2.8

Adjusted Signal

2.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

7.7K

Stars

Rust

Language

223.8K

Lines of Code

515

Files

414

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 7.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 305 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.2/100 · LOW

Are imports declared and package/API names verified? 11 finding(s).

Agent Over-Engineering Ratio 8.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 178 finding(s).

PR Review Velocity Impact 12.8/100 · LOW

Which changes need focused human review? 414 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 2MEDIUM 95LOW 317

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 414 distinct pattern matches across 15 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 Separators85 hits · 267 pts

Severity	File	Line	Snippet	Context
MEDIUM	demo/nanochat/experiment/scripts/chat_sft.py	33	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/experiment/scripts/chat_sft.py	69	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/experiment/scripts/chat_sft.py	327	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/experiment/scripts/chat_sft.py	425	# -------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/experiment/scripts/chat_sft.py	460	# -------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/tasks/smoltalk.py	24	# ---------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/tasks/smoltalk.py	40	# ---------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/tests/test_engine.py	12	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/tests/test_attention_fallback.py	48	# =============================================================================	COMMENT
MEDIUM	demo/nanochat/base/tests/test_attention_fallback.py	50	# =============================================================================	COMMENT
MEDIUM	demo/nanochat/base/tests/test_attention_fallback.py	251	# =============================================================================	COMMENT
MEDIUM	demo/nanochat/base/tests/test_attention_fallback.py	253	# =============================================================================	COMMENT
MEDIUM	demo/nanochat/base/tests/test_attention_fallback.py	337	# =============================================================================	COMMENT
MEDIUM	demo/nanochat/base/tests/test_attention_fallback.py	339	# =============================================================================	COMMENT
MEDIUM	demo/nanochat/base/nanochat/execution.py	30	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/nanochat/dataset.py	19	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/nanochat/dataset.py	29	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/nanochat/dataset.py	83	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/nanochat/tokenizer.py	28	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/nanochat/tokenizer.py	261	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/nanochat/engine.py	23	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/nanochat/engine.py	81	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/nanochat/engine.py	139	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/nanochat/engine.py	158	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/nanochat/flash_attention.py	20	# =============================================================================	COMMENT
MEDIUM	demo/nanochat/base/nanochat/flash_attention.py	22	# =============================================================================	COMMENT
MEDIUM	demo/nanochat/base/nanochat/flash_attention.py	74	# =============================================================================	COMMENT
MEDIUM	demo/nanochat/base/nanochat/flash_attention.py	76	# =============================================================================	COMMENT
MEDIUM	demo/nanochat/base/nanochat/flash_attention.py	112	# =============================================================================	COMMENT
MEDIUM	demo/nanochat/base/nanochat/flash_attention.py	114	# =============================================================================	COMMENT
MEDIUM	demo/nanochat/base/nanochat/flash_attention.py	188	# =============================================================================	COMMENT
MEDIUM	demo/nanochat/base/nanochat/flash_attention.py	190	# =============================================================================	COMMENT
MEDIUM	demo/nanochat/base/nanochat/core_eval.py	14	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/nanochat/optim.py	17	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/nanochat/optim.py	65	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/nanochat/optim.py	182	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/nanochat/checkpoint_manager.py	145	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/infer_bench.py	46	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/infer_bench.py	95	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/infer_bench.py	124	# ------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/infer_bench.py	182	# ------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/infer_bench.py	197	# ------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/chat_eval.py	25	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/chat_eval.py	82	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/chat_eval.py	154	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/chat_eval.py	177	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/base_train.py	39	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/base_train.py	82	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/base_train.py	119	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/base_train.py	126	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/base_train.py	164	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/base_train.py	242	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/base_train.py	248	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/base_train.py	306	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	demo/nanochat/base/scripts/base_train.py	322	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	demo/nanochat/base/scripts/base_train.py	328	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	demo/nanochat/base/scripts/base_train.py	335	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/base_train.py	388	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/base_train.py	505	# -------------------------------------------------------------------------	COMMENT
MEDIUM	demo/nanochat/base/scripts/base_train.py	545	# -------------------------------------------------------------------------	COMMENT
25 more matches not shown…

