2.2

Adjusted Signal

2.2

Raw Pattern Score

100%

Time Factor

2026-10-14

Last Push

6.6K

Stars

Language

199.9K

Lines of Code

424

Files

376

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 8.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 335 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 15 finding(s).

Agent Over-Engineering Ratio 2.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 57 finding(s).

PR Review Velocity Impact 10.5/100 · LOW

Which changes need focused human review? 376 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 4MEDIUM 23LOW 349

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 376 distinct pattern matches across 11 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 Block286 hits · 286 pts

Severity	File	Line	Snippet	Context
LOW	build.sh	1	#!/bin/bash	COMMENT
LOW	ocean/battle/battle.h	1	/* Battle: a sample multiagent env about puffers eating stars.	COMMENT
LOW	ocean/battle/battle.h	21		COMMENT
LOW	ocean/battle/rlights.h	101	//----------------------------------------------------------------------------------	COMMENT
LOW	ocean/slimevolley/slimevolley.h	1	#include "raylib.h"	COMMENT
LOW	ocean/slimevolley/slimevolley.h	21	#define REF_W 48	COMMENT
LOW	ocean/trash_pickup/trash_pickup.h	1	#include <stdlib.h>	COMMENT
LOW	ocean/asteroids/asteroids_net.h	1	// CPU asteroids policy: entity encoder + MinGRU + decoder.	COMMENT
LOW	ocean/asteroids/asteroids.h	1	#include "raylib.h"	COMMENT
LOW	ocean/terraform/terraform.h	1	#include <stdlib.h>	COMMENT
LOW	ocean/terraform/terraform.h	41	#define BUCKET_OFFSET 2.0f	COMMENT
LOW	ocean/terraform/terraform.h	401		COMMENT
LOW	ocean/terraform/terraform.h	421	// available[idx] = available[--num_available];	COMMENT
LOW	ocean/rware/rware.h	1	#include <stdlib.h>	COMMENT
LOW	ocean/rware/rware.h	21	#define SHELF 1	COMMENT
LOW	ocean/pacman/pacman.h	1	#include "helpers.h"	COMMENT
LOW	ocean/osrs/osrs_collision.h	1	#ifndef OSRS_COLLISION_H	COMMENT
LOW	ocean/osrs/osrs_collision.h	21		COMMENT
LOW	ocean/osrs/osrs_env_profile.h	1	#ifndef _POSIX_C_SOURCE	COMMENT
LOW	ocean/osrs/osrs_env_profile.h	101	for (int t = 0; t < threads; t++) {	COMMENT
LOW	ocean/osrs/osrs_ui_interfaces.h	1	#ifndef OSRS_UI_INTERFACES_H	COMMENT
LOW	ocean/osrs/osrs_pvp_observations.h	1	#ifndef OSRS_PVP_OBSERVATIONS_H	COMMENT
LOW	ocean/osrs/osrs_policy.h	1	#ifndef OSRS_POLICY_H	COMMENT
LOW	ocean/osrs/osrs_policy.h	21	#define OSRS_SHARED_OBS_EFFECT_START \	COMMENT
LOW	ocean/osrs/osrs_render_motion.h	1	#ifndef OSRS_RENDER_MOTION_H	COMMENT
