0.7

Adjusted Signal

0.7

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

9.3K

Stars

Language

206.3K

Lines of Code

1.1K

Files

105

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 2.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 91 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.0/100 · LOW

Are imports declared and package/API names verified? 14 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? 105 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 3HIGH 0MEDIUM 2LOW 100

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 105 distinct pattern matches across 9 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 Block81 hits · 81 pts

Severity	File	Line	Snippet	Context
LOW	docker-entrypoint.sh	1	#!/usr/bin/env -S dumb-init --single-child /bin/sh	COMMENT
LOW	.goreleaser.yml	41	# If set to true, will not auto-publish the release.	COMMENT
LOW	.markdownlint.yaml	1	# MD013/line-length	COMMENT
LOW	.markdownlint.yaml	21	# are fine as long as they are not siblings (aka same indention hierarchy)	COMMENT
LOW	cmd/cmd.go	1	// Copyright 2017 HootSuite Media Inc.	COMMENT
LOW	runatlantis.io/docs/server-side-repo-config.md	61	# allowed_workflows specifies which workflows the repos that match	COMMENT
LOW	runatlantis.io/es/docs/server-side-repo-config.md	61	# allowed_workflows specifies which workflows the repos that match	COMMENT
LOW	server/server.go	141	SilenceForkPRErrorsFlag string	COMMENT
LOW	server/router.go	21	// from the Underlying router.	COMMENT
LOW	server/core/terraform/tfclient/terraform_client.go	61	// directory inside our data dir.	COMMENT
LOW	server/core/terraform/tfclient/terraform_client.go	81	versionsLock *sync.Mutex	COMMENT
LOW	server/core/planstore/plan_store.go	21	// PullDir returns the directory holding everything stored for a single pull	COMMENT
LOW	server/core/planstore/plan_store.go	41	Remove(ctx command.ProjectContext, planPath string) error	COMMENT
LOW	server/core/planstore/plan_store.go	61	RestorePlans(pullDir, owner, repo string, pullNum int) error	COMMENT
LOW	server/core/planstore/s3_plan_store.go	221	// Only called from the "apply all" path where we don't know which projects	COMMENT
LOW	server/core/config/parser_validator_test.go	2121	// main.tf	COMMENT
LOW	server/core/config/valid/workspace.go	1	// Copyright 2025 The Atlantis Authors	COMMENT
LOW	server/core/config/valid/workspace.go	21	// workspaces without adding safety.	COMMENT
LOW	server/core/runtime/runtime.go	41		COMMENT
LOW	server/core/drift/storage.go	41	type GetOptions struct {	COMMENT
LOW	server/events/working_dir.go	41		COMMENT
LOW	server/events/working_dir.go	61	// When autoplanWhenModified patterns are provided, only divergence affecting	COMMENT
LOW	server/events/working_dir.go	81	// GetGitUntrackedFiles returns a list of Git untracked files in the working dir.	COMMENT
LOW	server/events/working_dir.go	261	// If there are any errors we return true since we prefer to assume divergence	COMMENT
LOW	server/events/working_dir.go	661	}	COMMENT
LOW	server/events/event_parser.go	121	// AutoMergeDisabled is true if the command should not automerge after apply.	COMMENT
LOW	server/events/event_parser.go	201	ClearPolicyApproval: clearPolicyApproval,	COMMENT
LOW	server/events/event_parser.go	221	// baseRepo is the repo the pull request will be merged into.	COMMENT
LOW	server/events/event_parser.go	241	// pull is the parsed merge request.	COMMENT
LOW	server/events/event_parser.go	281	// from Bitbucket Cloud (bitbucket.org).	COMMENT
LOW	server/events/event_parser.go	321	// from a webhook) that returns a pull request.	COMMENT
LOW	server/events/project_finder.go	361	// like:	COMMENT
LOW	server/events/project_finder.go	381	//	COMMENT
LOW	server/events/var_file_allowlist_checker.go	101		COMMENT
LOW	server/events/var_file_allowlist_checker.go	121	// symbolic link whose target does not exist.	COMMENT
LOW	server/events/project_finder_test.go	81	}	COMMENT
LOW	server/events/comment_parser.go	41	clearPolicyApprovalFlagLong = "clear-policy-approval"	COMMENT
LOW	server/events/comment_parser.go	141	// CommentResponse or Ignore is set.	COMMENT
LOW	server/events/comment_parser.go	161	// - atlantis help	COMMENT
LOW	server/events/comment_parser.go	421		COMMENT
LOW	server/events/comment_parser.go	441	for _, arg := range extraArgs {	COMMENT
LOW	server/events/command_requirement_handler.go	161	// in an unrelated project in the same merge request must not block it. The	COMMENT
LOW	server/events/models/models.go	61	// FullName is the owner and repo name separated	COMMENT
LOW	server/events/models/models.go	81	VCSHost VCSHost	COMMENT
LOW	server/events/models/models.go	221	// PullRequest is a VCS pull request.	COMMENT
LOW	server/events/models/models.go	241	// requested ref directly instead of treating it as a branch checkout. This is	COMMENT
LOW	server/events/models/models.go	321	// Project represents a Terraform project. Since there may be multiple	COMMENT
LOW	server/events/models/models.go	861	Status ProjectPlanStatus	COMMENT
LOW	server/events/models/models.go	881	// PlannedNoChangesPlanStatus means that a plan has been successfully	COMMENT
LOW	server/events/models/models.go	981	CommandName string	COMMENT
LOW	server/events/models/models.go	1001	// Pull is the pull request we're responding to.	COMMENT
LOW	server/events/models/drift.go	301	Workspace string `json:"workspace"`	COMMENT
LOW	server/events/models/drift.go	321	// (InMemoryStorage.Store) strips it before persisting, so it is never	COMMENT
LOW	server/events/vcs/gitlab/client.go	381	// (force-pushed shared source branch, etc.) a status from another MR	COMMENT
LOW	server/events/vcs/gitea/client.go	301	approvalStatus.IsApproved = true	COMMENT
LOW	server/events/command/project_context.go	21		COMMENT
LOW	server/events/command/project_context.go	41	ImportRequirements []string	COMMENT
LOW	server/events/command/project_context.go	61	// would let a commenter read the Atlantis process environment by naming a	COMMENT
LOW	server/events/command/project_context.go	81	// be the same as BaseRepo.	COMMENT
LOW	server/events/command/project_context.go	101	// RequiresAtlantisManagedPlanFile is true when this project's workflow uses	COMMENT
21 more matches not shown…