Over-Commented Block188 hits · 188 pts

Severity	File	Line	Snippet	Context
LOW	dist-workspace.toml	21	installers = ["shell", "powershell"]	COMMENT
LOW	demo/nanochat/experiment/runs/runcpu.sh	1	#!/bin/bash	COMMENT
LOW	demo/nanochat/base/runs/speedrun.sh	1	#!/bin/bash	COMMENT
LOW	demo/nanochat/base/runs/speedrun.sh	21	# install uv (if not already installed)	COMMENT
LOW	demo/nanochat/base/runs/speedrun.sh	41		COMMENT
LOW	ui/src/useOverleafSync.ts	1	// The Overleaf side of a .tex tab: which Overleaf project this paper belongs to,	COMMENT
LOW	ui/src/useOverleafSync.ts	221	if (sync()) syncedMarker.current = marker;	COMMENT
LOW	ui/src/components/ChatPanel.tsx	5121	!!noImageInputError && attachments.some((a) => a.mediaType.startsWith("image/"));	COMMENT
LOW	scripts/smoke-test-linux-appimage.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/package-macos-app.sh	1	#!/bin/bash	COMMENT
LOW	.github/workflows/release.yml	1	# This file was autogenerated by dist: https://axodotdev.github.io/cargo-dist	COMMENT
LOW	.github/workflows/release.yml	21	# like "1.0.0", "v0.1.0-prerelease.1", "my-app/0.1.0", "releases/v1.0.0", etc.	COMMENT
LOW	.github/workflows/release-macos-app.yml	1	# Attaches the signed, notarized OpenResearch.app (as a DMG) to a GitHub Release.	COMMENT
LOW	.github/workflows/release-on-bump.yml	1	# Dispatches a release when Cargo.toml's version is bumped on main.	COMMENT
LOW	.github/workflows/release-on-bump.yml	21	# If the secret is missing or invalid, releases still publish but the DMG must be	COMMENT
LOW	src/telemetry.rs	1	//! Opt-out usage analytics → the first-party OpenResearch API.	COMMENT
LOW	src/telemetry.rs	101	/// settings.json` (the config dir, NOT the R2-snapshotted data dir) so the	COMMENT
LOW	src/telemetry.rs	121	pub telemetry_disabled: Option<bool>,	COMMENT
LOW	src/telemetry.rs	141	#[serde(default)]	COMMENT
LOW	src/telemetry.rs	161	#[serde(default)]	COMMENT
LOW	src/telemetry.rs	481	/// Held across the whole read→modify→write: the in-process `SETTINGS_LOCK`	COMMENT
LOW	src/telemetry.rs	1001	/// `{ agreed: bool }`. Within an eligible official build, this is the ONE event	COMMENT
LOW	src/telemetry.rs	1181	// ---------------------------------------------------------------------------	COMMENT
LOW	src/updates.rs	1	//! Self-update plumbing shared by `orx version`, `orx update`, and the	COMMENT
LOW	src/updates.rs	801	checked_at: u64,	COMMENT
LOW	src/updates.rs	1061	/// Hand the update to a detached `orx update --background`.	COMMENT
LOW	src/updates.rs	1161		COMMENT
LOW	src/updates.rs	1441	ID.get_or_init(\|\| uuid::Uuid::new_v4().to_string())	COMMENT
LOW	src/updates.rs	1721	/// How long a user-initiated update may hold its HTTP request open. Generous	COMMENT
LOW	src/updates.rs	1801	/// Wraps `text` in the ANSI bold sequence when `enabled`, else returns it as-is.	COMMENT
LOW	src/updates.rs	1901	Ask the user to restart `orx up` (or click Restart in the dashboard's update \	COMMENT
LOW	src/remote.rs	1	//! Detecting when `orx` is running inside an SSH session, and guiding the user	COMMENT
LOW	src/remote.rs	61	/// (often a private/NATed address that is NOT reachable as-is), and `sshd_port`	COMMENT
LOW	src/remote.rs	141	///	COMMENT
LOW	src/remote.rs	161	// get in. `orx up --remote` accepts a trailing `:PORT` (see	COMMENT
LOW	src/client.rs	21	use crate::error::{anyhow, Result};	COMMENT
LOW	src/client.rs	101		COMMENT
LOW	src/client.rs	221	pub ssh_keys: Vec<SshKey>,	COMMENT
LOW	src/client.rs	441		COMMENT
LOW	src/client.rs	961		COMMENT
LOW	src/client.rs	1061	/// One OpenAlex work — used both for `/works` search rows (populated per the	COMMENT
LOW	src/error.rs	1	//! Single crate error type.	COMMENT
LOW	src/config.rs	141	}	COMMENT
LOW	src/store.rs	501		COMMENT
LOW	src/store.rs	4141	Ok(rows.collect::<std::result::Result<Vec<_>, _>>()?)	COMMENT
LOW	src/store.rs	4201	/// agent's `orx agent spawn --title`, neither of which auto-titling may	COMMENT
LOW	src/store.rs	4221	pub context_usage_json: Option<String>,	COMMENT
LOW	src/main.rs	1	//! OpenResearch CLI (`orx`) — Rust port entry point.	COMMENT
LOW	src/main.rs	161	/// Report a bug, feature request, or frustration with OpenResearch itself	COMMENT
LOW	src/main.rs	281	#[arg(long)]	COMMENT
LOW	src/main.rs	361	/// Organization id (from `orx orgs`).	COMMENT
LOW	src/main.rs	441	ancestors: bool,	COMMENT
LOW	src/main.rs	501	Run(Box<ExpRunArgs>),	COMMENT
LOW	src/main.rs	521	/// Give up and exit non-zero after this many seconds (default 1800).	COMMENT
LOW	src/main.rs	541	/// billed to your HF account), `modal` (a Modal Sandbox on your own Modal	COMMENT
LOW	src/main.rs	561	/// nothing). With `--backend openresearch`: a GPU id from `orx compute`	COMMENT
LOW	src/main.rs	581	pub no_container: bool,	COMMENT
LOW	src/main.rs	601	#[arg(long)]	COMMENT
LOW	src/main.rs	701	/// Port to bind on 127.0.0.1. With `--remote`, the local presentation port.	COMMENT
LOW	src/main.rs	801	/// One line, at most 200 characters.	COMMENT
128 more matches not shown…

