1.8

Adjusted Signal

1.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

9.1K

Stars

Language

384.7K

Lines of Code

1.3K

Files

675

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 6.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 538 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.7/100 · LOW

Are imports declared and package/API names verified? 132 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 8.8/100 · LOW

Which changes need focused human review? 675 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 12LOW 661

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 675 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 Block525 hits · 499 pts

Severity	File	Line	Snippet	Context
LOW	workflow_ci_windows_leg_test.go	21	// thousands of git.exe invocations, and Defender real-time scanning taxes every	COMMENT
LOW	workflow_no_mistakes_required_test.go	21	"github.com/kunchenguid/no-mistakes/internal/types"	COMMENT
LOW	workflow_no_mistakes_required_test.go	41		COMMENT
LOW	workflow_no_mistakes_required_test.go	141		COMMENT
LOW	workflow_no_mistakes_required_test.go	481		COMMENT
LOW	.no-mistakes.yaml	1	# no-mistakes' own dogfood config.	COMMENT
LOW	cmd/genskill/main.go	1	// Command genskill renders the canonical no-mistakes SKILL.md from the	COMMENT
LOW	cmd/fakeagent/conversation.go	1	package main	COMMENT
LOW	cmd/fakeagent/scenario.go	21	type Scenario struct {	COMMENT
LOW	cmd/fakeagent/scenario.go	41	StructuredRaw string `yaml:"structured_raw,omitempty"`	COMMENT
LOW	cmd/fakeagent/scenario.go	61		COMMENT
LOW	cmd/fakeagent/main.go	1	// fakeagent is a deterministic stand-in for the real Claude, Codex, Grok,	COMMENT
LOW	cmd/recordfixture/opencode.go	21	// the same way no-mistakes does: open SSE, POST /session, POST a message,	COMMENT
LOW	cmd/recordfixture/main.go	1	// recordfixture captures real agent CLI output as fixture files for the	COMMENT
LOW	cmd/genwinres/main.go	1	// Command genwinres renders the Windows resource objects that embed the	COMMENT
LOW	internal/cimonitor/cimonitor.go	1	// Package cimonitor is the single source of truth for the CI monitor's	COMMENT
LOW	internal/cimonitor/cimonitor.go	21	// ChecksPassedMsg is logged when every CI check has passed but the PR is	COMMENT
LOW	internal/cimonitor/cimonitor.go	41	// the run then finishes like any other green run.	COMMENT
LOW	internal/pipeline/agent_run.go	121	return result, nil	COMMENT
LOW	internal/pipeline/agent_run.go	141	// one of them: launching proves the binary ran, not that it is doing	COMMENT
LOW	internal/pipeline/gate_response.go	21	Fixed []string	COMMENT
LOW	internal/pipeline/gate_response.go	101	// Declines are explicit: every finding the gate shows must appear in	COMMENT
LOW	internal/pipeline/findings.go	561	// the round's own output (thisRoundRaw) neither re-reports the defect nor	COMMENT
LOW	internal/pipeline/findings.go	661	// mergeOutstandingFindingsJSON merges one review round's output into the	COMMENT
LOW	internal/pipeline/findings.go	821	// It is the one narrow exception to the append-only rule the rest of this file	COMMENT
LOW	internal/pipeline/findings.go	881	// nothing - it used to clear any carried finding whose file the finalize turn	COMMENT
LOW	internal/pipeline/sessions.go	21		COMMENT
LOW	internal/pipeline/executor_answer_trigger_test.go	121		COMMENT
