3.7

Adjusted Signal

3.7

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

18.6K

Stars

Language

569.4K

Lines of Code

1.5K

Files

1.1K

Pattern Hits

2026-10-31

Scan Date

0.01

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 11.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 877 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

Are imports declared and package/API names verified? 64 finding(s).

Agent Over-Engineering Ratio 5.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 196 finding(s).

PR Review Velocity Impact 13.3/100 · LOW

Which changes need focused human review? 1136 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 8MEDIUM 226LOW 902

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 1136 distinct pattern matches across 17 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 Separators186 hits · 618 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/cmd/convoy_stage.go	1353	// ─────┼────┼───────┼─────┼───────────	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	78	# =============================================================================	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	80	# =============================================================================	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	84	# =============================================================================	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	86	# =============================================================================	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	93	# =============================================================================	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	95	# =============================================================================	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	98	# =============================================================================	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	100	# =============================================================================	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	103	# =============================================================================	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	105	# =============================================================================	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	122	# =============================================================================	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	124	# =============================================================================	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	127	# =============================================================================	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	129	# =============================================================================	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	133	# =============================================================================	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	135	# =============================================================================	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	143	# =============================================================================	COMMENT
MEDIUM⚡	internal/cmd/gitinit.go	145	# =============================================================================	COMMENT
MEDIUM	internal/cmd/gitinit.go	59	# =============================================================================	COMMENT
MEDIUM	internal/cmd/gitinit.go	61	# =============================================================================	COMMENT
MEDIUM	internal/doctor/worktree_gitdir_check_test.go	278	// ── New tests for hq-c6u: relocation and deacon dogs ──────────────────── //	COMMENT
MEDIUM	internal/agentlog/claudecode.go	240	// ── Claude Code JSONL structures ──────────────────────────────────────────────	COMMENT
MEDIUM	internal/formula/formulas/mol-idea-to-plan.formula.toml	249	# ============================================================================	COMMENT
MEDIUM	internal/formula/formulas/mol-idea-to-plan.formula.toml	255	# ============================================================================	COMMENT
MEDIUM	internal/formula/formulas/mol-idea-to-plan.formula.toml	455	# ============================================================================	COMMENT
MEDIUM	internal/formula/formulas/mol-idea-to-plan.formula.toml	462	# ============================================================================	COMMENT
MEDIUM	internal/formula/formulas/code-review.formula.toml	308	# ============================================================================	STRING
MEDIUM	internal/formula/formulas/code-review.formula.toml	310	# ============================================================================	STRING
MEDIUM	internal/formula/formulas/code-review.formula.toml	406	# ============================================================================	STRING
MEDIUM	internal/formula/formulas/code-review.formula.toml	408	# ============================================================================	STRING
MEDIUM	internal/formula/formulas/mol-plan-review.formula.toml	102	# ============================================================================	STRING
MEDIUM	internal/formula/formulas/mol-plan-review.formula.toml	104	# ============================================================================	STRING
MEDIUM	internal/formula/formulas/mol-plan-review.formula.toml	233	# ============================================================================	STRING
MEDIUM	internal/formula/formulas/mol-plan-review.formula.toml	235	# ============================================================================	STRING
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	127	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	129	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	161	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	163	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	200	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	202	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	228	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	230	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	265	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	267	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	288	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	290	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	326	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	328	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	349	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	351	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	388	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	390	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	429	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	431	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	500	# ============================================================================	COMMENT
MEDIUM	…ernal/formula/formulas/mol-shutdown-dance.formula.toml	502	# ============================================================================	COMMENT
MEDIUM	internal/formula/formulas/mol-prd-review.formula.toml	103	# ============================================================================	STRING
MEDIUM	internal/formula/formulas/mol-prd-review.formula.toml	105	# ============================================================================	STRING
MEDIUM	internal/formula/formulas/mol-prd-review.formula.toml	257	# ============================================================================	STRING
126 more matches not shown…

