3.9

Adjusted Signal

3.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

25.5K

Stars

Rust

Language

1.0M

Lines of Code

6.5K

Files

2.6K

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 11.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2355 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.8/100 · LOW

Are imports declared and package/API names verified? 103 finding(s).

Agent Over-Engineering Ratio 2.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 203 finding(s).

PR Review Velocity Impact 17.0/100 · LOW

Which changes need focused human review? 2627 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 82HIGH 11MEDIUM 191LOW 2343

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 2627 distinct pattern matches across 19 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 Block2161 hits · 2078 pts

Severity	File	Line	Snippet	Context
LOW	…ent_unreal/Public/ModuleBindings/SpacetimeDBClient.g.h	1	// THIS FILE IS AUTOMATICALLY GENERATED BY SPACETIMEDB. EDITS TO THIS FILE	COMMENT
LOW	…nt_unreal/Public/ModuleBindings/Tables/ConfigTable.g.h	1	// THIS FILE IS AUTOMATICALLY GENERATED BY SPACETIMEDB. EDITS TO THIS FILE	COMMENT
LOW	…nt_unreal/Public/ModuleBindings/Tables/CircleTable.g.h	1	// THIS FILE IS AUTOMATICALLY GENERATED BY SPACETIMEDB. EDITS TO THIS FILE	COMMENT
LOW	…nt_unreal/Public/ModuleBindings/Tables/EntityTable.g.h	1	// THIS FILE IS AUTOMATICALLY GENERATED BY SPACETIMEDB. EDITS TO THIS FILE	COMMENT
LOW	…ient_unreal/Public/ModuleBindings/Tables/FoodTable.g.h	1	// THIS FILE IS AUTOMATICALLY GENERATED BY SPACETIMEDB. EDITS TO THIS FILE	COMMENT
LOW	…blic/ModuleBindings/Tables/ConsumeEntityEventTable.g.h	1	// THIS FILE IS AUTOMATICALLY GENERATED BY SPACETIMEDB. EDITS TO THIS FILE	COMMENT
LOW	…nt_unreal/Public/ModuleBindings/Tables/PlayerTable.g.h	1	// THIS FILE IS AUTOMATICALLY GENERATED BY SPACETIMEDB. EDITS TO THIS FILE	COMMENT
LOW	…ent-unreal/Source/client_unreal/Private/PlayerPawn.cpp	1	#include "PlayerPawn.h"	COMMENT
LOW	…nt-unreal/Source/client_unreal/Private/GameManager.cpp	1	#include "GameManager.h"	COMMENT
LOW	…_unreal/Private/ModuleBindings/SpacetimeDBClient.g.cpp	1	// THIS FILE IS AUTOMATICALLY GENERATED BY SPACETIMEDB. EDITS TO THIS FILE	COMMENT
LOW	…io/client-godot/module_bindings/SpacetimeDBClient.g.cs	61	/// Access to reducers defined by the module.	COMMENT
LOW	…io/client-godot/module_bindings/SpacetimeDBClient.g.cs	81	/// Throws an error if the connection is already closed.	COMMENT
LOW	…io/client-godot/module_bindings/SpacetimeDBClient.g.cs	121	{	COMMENT
LOW	…io/client-godot/module_bindings/SpacetimeDBClient.g.cs	141	/// <summary>	COMMENT
LOW	…io/client-godot/module_bindings/SpacetimeDBClient.g.cs	161	/// <summary>	COMMENT
LOW	…io/client-godot/module_bindings/SpacetimeDBClient.g.cs	201	Exception IErrorContext.Event	COMMENT
LOW	…io/client-godot/module_bindings/SpacetimeDBClient.g.cs	221	public RemoteReducers Reducers => conn.Reducers;	COMMENT
LOW	…io/client-godot/module_bindings/SpacetimeDBClient.g.cs	241	}	COMMENT
LOW	…io/client-godot/module_bindings/SpacetimeDBClient.g.cs	281	///	COMMENT
LOW	…io/client-godot/module_bindings/SpacetimeDBClient.g.cs	301	/// </summary>	COMMENT
LOW	…io/client-godot/module_bindings/SpacetimeDBClient.g.cs	341	}	COMMENT
LOW	…io/client-godot/module_bindings/SpacetimeDBClient.g.cs	361	/// The returned <c>RemoteReducers</c> will have a method to invoke each reducer defined by the module,	COMMENT
LOW	…io/client-godot/module_bindings/SpacetimeDBClient.g.cs	381	public void Disconnect()	COMMENT
LOW	…io/client-godot/module_bindings/SpacetimeDBClient.g.cs	481	/// The provided callbacks will be invoked once the data is returned from the remote server.	COMMENT
LOW	…nt-unity/Assets/Scripts/autogen/SpacetimeDBClient.g.cs	61	/// Access to reducers defined by the module.	COMMENT
LOW	…nt-unity/Assets/Scripts/autogen/SpacetimeDBClient.g.cs	81	/// Throws an error if the connection is already closed.	COMMENT
LOW	…nt-unity/Assets/Scripts/autogen/SpacetimeDBClient.g.cs	121	{	COMMENT
LOW	…nt-unity/Assets/Scripts/autogen/SpacetimeDBClient.g.cs	141	/// <summary>	COMMENT
LOW	…nt-unity/Assets/Scripts/autogen/SpacetimeDBClient.g.cs	161	/// <summary>	COMMENT
LOW	…nt-unity/Assets/Scripts/autogen/SpacetimeDBClient.g.cs	201	Exception IErrorContext.Event	COMMENT
LOW	…nt-unity/Assets/Scripts/autogen/SpacetimeDBClient.g.cs	221	public RemoteReducers Reducers => conn.Reducers;	COMMENT
LOW	…nt-unity/Assets/Scripts/autogen/SpacetimeDBClient.g.cs	241	}	COMMENT
LOW	…nt-unity/Assets/Scripts/autogen/SpacetimeDBClient.g.cs	281	///	COMMENT
LOW	…nt-unity/Assets/Scripts/autogen/SpacetimeDBClient.g.cs	301	/// </summary>	COMMENT
LOW	…nt-unity/Assets/Scripts/autogen/SpacetimeDBClient.g.cs	341	}	COMMENT
LOW	…nt-unity/Assets/Scripts/autogen/SpacetimeDBClient.g.cs	361	/// The returned <c>RemoteReducers</c> will have a method to invoke each reducer defined by the module,	COMMENT
LOW	…nt-unity/Assets/Scripts/autogen/SpacetimeDBClient.g.cs	381	public void Disconnect()	COMMENT
LOW	…nt-unity/Assets/Scripts/autogen/SpacetimeDBClient.g.cs	481	/// The provided callbacks will be invoked once the data is returned from the remote server.	COMMENT
LOW	tools/ci/commands/smoketests/src/main.rs	21	cmd: Option<SmoketestCmd>,	COMMENT
LOW	tools/ci/commands/check-style/src/main.rs	1	#![allow(clippy::disallowed_macros)]	COMMENT
LOW	tools/xtask-llm-benchmark/src/llm/config.rs	21	}	COMMENT
LOW	tools/xtask-llm-benchmark/src/bin/llm_benchmark.rs	121		COMMENT
LOW	tools/llm-sequential-upgrade/grade.sh	1	#!/bin/bash	COMMENT
LOW	tools/llm-sequential-upgrade/run.sh	1	#!/bin/bash -l	COMMENT
LOW	tools/llm-sequential-upgrade/benchmark-viewer.html	21	#run-panel-header { display: flex; align-items: center; justify-content: space-between; padding: 10px 14px; border-bot	COMMENT
LOW	tools/llm-sequential-upgrade/run-loop.sh	1	#!/bin/bash	COMMENT
LOW	tools/llm-sequential-upgrade/benchmark.sh	1	#!/bin/bash	COMMENT
LOW	…upgrade/perf-benchmark/src/clients/spacetime-client.ts	1	// SpacetimeDB chat-app client wrapper for the perf benchmark.	COMMENT
LOW	…l-upgrade/perf-benchmark/src/clients/mongodb-client.ts	1	// MongoDB chat-app client wrapper for the perf benchmark.	COMMENT
LOW	…-upgrade/perf-benchmark/src/clients/postgres-client.ts	1	// Postgres chat-app client wrapper for the perf benchmark.	COMMENT
LOW	…rade/perf-benchmark/src/scenarios/stress-throughput.ts	1	// Stress throughput scenario.	COMMENT
LOW	crates/bindings-cpp/include/spacetimedb.h	41	*/	COMMENT
LOW	crates/bindings-cpp/include/spacetimedb.h	61		COMMENT
LOW	crates/bindings-cpp/include/spacetimedb.h	81	#include "spacetimedb/internal/autogen/ProductTypeElement.g.h"	COMMENT
LOW	crates/bindings-cpp/include/spacetimedb.h	101	#include "spacetimedb/bsatn/type_extensions.h"	COMMENT
LOW	crates/bindings-cpp/include/spacetimedb.h	121	#include "spacetimedb/client_visibility_filter.h"	COMMENT
LOW	crates/bindings-cpp/include/spacetimedb.h	141	#include "spacetimedb/query_builder.h"	COMMENT
LOW	crates/bindings-cpp/include/spacetimedb.h	221	// BSATN IMPLEMENTATION INCLUDES	COMMENT
LOW	…es/bindings-cpp/include/spacetimedb/schedule_reducer.h	1	#ifndef SPACETIMEDB_SCHEDULE_REDUCER_H	COMMENT
LOW	…s/bindings-cpp/include/spacetimedb/procedure_context.h	1	#ifndef SPACETIMEDB_PROCEDURE_CONTEXT_H	COMMENT
2101 more matches not shown…