Hyper-Verbose Identifiers77 hits · 82 pts

Severity	File	Line	Snippet	Context
LOW	demo/nanochat/experiment/scripts/chat_sft.py	180	def sft_data_generator_bos_bestfit(split, buffer_size=100):	CODE
LOW	demo/nanochat/base/tests/test_engine.py	158	def test_multi_sample_first_token_diversity():	CODE
LOW	demo/nanochat/base/tests/test_engine.py	201	def test_seed_reproducibility():	CODE
LOW	demo/nanochat/base/tests/test_engine.py	214	def test_temperature_zero_determinism():	CODE
LOW	demo/nanochat/base/tests/test_engine.py	226	def test_max_tokens_respected():	CODE
LOW	demo/nanochat/base/tests/test_engine.py	249	def test_different_seeds_introduce_variation_when_temperature_nonzero():	CODE
LOW	demo/nanochat/base/tests/test_tokenizer.py	31	def test_encode_decode_roundtrip(tokenizer):	CODE
LOW	demo/nanochat/base/tests/test_tokenizer.py	47	def test_encode_prepend_append(tokenizer):	CODE
LOW	demo/nanochat/base/tests/test_tokenizer.py	61	def test_render_conversation_masks(tokenizer):	CODE
LOW	demo/nanochat/base/tests/test_tokenizer.py	82	def test_render_conversation_system_message_merged(tokenizer):	CODE
LOW	demo/nanochat/base/tests/test_tokenizer.py	95	def test_render_conversation_tool_parts(tokenizer):	CODE
LOW	demo/nanochat/base/tests/test_tokenizer.py	117	def test_render_conversation_truncation(tokenizer):	CODE
LOW	demo/nanochat/base/tests/test_tokenizer.py	126	def test_render_for_completion(tokenizer):	CODE
LOW	demo/nanochat/base/tests/test_optim.py	48	def test_adamw_matches_torch_reference():	CODE
LOW	demo/nanochat/base/tests/test_optim.py	99	def test_muon_update_is_orthogonalized():	CODE
LOW	demo/nanochat/base/tests/test_execution.py	20	def test_exception_is_captured():	CODE
LOW	demo/nanochat/base/tests/test_execution.py	26	def test_timeout_kills_infinite_loop():	CODE
LOW⚡	demo/nanochat/base/tests/test_execution.py	48	def test_destructive_functions_disabled(evil):	CODE
LOW⚡	demo/nanochat/base/tests/test_execution.py	58	def test_writes_go_to_tempdir():	CODE
LOW⚡	demo/nanochat/base/tests/test_execution.py	64	def test_environment_is_scrubbed():	CODE
LOW⚡	demo/nanochat/base/tests/test_execution.py	73	def test_tricky_string_content():	CODE
LOW	demo/nanochat/base/tests/test_attention_fallback.py	155	def test_kvcache_single_token(self):	CODE
LOW	demo/nanochat/base/tests/test_attention_fallback.py	182	def test_kvcache_single_token_sliding_window(self):	CODE
LOW	demo/nanochat/base/tests/test_attention_fallback.py	215	def test_backward_gradients_match(self):	CODE
LOW	demo/nanochat/base/tests/test_tasks.py	46	def test_mixture_covers_all_examples_deterministically():	CODE
LOW	demo/nanochat/base/tests/test_tasks.py	60	def test_mixture_oversampling():	CODE
LOW	demo/nanochat/base/tests/test_tasks.py	73	def test_hub_dataset_shuffle_matches_numpy():	CODE
LOW	demo/nanochat/base/tests/test_tasks.py	84	def test_render_mc_letter_binding():	CODE
LOW	demo/nanochat/base/nanochat/tokenizer.py	129	def decode_single_token_bytes(self, token_id):	CODE
LOW	demo/nanochat/base/nanochat/dataloader.py	74	def tokenizing_distributed_data_loader_with_state_bos_bestfit(	CODE
LOW	demo/nanochat/base/nanochat/dataloader.py	163	def tokenizing_distributed_data_loader_bos_bestfit(args, *kwargs):	CODE
LOW	demo/nanochat/base/nanochat/checkpoint_manager.py	22	def _patch_missing_config_keys(model_config_kwargs):	CODE