Structural Annotation Overuse294 hits · 516 pts

Severity	File	Line	Snippet	Context
LOW	plugins/gitignore-reconcile/plugin.md	30	## Step 1: Enumerate rig repos	COMMENT
LOW	plugins/gitignore-reconcile/plugin.md	49	## Step 2: For each rig repo, find and untrack gitignored files	COMMENT
LOW	plugins/github-sheriff/plugin.md	60	### Step 1: List open PRs with full details	COMMENT
LOW	plugins/github-sheriff/plugin.md	78	### Step 2: Categorize each PR	COMMENT
LOW	plugins/submodule-commit/plugin.md	36	## Step 1: Find opt-in rigs with submodules	COMMENT
LOW	plugins/submodule-commit/plugin.md	66	## Step 2: For each opt-in rig, process its submodules	COMMENT
LOW	plugins/quality-review/plugin.md	26	## Step 1: Query recent quality-review results	COMMENT
LOW	plugins/quality-review/plugin.md	42	## Step 2: Compute per-worker trends	COMMENT
LOW	plugins/quality-review/plugin.md	58	## Step 3: Classify worker status	COMMENT
LOW	plugins/quality-review/plugin.md	65	## Step 4: Alert on breaches	COMMENT
LOW	plugins/quality-review/plugin.md	88	## Step 5: Record run result	COMMENT
LOW	plugins/stuck-agent-dog/plugin.md	53	## Step 1: Enumerate agents to check	COMMENT
LOW	plugins/stuck-agent-dog/plugin.md	91	## Step 2: Check polecat health	COMMENT
LOW	plugins/stuck-agent-dog/plugin.md	161	## Step 3: Check deacon health	COMMENT
LOW	plugins/stuck-agent-dog/plugin.md	220	## Step 4: Inspect context before acting (AI judgment)	COMMENT
LOW	plugins/stuck-agent-dog/plugin.md	256	## Step 5: Mass death check	COMMENT
LOW	plugins/stuck-agent-dog/plugin.md	285	## Step 6: Take action	COMMENT
LOW	plugins/dolt-archive/plugin.md	42	## Step 1: JSONL export	COMMENT
LOW	plugins/dolt-archive/plugin.md	101	## Step 2: Git commit and push	COMMENT
LOW	plugins/dolt-archive/plugin.md	150	## Step 3: Dolt native push	COMMENT
LOW	plugins/dolt-archive/plugin.md	193	## Step 4: Verify remote has data	COMMENT
LOW	plugins/dolt-snapshots/plugin.md	84	## Step 1: Build and start the snapshot watcher	COMMENT
LOW	plugins/dolt-snapshots/plugin.md	130	## Step 2: Record result	COMMENT
LOW	plugins/git-hygiene/plugin.md	28	## Step 1: Enumerate rig repos	COMMENT
LOW	plugins/git-hygiene/plugin.md	50	## Step 2: Process each rig repo	COMMENT
LOW⚡	plugins/git-hygiene/run.sh	65	# Step 1: Prune remote tracking refs	COMMENT
LOW⚡	plugins/git-hygiene/run.sh	69	# Step 2: Delete merged local branches	COMMENT
LOW	plugins/git-hygiene/run.sh	91	# Step 3: Delete stale unmerged orphan branches	COMMENT
LOW	plugins/git-hygiene/run.sh	119	# Step 4: Delete merged remote branches on GitHub	COMMENT
LOW⚡	plugins/git-hygiene/run.sh	150	# Step 5: Clear stale stashes	COMMENT
LOW⚡	plugins/git-hygiene/run.sh	159	# Step 6: Garbage collect	COMMENT
LOW	plugins/compactor-dog/plugin.md	45	## Step 1: Discover production databases	COMMENT
LOW	plugins/compactor-dog/plugin.md	67	## Step 2: Count commits per database	COMMENT
LOW	plugins/compactor-dog/plugin.md	116	## Step 3: Check swarm activity	COMMENT
LOW	plugins/compactor-dog/plugin.md	136	## Step 4: Load previous state	COMMENT
LOW	plugins/compactor-dog/plugin.md	175	## Step 5: Save current state	COMMENT
LOW	plugins/compactor-dog/plugin.md	194	## Step 6: Make the judgment call	COMMENT
LOW	internal/cmd/formula.go	457	// Step 1: Create convoy bead	COMMENT
LOW	internal/cmd/formula.go	534	// Step 2: Create leg beads and track them	COMMENT
LOW	internal/cmd/formula.go	603	// Step 3: Create synthesis bead if defined	COMMENT
LOW	internal/cmd/formula.go	658	// Step 4: Sling each leg to a polecat	COMMENT
LOW	internal/cmd/formula.go	739	// Step 1: Create workflow root bead	COMMENT
LOW	internal/cmd/formula.go	773	// Step 2: Create step beads and wire dependencies	COMMENT
LOW	internal/cmd/formula.go	831	// Step 3: Identify and dispatch ready steps (those with no dependencies)	COMMENT
LOW	internal/cmd/formula.go	1265	# Step 1: Setup	COMMENT
LOW	internal/cmd/formula.go	1277	# Step 2: Implementation (depends on setup)	STRING
LOW	internal/cmd/formula.go	1291	# Step 3: Test (depends on implementation)	STRING
LOW	internal/cmd/formula.go	1305	# Step 4: Complete (depends on tests)	STRING
LOW⚡	internal/cmd/rig_integration_test.go	1154	// Step 1: Create test git repo with some committed files	COMMENT
LOW	internal/cmd/rig_integration_test.go	1210	// Step 2: Run gt install	COMMENT
LOW	internal/cmd/rig_integration_test.go	1222	// Step 3: Add rig using Manager API (CLI rejects local paths since URL validation was added)	COMMENT
LOW⚡	internal/cmd/rig_integration_test.go	1256	// Step 4: Create a crew member	COMMENT
LOW⚡	internal/cmd/rig_integration_test.go	1266	// Step 5: Create a polecat (non-fatal: beads infrastructure may not support	COMMENT
LOW	internal/cmd/rig_integration_test.go	1284	// Step 6: Define all agent worktrees to check	COMMENT
LOW	internal/cmd/rig_integration_test.go	1322	// Step 7: Check each agent worktree	COMMENT
LOW⚡	internal/cmd/beads_routing_integration_test.go	555	// Step 1: Extract prefix from bead ID	COMMENT
LOW⚡	internal/cmd/beads_routing_integration_test.go	561	// Step 2: Resolve rig path from prefix	COMMENT
LOW⚡	internal/cmd/beads_routing_integration_test.go	567	// Step 3: Verify the path is correct	COMMENT
LOW	internal/cmd/beads_routing_integration_test.go	579	// Step 4: Verify the .beads directory exists at that path	COMMENT
LOW⚡	internal/cmd/deacon.go	1052	// Step 1: Log the intervention (send mail to agent)	COMMENT
234 more matches not shown…

