⚡	…tabase/cassandra/test-fixtures/with_tls/cassandra.yaml	1668	# Step 2: Set optional=false (or remove it) and if you generated truststores and want to use mutual	COMMENT
LOW	internal/vault/core_metrics.go	291	// Therefore, we need to check if c.mounts is nil. If we do not, this will panic when	COMMENT
LOW⚡	sdk/logical/token.go	200	// Step 1: Copy entry policies to a new struct	COMMENT
LOW⚡	sdk/logical/token.go	204	// Step 2: Sort and join copied policies	COMMENT
LOW⚡	sdk/logical/token.go	211	// Step 3: Add namespace ID	COMMENT
LOW⚡	sdk/logical/token.go	218	// Step 4: Remove the first character in the string, as it's an unnecessary delimiter	COMMENT
LOW⚡	sdk/logical/token.go	221	// Step 5: Hash the sum	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	ui/tests/acceptance/raft-storage-test.js	35	this.config.data.config.servers.pop();	CODE
CRITICAL	ui/lib/pki/addon/components/page/pki-issuer-details.ts	19	return this.args.issuer.parsedCertificate.parsing_errors.map((e: Error) => e.message).join(', ');	CODE

Slop Phrases6 hits · 17 pts

Severity	File	Line	Snippet	Context
MEDIUM	ui/lib/kubernetes/addon/utils/generated-role-rules.js	6	const example = `# The below is an example that you can use as a starting point.	CODE
MEDIUM	…database/cassandra/test-fixtures/no_tls/cassandra.yaml	61	# initial_token allows you to specify tokens manually. While you can use it with	COMMENT
MEDIUM	…database/cassandra/test-fixtures/no_tls/cassandra.yaml	1042	# you may want to adjust max_value_size accordingly. This should be positive and less than 2048.	COMMENT
MEDIUM	…tabase/cassandra/test-fixtures/with_tls/cassandra.yaml	61	# initial_token allows you to specify tokens manually. While you can use it with	COMMENT
MEDIUM	…tabase/cassandra/test-fixtures/with_tls/cassandra.yaml	1042	# you may want to adjust max_value_size accordingly. This should be positive and less than 2048.	COMMENT
MEDIUM	internal/builtin/logical/pki/chain_util.go	538	// not sufficient as discussed above -- we also need to find any	COMMENT

Fake / Example Data13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	ui/tests/unit/services/wizard-test.js	72	args: ['fake-key'],	CODE
LOW	…/tests/integration/components/kv-object-editor-test.js	79	assert.dom('input').hasAttribute('placeholder', 'foo', 'Placeholder applied to key input');	CODE
LOW	…/tests/integration/components/kv-object-editor-test.js	80	assert.dom('textarea').hasAttribute('placeholder', 'bar', 'Placeholder applied to value input');	CODE
LOW	…ests/integration/components/autocomplete-input-test.js	48	assert.dom('input').hasAttribute('placeholder', this.placeholder, 'Input placeholder renders');	CODE
LOW	…tests/integration/components/object-list-input-test.js	47	.hasAttribute('placeholder', firstKey.placeholder, 'it renders placeholder text');	CODE
LOW	…ests/integration/components/oidc/provider-form-test.js	76	.hasAttribute('placeholder', 'e.g. https://example.com:8200', 'issuer placeholder text is correct');	CODE
LOW	internal/builtin/credential/jwt/provider_gsuite_test.go	548	"gsuite_admin_impersonate": "admin@example.com",	CODE
LOW	internal/builtin/credential/jwt/provider_gsuite_test.go	606	"gsuite_admin_impersonate": "admin@example.com",	CODE
LOW	internal/builtin/logical/transit/path_import_test.go	277	keyType: "fake-key-type",	CODE
LOW	internal/builtin/logical/pki/path_issue_sign_test.go	332	EmailAddresses: []string{"admin@example.com"},	CODE
LOW	internal/vault/control_group_test.go	222	DisplayName: "user@example.com",	CODE
LOW	internal/vault/control_group_test.go	350	DisplayName: "user@example.com",	CODE
LOW	internal/vault/logical_system_namespaces_test.go	799	req.Data["unlock_key"] = "placeholder"	CODE

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	…database/cassandra/test-fixtures/no_tls/cassandra.yaml	10	# This file is provided in two versions:	COMMENT
MEDIUM	…tabase/cassandra/test-fixtures/with_tls/cassandra.yaml	10	# This file is provided in two versions:	COMMENT
MEDIUM	scripts/release/build.sh	24	# Create a git tag locally so Go picks it up in build metadata.	COMMENT

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	…database/cassandra/test-fixtures/no_tls/cassandra.yaml	1257	# Set sstable_preemptive_open_interval to null for disabled which is equivalent to	COMMENT
LOW	…tabase/cassandra/test-fixtures/with_tls/cassandra.yaml	1257	# Set sstable_preemptive_open_interval to null for disabled which is equivalent to	COMMENT
LOW	.github/workflows/changelog-checker.yml	31	# Check if there is a diff in the changelog directory.	COMMENT
LOW	.github/workflows/docs-ci.yml	28	# Check if any absolute links were found	COMMENT

Hyper-Verbose Identifiers3 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	ui/app/lib/capabilities.js	60	export function addCapabilityRelationships(capabilities, jsonAPIDoc) {	CODE
LOW	ui/app/helpers/supported-managed-auth-backends.js	10	export function supportedManagedAuthBackends() {	CODE
LOW	…src/theme/NavbarItem/DocsVersionDropdownNavbarItem.tsx	9	export default function DocsVersionDropdownNavbarItemWrapper(	CODE

openbao/openbao

Open-Source Code Quality, Security and Technical Debt Review