LOW	demo/nanochat/base/nanochat/gpt.py	270	def _precompute_rotary_embeddings(self, seq_len, head_dim, base=100000, device=None):	CODE
LOW	demo/nanochat/base/scripts/chat_sft.py	180	def sft_data_generator_bos_bestfit(split, buffer_size=100):	CODE
LOW	ui/src/useProjectWorkspace.ts	42	export function clearProjectWorkspaceCache() {	CODE
LOW	ui/src/markdownNormalization.ts	127	function unescapedSingleDollarIndices(text: string): number[] {	CODE
LOW	ui/src/markdownNormalization.ts	261	export function normalizeMarkdownForRendering(	CODE
LOW	ui/src/chatRendering.ts	136	export function withoutDuplicateTurnError(parts: ChatPart[], turnStatus: ChatPart \| undefined): ChatPart[] {	CODE
LOW	ui/src/katexHealing.ts	60	function normalizeDoubleEscapedCommands(value: string): string {	CODE
LOW	ui/src/katexHealing.ts	91	function stripTrailingFailingToken(value: string): string \| null {	CODE
LOW	ui/src/api.ts	132	export function experimentMonitoringError(runs: Pick<Run, "status" \| "backend" \| "createdAt">[]): string \| null {	CODE
LOW	ui/src/workspaceTabs.ts	258	export function initialRightPaneSessionState(	CODE
LOW	ui/src/syntaxLanguage.ts	18	export function detectSyntaxLanguageFromFilePath(filePath: string \| null \| undefined): string \| null {	CODE
LOW	ui/src/modelSelection.ts	3	export function resolveHarnessDefaultModel(harness: Harness \| undefined): string \| null {	CODE
LOW	ui/src/components/ArchiveMenu.tsx	20	export function archiveActionsByExperiment(experiments: Experiment[]): Map<string, ArchiveActions> {	CODE
LOW	ui/src/components/ChatPanel.tsx	300	function preservePartialInlineContext(range: Range, container: HTMLElement): void {	CODE
LOW	ui/src/components/ChatPanel.tsx	409	function markdownFromSelectionNode(node: Node): string {	CODE
LOW	ui/src/components/ChatPanel.tsx	491	function currentTranscriptSelection(root: HTMLElement): SelectionAction \| null {	CODE
LOW	ui/src/components/ChatPanel.tsx	3759	function useTranscriptAnnouncement(messages: ChatMessage[]): TranscriptAnnouncement {	CODE
LOW	ui/src/components/SshConnectTerminal.tsx	93	export function OpenResearchSetupTerminal({ login, onComplete, onError }: {	CODE
LOW	scripts/test_release_notes.py	11	def test_generated_notes_start_at_the_previous_stable_release(self):	CODE
LOW	scripts/test_release_notes.py	22	def test_recovered_release_uses_an_earlier_stable_ancestor(self):	CODE
LOW	scripts/test_release_notes.py	36	def test_release_without_a_stable_ancestor_fails_closed(self):	CODE
LOW	scripts/test_release_notes.py	42	def test_linked_issues_and_order(self):	CODE
LOW	scripts/test_release_notes.py	65	def test_desktop_downloads_only_link_uploaded_assets(self):	CODE
LOW	scripts/test_release_notes.py	95	def test_refresh_patches_only_the_selected_release_body(self):	CODE
LOW⚡	scripts/test_release_notes.py	109	def test_refresh_does_not_patch_legacy_or_unchanged_notes(self):	CODE
LOW⚡	scripts/test_release_notes.py	117	def test_remote_install_is_collapsed_and_versioned(self):	CODE
LOW⚡	scripts/test_release_notes.py	126	def test_issue_lookup_failure_keeps_other_issues(self):	CODE
LOW	scripts/test_orx_chart.py	15	def test_numeric_templates_accept_measurements_and_missing_checkpoints(self):	CODE
17 more matches not shown…