Verbosity Indicators210 hits · 391 pts

Severity	File	Line	Snippet	Context
LOW⚡	plugins/git-hygiene/run.sh	65	# Step 1: Prune remote tracking refs	COMMENT
LOW⚡	plugins/git-hygiene/run.sh	69	# Step 2: Delete merged local branches	COMMENT
LOW	plugins/git-hygiene/run.sh	91	# Step 3: Delete stale unmerged orphan branches	COMMENT
LOW	plugins/git-hygiene/run.sh	119	# Step 4: Delete merged remote branches on GitHub	COMMENT
LOW⚡	plugins/git-hygiene/run.sh	150	# Step 5: Clear stale stashes	COMMENT
LOW⚡	plugins/git-hygiene/run.sh	159	# Step 6: Garbage collect	COMMENT
LOW	internal/cmd/formula.go	457	// Step 1: Create convoy bead	COMMENT
LOW	internal/cmd/formula.go	534	// Step 2: Create leg beads and track them	COMMENT
LOW	internal/cmd/formula.go	603	// Step 3: Create synthesis bead if defined	COMMENT
LOW	internal/cmd/formula.go	658	// Step 4: Sling each leg to a polecat	COMMENT
LOW	internal/cmd/formula.go	739	// Step 1: Create workflow root bead	COMMENT
LOW	internal/cmd/formula.go	773	// Step 2: Create step beads and wire dependencies	COMMENT
LOW	internal/cmd/formula.go	831	// Step 3: Identify and dispatch ready steps (those with no dependencies)	COMMENT
LOW	internal/cmd/formula.go	1265	# Step 1: Setup	COMMENT
LOW	internal/cmd/formula.go	1277	# Step 2: Implementation (depends on setup)	STRING
LOW	internal/cmd/formula.go	1291	# Step 3: Test (depends on implementation)	STRING
LOW	internal/cmd/formula.go	1305	# Step 4: Complete (depends on tests)	STRING
LOW⚡	internal/cmd/rig_integration_test.go	1154	// Step 1: Create test git repo with some committed files	COMMENT
LOW	internal/cmd/rig_integration_test.go	1210	// Step 2: Run gt install	COMMENT
LOW	internal/cmd/rig_integration_test.go	1222	// Step 3: Add rig using Manager API (CLI rejects local paths since URL validation was added)	COMMENT
LOW⚡	internal/cmd/rig_integration_test.go	1256	// Step 4: Create a crew member	COMMENT
LOW⚡	internal/cmd/rig_integration_test.go	1266	// Step 5: Create a polecat (non-fatal: beads infrastructure may not support	COMMENT
LOW	internal/cmd/rig_integration_test.go	1284	// Step 6: Define all agent worktrees to check	COMMENT
LOW	internal/cmd/rig_integration_test.go	1322	// Step 7: Check each agent worktree	COMMENT
LOW⚡	internal/cmd/beads_routing_integration_test.go	555	// Step 1: Extract prefix from bead ID	COMMENT
LOW⚡	internal/cmd/beads_routing_integration_test.go	561	// Step 2: Resolve rig path from prefix	COMMENT
LOW⚡	internal/cmd/beads_routing_integration_test.go	567	// Step 3: Verify the path is correct	COMMENT
LOW	internal/cmd/beads_routing_integration_test.go	579	// Step 4: Verify the .beads directory exists at that path	COMMENT
LOW⚡	internal/cmd/deacon.go	1052	// Step 1: Log the intervention (send mail to agent)	COMMENT
LOW⚡	internal/cmd/deacon.go	1057	// Step 2: Kill the tmux session.	COMMENT
LOW⚡	internal/cmd/deacon.go	1064	// Step 3: Update agent bead state (optional - best effort)	COMMENT
LOW⚡	internal/cmd/deacon.go	1068	// Step 4: Notify mayor (optional)	COMMENT
LOW⚡	internal/cmd/upgrade.go	80	// Step 1: Run doctor --fix for structural checks	COMMENT
LOW⚡	internal/cmd/upgrade.go	84	// Step 2: Sync CLAUDE.md from embedded template	COMMENT
LOW⚡	internal/cmd/upgrade.go	88	// Step 3: Ensure daemon.json lifecycle defaults	COMMENT
LOW⚡	internal/cmd/upgrade.go	92	// Step 4: Sync hooks registry to settings.json	COMMENT
LOW⚡	internal/cmd/upgrade.go	96	// Step 5: Update formulas from embedded copies	COMMENT
LOW	internal/cmd/sling_formula.go	461	// Step 1: Cook the formula (ensures proto exists)	COMMENT
LOW	internal/cmd/sling_formula.go	473	// Step 2: Create wisp instance (ephemeral)	COMMENT
LOW	internal/cmd/sling_formula.go	502	// Step 3: Hook the wisp bead with retry and verification.	COMMENT
LOW	internal/cmd/sling_formula.go	565	// Step 4: Nudge to start (graceful if no tmux)	COMMENT
LOW	internal/cmd/convoy_stage_test.go	2149	// Step 2: Resolve bead type via bdShow.	COMMENT
LOW	internal/cmd/dolt.go	510	// Step 1: Stop tracked server (if running)	COMMENT
LOW⚡	internal/cmd/dolt.go	521	// Step 2: Kill any imposters on the port	COMMENT
LOW⚡	internal/cmd/dolt.go	530	// Step 3: Check for databases before starting	COMMENT
LOW⚡	internal/cmd/dolt.go	536	// Step 4: Start the correct server	COMMENT
LOW⚡	internal/cmd/convoy_stage.go	262	// Step 1: Validate args.	COMMENT
LOW⚡	internal/cmd/convoy_stage.go	270	// Step 2: Resolve bead types via bd show for each arg.	COMMENT
LOW⚡	internal/cmd/convoy_stage.go	311	// Step 4: Collect beads and deps.	COMMENT
LOW⚡	internal/cmd/convoy_stage.go	320	// Step 5: Build the DAG.	COMMENT
LOW⚡	internal/cmd/convoy_stage.go	352	// Step 6: Detect errors.	COMMENT
LOW⚡	internal/cmd/convoy_stage.go	355	// Step 7: Detect warnings.	COMMENT
LOW⚡	internal/cmd/convoy_stage.go	358	// Step 8: Categorize findings.	COMMENT
LOW⚡	internal/cmd/convoy_stage.go	362	// Step 9: Choose status.	COMMENT
LOW⚡	internal/cmd/convoy_stage.go	370	// Step 10: If errors, render and return.	COMMENT
LOW⚡	internal/cmd/convoy_stage.go	376	// Step 11: Compute waves (only when no errors).	COMMENT
LOW⚡	internal/cmd/convoy_stage.go	410	// Step 12: Render DAG tree and print.	COMMENT
LOW⚡	internal/cmd/convoy_stage.go	414	// Step 13: Render wave table and print.	COMMENT
LOW⚡	internal/cmd/convoy_stage.go	424	// Step 14: If warnings, render and print.	COMMENT
LOW⚡	internal/cmd/convoy_stage.go	433	// Step 15: Create or update the staged convoy.	COMMENT
150 more matches not shown…

