1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

14.4K

Stars

Language

188.1K

Lines of Code

1.0K

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 1.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 70 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.1/100 · LOW

Are imports declared and package/API names verified? 38 finding(s).

Agent Over-Engineering Ratio 2.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 32 finding(s).

PR Review Velocity Impact 5.1/100 · 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 30LOW 107

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.

Decorative Section Separators29 hits · 99 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	config.schema.yaml	8	# ==========================================================================	COMMENT
MEDIUM⚡	config.schema.yaml	10	# ==========================================================================	COMMENT
MEDIUM⚡	config.schema.yaml	20	# ==========================================================================	COMMENT
MEDIUM⚡	config.schema.yaml	22	# ==========================================================================	COMMENT
MEDIUM⚡	config.schema.yaml	37	# ==========================================================================	COMMENT
MEDIUM⚡	config.schema.yaml	39	# ==========================================================================	COMMENT
MEDIUM⚡	config.schema.yaml	43	# ==========================================================================	COMMENT
MEDIUM⚡	config.schema.yaml	45	# ==========================================================================	COMMENT
MEDIUM⚡	config.schema.yaml	170	# ==========================================================================	COMMENT
MEDIUM⚡	config.schema.yaml	172	# ==========================================================================	COMMENT
MEDIUM⚡	config.schema.yaml	178	# ==========================================================================	COMMENT
MEDIUM⚡	config.schema.yaml	180	# ==========================================================================	COMMENT
MEDIUM⚡	config.schema.yaml	192	# ==========================================================================	COMMENT
MEDIUM⚡	config.schema.yaml	194	# ==========================================================================	COMMENT
MEDIUM⚡	config.schema.yaml	197	# ==========================================================================	COMMENT
MEDIUM⚡	config.schema.yaml	199	# ==========================================================================	COMMENT
MEDIUM	config.schema.yaml	78	# ==========================================================================	COMMENT
MEDIUM	config.schema.yaml	80	# ==========================================================================	COMMENT
MEDIUM	config.schema.yaml	102	# ==========================================================================	COMMENT
MEDIUM	config.schema.yaml	104	# ==========================================================================	COMMENT
MEDIUM	config.schema.yaml	122	# ==========================================================================	COMMENT
MEDIUM	config.schema.yaml	124	# ==========================================================================	COMMENT
MEDIUM	config.schema.yaml	148	# ==========================================================================	COMMENT
MEDIUM	config.schema.yaml	150	# ==========================================================================	COMMENT
MEDIUM	config.schema.yaml	215	# ==========================================================================	COMMENT
MEDIUM	config.schema.yaml	217	# ==========================================================================	COMMENT
MEDIUM	config.schema.yaml	237	# ==========================================================================	COMMENT
MEDIUM	config.schema.yaml	239	# ==========================================================================	COMMENT
MEDIUM	AGENTS/agents/setup/db-query/query_example.sh	29	# -----------------------------------------------------------------------------	COMMENT