Hallucination Indicators3 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	server/static/js/jquery-3.5.1.min.js	2	!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):f	CODE
CRITICAL	server/static/js/xterm-5.3.0.js	1	!function(e,t){if("object"==typeof exports&&"object"==typeof module)module.exports=t();else if("function"==typeof define	CODE
CRITICAL	server/events/live_pull_head_fetcher.go	92	return models.PullRequest{}, fmt.Errorf("unsupported vcs host type %q", ctx.Pull.BaseRepo.VCSHost.Type.String())	CODE

Fake / Example Data11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	…ver/core/runtime/multienv_step_runner_internal_test.go	41	`FOO=bar,QUUX="lorem ipsum"`: {"FOO", "bar", "QUUX", "lorem ipsum"},	CODE
LOW	server/events/event_parser_test.go	1479	Equals(t, models.User{Username: "user@example.com"}, actUser)	CODE
LOW	server/events/event_parser_test.go	1683	Equals(t, models.User{Username: "user@example.com"}, actUser)	CODE
LOW	server/events/vcs/gitlab/client_test.go	2086	authorEmail := "admin@example.com"	CODE
LOW	server/events/vcs/azuredevops/testdata/fixtures.go	30	UniqueName: azuredevops.String("user@example.com"),	CODE
LOW	server/events/vcs/azuredevops/testdata/fixtures.go	49	UniqueName: azuredevops.String("user@example.com"),	CODE
LOW	server/events/vcs/azuredevops/testdata/fixtures.go	197	UniqueName: azuredevops.String("user@example.com"),	CODE
LOW	server/events/vcs/azuredevops/testdata/fixtures.go	215	UniqueName: azuredevops.String("user@example.com"),	CODE
LOW	…lers/events/testdata/bb-server-pull-deleted-event.json	6	"emailAddress":"admin@example.com",	CODE
LOW	…lers/events/testdata/bb-server-pull-deleted-event.json	70	"emailAddress":"admin@example.com",	CODE
LOW	…lers/events/testdata/bb-server-pull-deleted-event.json	85	"emailAddress":"user@example.com",	CODE

AI Slop Vocabulary2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	package-lock.json	4421	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",	CODE
MEDIUM	.clusterfuzzlite/build.sh	5	# Register go-118-fuzz-build so compile_native_go_fuzzer can inject its harness.	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	runatlantis.io/docs/policy-checking.md	37	### Step 1: Enable the workflow	COMMENT
LOW	runatlantis.io/docs/policy-checking.md	66	### Step 2: Define the policy configuration	COMMENT
LOW	runatlantis.io/docs/policy-checking.md	140	### Step 3: Write the policy	COMMENT

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	server/events/vcs/github/testdata/fixtures.go	402	// Don't forget to validate the alg is what you expect:	COMMENT
LOW	server/events/command/name.go	38	// Adding more? Don't forget to update String() below	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	server/events/vcs/gitea/client.go	518	// TODO: implement	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	server/controllers/events/events_controller_e2e_test.go	1836	// The purpose of this function is to create a real git repository with a branch	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	testing/temp_files.go	18	// Example usage:	COMMENT

runatlantis/atlantis

Open-Source Code Quality, Security and Technical Debt Review