LOW	internal/pipeline/executor_answer_trigger_test.go	161	t.Fatalf("run status = %s, want %s: an out-of-scope answer must fail closed", got.Status, types.RunFailed)	COMMENT
LOW	internal/pipeline/decisions.go	1	package pipeline	COMMENT
LOW	internal/pipeline/decisions.go	41	// BindPreviousRunReviewRounds loads the review rounds of the most recent other	COMMENT
LOW	internal/pipeline/pipeline.go	41	DB *db.DB	COMMENT
LOW	internal/pipeline/pipeline.go	61	// Fixing, and both answer paths do set both: a question may be asked by a	COMMENT
LOW	internal/pipeline/pipeline.go	81	// started the current fix round. Only then do DeferredFindings hold	COMMENT
LOW	internal/pipeline/pipeline.go	101	// IntentSource records the provenance of UserIntent so steps can weigh	COMMENT
LOW	internal/pipeline/pipeline.go	121	// user made about this branch keeps standing until the branch's run history	COMMENT
LOW	internal/pipeline/pipeline.go	141	CIReadinessChanged func(ready, declaredNoCI bool)	COMMENT
LOW	internal/pipeline/pipeline.go	161	// never fix.	COMMENT
LOW	internal/pipeline/pipeline.go	221	// DurationOverrideMS, when positive, replaces the wall-clock duration	COMMENT
LOW	internal/pipeline/pipeline.go	241	// result completes the step through the normal success path; false or an error	COMMENT
LOW	internal/pipeline/pipeline.go	261	// fail closed, and must be certain the action belongs to THIS gate: a gate	COMMENT
LOW	internal/pipeline/review_carry_forward_test.go	701	// TestExecutor_ReviewCarryForward_AnAnswerRoundWithdrawsByName covers the round	COMMENT
LOW	internal/pipeline/review_carry_forward_test.go	1021	if kept == nil \|\| kept.File != "service.go" {	COMMENT
LOW	internal/pipeline/review_carry_forward_test.go	1201	// TestExecutor_ReviewCarryForward_AnAnswerRoundDoesNotCarryItsOwnQuestions	COMMENT
LOW	internal/pipeline/review_carry_forward_test.go	1441	// stamped onto the payload it persists, and a later round that retracted	COMMENT
LOW	internal/pipeline/helpers_test.go	61	}	COMMENT
LOW	internal/pipeline/shared.go	1	package pipeline	COMMENT
LOW	internal/pipeline/protected_paths.go	61	// true of `axi` and false of the TUI. A shared predicate is what makes a third	COMMENT
LOW	internal/pipeline/executor.go	261	_, err := e.RespondWithOverrides(step, action, findingIDs, nil, nil, nil, "")	COMMENT
LOW	internal/pipeline/executor.go	281	//	COMMENT
LOW	internal/pipeline/executor.go	681	fixing bool	COMMENT
LOW	internal/pipeline/executor.go	961	state.coverageRound = response.coverageRound	COMMENT
LOW	internal/pipeline/executor.go	1361	// roundNum is shared with the perf wrapper's round closure below: an	COMMENT
LOW	internal/pipeline/executor.go	1381	outstandingFindings = state.outstandingFindings	COMMENT
LOW	internal/pipeline/executor.go	1521	// Every step, not just review: the steps that used to re-apply a declined	COMMENT
LOW	internal/pipeline/executor.go	1621	// roundFindings is this round's own output, used for the auto-fix	COMMENT
LOW	internal/pipeline/executor.go	2021	if stepName == types.StepCI && !stepSkipped && ciReadyNoCIOnCompletion != nil {	COMMENT
LOW	internal/pipeline/executor.go	2121	// round comes back parked on the same round with the decision recorded and	COMMENT
LOW	internal/pipeline/executor.go	2221	//	COMMENT
LOW	internal/pipeline/executor.go	2581		COMMENT
465 more matches not shown…