LOW	ocean/osrs/osrs_asset_raylib.h	1	#ifndef OSRS_ASSET_RAYLIB_H	COMMENT
LOW	ocean/osrs/osrs_anim.h	1	#ifndef OSRS_ANIM_H	COMMENT
LOW	ocean/osrs/osrs_pathfinding.h	261	#if defined(__GNUC__) \|\| defined(__clang__)	COMMENT
LOW	ocean/osrs/osrs_encounter.h	1	#ifndef OSRS_ENCOUNTER_H	COMMENT
LOW	ocean/osrs/osrs_encounter.h	681	entities[0].attack_target_entity_idx = i;	COMMENT
LOW	ocean/osrs/osrs_types.h	1	#ifndef OSRS_TYPES_H	COMMENT
LOW	ocean/osrs/osrs_types.h	21	#define WILD_MAX_Y 3968	COMMENT
LOW	ocean/osrs/osrs_types.h	41	#define ICE_BURST_MAX_HIT 22	COMMENT
LOW	ocean/osrs/osrs_gfx_ids.h	1	#ifndef OSRS_GFX_IDS_H	COMMENT
LOW	ocean/osrs/osrs_lab.h	1	#ifndef OSRS_LAB_H	COMMENT
LOW	ocean/osrs/osrs_env.h	1	#ifndef OSRS_ENV_H	COMMENT
LOW	ocean/osrs/osrs_pvp_actions.h	1	#ifndef OSRS_PVP_ACTIONS_H	COMMENT
LOW	ocean/osrs/osrs_render_click_hull.h	1	#ifndef OSRS_RENDER_CLICK_HULL_H	COMMENT
LOW	ocean/osrs/osrs_inventory_clicks.h	41	OsrsConsumableKind kind	COMMENT
LOW	ocean/osrs/osrs_visual_net.h	1	#pragma once	COMMENT
LOW	ocean/osrs/osrs_visual_net.h	21	#define COLO_ENT_NPC_NUM_RECS 24	COMMENT
LOW	ocean/osrs/osrs_models.h	1	#ifndef OSRS_MODELS_H	COMMENT
LOW	ocean/osrs/osrs_items.h	141	#define STAT_NORM_MAGIC_DMG 30.0f	COMMENT
LOW	ocean/osrs/osrs_render.h	1	#ifndef OSRS_RENDER_H	COMMENT
LOW	ocean/osrs/osrs_render.h	21	#include "osrs_terrain.h"	COMMENT
LOW	ocean/osrs/osrs_render.h	41	#define RENDER_SPLATS_PER_PLAYER 4	COMMENT
LOW	ocean/osrs/osrs_render.h	81	#define COLOR_P0 CLITERAL(Color){ 80, 140, 255, 255 }	COMMENT
LOW	ocean/osrs/osrs_visual.c	1	#ifndef _POSIX_C_SOURCE	COMMENT
LOW	ocean/osrs/osrs_visual.c	21	#pragma GCC diagnostic push	COMMENT
LOW	ocean/osrs/osrs_gui.h	1	#ifndef OSRS_GUI_H	COMMENT
LOW	ocean/osrs/osrs_gui.h	21	#include "osrs_types.h"	COMMENT
LOW	ocean/osrs/osrs_gui.h	41	#define GUI_MINIMAP_X 53	COMMENT
LOW	ocean/osrs/osrs_gui.h	61	#define GUI_HP_Y 37	COMMENT
LOW	ocean/osrs/osrs_gui.h	181	#define OSRS_ID_COMBAT_4 12695	COMMENT
LOW	ocean/osrs/osrs_gui.h	2621	gs, "wornitems", ref->icon_component_name, ref->icon_rect);	COMMENT
LOW	ocean/osrs/osrs_objects.h	1	#ifndef OSRS_OBJECTS_H	COMMENT
LOW	ocean/osrs/tests/test_colosseum_modifiers.c	41	}	COMMENT
LOW	ocean/osrs/tests/test_encounter_route_topology_setup.c	1	#include <stdint.h>	COMMENT
LOW	ocean/osrs/tests/test_encounter_route_topology_setup.c	21	return (uint32_t)collision_get_flags(	COMMENT
LOW	ocean/osrs/tests/test_encounter_route_topology_setup.c	41	#include "ocean/osrs/encounters/encounter_zulrah.h"	COMMENT
226 more matches not shown…