Over-Commented Block63 hits · 63 pts

Severity	File	Line	Snippet	Context
LOW	api-docs.yml	2121	# tags:	COMMENT
LOW	api-docs.yml	2141	# properties:	COMMENT
LOW	api-docs.yml	2161	# connected:	COMMENT
LOW	api-docs.yml	2181	# summary: Fetches a snapshot of task pool records	COMMENT
LOW	api-docs.yml	2201	# type: object	COMMENT
LOW	api-docs.yml	2221	# parameters:	COMMENT
LOW	api-docs.yml	2241	# runtime_fields:	COMMENT
LOW	api-docs.yml	2961	# summary: Get invitations for project	COMMENT
LOW	api-docs.yml	2981	# type: array	COMMENT
LOW	api-docs.yml	3001	# 409:	COMMENT
LOW	api-docs.yml	3021	# - project	COMMENT
LOW	api-docs.yml	3041	# - project	COMMENT
LOW	qodana.yaml	1	#-------------------------------------------------------------------------------#	COMMENT
LOW	qodana.yaml	21	#Execute shell command before Qodana execution (Applied in CI/CD pipeline)	COMMENT
LOW	tools/docsref/main.go	1	// Command docsref generates the configuration reference page of the	COMMENT
LOW	tools/clidocs/main.go	1	// Command clidocs generates the CLI reference page of the documentation site	COMMENT
LOW	pro/services/tasks/docker/config.go	1	// Package docker is an open-source stub for the Docker-backed ExecutorProvider.	COMMENT
LOW	pro/services/tasks/k8s/config.go	1	// Package k8s is an open-source stub for the Kubernetes-backed ExecutorProvider.	COMMENT
LOW	util/config.go	101	// Use it if you don't need external SSH authorization.	COMMENT
LOW	util/config.go	121	type RunnerConnectionConfig struct {	COMMENT
LOW	util/config.go	221	// runs in an ephemeral container created against a local or remote Docker daemon,	COMMENT
LOW	util/config.go	281	// are reassigned to another runner. Must be comfortably larger than the	COMMENT
LOW	util/config.go	621		COMMENT
LOW	util/config.go	701	// "template_home" (default) — HOME is set to a per-template directory,	COMMENT
LOW	util/config.go	721		COMMENT
LOW	util/config.go	821	// ExternalAuthEmailMatching controls whether an LDAP/OIDC login may be	COMMENT
LOW	util/config_subscription.go	21	// Proxy sends the requests to the subscription server through an HTTP proxy.	COMMENT
LOW	web/src/components/EnvironmentForm.vue	521	} catch (err) {	COMMENT
LOW	web/src/components/EnvironmentForm.vue	561		COMMENT
LOW	web/src/lib/workflowLayout.js	1	// Layered topological layout for workflow graphs.	COMMENT
LOW	web/src/views/project/WorkflowEditor.vue	261	// does not reload (which would reset the selection and rebuild the canvas).	COMMENT
LOW	pro_interfaces/task_outputs.go	1	package pro_interfaces	COMMENT
LOW	pro_interfaces/task_outputs.go	21		COMMENT
LOW	pro_interfaces/workflow_svc.go	1	package pro_interfaces	COMMENT
LOW	pro_interfaces/workflow_svc.go	41	// task of a run, whose starter is known; later nodes go through AddTask.	COMMENT
LOW	AGENTS/tools/wf-stand/seed-survey.sh	1	#!/bin/bash	COMMENT
LOW	AGENTS/agents/setup/db-query/_lib.sh	1	# Shared helpers for the per-database query tools (query_*.sh). Sourced, not run.	COMMENT
LOW	AGENTS/agents/setup/db-query/query_example.sh	1	#!/usr/bin/env bash	COMMENT
LOW	.github/workflows/dev.yml	21	# uses: actions/checkout@v7	COMMENT
LOW	db/git_url.go	21	}	COMMENT
LOW	db/Runner.go	41	CleaningRequested *time.Time `db:"cleaning_requested" json:"cleaning_requested"`	COMMENT
LOW	db/Template.go	181	// data lands in the DB and surfaces as UI glitches or runtime errors much	COMMENT
LOW	db/Repository.go	121	}	COMMENT
LOW	db/sql/SqlDb.go	941	// }, &referrerCollection)	COMMENT
LOW	api/auth.go	101	// - 204 No Content: Recovery successful, session verified.	COMMENT
LOW	services/tasks/extra_vars_file.go	41		COMMENT
LOW	services/tasks/local_executor_kill_unix_test.go	21		COMMENT
LOW	services/tasks/TaskPool.go	81	// state provides pluggable storage for Queue, active projects, running tasks and aliases	COMMENT
LOW	services/tasks/TaskPool.go	1161	// - needAlias: Whether to generate a unique alias for the task	COMMENT
LOW	services/tasks/key_lock.go	1	package tasks	COMMENT
LOW	services/tasks/runner_reconciler.go	21	RunnerTaskKeep RunnerTaskAction = iota	COMMENT
LOW	services/tasks/runner_reconciler.go	261	// offline runner back to the queue so the dispatch loop selects another	COMMENT
LOW	services/tasks/runner_reconciler.go	321		COMMENT
LOW	services/tasks/executor.go	21	template db.Template,	COMMENT
LOW	services/tasks/executor.go	41	// - Run is the single entry point used by the job pool. Implementations are free to	COMMENT
LOW	services/tasks/executor.go	61	// Prepare materializes everything required before the underlying tool can start:	COMMENT
LOW	services/tasks/extra_vars_ansible_test.go	21	// webhook payload {"release":"2026.08"} is the reported case: the task's	COMMENT
LOW	services/schedules/SchedulePool.go	201	r.pool.Refresh()	COMMENT
LOW	services/schedules/SchedulePool.go	221	// TryLockExecution attempts to acquire an execution lock for the given	COMMENT
LOW	services/runners/job_pool.go	81	CheckRedirect: func(_ http.Request, _ []http.Request) error {	COMMENT
3 more matches not shown…