Fake / Example Data131 hits · 131 pts

Severity	File	Line	Snippet	Context
LOW	internal/pipeline/helpers_test.go	355	execGit(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/push_test.go	306	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/push_test.go	364	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/push_test.go	492	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/ci_bitbucket_test.go	204	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/ci_bitbucket_test.go	276	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/ci_bitbucket_test.go	358	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/ci_commit_test.go	26	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/ci_commit_test.go	98	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/ci_commit_test.go	310	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/ci_commit_test.go	390	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/ci_commit_test.go	463	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/ci_commit_test.go	517	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/ci_commit_test.go	584	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/ci_commit_test.go	646	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/review_base_branch_test.go	25	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	…ernal/pipeline/steps/ci_carry_review_on_replay_test.go	364	gitCmd(t, other, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/memory_files_test.go	92	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/memory_files_test.go	219	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/memory_files_test.go	286	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/memory_files_test.go	362	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/ci_decision_history_test.go	57	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/rebase_test.go	27	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/rebase_test.go	105	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/rebase_test.go	167	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/rebase_test.go	269	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/rebase_test.go	334	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/rebase_test.go	388	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/rebase_test.go	448	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/rebase_test.go	505	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/rebase_test.go	580	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/rebase_test.go	627	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/rebase_test.go	680	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/upstream_test.go	85	gitCmd(t, seed, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/upstream_test.go	101	gitCmd(t, updater, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/upstream_test.go	166	gitCmd(t, seed, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/upstream_test.go	179	gitCmd(t, workDir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/upstream_test.go	242	gitCmd(t, seed, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/upstream_test.go	253	gitCmd(t, workDir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/upstream_test.go	321	gitCmd(t, seed, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/upstream_test.go	334	gitCmd(t, replay, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/common_test.go	68	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/common_test.go	93	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/common_test.go	115	gitCmd(t, seed, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/common_test.go	132	gitCmd(t, updater, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/common_test.go	174	gitCmd(t, seed, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/common_test.go	192	gitCmd(t, updater, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/common_test.go	227	gitCmd(t, seed, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/common_test.go	240	gitCmd(t, workDir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/common_test.go	273	gitCmd(t, seed, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/common_test.go	290	gitCmd(t, updater, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/rebase_local_default_test.go	31	gitCmd(t, working, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/rebase_local_default_test.go	52	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/rebase_local_default_test.go	122	gitCmd(t, working, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/rebase_local_default_test.go	138	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/rebase_local_default_test.go	184	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/evidence_publish_test.go	33	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/forcepush_decision_test.go	23	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/pr_test.go	319	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/pipeline/steps/pr_test.go	2429	gitCmd(t, dir, "config", "user.email", "test@test.com")	CODE
71 more matches not shown…

AI Slop Vocabulary9 hits · 26 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/config/config.go	1689	# only). no-mistakes maps these down to whatever the harness actually uses:	COMMENT
MEDIUM	internal/config/config.go	1694	# minimal, low, medium, high, xhigh, max; a harness rejects any level it does not	COMMENT
MEDIUM	internal/agent/codex.go	243	// anyway) but completes the contract and is robust to future sandbox	COMMENT
MEDIUM	internal/cli/attach.go	102	// seamless rather than flashing the pre-wizard terminal.	COMMENT
MEDIUM	internal/cli/wizard.go	30	// alt screen and the handoff to the attach TUI is seamless.	COMMENT
MEDIUM	internal/daemon/service_launchd.go	112	// progress". Match both exit status and message text so we remain robust	COMMENT
MEDIUM	internal/scm/gitea/gitea_test.go	283	// `tea pulls create` has no --output json flag; the robust path is to	COMMENT
MEDIUM	internal/scm/gitea/gitea.go	316	// tea 0.x's pulls create has no --output json flag, so the robust path is	COMMENT
MEDIUM	docs/package-lock.json	7601	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	internal/e2e/testdata/tui_yolo_driver.py	47	except ProcessLookupError:	CODE
HIGH	.github/actions/require-no-mistakes/verify.py	175	except OSError:	CODE

Decorative Section Separators2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/tui/box.go	17	// Per DESIGN.md Diff View: ╰──── ↓ 23 more lines (j/k) ─────────────╯	COMMENT
MEDIUM	internal/tui/box.go	77	// ╰──── footer ─────╯	COMMENT

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	internal/config/config.go	1651	# Set false to force every agent invocation cold.	COMMENT
LOW	internal/config/config.go	1903	# Set max_cases to 0 to keep every case. diversified_size caps the official	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/src/content/docs/reference/repo-config.md	55	# For orchestration repos whose project instructions would misidentify gate agents.	COMMENT

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…src/content/docs/reference/provider-plugin-protocol.md	403	except Exception as exc: # every failure exits non-zero	CODE

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/actions/require-no-mistakes/verify.py	343	def check_test_command_override(facts: Facts, payload: dict) -> None:	CODE

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	.github/actions/require-no-mistakes/verify.py	61		CODE

kunchenguid/no-mistakes

Open-Source Code Quality, Security and Technical Debt Review