Hallucination Indicators82 hits · 940 pts

Severity	File	Line	Snippet	Context
CRITICAL	demo/Blackholio/client-godot/PlayerController.cs	24	public string Username => GameManager.Conn.Db.Player.PlayerId.Find(_playerId)?.Name ?? "<Unknown>";	CODE
CRITICAL	demo/Blackholio/client-godot/PlayerController.cs	68	.Select(circle => GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId))	CODE
CRITICAL	demo/Blackholio/client-godot/PlayerController.cs	83	var entity = GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId);	CODE
CRITICAL	demo/Blackholio/client-godot/EntityController.cs	27	var entity = GameManager.Conn.Db.Entity.EntityId.Find(entityId);	CODE
CRITICAL	…mo/Blackholio/client-godot/tests/GodotPlayModeTests.cs	93	var massStart = GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId).Mass;	CODE
CRITICAL	…mo/Blackholio/client-godot/tests/GodotPlayModeTests.cs	95	var massEnd = GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId).Mass;	CODE
CRITICAL	…mo/Blackholio/client-godot/tests/GodotPlayModeTests.cs	191	var player = GameManager.Conn.Db.Player.Identity.Find(GameManager.LocalIdentity);	CODE
CRITICAL⚡	…mo/Blackholio/client-godot/tests/GodotPlayModeTests.cs	208	private static Player FindLocalPlayer() => GameManager.Conn.Db.Player.Identity.Find(GameManager.LocalIdentity);	CODE
CRITICAL⚡	…mo/Blackholio/client-godot/tests/GodotPlayModeTests.cs	211	GameManager.Conn.Db.Circle.PlayerId.Filter(playerId).FirstOrDefault();	CODE
CRITICAL⚡	…mo/Blackholio/client-godot/tests/GodotPlayModeTests.cs	215	var ourEntity = GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId);	CODE
CRITICAL⚡	…mo/Blackholio/client-godot/tests/GodotPlayModeTests.cs	222	var foodEntity = GameManager.Conn.Db.Entity.EntityId.Find(food.EntityId);	CODE
CRITICAL⚡	…mo/Blackholio/client-godot/tests/GodotPlayModeTests.cs	241	if (chosenFoodId == 0 \|\| GameManager.Conn.Db.Entity.EntityId.Find(chosenFoodId) == null)	CODE
CRITICAL⚡	…mo/Blackholio/client-godot/tests/GodotPlayModeTests.cs	247	var foodTarget = GameManager.Conn.Db.Entity.EntityId.Find(chosenFoodId);	CODE
CRITICAL⚡	…mo/Blackholio/client-godot/tests/GodotPlayModeTests.cs	248	var currentEntity = GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId);	CODE
CRITICAL	…kholio/client-unity/Assets/Scripts/PlayerController.cs	19	public string Username => GameManager.Conn.Db.Player.Identity.Find(PlayerIdentity).Name;	CODE
CRITICAL	…kholio/client-unity/Assets/Scripts/PlayerController.cs	62	.Select(circle => GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId))	CODE
CRITICAL	…kholio/client-unity/Assets/Scripts/PlayerController.cs	77	var entity = GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId);	CODE
CRITICAL	…kholio/client-unity/Assets/Scripts/EntityController.cs	26	var entity = GameManager.Conn.Db.Entity.EntityId.Find(entityId);	CODE
CRITICAL	…ient-unity/Assets/PlayModeTests/PlayModeExampleTest.cs	74	var player = GameManager.Conn.Db.Player.Identity.Find(GameManager.LocalIdentity);	CODE
CRITICAL	…ient-unity/Assets/PlayModeTests/PlayModeExampleTest.cs	90	var ourEntity = GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId);	CODE
CRITICAL	…ient-unity/Assets/PlayModeTests/PlayModeExampleTest.cs	96	var foodEntity = GameManager.Conn.Db.Entity.EntityId.Find(thisFoodId);	CODE
CRITICAL⚡	…ient-unity/Assets/PlayModeTests/PlayModeExampleTest.cs	112	if (GameManager.Conn.Db.Entity.EntityId.Find(chosenFoodId) != null)	CODE
CRITICAL⚡	…ient-unity/Assets/PlayModeTests/PlayModeExampleTest.cs	114	var ourNewEntity = GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId);	CODE
CRITICAL⚡	…ient-unity/Assets/PlayModeTests/PlayModeExampleTest.cs	115	var foodEntity = GameManager.Conn.Db.Entity.EntityId.Find(chosenFoodId);	CODE
CRITICAL	…ient-unity/Assets/PlayModeTests/PlayModeExampleTest.cs	133	var massStart = GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId)!.Mass;	CODE
CRITICAL	…ient-unity/Assets/PlayModeTests/PlayModeExampleTest.cs	135	var massEnd = GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId)!.Mass;	CODE
CRITICAL	…ient-unity/Assets/PlayModeTests/PlayModeExampleTest.cs	263	var player = GameManager.Conn.Db.Player.Identity.Find(GameManager.LocalIdentity);	CODE
CRITICAL	…ient-unity/Assets/PlayModeTests/PlayModeExampleTest.cs	276	var newPlayer = GameManager.Conn.Db.Player.Identity.Find(GameManager.LocalIdentity);	CODE