Fake / Example Data38 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW⚡	web/public/swagger/swagger-ui.js	1	!function webpackUniversalModuleDefinition(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"fu	CODE
LOW⚡	web/public/swagger/swagger-ui.js	1	!function webpackUniversalModuleDefinition(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"fu	CODE
LOW⚡	web/public/swagger/swagger-ui-es-bundle-core.js	2	importas e from"ieee754";importas t from"base64-js";importas r from"react";importas n from"redux";import*as a from"i	CODE
LOW⚡	web/public/swagger/swagger-ui-es-bundle-core.js	2	importas e from"ieee754";importas t from"base64-js";importas r from"react";importas n from"redux";import*as a from"i	CODE
LOW	web/src/components/SingleLineEditable.vue	6	key="placeholder"	CODE
LOW	examples/authentik_ldap/docker-compose.yml	79	SEMAPHORE_ADMIN_EMAIL: "admin@example.org"	CODE
LOW	examples/openldap/docker-compose.yml	35	SEMAPHORE_ADMIN_EMAIL: "admin@example.org"	CODE
LOW	db_lib/CmdGitClient_test.go	168	gitExec(srcDir, "config", "user.email", "test@test.com")	CODE
LOW	db/ProjectInvite_test.go	146	Email: "admin@example.com",	CODE
LOW	db/config_test.go	30	"name": "John Doe",	CODE
LOW	db/config_test.go	34	"street": "123 Main St",	CODE
LOW	db/config_test.go	66	//if john.Name != "John Doe" {	COMMENT
LOW	db/sql/user_test.go	22	Name: "John Doe",	CODE
LOW	db/sql/user_test.go	51	Name: "John Doe",	CODE
LOW	db/sql/migration_2_20_0_test.go	17	Username: "jdoe", Name: "John Doe", Email: "jdoe@example.com", External: true,	CODE
LOW	db/sql/migration_2_19_14_test.go	21	Username: "jdoe", Name: "John Doe", Email: "jdoe@example.com",	CODE
LOW	db/sql/migration_2_20_6_test.go	21	Username: "jdoe", Name: "John Doe", Email: "jdoe@example.com",	CODE
LOW	db/sql/external_identity_test.go	16	Name: "John Doe",	CODE
LOW	db/sql/external_identity_test.go	77	Username: "jdoe", Name: "John Doe", Email: "jdoe@example.com", External: true,	CODE
LOW	api/login_identity_test.go	27	Name: "John Doe",	CODE
LOW	api/login_identity_test.go	65	Username: "jdoe", Name: "John Doe", Email: "jdoe@example.com", External: true,	CODE
LOW	api/login_identity_test.go	84	Username: "jdoe", Name: "John Doe", Email: "jdoe@example.com", EmailVerified: true,	CODE
LOW	api/login_identity_test.go	91	Username: "jdoe2", Name: "John Doe", Email: "jdoe@example.com", EmailVerified: true,	CODE
LOW	api/login_identity_test.go	107	Username: "jdoe", Name: "John Doe", Email: "jdoe@example.com", EmailVerified: true,	CODE
LOW	api/login_identity_test.go	113	Username: "jdoe", Name: "John Doe", Email: "jdoe@example.com", EmailVerified: true,	CODE
LOW	api/login_identity_test.go	128	Username: "jdoe", Name: "John Doe", Email: "jdoe@example.com", External: true,	CODE
LOW	api/login_identity_test.go	181	Username: "jdoe", Name: "John Doe", Email: "jdoe@example.com", External: true,	CODE
LOW	api/login_identity_test.go	197	Username: "jdoe", Name: "John Doe", Email: "jdoe@example.com",	CODE
LOW	api/login_identity_test.go	220	User: db.User{Username: "jdoe", Name: "John Doe", Email: "jdoe@example.com"},	CODE
LOW	api/login_identity_test.go	252	assert.Equal(t, "John Doe", fresh.Name)	CODE
LOW	api/login_identity_test.go	304	User: db.User{Username: "jdoe", Name: "John Doe", Email: "jdoe@example.com"},	CODE
LOW	api/users_identity_test.go	29	Username: "jdoe", Name: "John Doe", Email: "jdoe@example.com", External: true,	CODE
LOW	api/users_identity_test.go	87	Username: "jdoe", Name: "John Doe", Email: "jdoe@example.com", External: true,	CODE
LOW	api/users_identity_test.go	123	User: db.User{Username: "jdoe", Name: "John Doe", Email: "jdoe@example.com"},	CODE
LOW	api/users_identity_test.go	176	User: db.User{Username: "jdoe", Name: "John Doe", Email: "jdoe@example.com"},	CODE
LOW	api/apps_test.go	26	Name: "John Doe",	CODE
LOW	api/projects/users_test.go	221	admin, err := f.store.CreateUser(db.UserWithPwd{Pwd: "verystrongpassword1", User: db.User{Username: "admin", Name: "	CODE
LOW	api/projects/users_audit_test.go	175	admin, err := f.store.CreateUser(db.UserWithPwd{Pwd: "verystrongpassword1", User: db.User{Username: "admin", Name: "adm	CODE

Hyper-Verbose Identifiers3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW⚡	web/public/swagger/swagger-ui.js	1	!function webpackUniversalModuleDefinition(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"fu	CODE
LOW⚡	web/public/swagger/swagger-ui-es-bundle-core.js	2	importas e from"ieee754";importas t from"base64-js";importas r from"react";importas n from"redux";import*as a from"i	CODE
LOW	web/public/swagger/swagger-ui-standalone-preset.js	2	!function webpackUniversalModuleDefinition(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"fu	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	services/schedules/SchedulePool.go	214	// be robust to node failures and process restarts (for example by using	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	AGENTS/agents/setup/db-query/query_example.sh	5	# Usage:	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	db/sql/template.go	311	// TODO: implement filter	COMMENT

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	AGENTS/agents/context-cleanup/check-docks.py	219		CODE

semaphoreui/semaphore

Open-Source Code Quality, Security and Technical Debt Review