Over-Commented Block303 hits · 291 pts

Severity	File	Line	Snippet	Context
LOW	cmd/gt-proxy-server/config.go	21	// Defaults to ~/gt/.runtime/ca if empty.	COMMENT
LOW	cmd/gt-proxy-server/config.go	41	// configured so that containers can reach the proxy from the internet.	COMMENT
LOW	plugins/dolt-backup/run.sh	1	#!/usr/bin/env bash	COMMENT
LOW	plugins/compactor-dog/run.sh	1	#!/usr/bin/env bash	COMMENT
LOW	plugins/compactor-dog/run.sh	301	# Fetch timeout/failure is a warning, not a blocker. For local-source-of-truth	COMMENT
LOW	internal/polecat/manager_test.go	821	// TestReconcilePoolWith tests all permutations of directory and session existence.	COMMENT
LOW	internal/polecat/types.go	1	// Package polecat provides polecat lifecycle management.	COMMENT
LOW	internal/polecat/types.go	21	//	COMMENT
LOW	internal/polecat/types.go	41	// 'gt done'. This is normally a transient state - the session should exit	COMMENT
LOW	internal/polecat/session_manager.go	321	if !m.hasPolecat(polecat) {	COMMENT
LOW	internal/polecat/session_manager.go	881	}	COMMENT
LOW	internal/polecat/session_manager_test.go	481	// fall back to runtimeConfig.ResolvedAgent for setting GT_AGENT in the tmux	COMMENT
LOW	internal/polecat/manager.go	541	ResumeBranch string	COMMENT
LOW	internal/polecat/manager.go	1521	func (m *Manager) ReleaseName(name string) {	COMMENT
LOW	internal/polecat/manager.go	1741	CreatedAt: now,	COMMENT
LOW	internal/polecat/manager.go	2061	}	COMMENT
LOW	internal/polecat/manager.go	2721		COMMENT
LOW	internal/polecat/target_clean.go	1	// Package polecat — target_clean.go	COMMENT
LOW	internal/cmd/dolt_dsn.go	81	// buildDoltDSN produces a Go-MySQL-driver DSN that prefers the local	COMMENT
LOW	internal/cmd/formula.go	1361	# Optional: remediation step	COMMENT
LOW	internal/cmd/mail_identity.go	61	// Priority:	COMMENT
LOW	internal/cmd/sling_test.go	2821	// TestLooksLikeBeadID tests the bead ID pattern recognition function.	COMMENT
LOW	internal/cmd/molecule_lifecycle_test.go	141	// Should return quickly (the workspace lookup might fail first on some systems,	COMMENT
LOW	internal/cmd/molecule_lifecycle_test.go	341		COMMENT
LOW	internal/cmd/prime.go	741	// Returns (nil, err) if all attempts failed due to database errors — the caller	COMMENT
LOW	internal/cmd/patrol_helpers.go	41	// Returns an error if discovery fails (e.g. transient bd failure),	COMMENT
LOW	internal/cmd/rig_helpers.go	101	// convoy stage) to check rig availability.	COMMENT
LOW	internal/cmd/rig_integration_test.go	21	"github.com/steveyegge/gastown/internal/config"	COMMENT
LOW	internal/cmd/rig_integration_test.go	1101	// - Polecat: polecats/<name>/<rigname>/ (worktree, created by gt polecat identity add)	COMMENT
LOW	internal/cmd/start.go	721	}	COMMENT
LOW	internal/cmd/sling_schedule.go	281	return beads.GetRigNameForPrefix(townRoot, prefix)	COMMENT
LOW	internal/cmd/convoy.go	481	if errMsg := strings.TrimSpace(stderr.String()); errMsg != "" {	COMMENT
LOW	internal/cmd/convoy.go	2441	}	COMMENT
LOW	internal/cmd/scheduler_integration_test.go	1	//go:build integration && scheduler_integration	COMMENT
LOW	internal/cmd/scheduler_integration_test.go	1361		COMMENT
LOW	internal/cmd/sling_idempotency.go	41	}	COMMENT
LOW	internal/cmd/sling_batch_test.go	1421	}	COMMENT
LOW	internal/cmd/convoy_stage.go	981	GatedBy []string // IDs of non-slingable open blockers (direct gates only)	COMMENT
LOW	internal/cmd/convoy_stage.go	1341	}	COMMENT
LOW	internal/cmd/convoy_stage.go	1781	// 3. Fetch each tracked bead + its deps.	COMMENT
LOW	internal/cmd/install_integration_test.go	561	// This test verifies:	COMMENT
LOW	internal/cmd/handoff.go	121	// Unlike --auto (state only), this replaces the current session with a fresh one.	COMMENT
LOW	internal/cmd/handoff.go	341		COMMENT
LOW	internal/cmd/handoff.go	441	//	COMMENT
LOW	internal/cmd/molecule_step.go	201	return "" // Not a numeric suffix	COMMENT
LOW	internal/cmd/sling_helpers.go	161		COMMENT
LOW	internal/cmd/sling_helpers.go	281	}	COMMENT
LOW	internal/cmd/sling_helpers.go	881	// Dogs are town-level agents with hq- prefix	COMMENT
LOW	internal/cmd/sling_helpers.go	1021	// - title: the bead title (used for --var feature=<title>)	COMMENT
LOW	internal/cmd/gitinit.go	121		COMMENT
LOW	internal/cmd/gitinit.go	361	}	COMMENT
LOW	internal/cmd/compact_report.go	21	// "beads.role not configured (GH#2950)" notice) for the last line that is	COMMENT
LOW	internal/cmd/done_test.go	21	// to the shared mayor/rig/.beads directory.	COMMENT
LOW	internal/cmd/done_test.go	1301	// does NOT trigger when runDone returns early due to validation errors (bad flags,	COMMENT
LOW	internal/cmd/molecule_status.go	21		COMMENT
LOW	internal/cmd/mq_integration.go	121		COMMENT
LOW	internal/cmd/mq_integration.go	221		COMMENT
LOW	internal/cmd/sling_dispatch.go	61	// Batch sling and queue dispatch call this function. The single-sling path	COMMENT
LOW	internal/cmd/prime_session.go	21	// hookInput represents the JSON input from LLM runtime hooks.	COMMENT
LOW	internal/cmd/prime_session.go	361	}	COMMENT
243 more matches not shown…