CRITICAL	crates/bindings-csharp/Runtime/AuthCtx.cs	46	SpacetimeDB.Internal.FFI.CheckedStatus.Marshaller.ConvertToManaged(result);	CODE
CRITICAL	crates/bindings-csharp/Codegen/Module.cs	1815	? context.SemanticModel.Compilation.Assembly.Identity.ToString()	STRING
CRITICAL	crates/bindings-csharp/Codegen/Module.cs	1977	? context.SemanticModel.Compilation.Assembly.Identity.ToString()	STRING
CRITICAL	…sharp/examples~/regression-tests/namespaces/Program.cs	148	ctx.Db.MyAuth.User.Id.Find(2)?.Score == 99	CODE
CRITICAL	…sharp/examples~/regression-tests/namespaces/Program.cs	210	Require(ctx.Db.MyAuth.User.Id.Find(id)?.Score == 42, "Auth reducer callback cache");	CODE
CRITICAL	…sharp/examples~/regression-tests/namespaces/Program.cs	286	ctx.Db.MyAuth.User.ByScore.Filter(77u).Single().Id == 10,	CODE
CRITICAL	…sharp/examples~/regression-tests/namespaces/Program.cs	330	ctx.Db.MyAuth.User.Id.Find(10) == null	CODE
CRITICAL	…sharp/examples~/regression-tests/namespaces/Program.cs	398	&& conn.Db.MyAuth.ScheduleResult.JobId.Find(5)?.Executions >= 2,	CODE
CRITICAL	…sharp/examples~/regression-tests/namespaces/Program.cs	416	conn.Db.MyAuth.ScheduleResult.JobId.Find(7) != null	CODE
CRITICAL	…sharp/examples~/regression-tests/namespaces/Program.cs	491	&& ctx.Db.MyAuth.User.Id.Find(id)?.Score == 42	CODE
CRITICAL	…sharp/examples~/regression-tests/namespaces/Program.cs	552	&& conn.Db.MyAuth.User.Id.Find(21) == null	CODE
CRITICAL	…xamples~/regression-tests/nested-namespaces/Program.cs	103	ctx.Db.@class.Branch.Leaf.RefUser.Id.Find(1) != null,	CODE
CRITICAL⚡	…xamples~/regression-tests/nested-namespaces/Program.cs	177	conn.Db.Leaf.User.Id.Find(1)?.Value == 3	CODE
CRITICAL⚡	…xamples~/regression-tests/nested-namespaces/Program.cs	178	&& conn.Db.Promoted.User.Id.Find(1)?.Value == 4	CODE
CRITICAL⚡	…xamples~/regression-tests/nested-namespaces/Program.cs	179	&& conn.Db.SecondLeaf.User.Id.Find(1)?.Value == 5	CODE
CRITICAL	…0200-core-concepts/00100-databases/00600-submodules.md	220	const user = ctx.db.myauth.users.identity.find(ctx.sender);	CODE
CRITICAL	…0200-core-concepts/00100-databases/00600-submodules.md	234	AuthLib.User? user = ctx.Db.MyAuth.User.Id.Find(id);	CODE
CRITICAL	…0200-core-concepts/00100-databases/00600-submodules.md	502	var storeUser = conn.Db.Store.MyAuth.User.Id.Find(10);	CODE
CRITICAL	…0200-core-concepts/00100-databases/00600-submodules.md	503	var forumUser = conn.Db.Forum.MyAuth.User.Id.Find(10);	CODE
CRITICAL	…0200-core-concepts/00100-databases/00600-submodules.md	566	var cachedUser = conn.Db.MyAuth.User.Id.Find(10);	CODE
CRITICAL	…o/00300-tutorials/00300-unity-tutorial/00400-part-3.md	1018	var entity = GameManager.Conn.Db.Entity.EntityId.Find(entityId);	CODE
CRITICAL	…o/00300-tutorials/00300-unity-tutorial/00400-part-3.md	1199	public string Username => GameManager.Conn.Db.Player.PlayerId.Find(PlayerId).Name;	CODE
CRITICAL	…o/00300-tutorials/00300-unity-tutorial/00400-part-3.md	1242	.Select(circle => GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId))	CODE
CRITICAL	…o/00300-tutorials/00300-unity-tutorial/00400-part-3.md	1257	var entity = GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId);	CODE
CRITICAL	…o/00300-tutorials/00500-godot-tutorial/00400-part-3.md	1034	var entity = GameManager.Conn.Db.Entity.EntityId.Find(entityId);	CODE
CRITICAL	…o/00300-tutorials/00500-godot-tutorial/00400-part-3.md	1266	public string Username => GameManager.Conn.Db.Player.PlayerId.Find(_playerId).Name;	CODE
CRITICAL	…o/00300-tutorials/00500-godot-tutorial/00400-part-3.md	1307	.Select(circle => GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId))	CODE
CRITICAL	…o/00300-tutorials/00500-godot-tutorial/00400-part-3.md	1322	var entity = GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId);	CODE
CRITICAL	…o/00300-tutorials/00300-unity-tutorial/00400-part-3.md	744	var entity = GameManager.Conn.Db.Entity.EntityId.Find(entityId);	CODE
CRITICAL	…o/00300-tutorials/00300-unity-tutorial/00400-part-3.md	928	public string Username => GameManager.Conn.Db.Player.PlayerId.Find(PlayerId).Name;	CODE
CRITICAL	…o/00300-tutorials/00300-unity-tutorial/00400-part-3.md	971	.Select(circle => GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId))	CODE
CRITICAL	…o/00300-tutorials/00300-unity-tutorial/00400-part-3.md	986	var entity = GameManager.Conn.Db.Entity.EntityId.Find(circle.EntityId);	CODE
22 more matches not shown…