Decorative Section Separators20 hits · 60 pts

Severity	File	Line	Snippet	Context
MEDIUM	resources/trailer/trailer.c	32	// ─── Vertex layout (x, y, size_scale, r, g, b, a) ───────────────────────────	COMMENT
MEDIUM	resources/trailer/trailer.c	38	// ─── GL draw ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	resources/trailer/trailer.c	71	// ─── Shared background star field ─────────────────────────────────────────────	COMMENT
MEDIUM	resources/trailer/trailer.c	431	// ─── Text overlay helpers ─────────────────────────────────────────────────────	COMMENT
MEDIUM	resources/trailer/trailer.c	460	// ─── Haiku + title overlay (called every frame from anim5 onward) ─────────────	COMMENT
MEDIUM	resources/trailer/trailer.c	586	// ─── Video recording ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	resources/trailer/trailer.c	628	// ─── Main ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	resources/trailer/architecture.c	92	// ─── tiny helpers ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	resources/trailer/architecture.c	216	// ─── packets ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	resources/trailer/architecture.c	495	// ─── layer drawings ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	resources/trailer/architecture.c	1033	// ─── chrome ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	resources/trailer/architecture.c	1166	// ─── ffmpeg recorder (same pattern as trailer.c) ──────────────────────────────	COMMENT
MEDIUM	tests/test_nmmo3_encoder.py	31	# ============================================================================	COMMENT
MEDIUM	tests/test_nmmo3_encoder.py	33	# ============================================================================	COMMENT
MEDIUM	tests/test_nmmo3_encoder.py	64	# ============================================================================	COMMENT
MEDIUM	tests/test_nmmo3_encoder.py	66	# ============================================================================	COMMENT
MEDIUM	tests/test_nmmo3_encoder.py	118	# ============================================================================	COMMENT
MEDIUM	tests/test_nmmo3_encoder.py	120	# ============================================================================	COMMENT
MEDIUM	tests/test_nmmo3_encoder.py	226	# ============================================================================	COMMENT
MEDIUM	tests/test_nmmo3_encoder.py	228	# ============================================================================	COMMENT

Hyper-Verbose Identifiers29 hits · 29 pts

Severity	File	Line	Snippet	Context
LOW	…n/laser_puzzle/level_generation/generate_levels_bin.py	92	def generate_verified_puzzles():	CODE
LOW	tests/test_pufferl_train.py	4	def test_train_worker_args_scale_total_timesteps_per_rank():	CODE
LOW	tests/test_pufferl_train.py	22	def test_train_worker_args_leave_single_gpu_budget_unchanged():	CODE
LOW	tests/test_osrs_asset_manifest_preload.py	23	def test_selected_groups_emit_ordered_unique_full_vfs_paths() -> None:	CODE
LOW	tests/test_osrs_asset_manifest_preload.py	36	def test_group_argument_order_does_not_change_manifest_order() -> None:	CODE
LOW	tests/test_osrs_asset_manifest_preload.py	52	def test_empty_group_selection_emits_every_asset_once() -> None:	CODE
LOW	tests/test_osrs_asset_manifest_preload.py	84	def test_gui_group_contains_every_exported_gui_sprite() -> None:	CODE
LOW	tests/test_osrs_asset_manifest_preload.py	97	def test_items_group_contains_every_exported_item_sprite() -> None:	CODE
LOW	tests/test_puffernet.py	67	def test_puffernet_linear_layer(batch_size=16, input_size=128, hidden_size=128):	CODE
LOW	tests/test_puffernet.py	85	def test_puffernet_convolution_layer(batch_size=16, in_width=11, in_height=11,	CODE
LOW	tests/test_puffernet.py	205	def test_puffernet_argmax_multidiscrete(batch_size=16, logit_sizes=[5,7,2]):	CODE
LOW	tests/test_sweep.py	39	def synthetic_percentile_task(args):	CODE
LOW	tests/test_osrs_puffer_render.py	18	def test_puf_render_owns_renderer_lifecycle(tmp_path: Path, wrapper: str) -> None:	CODE
LOW	tests/microbench.py	167	def log_coeffs_and_values_loss(outputs):	CODE
LOW	tests/microbench.py	171	def test_log_coeffs_and_values():	CODE
LOW	tests/test_osrs_entity_encoders.py	308	def test_cuda_forward_and_all_weight_gradients(cuda_library, contract):	CODE
LOW	tests/test_osrs_cpu_build.py	16	def test_osrs_cpu_build_selects_visual_entrypoint(tmp_path: Path) -> None:	CODE
LOW	tests/test_selfplay.py	6	def test_resolve_opponent_pool_directory_glob_and_list(tmp_path):	CODE
LOW	tests/test_selfplay.py	19	def test_external_pool_entries_are_path_only(tmp_path):	CODE
LOW	tests/test_selfplay.py	30	def test_resolve_opponent_pool_falls_back_to_repo_relative(monkeypatch, tmp_path):	CODE
LOW	tests/test_selfplay.py	44	def test_external_pool_entries_reject_missing_configured_pool(tmp_path):	CODE
LOW	tests/test_selfplay.py	66	def test_step_adds_self_checkpoints_to_external_pool(tmp_path):	CODE
LOW	tests/test_api.py	42	def test_pettingzoo_api_usage(print_errors=False):	CODE
LOW	tests/test_league.py	31	def test_protein_refreshes_observations_by_run_id():	CODE
LOW	tests/test_league.py	46	def test_batch_ratings_anchor_zero_and_symmetric():	CODE
LOW	tests/test_league.py	65	def test_league_config_allows_architecture_sweep_keys():	CODE
LOW	tests/test_league.py	100	def test_league_trials_use_historical_selfplay_only():	CODE
LOW	tests/test_league.py	142	def test_league_match_reward_conditioning_uses_player_hypers():	CODE
LOW	tests/test_league.py	188	def test_league_match_policy_arch_uses_player_hypers():	CODE