Fake / Example Data60 hits · 60 pts

Severity	File	Line	Snippet	Context
LOW	.githooks/pre-push_test.sh	32	git config user.email "test@test.com"	CODE
LOW	internal/cmd/polecat_prune_test.go	162	runGit(t, localDir, "config", "user.email", "test@test.com")	CODE
LOW	internal/cmd/polecat_prune_test.go	183	runGit(t, localDir, "config", "user.email", "test@test.com")	CODE
LOW	internal/cmd/dolt_test_helpers_test.go	38	{"config", "--global", "user.email", "test@test.com"},	CODE
LOW	internal/cmd/beads_db_init_test.go	46	{"git", "config", "user.email", "test@test.com"},	CODE
LOW	internal/cmd/beads_db_init_test.go	437	{"git", "config", "user.email", "test@test.com"},	CODE
LOW	internal/cmd/rig_integration_test.go	83	{"git", "config", "user.email", "test@test.com"},	CODE
LOW	internal/cmd/rig_integration_test.go	126	{"git", "config", "user.email", "test@test.com"},	CODE
LOW⚡	internal/cmd/rig_integration_test.go	1163	{"git", "config", "user.email", "test@test.com"},	CODE
LOW	internal/cmd/done_rebase_test.go	156	testRunGit(t, repo, "config", "user.email", "test@test.com")	CODE
LOW	internal/cmd/done_rebase_test.go	205	testRunGit(t, repo, "config", "user.email", "test@test.com")	CODE
LOW	internal/cmd/tap_polecat_stop_test.go	132	runPolecatStopTestGit(t, repo, "config", "user.email", "test@test.com")	CODE
LOW	internal/cmd/sling_batch_test.go	903	logPath := filepath.Join(t.TempDir(), "placeholder") // overwritten below	CODE
LOW	internal/cmd/install_integration_test.go	835	{"config", "--global", "user.email", "test@test.com"},	CODE
LOW	internal/cmd/handoff_test.go	230	"CLAUDE_CODE_OAUTH_TOKEN": "placeholder",	CODE
LOW	internal/cmd/handoff_test.go	256	"CLAUDE_CODE_OAUTH_TOKEN": "placeholder",	CODE
LOW	internal/cmd/handoff_test.go	558	{"git", "-C", dir, "config", "user.email", "test@test.com"},	CODE
LOW	internal/cmd/handoff_test.go	863	{"git", "config", "user.email", "test@test.com"},	CODE
LOW	internal/cmd/done_test.go	1916	testRunGit(t, subWork, "config", "user.email", "test@test.com")	CODE
LOW	internal/cmd/done_test.go	1932	testRunGit(t, parent, "config", "user.email", "test@test.com")	CODE
LOW	internal/cmd/done_test.go	1999	testRunGit(t, parent, "config", "user.email", "test@test.com")	CODE
LOW	internal/cmd/done_test.go	2028	testRunGit(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/cmd/done_test.go	2121	testRunGit(t, repo, "config", "user.email", "test@test.com")	CODE
LOW	internal/cmd/done_test.go	2194	testRunGit(t, dir, "config", "user.email", "test@test.com")	CODE
LOW	internal/cmd/fresh_setup_integration_test.go	137	{"config", "--global", "user.email", "test@test.com"},	CODE
LOW	internal/cmd/fresh_setup_integration_test.go	151	runFreshSetupCmd(t, repoDir, nil, "git", "config", "user.email", "test@test.com")	CODE
LOW	internal/wasteland/spider_integration_test.go	52	run(homeDir, "config", "--global", "--add", "user.email", "test@test.com")	CODE
LOW	internal/checkpoint/squash_test.go	18	{"git", "config", "user.email", "test@test.com"},	CODE
LOW	internal/dog/manager_integration_test.go	69	cmd = exec.Command("git", "-C", mayorPath, "config", "user.email", "test@test.com")	CODE
LOW	internal/doltserver/sync_test.go	247	cmd := exec.Command("dolt", "init", "--name", "test", "--email", "test@test.com")	CODE