Decorative Section Separators165 hits · 538 pts

Severity	File	Line	Snippet	Context
MEDIUM	demo/Blackholio/server-cpp/spacetimedb/CMakeLists.txt	19	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	demo/Blackholio/server-cpp/spacetimedb/CMakeLists.txt	21	# ------------------------------------------------------------------------------	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	49	# ─── Parse arguments ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	87	# ─── Port allocation ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	134	# ─── Find Claude CLI ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	171	# ─── Pre-flight checks ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	298	# ─── Create run directories ─────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	401	# ─── Enable OpenTelemetry ────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	419	# ─── Generate session ID ───────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	430	# ─── Save run metadata ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	458	# ─── Snapshot inputs ───────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	501	# ─── Build the prompt ────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	504	# ─── FIX MODE: Read bug report, fix code, redeploy ──────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	559	# ─── UPGRADE MODE: Add new features from a higher level prompt ─────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	568	# ─── Snapshot previous level before upgrading ─────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	665	# ─── GENERATE MODE: Initial code generation and deploy ──────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	716	# ─── Assemble backend-specific CLAUDE.md into app directory ─────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	815	# ─── Run Claude Code ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	879	# ─── Record end time ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	901	# ─── Capture Claude Code session transcript ──────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	912	# ─── Snapshot completed level (upgrade mode) ─────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	930	# ─── Parse telemetry ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/benchmark-viewer.html	235	// ── HELPERS ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/benchmark-viewer.html	252	// ── CHART FACTORIES ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/benchmark-viewer.html	303	// ── RENDER ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/benchmark-viewer.html	331	// ── STAT BARS ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/benchmark-viewer.html	345	// ── CHARTS ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/benchmark-viewer.html	405	// ── BOOT ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/benchmark-viewer.html	463	// ── FILE PICKER (single file) ─────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/benchmark-viewer.html	473	// ── DIRECTORY BROWSER ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/benchmark-viewer.html	568	// ── INITIAL STATE ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run-loop.sh	22	# ─── Parse arguments ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run-loop.sh	56	# ─── Helper: acquire grading lock ────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run-loop.sh	74	# ─── Helper: grade the app ──────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run-loop.sh	97	# ─── Helper: fix bugs ───────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/llm-sequential-upgrade/run-loop.sh	114	# ─── ONE-SHOT FLOW ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/llm-sequential-upgrade/run-loop.sh	152	# ─── SEQUENTIAL-UPGRADE FLOW ────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run-loop.sh	217	# ─── Summary ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/benchmark.sh	19	# ─── Parse arguments ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/benchmark.sh	38	# ─── Compute total parallel instances ────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/benchmark.sh	61	# ─── Validate prerequisites ─────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/benchmark.sh	85	# ─── Status tracking ────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/benchmark.sh	107	# ─── Launch all runs ────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/benchmark.sh	149	# ─── Wait for all runs ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/llm-sequential-upgrade/benchmark.sh	169	# ─── Auto-generate reports ──────────────────────────────────────────────────	COMMENT
MEDIUM	…rf-benchmark/optimized-reference/pg-index-optimized.ts	76	// ─── REST API ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rf-benchmark/optimized-reference/pg-index-optimized.ts	911	// ─── Message Threading ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rf-benchmark/optimized-reference/pg-index-optimized.ts	1002	// ─── Message Editing ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rf-benchmark/optimized-reference/pg-index-optimized.ts	1065	// ─── Reactions ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rf-benchmark/optimized-reference/pg-index-optimized.ts	1129	// ─── Scheduled Messages ────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rf-benchmark/optimized-reference/pg-index-optimized.ts	1317	// ─── Draft endpoints ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…rf-benchmark/optimized-reference/pg-index-optimized.ts	1341	// ─── Socket.io ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	crates/bindings-csharp/BSATN.Runtime/BSATN/Uuid.cs	88	/// ┌───────────────────────────────────────────────┬───────────────────┐	COMMENT
MEDIUM⚡	crates/bindings-csharp/BSATN.Runtime/BSATN/Uuid.cs	90	/// ├───────────────────────────────────────────────┼───────────────────┤	COMMENT
MEDIUM⚡	crates/bindings-csharp/BSATN.Runtime/BSATN/Uuid.cs	92	/// └───────────────────────────────────────────────┴───────────────────┘	COMMENT
MEDIUM⚡	crates/bindings-csharp/BSATN.Runtime/BSATN/Uuid.cs	93	/// ┌──────────────┬─────────┬──────────────────┬───────────────────────┐	COMMENT
MEDIUM⚡	crates/bindings-csharp/BSATN.Runtime/BSATN/Uuid.cs	95	/// ├──────────────┼─────────┼──────────────────┼───────────────────────┤	COMMENT
MEDIUM⚡	crates/bindings-csharp/BSATN.Runtime/BSATN/Uuid.cs	97	/// └──────────────┴─────────┴──────────────────┴───────────────────────┘	COMMENT
MEDIUM	crates/testing/tests/standalone_integration_test.rs	819	// ── 1. Cross-namespace reducer call ──────────────────────────────────	COMMENT
MEDIUM	crates/testing/tests/standalone_integration_test.rs	834	// ── 2. Cross-namespace procedure call ─────────────────────────────────	COMMENT
105 more matches not shown…