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	ocean/craftax/pack_textures.py	51	except ImportError:	CODE
HIGH	tests/hparam_seed_sensitivity.py	388	except ValueError:	CODE
HIGH	tests/test_sweep.py	17	except:	CODE
HIGH	tests/test_custom_gp_numerics.py	108	except ImportError:	CODE

Unused Imports15 hits · 15 pts

Severity	File	Line	Context
LOW	ocean/osrs/scripts/osrs_asset_manifest.py	4	CODE
LOW	ocean/drive/dataset.py	19	CODE
LOW	tests/hparam_seed_sensitivity.py	15	CODE
LOW	tests/hparam_seed_sensitivity.py	26	CODE
LOW	tests/hparam_seed_sensitivity.py	27	CODE
LOW	tests/async_stability_runs.py	4	CODE
LOW	tests/async_stability_runs.py	8	CODE
LOW	tests/test_import_performance.py	5	CODE
LOW	tests/microbench.py	7	CODE
LOW	tests/offpolicy_scaling_study.py	9	CODE
LOW	tests/test_api.py	1	CODE
LOW	tests/score_noise_study.py	7	CODE
LOW	tests/score_noise_study.py	11	CODE
LOW	tests/test_muon.py	6	CODE
LOW	tests/craftax_parity.py	19	CODE

Deep Nesting13 hits · 13 pts

Severity	File	Line	Context
LOW	ocean/osrs/scripts/osrs_asset_manifest.py	248	CODE
LOW	…n/laser_puzzle/level_generation/generate_levels_bin.py	52	CODE
LOW	…n/laser_puzzle/level_generation/generate_levels_bin.py	92	CODE
LOW	ocean/laser_puzzle/level_generation/optimal_solver.py	18	CODE
LOW	ocean/laser_puzzle/level_generation/optimal_solver.py	20	CODE
LOW	ocean/drive/dataset.py	83	CODE
LOW	tests/hparam_seed_sensitivity.py	319	CODE
LOW	tests/test_nethack_encoder.py	233	CODE
LOW	tests/test_nethack_encoder.py	483	CODE
LOW	tests/test_nethack_encoder.py	1430	CODE
LOW	tests/async_stability_runs.py	112	CODE
LOW	tests/microbench.py	99	CODE
LOW	tests/avg_breakout_seeds.py	15	CODE

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_sweep.py	126	# Create a ColumnDataSource that includes the 'order' for each point	COMMENT
MEDIUM	tests/test_sweep.py	139	# Define a color mapper across the range of point indices	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	build.sh	4	# Usage:	COMMENT
LOW	profile.sh	4	# Usage:	COMMENT

Excessive Try-Catch Wrapping2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	ocean/drive/dataset.py	208	except Exception as e:	CODE
MEDIUM	tests/test_sweep_hyper.py	167	print(f"Error: Results file not found at {results_file}")	CODE

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_puffernet.py	106		CODE
LOW	tests/microbench.py	149		CODE

Slop Phrases1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	ocean/scape/scape.h	166	* extra memory. This should be freed by puf_close. Don't forget to call	COMMENT

PufferAI/PufferLib

Open-Source Code Quality, Security and Technical Debt Review