3.4

Adjusted Signal

3.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

37.3K

Stars

TypeScript

Language

2.8M

Lines of Code

8.1K

Files

7.3K

Pattern Hits

2026-10-31

Scan Date

0.02

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 9.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 5909 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.7/100 · LOW

Are imports declared and package/API names verified? 404 finding(s).

Agent Over-Engineering Ratio 11.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5435 finding(s).

PR Review Velocity Impact 16.3/100 · LOW

Which changes need focused human review? 7327 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 40HIGH 126MEDIUM 875LOW 6286

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 7327 distinct pattern matches across 26 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.

Hyper-Verbose Identifiers4416 hits · 4144 pts

Severity	File	Line	Snippet	Context
LOW	crates/pi-natives/tools/cache/tokenization_kimi.py	234	def _split_whitespaces_or_nonwhitespaces(	CODE
LOW	crates/pi-natives/tools/cache/tokenization_kimi.py	276	def _format_chat_token_output(self,	CODE
LOW	…ates/pi-natives/src/utok/claude/testdata/fixtures.json	2955	"text": "import { countTokens as countTokensNat } from \"@oh-my-pi/pi-natives\";\n\nconst accurate = process.env.PI_TO	CODE
LOW	python/robomp/tests/test_permissions_e2e.py	37	def _require_linux_root_toolchain() -> None:	CODE
LOW	python/robomp/tests/test_permissions_e2e.py	239	def _prepare_shared_cargo_cache(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> Path:	CODE
LOW	python/robomp/tests/test_permissions_e2e.py	251	def test_slot_workspace_runs_bun_biome_cargo_and_git_after_root_reentry(	CODE
LOW	python/robomp/tests/test_permissions_e2e.py	299	def test_git_pool_metadata_survives_root_push_and_retry_slot(	CODE
LOW	python/robomp/tests/test_permissions_e2e.py	340	def _prepare_shared_natives_cache(slot_tmp_path: Path) -> NativesCache:	CODE
LOW	python/robomp/tests/test_permissions_e2e.py	365	def test_natives_cache_shares_artifacts_across_slot_workspaces(	CODE
LOW⚡	python/robomp/tests/test_retry.py	35	def test_event_retry_delays_parsing_skips_garbage(env: dict[str, str], monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	python/robomp/tests/test_retry.py	42	def test_event_retry_delays_defaults_when_empty(env: dict[str, str], monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	python/robomp/tests/test_retry.py	49	def test_retry_delay_escalates_and_clamps(env: dict[str, str], monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	python/robomp/tests/test_retry.py	62	def test_retry_delay_jitter_stays_in_band(env: dict[str, str], monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	python/robomp/tests/test_retry.py	73	def test_schedule_retry_gates_claim_until_available(db: Database) -> None:	CODE
LOW	python/robomp/tests/test_retry.py	89	def test_schedule_retry_zero_delay_is_immediately_claimable(db: Database) -> None:	CODE
LOW	python/robomp/tests/test_retry.py	98	def test_schedule_retry_only_transitions_running_or_failed(db: Database) -> None:	CODE
LOW	python/robomp/tests/test_retry.py	111	def test_manual_requeue_clears_retry_backoff(db: Database) -> None:	CODE
LOW	python/robomp/tests/test_retry.py	153	async def test_run_event_retries_then_marks_failed(	CODE
LOW	python/robomp/tests/test_retry.py	191	async def test_run_event_success_after_transient_failure(	CODE
LOW	python/robomp/tests/test_git_ops.py	43	def test_token_hardening_neutralizes_path_specific_http_mitm(tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_git_ops.py	90	def test_token_url_safe_config_is_empty_without_auth_url() -> None:	CODE
LOW	python/robomp/tests/test_git_ops.py	94	def test_token_url_safe_config_covers_smart_http_paths() -> None:	CODE
LOW	python/robomp/tests/test_git_ops.py	111	def test_token_config_never_blanks_ca_locations() -> None:	CODE
LOW⚡	python/robomp/tests/test_git_ops.py	160	def test_push_release_lands_branch_and_tag_atomically(tmp_path: Path) -> None:	CODE
LOW⚡	python/robomp/tests/test_git_ops.py	169	def test_push_release_forces_existing_tag_to_new_head(tmp_path: Path) -> None:	CODE
LOW⚡	python/robomp/tests/test_git_ops.py	177	def test_push_release_rejects_non_fast_forward_without_moving_tag(tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/conftest.py	45	def _open_tmp_path_for_slot_traversal(tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	126	def test_repo_command_env_scrubs_secrets_and_uses_workspace_cache(	CODE
LOW	python/robomp/tests/test_host_tools.py	156	def test_run_repo_command_uses_slot_identity_kwargs(	CODE
LOW	python/robomp/tests/test_host_tools.py	198	def test_ensure_workspace_dependencies_installs_when_missing(	CODE
LOW	python/robomp/tests/test_host_tools.py	222	def test_ensure_workspace_dependencies_reinstalls_when_node_modules_present(	CODE
LOW	python/robomp/tests/test_host_tools.py	251	def test_ensure_workspace_dependencies_skips_non_bun_repo(	CODE
LOW	python/robomp/tests/test_host_tools.py	272	def test_ensure_workspace_dependencies_swallows_install_failure(	CODE
LOW	python/robomp/tests/test_host_tools.py	296	def test_guarded_push_branch_rev_parse_runs_via_repo_command_and_passes_slot_uid(	CODE
LOW	python/robomp/tests/test_host_tools.py	361	def test_gh_post_comment_happy_path(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	384	def test_gh_post_comment_validates_body(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	394	def test_gh_post_comment_defaults_to_inbound_pr_thread(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	427	def test_gh_post_comment_explicit_number_overrides_inbound(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	459	def test_gh_post_comment_propagates_github_error(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	471	def test_gh_open_pr_requires_template_sections(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	484	def test_repro_record_writes_transcript(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	506	def test_repro_record_clears_needs_info_after_actionable_reply(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	535	def test_repro_record_advances_needs_info_when_label_is_missing(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	561	def test_repro_record_advances_needs_info_when_cleanup_transport_fails(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	586	def test_repro_record_chowns_to_slot_when_root(db: Database, tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	615	def test_repro_record_rejects_bad_args(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	627	def test_mark_unable_posts_comment_marks_needs_info_and_labels_issue(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	651	def test_mark_unable_keeps_needs_info_when_label_is_missing(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	668	def test_mark_unable_keeps_needs_info_when_label_transport_fails(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	696	def test_abort_task_signals_controller_and_abandons_without_comment(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	744	def test_abort_task_rejects_empty_reason(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	757	def test_abort_task_signal_is_idempotent(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	768	def test_fetch_issue_thread_returns_markdown(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	800	def test_classify_issue_applies_labels_and_persists_primary(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	845	def test_classify_issue_question_skips_repro_path(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	862	def test_classify_issue_wontfix_takes_comment_only_path(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	881	def test_gh_search_issues_scopes_repo_and_renders_matches(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	945	def test_gh_search_issues_rejects_repo_qualifier_and_empty_query(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	957	def test_gh_search_issues_serves_from_local_index_once_synced(db: Database, tmp_path: Path) -> None:	CODE
LOW	python/robomp/tests/test_host_tools.py	1029	def test_search_commits_message_and_patch_modes(db: Database, tmp_path: Path) -> None:	CODE
4356 more matches not shown…