Structural Annotation Overuse72 hits · 116 pts

Severity	File	Line	Snippet	Context
LOW	tools/llm-sequential-upgrade/GRADING_WORKFLOW.md	19	## Step 1: Generate	COMMENT
LOW	tools/llm-sequential-upgrade/GRADING_WORKFLOW.md	37	## Step 2: Grade	COMMENT
LOW	tools/llm-sequential-upgrade/GRADING_WORKFLOW.md	73	## Step 3: Report Bugs	COMMENT
LOW	tools/llm-sequential-upgrade/GRADING_WORKFLOW.md	96	## Step 4: Re-grade	COMMENT
LOW	tools/llm-sequential-upgrade/GRADING_WORKFLOW.md	105	## Step 5: Record Results	COMMENT
LOW	tools/llm-sequential-upgrade/DEVELOP.md	63	### Step 1: Generate & Deploy (headless, token-tracked)	COMMENT
LOW	tools/llm-sequential-upgrade/DEVELOP.md	77	### Step 2: Grade (interactive, not token-tracked)	COMMENT
LOW	tools/llm-sequential-upgrade/DEVELOP.md	97	### Step 3: Fix (headless, token-tracked)	COMMENT
LOW	tools/llm-sequential-upgrade/DEVELOP.md	110	### Step 4: Re-grade	COMMENT
LOW⚡	tools/llm-sequential-upgrade/run-loop.sh	119	# Step 1: Generate	COMMENT
LOW	tools/llm-sequential-upgrade/run-loop.sh	135	# Step 2: Grade → Fix loop	COMMENT
LOW⚡	tools/llm-sequential-upgrade/run-loop.sh	157	# Step 1: Generate level 1	COMMENT
LOW	tools/llm-sequential-upgrade/run-loop.sh	184	# Step 2: Upgrade through remaining levels	COMMENT
LOW	crates/bindings-cpp/REFERENCE.md	133	// Step 1: Register struct for serialization	COMMENT
LOW	crates/bindings-cpp/REFERENCE.md	142	// Step 2: Register as table	COMMENT
LOW	crates/bindings-cpp/QUICKSTART.md	27	### Step 1: Initialize the Project	COMMENT
LOW	crates/bindings-cpp/QUICKSTART.md	45	### Step 2: Define Your Data Structures	COMMENT
LOW	crates/bindings-cpp/QUICKSTART.md	79	### Step 3: Add Helper Functions and Reducers	COMMENT
LOW	crates/bindings-cpp/QUICKSTART.md	136	### Step 4: Add Lifecycle Reducers	COMMENT
LOW	crates/bindings-cpp/QUICKSTART.md	169	### Step 5: Build Your Module	COMMENT
LOW	crates/bindings-cpp/QUICKSTART.md	179	### Step 6: Publish to SpacetimeDB	COMMENT
LOW	crates/bindings-cpp/QUICKSTART.md	193	### Step 7: Test Your Module	COMMENT
LOW⚡	crates/smoketests/tests/cluster/auto_migration.rs	190	// Step 1: Publish with primary key.	COMMENT
LOW⚡	crates/smoketests/tests/cluster/auto_migration.rs	196	// Step 2: Remove primary key. Should succeed.	COMMENT
LOW⚡	crates/smoketests/tests/cluster/auto_migration.rs	204	// Step 3: Trivial change (add a reducer). This is where #3934 crashes.	COMMENT
LOW⚡	crates/smoketests/tests/cluster/auto_migration.rs	219	// Step 1: publish with event table.	COMMENT
LOW⚡	crates/smoketests/tests/cluster/auto_migration.rs	225	// Step 2: Reschema event table. Should work fine, even though we'd reject this change for a non-event table.	COMMENT
LOW⚡	crates/smoketests/tests/cluster/auto_migration.rs	233	// Step 3: Reschema event table right back. Should still work fine.	COMMENT
LOW	crates/table/src/page.rs	1507	/// NOTE: This method is not `unsafe` as it cannot trigger UB.	COMMENT
LOW	crates/table/src/page.rs	1523	/// NOTE: This method is not `unsafe` as it cannot trigger UB.	COMMENT
LOW	crates/table/src/table.rs	1256	/// NOTE: This method skips updating indexes.	COMMENT
LOW⚡	crates/runtime-core/src/sim/executor/task.rs	81	// Step 1: atomically mark the task as aborted.	COMMENT
LOW⚡	crates/runtime-core/src/sim/executor/task.rs	83	// Step 2: wake the task so the executor re-schedules it for polling.	COMMENT
LOW	crates/client-api/src/routes/subscribe.rs	1086	/// NOTE: This function is provided for backwards-compatibility, in particular	COMMENT
LOW	crates/engine/src/update.rs	1190	// Step 1: Table with a primary key (requires unique constraint + index).	COMMENT
LOW	crates/engine/src/update.rs	1204	// Step 2: Same table, but primary key removed.	COMMENT
LOW	crates/engine/src/update.rs	1215	// Step 3: Trivially different module (same as v2, simulates "change anything").	COMMENT
LOW	…00-authentication/00100-spacetimeauth/00400-testing.md	27	## Step 1: Gather Your Configuration	COMMENT
LOW	…00-authentication/00100-spacetimeauth/00400-testing.md	41	## Step 2: Open OIDC Debugger	COMMENT
LOW	…00-authentication/00100-spacetimeauth/00400-testing.md	63	## Step 3: Run the Flow	COMMENT
LOW	…00-authentication/00100-spacetimeauth/00400-testing.md	74	## Step 4: Inspect your tokens	COMMENT
LOW	…/00300-tutorials/00400-unreal-tutorial/00200-part-1.md	21	### Step 1: Create a Blank Unreal Project	COMMENT
LOW	…o/00300-tutorials/00300-unity-tutorial/00200-part-1.md	22	### Step 1: Create a Blank Unity Project	COMMENT
LOW	…o/00300-tutorials/00500-godot-tutorial/00200-part-1.md	22	### Step 1: Create a Blank Godot Project	COMMENT
LOW	docs/docs/00250-how-to/00100-deploy/00300-railway.md	16	## Step 1: Deploy the Railway template	COMMENT
LOW	docs/docs/00250-how-to/00100-deploy/00300-railway.md	31	## Step 2: Add the Railway deployment to your CLI	COMMENT
LOW	docs/docs/00250-how-to/00100-deploy/00300-railway.md	51	## Step 3: Publish your database	COMMENT
LOW	docs/docs/00250-how-to/00100-deploy/00300-railway.md	61	## Step 4: Connect clients	COMMENT
LOW	…s/docs/00250-how-to/00100-deploy/00200-self-hosting.md	15	## Step 1: Create a Dedicated User for SpacetimeDB	COMMENT
LOW	…s/docs/00250-how-to/00100-deploy/00200-self-hosting.md	33	## Step 2: Create a Systemd Service for SpacetimeDB	COMMENT
LOW	…s/docs/00250-how-to/00100-deploy/00200-self-hosting.md	71	## Step 3: Install and Configure Nginx	COMMENT
LOW	…s/docs/00250-how-to/00100-deploy/00200-self-hosting.md	180	## Step 4: Secure with Let's Encrypt	COMMENT
LOW	…s/docs/00250-how-to/00100-deploy/00200-self-hosting.md	210	## Step 5: Verify Installation	COMMENT
LOW	…s/docs/00250-how-to/00100-deploy/00200-self-hosting.md	228	## Step 6: Updating SpacetimeDB Version	COMMENT
LOW	…s/docs/00250-how-to/00100-deploy/00200-self-hosting.md	254	## Step 7: Troubleshooting	COMMENT
LOW	…00-authentication/00100-spacetimeauth/00400-testing.md	27	## Step 1: Gather Your Configuration	COMMENT
LOW	…00-authentication/00100-spacetimeauth/00400-testing.md	41	## Step 2: Open OIDC Debugger	COMMENT
LOW	…00-authentication/00100-spacetimeauth/00400-testing.md	63	## Step 3: Run the Flow	COMMENT
LOW	…00-authentication/00100-spacetimeauth/00400-testing.md	74	## Step 4: Inspect your tokens	COMMENT
LOW	…/00300-tutorials/00400-unreal-tutorial/00200-part-1.md	20	### Step 1: Create a Blank Unreal Project	COMMENT
12 more matches not shown…