Deep Nesting23 hits · 23 pts

Severity	File	Line	Context
LOW	demo/nanochat/quick/scripts/demo_probe.py	39	CODE
LOW	demo/nanochat/experiment/scripts/chat_sft.py	180	CODE
LOW	demo/nanochat/base/tasks/common.py	45	CODE
LOW	demo/nanochat/base/nanochat/dataset.py	84	CODE
LOW	demo/nanochat/base/nanochat/tokenizer.py	96	CODE
LOW	demo/nanochat/base/nanochat/tokenizer.py	140	CODE
LOW	demo/nanochat/base/nanochat/engine.py	176	CODE
LOW	demo/nanochat/base/nanochat/engine.py	277	CODE
LOW	demo/nanochat/base/nanochat/dataloader.py	25	CODE
LOW	demo/nanochat/base/nanochat/dataloader.py	74	CODE
LOW	demo/nanochat/base/scripts/chat_eval.py	87	CODE
LOW	demo/nanochat/base/scripts/base_eval.py	128	CODE
LOW	demo/nanochat/base/scripts/chat_sft.py	180	CODE
LOW	agent-skills/orx-figures/assets/orx_figstyle.py	255	CODE
LOW	agent-skills/orx-figures/assets/orx_chart.py	10	CODE
LOW	scripts/test-opencode-compat.py	96	CODE
LOW	scripts/test-opencode-routing.py	16	CODE
LOW	scripts/test_ssh_helper.py	80	CODE
LOW	scripts/test_acp.py	14	CODE
LOW	scripts/test-opencode-compat-host.py	21	CODE
LOW	scripts/test-opencode-compat-host.py	97	CODE
LOW	src/jobs/ssh/helper.py	92	CODE
LOW	src/jobs/ssh/helper.py	135	CODE

Excessive Try-Catch Wrapping9 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	demo/nanochat/base/nanochat/engine.py	41	except Exception as e:	CODE
MEDIUM	demo/nanochat/base/nanochat/engine.py	35	def eval_with_timeout(formula, max_time=3):	CODE
LOW	demo/nanochat/base/nanochat/flash_attention.py	45	except Exception:	CODE
LOW	src/jobs/modal.rs	41	except Exception:	CODE
LOW	src/jobs/modal.rs	78	except Exception:	CODE
MEDIUM	src/jobs/modal.rs	37	def _modal():	CODE
LOW	src/jobs/ssh/helper.py	234	except Exception as error:	CODE
LOW	src/jobs/ssh/helper.py	265	except Exception as error:	CODE
MEDIUM	src/jobs/ssh/helper.py	231	def handle(request, lane):	CODE