LOW	internal/doctor/sparse_checkout_check_test.go	110	cmd = exec.Command("git", "config", "user.email", "test@test.com")	CODE
LOW	internal/doctor/claude_settings_check_test.go	748	{"git", "config", "user.email", "test@test.com"},	CODE
LOW	internal/crew/manager_test.go	125	if err := runCmd("git", "-C", localRepoPath, "config", "user.email", "test@test.com"); err != nil {	CODE
LOW	internal/crew/manager_test.go	190	{"git", "-C", sourceRepoPath, "config", "user.email", "test@test.com"},	CODE
LOW	internal/rig/manager_test.go	403	{"git", "-C", workDir, "config", "user.email", "test@test.com"},	CODE
LOW	internal/rig/manager_test.go	438	{"git", "-C", repoDir, "config", "user.email", "test@test.com"},	CODE
LOW	internal/rig/manager_test.go	1788	{"git", "config", "user.email", "test@test.com"},	CODE
LOW	internal/rig/manager_test.go	1928	{"git", "-C", repoDir, "config", "user.email", "test@test.com"},	CODE
LOW	internal/rig/manager_test.go	2024	{"git", "-C", srcDir, "config", "user.email", "test@test.com"},	CODE
LOW	internal/rig/manager_test.go	2160	{"git", "-C", repoDir, "config", "user.email", "test@test.com"},	CODE
LOW	internal/rig/manager_test.go	2243	{"git", "-C", repoDir, "config", "user.email", "test@test.com"},	CODE
LOW	internal/daemon/jsonl_git_backup_test.go	597	{"git", "config", "user.email", "test@test.com"},	CODE
LOW	internal/daemon/daemon_test.go	95	for _, args := range [][]string{{"config", "user.email", "test@test.com"}, {"config", "user.name", "Test User"}} {	CODE
LOW	internal/deacon/stale_hooks_test.go	149	{"git", "config", "user.email", "test@test.com"},	CODE
LOW	internal/deacon/stale_hooks_test.go	188	{"git", "config", "user.email", "test@test.com"},	CODE
LOW	internal/refinery/prepush_recheck_test.go	334	run(t, subWork, "git", "config", "user.email", "test@test.com")	CODE
LOW	internal/refinery/prepush_recheck_test.go	346	run(t, submodulePath, "git", "config", "user.email", "test@test.com")	CODE
LOW	internal/refinery/batch_test.go	35	run(t, workDir, "git", "config", "user.email", "test@test.com")	CODE
LOW	internal/git/git_test.go	25	cmd = exec.Command("git", "config", "user.email", "test@test.com")	CODE
LOW	internal/git/git_test.go	317	_ = exec.Command("git", "-C", src, "config", "user.email", "test@test.com").Run()	CODE
LOW	internal/git/git_test.go	346	_ = exec.Command("git", "-C", src, "config", "user.email", "test@test.com").Run()	CODE
LOW	internal/git/git_test.go	802	cmd = exec.Command("git", "config", "user.email", "test@test.com")	CODE
LOW	internal/git/git_test.go	966	cmd = exec.Command("git", "config", "user.email", "test@test.com")	CODE
LOW	internal/git/git_test.go	1049	{"git", "config", "user.email", "test@test.com"},	CODE
LOW	internal/git/git_test.go	1469	runGit(t, subWork, "config", "user.email", "test@test.com")	CODE
LOW	internal/git/git_test.go	1481	runGit(t, parent, "config", "user.email", "test@test.com")	CODE
LOW	internal/git/git_test.go	1737	runGit(t, claudeWork, "config", "user.email", "test@test.com")	CODE
LOW	internal/git/git_test.go	2741	{"git", "config", "user.email", "test@test.com"},	CODE
LOW	internal/git/git_test.go	3402	{"git", "config", "user.email", "test@test.com"},	CODE
LOW	internal/git/git_test.go	3552	{"git", "config", "user.email", "test@test.com"},	CODE