AI Slop Vocabulary16 hits · 41 pts

Severity	File	Line	Snippet	Context
MEDIUM	…p/tests/type-isolation-test/run_type_isolation_test.sh	170	# Extract more comprehensive error messages FIRST	COMMENT
MEDIUM	…p/tests/type-isolation-test/run_type_isolation_test.sh	302	# Capture more comprehensive error message	COMMENT
MEDIUM	crates/standalone/Cargo.toml	16	harness = true # Use libtest harness.	CODE
MEDIUM	crates/datastore/src/traits.rs	46	/// nuanced example of how postgres deals with consistency guarantees at lower	COMMENT
MEDIUM	crates/execution/src/pipelined.rs	157	/// Essentially just a projection that drops the view's private columns.	COMMENT
MEDIUM⚡	sdks/csharp/test-harness~/sdk_csharp.rs	73	let panic = result.expect_err("Expected C# SDK harness client to fail");	CODE
MEDIUM⚡	sdks/csharp/test-harness~/sdk_csharp.rs	79	panic!("C# SDK harness failed with non-string panic");	CODE
MEDIUM⚡	sdks/csharp/test-harness~/sdk_csharp.rs	84	"Expected C# SDK harness client failure containing {expected_message:?}, got:\n{message}"	CODE
MEDIUM	sdks/csharp/test-harness~/Cargo.toml	6	description = "A C# SDK test harness for SpacetimeDB clients"	CODE
MEDIUM	sdks/csharp/test-harness~/view-pk-client/Program.cs	30	throw new ArgumentException($"Unknown C# view-pk harness test: {testName}");	CODE
MEDIUM	sdks/csharp/test-harness~/procedure-client/Program.cs	44	throw new ArgumentException($"Unknown C# procedure harness test: {testName}");	CODE
MEDIUM	sdks/csharp/test-harness~/sdk-test-client/Program.cs	174	throw new ArgumentException($"Unknown C# SDK harness test: {testName}");	CODE
MEDIUM	…arp/test-harness~/procedural-view-pk-client/Program.cs	30	throw new ArgumentException($"Unknown C# procedural-view-pk harness test: {testName}");	CODE
MEDIUM	…rce/SpacetimeDbSdk/Public/BSATN/Core/type_extensions.h	200	// Use string_view comparison for more robust matching	COMMENT
MEDIUM	.github/workflows/ci.yml	2116	# overwriting the repository's .NET 10 global.json, which later C# harness	COMMENT
MEDIUM	.github/workflows/ci.yml	2161	- name: Run C# SDK harness tests	CODE

Verbosity Indicators21 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW⚡	tools/llm-sequential-upgrade/run-loop.sh	119	# Step 1: Generate	COMMENT
LOW	tools/llm-sequential-upgrade/run-loop.sh	135	# Step 2: Grade → Fix loop	COMMENT
LOW⚡	tools/llm-sequential-upgrade/run-loop.sh	157	# Step 1: Generate level 1	COMMENT
LOW	tools/llm-sequential-upgrade/run-loop.sh	184	# Step 2: Upgrade through remaining levels	COMMENT
LOW⚡	crates/smoketests/tests/cluster/auto_migration.rs	190	// Step 1: Publish with primary key.	COMMENT
LOW⚡	crates/smoketests/tests/cluster/auto_migration.rs	196	// Step 2: Remove primary key. Should succeed.	COMMENT
LOW⚡	crates/smoketests/tests/cluster/auto_migration.rs	204	// Step 3: Trivial change (add a reducer). This is where #3934 crashes.	COMMENT
LOW⚡	crates/smoketests/tests/cluster/auto_migration.rs	219	// Step 1: publish with event table.	COMMENT
LOW⚡	crates/smoketests/tests/cluster/auto_migration.rs	225	// Step 2: Reschema event table. Should work fine, even though we'd reject this change for a non-event table.	COMMENT
LOW⚡	crates/smoketests/tests/cluster/auto_migration.rs	233	// Step 3: Reschema event table right back. Should still work fine.	COMMENT
LOW	crates/datastore/src/locking_tx_datastore/replay.rs	788	// For `st_table` inserts, we need to check if this is a new table or an update to an existing table.	COMMENT
LOW	crates/commitlog/src/repo/fs.rs	278	// We need to check if the segment already exists,	COMMENT
LOW⚡	crates/runtime-core/src/sim/executor/task.rs	81	// Step 1: atomically mark the task as aborted.	COMMENT
LOW⚡	crates/runtime-core/src/sim/executor/task.rs	83	// Step 2: wake the task so the executor re-schedules it for polling.	COMMENT
LOW	crates/engine/src/update.rs	1190	// Step 1: Table with a primary key (requires unique constraint + index).	COMMENT
LOW	crates/engine/src/update.rs	1204	// Step 2: Same table, but primary key removed.	COMMENT
LOW	crates/engine/src/update.rs	1215	// Step 3: Trivially different module (same as v2, simulates "change anything").	COMMENT
LOW	templates/keynote-2/src/demo.ts	378	// Step 1: Check services	COMMENT
LOW	templates/keynote-2/src/demo.ts	391	// Step 2: Prep/seed	COMMENT
LOW	templates/keynote-2/src/demo.ts	405	// Step 3: Run benchmarks	COMMENT
LOW	templates/keynote-2/src/demo.ts	420	// Step 4: Display results	COMMENT

Magic Placeholder Names6 hits · 38 pts

Severity	File	Line	Snippet	Context
HIGH	…cs/00250-how-to/01100-social/00100-unique-usernames.md	191	OPENAI_API_KEY='your-api-key' spacetime publish my-game	CODE
HIGH	…0-how-to/01200-common-app-patterns/00400-send-email.md	158	EMAIL_API_KEY='your-api-key' spacetime publish my-game	CODE
HIGH⚡	…200-common-app-patterns/00560-call-ai-model-sidecar.md	524	ANTHROPIC_API_KEY='your-api-key' npx tsx src/sidecar.ts	CODE
HIGH⚡	…200-common-app-patterns/00560-call-ai-model-sidecar.md	531	OPENAI_API_KEY='your-api-key' npx tsx src/sidecar.ts	CODE
HIGH⚡	…200-common-app-patterns/00560-call-ai-model-sidecar.md	538	GEMINI_API_KEY='your-api-key' npx tsx src/sidecar.ts	CODE
HIGH	…ow-to/01200-common-app-patterns/00550-call-ai-model.md	116	AI_API_KEY='your-api-key' spacetime publish my-game	CODE