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	demo/nanochat/base/nanochat/dataset.py	122	except:	CODE
HIGH	src/jobs/ssh/helper.py	263	except EOFError:	CODE

AI Slop Vocabulary5 hits · 10 pts

Severity	File	Line	Snippet	Context
MEDIUM	Cargo.toml	89	# `--version` fast path in harness detection), total RAM for the agent idle	COMMENT
LOW	demo/nanochat/base/nanochat/tokenizer.py	195	# simple string => simply add the tokens	COMMENT
LOW	demo/nanochat/base/nanochat/tokenizer.py	202	# string part => simply add the tokens	COMMENT
LOW	demo/nanochat/base/nanochat/gpt.py	523	# inference: just return the logits directly	COMMENT
MEDIUM	src/local/chat/mod.rs	9065	r#"{"harness":"codex","model":"gpt-6-sol","provider":null}"#,	CODE

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	demo/nanochat/base/scripts/chat_eval.py	159	# Create the evaluation object	COMMENT
MEDIUM	.github/workflows/release.yml	399	# Create a GitHub Release while uploading all files to it	COMMENT
MEDIUM	.github/workflows/release-on-bump.yml	113	# Create the label first (422 if it already exists — ignored) so	COMMENT

Unused Imports6 hits · 6 pts

Severity	File	Line	Context
LOW	demo/nanochat/experiment/scripts/chat_cli.py	21	CODE
LOW	demo/nanochat/base/nanochat/gpt.py	15	CODE
LOW	demo/nanochat/base/nanochat/gpt.py	22	CODE
LOW	demo/nanochat/base/scripts/chat_cli.py	8	CODE
LOW	demo/nanochat/base/scripts/base_eval.py	29	CODE
LOW	agent-skills/orx-figures/assets/orx_figstyle.py	14	CODE

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	demo/nanochat/base/nanochat/core_eval.py	175	# Sample few-shot examples (excluding current item)	COMMENT
MEDIUM	agent-skills/orx-figures/references/diagram.md	19	## Build it from the shared scaffold	COMMENT

Redundant / Tautological Comments3 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	demo/nanochat/base/nanochat/engine.py	54	# Check if it's a pure math expression (old behavior)	COMMENT
LOW	demo/nanochat/base/nanochat/engine.py	60	# Check if it's a string operation we support	COMMENT
LOW⚡	demo/nanochat/base/runs/scaling_laws.sh	34	# Check if a run already exists in results	COMMENT

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	ui/src/components/NewProjectForm.tsx	519	<span className={path ? "text-sm" : "placeholder"}>	CODE
LOW	src/client.rs	1947	"dev@example.org",	CODE
LOW	src/jobs/localbox.rs	672	("HF_TOKEN".to_string(), "fake-token".to_string()),	CODE
LOW	src/jobs/localbox.rs	683	assert!(!run_sh.contains("fake-token"));	CODE
LOW	src/jobs/localbox.rs	689	assert_eq!(lines, ["hello-42-fake-token"]);	CODE

AI Structural Patterns3 hits · 3 pts

Severity	File	Line	Context
LOW	demo/nanochat/base/nanochat/execution.py	134	CODE
LOW	demo/nanochat/base/nanochat/fp8.py	154	CODE
LOW	demo/nanochat/base/scripts/base_eval.py	123	CODE

Modern Structural Boilerplate2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	demo/nanochat/base/nanochat/common.py	69	logger = logging.getLogger(__name__)	CODE
LOW	demo/nanochat/base/nanochat/checkpoint_manager.py	17	logger = logging.getLogger(__name__)	CODE

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	demo/nanochat/base/scripts/chat_rl.py	112	seed=seed, # must make sure to change the seed for each sampling step	CODE

alphaXiv/OpenResearch

Open-Source Code Quality, Security and Technical Debt Review