Modern AI Meta-Vocabulary19 hits · 58 pts

Severity	File	Line	Snippet	Context
MEDIUM	README.md	357	# In Mayor, create convoy and let it orchestrate	COMMENT
MEDIUM	.githooks/pre-push_test.sh	2	# Test suite for the pre-push hook integration branch guardrails.	COMMENT
MEDIUM	internal/cmd/rig_settings.go	143	// Create new settings with scaffold	COMMENT
MEDIUM	internal/cmd/ready_test.go	97	// Should only have the non-scaffold issues	COMMENT
MEDIUM⚡	internal/cmd/ready.go	361	// filterFormulaScaffolds removes formula scaffold issues from the list.	COMMENT
MEDIUM⚡	internal/cmd/ready.go	371	// Check if this is a formula scaffold (exact match)	COMMENT
MEDIUM⚡	internal/cmd/ready.go	376	// Check if this is a step scaffold (formula-name.step-id)	COMMENT
MEDIUM	internal/cmd/enable.go	2	// ABOUTME: Sets the global state to enabled for all agentic coding tools.	COMMENT
MEDIUM	internal/wrappers/wrappers.go	1	// ABOUTME: Manages wrapper scripts for non-Claude agentic coding tools.	COMMENT
MEDIUM	internal/doctor/hooks_path_all_rigs_check.go	13	// The pre-push hook enforces integration branch landing guardrails.	COMMENT
MEDIUM	internal/rig/manager.go	812	// Create polecats directory with agent settings scaffold.	COMMENT
MEDIUM	.claude/skills/pr-sheriff/skill.md	158	# vs persistent (avoid for orchestration work)	COMMENT
MEDIUM	.beads/config.yaml	49	# Molecules are internal GT scaffolding (patrol instances etc.) and must never	COMMENT
MEDIUM	docs/research/w-gc-004-agent-framework-survey.md	459	Key Strength: Enterprise-grade. Multi-language (Python, C#, Java). Mature plugin system. The merger creates the most	CODE
MEDIUM	docs/research/w-gc-004-agent-framework-survey.md	612	- [AutoGen v0.4 announcement](https://www.microsoft.com/en-us/research/blog/autogen-v0-4-reimagining-the-foundation-of-a	CODE
MEDIUM	docs/research/w-gc-004-agent-framework-survey.md	640	- [Gas Town reading notes (Torq)](https://reading.torqsoftware.com/notes/software/ai-ml/agentic-coding/2026-01-15-gas-to	CODE
MEDIUM	docs/research/w-gc-004-agent-framework-survey.md	641	- [SE Daily Interview with Yegge](https://softwareengineeringdaily.com/2026/02/12/gas-town-beads-and-the-rise-of-agentic	CODE
MEDIUM	scripts/migration-test/run-test.sh	2	# run-test.sh - Full migration test orchestration	COMMENT
MEDIUM	scripts/guards/context-budget-guard.sh	3	# context-budget-guard.sh — Monitor context window usage, enforce handoff thresholds.	COMMENT

Self-Referential Comments12 hits · 39 pts

Severity	File	Line	Snippet	Context
MEDIUM	.githooks/pre-push_test.sh	27	# Create a bare "remote" repo	COMMENT
MEDIUM	.githooks/pre-push_test.sh	181	# Create a local feature branch and merge it (no need to push to origin)	COMMENT
MEDIUM	plugins/compactor-dog/run.sh	66	# Create a temp file for capturing stderr from dolt commands.	COMMENT
MEDIUM	…ernal/formula/formulas/mol-sync-workspace.formula.toml	203	# Create a bead capturing the work	COMMENT
MEDIUM	…l/formula/formulas/mol-pr-feedback-patrol.formula.toml	249	# Create the bead with dedup labels	COMMENT
MEDIUM	…rnal/formula/formulas/mol-refinery-patrol.formula.toml	687	# Create the PR using bead metadata for title/description	COMMENT
MEDIUM	scripts/test-gce-install.sh	5	# # Create a fresh Debian/Ubuntu VM on GCE, then:	COMMENT
MEDIUM	scripts/update-nix-flake.sh	40	# Create a temporary directory for the vendor output	COMMENT
MEDIUM⚡	scripts/test-proxy-manual.sh	218	# Create a symlink so toolNameFromArg0 returns "gt"	COMMENT
MEDIUM⚡	scripts/migration-test/vm-integration-test.sh	60	# Create a master backup of all .beads dirs BEFORE any tests run.	COMMENT
MEDIUM	scripts/guards/context-budget-guard_test.sh	42	# Create a temporary transcript directory mimicking Claude Code's layout.	COMMENT
MEDIUM	scripts/guards/context-budget-guard_test.sh	52	# Create a working directory the guard will cd into	COMMENT

AI Slop Vocabulary9 hits · 27 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/cmd/start.go	456	// Uses IsAgentAlive for robust zombie detection (checks pane command + descendant processes),	COMMENT
MEDIUM	internal/cmd/start.go	930	// Uses robust detection with fallback to process search.	COMMENT
MEDIUM	internal/cmd/sling_convoy.go	58	// This is more robust when cross-rig routing has issues (G19, G21)	COMMENT
MEDIUM	internal/cmd/done.go	714	// robust BranchPushedToRemote which compares against origin/main.	COMMENT
MEDIUM	internal/witness/handlers.go	2089	// Uses typed AgentState to leverage IsActive() metadata rather than hardcoded	COMMENT
MEDIUM	internal/daemon/daemon.go	907	// Boot handles nuanced "is Deacon responsive" decisions	COMMENT
MEDIUM	internal/beads/beads_agent.go	309	// This is robust against Dolt backend issues where bd close/reopen may fail:	COMMENT
MEDIUM⚡	…ernal/formula/formulas/mol-witness-patrol.formula.toml	40	description = "Survey all polecats for zombies, stalls, and completions.\n\n🚨 **MANDATORY: You MUST run `gt patrol scan`	CODE
MEDIUM	…ontrib-harnesses/polecat-pr-flow/mol-polecat-work.toml	9	# See also: directives/polecat.md in this harness	COMMENT