Hyper-Verbose Identifiers34 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	tools/crate-publish-checks.py	6	def find_non_path_spacetimedb_deps(dev_deps, cargo_toml_path):	CODE
LOW	tools/find-publish-list.py	18	def find_spacetimedb_dependencies(crate_metadata, crate):	CODE
LOW	…stgres/chat-app-20260108-140800/server/src/realtime.ts	115	function broadcastRoomMembersChanged(roomId: number) {	CODE
LOW	…stgres/chat-app-20260108-140800/server/src/realtime.ts	131	function broadcastReactionsChanged(messageId: number) {	CODE
LOW	…stgres/chat-app-20260108-140800/server/src/realtime.ts	135	function broadcastReadPositionChanged(roomId: number, userId: string) {	CODE
LOW	…/spacetime/chat-app-20260107-092240/client/src/App.tsx	42	function localDateTimeInputFromNow(now = new Date()) {	CODE
LOW	…/spacetime/chat-app-20260107-092240/client/src/App.tsx	49	function parseLocalDateTimeInputToMicros(value: string): bigint \| null {	CODE
LOW	…es/chat-app-20260128-112222/server/src/socket/index.ts	742	async function updateUnreadCountsForRoom(	CODE
LOW	…t-app-20260112-154500/backend/spacetimedb/src/index.ts	1809	function removeSelectionForElement(	CODE
LOW	tools/templates/generate-template-readmes.ts	28	function parseTemplateFromQuickstart(content: string): string \| null {	CODE
LOW	tools/templates/generate-template-readmes.ts	34	async function discoverQuickstartMapping(): Promise<Map<string, string>> {	CODE
LOW	tools/templates/generate-template-readmes.ts	62	function stripFrontmatterAndImports(content: string): string {	CODE
LOW	tools/templates/generate-template-readmes.ts	83	function convertStepByStepToMarkdown(content: string): string {	CODE
LOW	…dings-typescript/tests/db_connection_reconnect.test.ts	647	async function establishWithSubscription(): Promise<Harness> {	CODE
LOW	crates/bindings-typescript/tests/db_connection.test.ts	73	function getLastCallReducerRequestId(wsAdapter: WebsocketTestAdapter): number {	CODE
LOW	crates/bindings-typescript/tests/db_connection.test.ts	86	function getLastSubscribeMessageInfo(wsAdapter: WebsocketTestAdapter): {	CODE
LOW	crates/bindings-typescript/tests/db_connection.test.ts	135	function makeReducerInternalErrorResult(requestId: number, error: string) {	CODE
LOW	…/src/angular/injectors/inject-spacetimedb-connected.ts	9	export function injectSpacetimeDBConnected(): Signal<boolean> {	CODE
LOW	crates/bindings-typescript/src/server/runtime.ts	477	function flattenSubmoduleDispatches(	CODE
LOW	crates/bindings-typescript/src/server/runtime.ts	1185	export function buildProcedureAliasCtxMap(	CODE
LOW	crates/bindings-typescript/src/server/http_handlers.ts	92	function characterIsAcceptableForRoutePath(c: string) {	CODE
LOW	…es/bindings-typescript/src/server/test-utils/vitest.ts	3	export function spacetimedbModuleTestPlugin(): Plugin {	CODE
LOW	…ates/bindings-typescript/src/sdk/connection_manager.ts	71	export function connectionManagerReconnectDelayMs(attempt: number): number {	CODE
LOW	…ates/bindings-typescript/src/sdk/db_connection_impl.ts	359	function getClientMessageVariantTag(name: string): number {	CODE
LOW	crates/bindings-typescript/src/sdk/version.ts	121	export function ensureMinimumVersionOrThrow(versionString?: string): void {	CODE
LOW	…cs/docs/00250-how-to/00700-self-hosted-key-rotation.md	643	async function preserveLocalPublisherToken(cliTomlPath: string, privatePem: string) {	CODE
LOW	templates/keynote-2/src/connectors/sqlite_common.ts	106	export function ensureSqliteDirExistsSync(	CODE
LOW	templates/keynote-2/src/core/runner.ts	9	function precomputeZipfTransferPairs(	CODE
LOW	modules/module-test-ts/src/lib_submodule.ts	34	export function readRootEnvironmentHelper(): string \| null {	CODE
LOW	modules/module-test-ts/src/lib_submodule.ts	55	export function uncheckedEnvironmentQuery(source: object) {	CODE
LOW	modules/spacetime-cron-ts/src/schedule.ts	56	export function normalizeReconcileEverySeconds(	CODE
LOW	modules/spacetime-cron-ts/src/cron.ts	158	function requireRegisteredHandlers(core: Core): void {	CODE
LOW	modules/spacetime-resend-ts/example/src/app.ts	490	function registerCallbacksForTable(name: string): void {	CODE
LOW	modules/spacetime-resend-ts/src/submodule/config.ts	33	export function loadConfigOrThrowFromProcedure(	CODE

Redundant / Tautological Comments20 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	tools/merge-docker-images.sh	15	# Check if images for both amd64 and arm64 exist	COMMENT
LOW	tools/llm-sequential-upgrade/run-loop.sh	87	# Check if bugs were found	COMMENT
LOW	…p/tests/type-isolation-test/run_type_isolation_test.sh	410	# Check if there are any publish jobs still running (excluding table updater)	COMMENT
LOW	…cpp/tests/type-isolation-test/update_table_from_log.sh	197	# Check if log file exists	COMMENT
LOW	…s-cpp/tests/client-comparison/run_client_comparison.sh	73	# Check if comparison scripts exist	COMMENT
LOW	…s-cpp/tests/client-comparison/run_client_comparison.sh	104	# Check if both succeeded	COMMENT
LOW	…s/bindings-cpp/tests/client-comparison/check_tables.py	50	# Check if table counts suggest duplicates	COMMENT
LOW	…cpp/tests/client-comparison/scripts/compare_modules.sh	175	# Check if WASM files exist and get schemas	COMMENT
LOW	…cpp/tests/client-comparison/scripts/compare_modules.sh	179	# Check if we have an existing Rust schema file or need to regenerate	COMMENT
LOW	…cpp/tests/client-comparison/scripts/compare_modules.sh	195	# Check if we have an existing C++ schema file or need to regenerate	COMMENT
LOW	…cpp/tests/client-comparison/scripts/compare_clients.sh	56	# Check if files are identical after filtering version comments	COMMENT
LOW	…ts/client-comparison/scripts/regenerate_rust_client.sh	12	# Check if rebuild is needed	COMMENT
LOW	…ts/client-comparison/scripts/regenerate_rust_client.sh	28	# Check if any source is newer than generated files	COMMENT
LOW	…ts/client-comparison/scripts/regenerate_rust_client.sh	39	# Check if sdk-test needs rebuilding	COMMENT
LOW	…sts/client-comparison/scripts/regenerate_cpp_client.sh	29	# Check if rebuild is needed	COMMENT
LOW	…sts/client-comparison/scripts/regenerate_cpp_client.sh	49	# Check if any source is newer than WASM	COMMENT
LOW	…sts/client-comparison/scripts/regenerate_cpp_client.sh	54	# Check if any library file is newer than WASM	COMMENT
LOW	…sts/client-comparison/scripts/regenerate_cpp_client.sh	65	# Check if lib.cpp needs rebuilding	COMMENT
LOW	…sts/client-comparison/scripts/regenerate_cpp_client.sh	71	# Check if build directory exists, if not configure it	COMMENT
LOW	templates/chat-console-rs/src/main.rs	139	// ### Print messages	COMMENT

Synthetic Comment Markers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	…ts/00400-subscriptions/00200-subscription-semantics.md	6	<!--This document was generated by ChatGPT based on a Discord discussion starting https://discord.com/channels/103734087	CODE
HIGH	…ocs/00200-core-concepts/00600-clients/00200-codegen.md	14	Module bindings are auto-generated code that mirrors your module's schema and functions. They provide:	CODE
HIGH	…e-concepts/00600-client-sdk-languages/00200-codegen.md	14	Module bindings are auto-generated code that mirrors your module's schema and functions. They provide:	CODE
HIGH	…ts/00400-subscriptions/00200-subscription-semantics.md	6	<!--This document was generated by ChatGPT based on a Discord discussion starting https://discord.com/channels/103734087	CODE

Self-Referential Comments6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/merge-docker-images.sh	27	# Create a new manifest using extracted digests	COMMENT
MEDIUM	tools/llm-sequential-upgrade/run.sh	211	# Create the database if it doesn't exist	COMMENT
MEDIUM	…p/tests/type-isolation-test/run_type_isolation_test.sh	207	# Create the expected directory structure and copy the library	COMMENT
MEDIUM	crates/update/spacetime-install.sh	67	# Define the latest SpacetimeDB download url	COMMENT
MEDIUM	crates/update/spacetime-install.sh	146	# The following functions are from rustup-init.sh of the Rust project:	COMMENT
MEDIUM	templates/chat-console-rs/src/main.rs	9	// ## Define the main function	COMMENT

Fake / Example Data13 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	crates/smoketests/tests/standalone/cli/auth.rs	206	.args(["login", "--token", "test-dummy-token", "--no-browser"])	CODE
LOW	crates/schema/src/def.rs	2878	let name = ScopedTypeName::try_new([], "fake_name").unwrap();	CODE
LOW	crates/bindings-typescript/src/server/schema.ts	466	* ctx.db.user.insert({ username: 'admin', email: 'admin@example.com' });	COMMENT
LOW⚡	crates/bindings/src/lib.rs	2602	"email": "user@example.com",	CODE
LOW⚡	crates/bindings/src/lib.rs	2606	"email": ["user@example.com"]	CODE
LOW⚡	crates/bindings/src/lib.rs	2610	"name": "Jane Doe",	CODE
LOW	…00-authentication/00100-spacetimeauth/00400-testing.md	86	"email": "user@example.com",	CODE
LOW	…00-authentication/00100-spacetimeauth/00400-testing.md	86	"email": "user@example.com",	CODE
LOW	modules/spacetime-resend-ts/scripts/test-unit.ts	19	jsonBody: '{"to":["user@example.com"]}',	CODE
LOW	modules/spacetime-resend-ts/scripts/test-unit.ts	61	to: ['user@example.com'],	CODE
LOW	modules/spacetime-resend-ts/scripts/test-unit.ts	82	to: ['user@example.com'],	CODE
LOW	modules/spacetime-example-ui-ts/scripts/auth.test.ts	98	email!.value = 'user@example.com';	CODE
LOW	modules/spacetime-example-ui-ts/scripts/auth.test.ts	104	email: 'user@example.com',	CODE

Example Usage Blocks9 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	tools/llm-sequential-upgrade/grade.sh	7	# Usage:	COMMENT
LOW	tools/llm-sequential-upgrade/run.sh	7	# Usage:	COMMENT
LOW	tools/llm-sequential-upgrade/run-loop.sh	10	# Usage:	COMMENT
LOW	tools/llm-sequential-upgrade/benchmark.sh	7	# Usage:	COMMENT
LOW	tools/llm-sequential-upgrade/reset-app.sh	5	# Usage:	COMMENT
LOW	tools/llm-sequential-upgrade/cleanup.sh	7	# Usage:	COMMENT
LOW	…s-cpp/tests/client-comparison/run_client_comparison.sh	6	# Usage:	COMMENT
LOW	crates/data-structures/src/error_stream.rs	249	/// Example usage:	COMMENT
LOW	crates/data-structures/src/error_stream.rs	343	/// Example usage:	COMMENT

TODO Padding9 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	crates/bindings-cpp/include/spacetimedb/logger.h	232	// TODO: Add error handling when we implement exception system	COMMENT
LOW	…s/core/src/subscription/module_subscription_manager.rs	2112	request_id: event.request_id.unwrap(), // TODO: Handle error here.	CODE
LOW	…s/core/src/subscription/module_subscription_manager.rs	2132	request_id: event.request_id.unwrap(), // TODO: Handle error here.	CODE
LOW	…tes/core/src/subscription/module_subscription_actor.rs	352	// TODO: Handle errors sending messages.	COMMENT
LOW	…tes/core/src/subscription/module_subscription_actor.rs	369	// TODO: Handle errors sending messages.	COMMENT
LOW	…tes/core/src/subscription/module_subscription_actor.rs	386	// TODO: Handle errors sending messages.	COMMENT
LOW	crates/cli/src/subcommands/generate.rs	1065	// TODO: implement formatting.	COMMENT
LOW	crates/cli/src/subcommands/generate.rs	1068	// TODO: implement formatting.	COMMENT
LOW	crates/primitives/src/col_list.rs	443	// TODO: implement a fast path here that avoids allocation, by lying about	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	crates/engine/src/relational_db.rs	989	/// In this implementation, we snapshot the existing [`CommittedState`]	COMMENT

Excessive Try-Catch Wrapping4 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	tools/crate-publish-checks.py	83	except Exception as e:	CODE
MEDIUM	modules/module-test-cpp/compare_module_schemas.py	27	print("Error: rust-module-schema.json not found")	CODE
MEDIUM	modules/module-test-cpp/compare_module_schemas.py	31	print(f"Error parsing rust-module-schema.json: {e}")	CODE
MEDIUM	modules/module-test-cpp/compare_module_schemas.py	45	print("Error: No C++ schema file found")	CODE

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/cli/src/subcommands/init.rs	559	// For C# projects, resolve the target .NET version before scaffolding.	COMMENT

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	crates/bench/hyper_cmp.py	2		CODE
LOW	sdks/csharp/tools~/upgrade-version.py	3		CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	modules/module-test-cpp/compare_module_schemas.py	139		CODE

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