Redundant / Tautological Comments15 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	plugins/compactor-dog/run.sh	324	# Check if remote HEAD is an ancestor of local HEAD (local is ahead — safe)	COMMENT
LOW	internal/cmd/theme.go	38	gt theme forest # Set theme to 'forest'	CODE
LOW	internal/cmd/convoy_staged_scan_test.go	56	# Check if --status=open is present	COMMENT
LOW	internal/cmd/namepool.go	35	gt namepool set minerals # Set theme to 'minerals'	CODE
LOW	internal/cmd/synthesis.go	45	gt synthesis status hq-cv-abc # Check if ready for synthesis	CODE
LOW	…ternal/formula/formulas/mol-dep-propagate.formula.toml	87	# Check if this was the only blocker	COMMENT
LOW	…ternal/formula/formulas/mol-deacon-patrol.formula.toml	306	# Check if dog has a live tmux session	COMMENT
LOW	…rnal/formula/formulas/mol-refinery-patrol.formula.toml	368	# Check if we're in a conflicted merge state	COMMENT
LOW	scripts/generate-newsletter.py	240	# Read the file to extract cobra.Command definitions	COMMENT
LOW	scripts/generate-newsletter.py	562	# Check if we should use last week or since last release	COMMENT
LOW	scripts/bump-version.sh	78	# Check if there's an [Unreleased] section	COMMENT
LOW	scripts/bump-version.sh	137	# Check if we're in the repo root	COMMENT
LOW⚡	scripts/update-nix-flake.sh	22	# Check if we're in the repo root	COMMENT
LOW⚡	scripts/migration-test/run-test.sh	49	# Check if already seeded	COMMENT
LOW⚡	scripts/guards/context-budget-guard.sh	124	# Check if this role is hard-gated	COMMENT

Cross-File Repetition4 hits · 20 pts

Severity	File	Snippet	Context
HIGH	…ternal/formula/formulas/towers-of-hanoi-9.formula.toml	agent execution protocol - towers of hanoi (7 disks, 127 moves) purpose: this is a durability proof, not computation. st	STRING
HIGH	…ernal/formula/formulas/towers-of-hanoi-10.formula.toml	agent execution protocol - towers of hanoi (7 disks, 127 moves) purpose: this is a durability proof, not computation. st	STRING
HIGH	internal/formula/formulas/towers-of-hanoi.formula.toml	agent execution protocol - towers of hanoi (7 disks, 127 moves) purpose: this is a durability proof, not computation. st	STRING
HIGH	…ternal/formula/formulas/towers-of-hanoi-7.formula.toml	agent execution protocol - towers of hanoi (7 disks, 127 moves) purpose: this is a durability proof, not computation. st	STRING

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/generate-newsletter.py	45	except ImportError:	CODE
HIGH	scripts/generate-newsletter.py	175	except (ValueError, AttributeError, IndexError):	CODE
HIGH	.github/scripts/junit-report.py	126	except Exception:	CODE

Example Usage Blocks7 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	internal/formula/formulas/code-review.formula.toml	7	# Usage:	COMMENT
LOW	internal/formula/formulas/design.formula.toml	7	# Usage:	COMMENT
LOW	scripts/test-gce-install.sh	4	# Usage:	COMMENT
LOW	scripts/launch-migration-at.sh	7	# Usage:	COMMENT
LOW	scripts/run-boot-scraper-vm.sh	17	# Usage:	COMMENT
LOW	gt-model-eval/promptfooconfig.yaml	4	# Usage:	COMMENT
LOW	gt-model-eval/scripts/results-to-discussion.sh	4	# Usage:	COMMENT

Deep Nesting7 hits · 7 pts

Severity	File	Line	Context
LOW	scripts/generate-newsletter.py	156	CODE
LOW	scripts/generate-newsletter.py	205	CODE
LOW	scripts/generate-newsletter.py	302	CODE
LOW	scripts/generate-newsletter.py	337	CODE
LOW	scripts/generate-newsletter.py	373	CODE
LOW	scripts/generate-newsletter.py	633	CODE
LOW	.github/scripts/junit-report.py	17	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	docs/runtimes/NOS_TOWN.md	51	export GROQ_API_KEY="your-api-key"	CODE

Unused Imports3 hits · 3 pts

Severity	File	Line	Context
LOW	scripts/generate-newsletter.py	34	CODE
LOW	scripts/ci_state_classifier.py	12	CODE
LOW	scripts/ci_state_classifier.py	18	CODE

Excessive Try-Catch Wrapping2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/generate-newsletter.py	751	except Exception as e:	CODE
LOW	.github/scripts/junit-report.py	126	except Exception:	CODE

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/generate-newsletter.py	633		CODE

gastownhall/gastown

Open-Source Code Quality, Security and Technical Debt Review