Decorative Section Separators839 hits · 2514 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	Cargo.toml	133	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	135	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	139	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	141	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	150	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	152	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	155	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	157	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	165	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	167	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	175	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	177	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	180	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	182	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	189	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	191	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	196	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	198	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	203	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	205	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	211	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	213	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	217	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	219	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	223	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	225	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	228	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	230	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	233	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	235	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	239	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	241	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	247	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	249	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	263	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	265	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	274	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	276	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	282	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	284	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	289	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	291	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	294	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	296	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	302	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	304	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	314	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	316	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	319	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	321	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	325	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	327	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	353	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	355	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	360	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	362	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	369	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	371	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	379	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	381	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
779 more matches not shown…

Over-Commented Block1266 hits · 1206 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	61	# recoverable at the appropriate boundary: the uutils boundary	COMMENT
LOW	Cargo.toml	221	verbose_bit_mask = "allow" # Explicit bit patterns can be clearer than hex	COMMENT
LOW	Cargo.toml	341	"Win32_System_Threading",	COMMENT
LOW	Cargo.toml	481	tree-sitter-toml-ng = "0.7"	COMMENT
LOW	.config/nextest.toml	1	# nextest runs every test in its own process and schedules them in parallel	COMMENT
LOW	crates/pi-walker/src/pattern.rs	1	//! Glob patterns with the semantics of Rust's `globset` built with literal	COMMENT
LOW	crates/pi-walker/src/pattern.rs	21	//! directory match?) and [`Glob::max_depth`] (how deep can a match be?).	COMMENT
LOW	crates/pi-walker/src/exec.rs	1	//! Fixed pools of worker tasks fed through a channel.	COMMENT
LOW	crates/pi-walker/src/lib.rs	1	//! Parallel filesystem walking, globbing, and content search.	COMMENT
LOW	crates/pi-walker/src/lib.rs	21	//!	COMMENT
LOW	crates/pi-walker/src/glob.rs	1	//! Path selection in pi's glob dialect, and the glob search behind the `glob`	COMMENT
LOW	crates/pi-walker/src/glob.rs	161	/// walking.	COMMENT
LOW	crates/pi-walker/src/ignore.rs	1	//! Gitignore-format rules and the ignore-file chain walks honour.	COMMENT
LOW	crates/pi-walker/src/ignore.rs	441	/// Evaluates ignore chains for one walk: the global excludes file and the	COMMENT
LOW	crates/pi-walker/src/walk/cache.rs	1	//! Process-wide directory-listing cache for [`super::Options::cache`] walks.	COMMENT
LOW	crates/pi-walker/src/walk/tree.rs	1	//! Serial, ordered, streaming depth-first traversal.	COMMENT
LOW	crates/pi-walker/src/walk/tree.rs	41	pub enum Follow {	COMMENT
LOW	crates/pi-walker/src/walk/tree.rs	81	/// applies `detail` everywhere.	COMMENT
LOW	crates/pi-walker/src/walk/mod.rs	1	//! The parallel directory walker every search traverses with: gitignore-aware,	COMMENT
LOW	crates/pi-walker/src/walk/mod.rs	21	//! only when a listing contains them, unchanged directories are served from	COMMENT
LOW	crates/pi-walker/src/walk/mod.rs	61		COMMENT
LOW	crates/pi-walker/src/walk/mod.rs	81	pub detail: Detail,	COMMENT
LOW	crates/pi-walker/src/walk/mod.rs	241	const BATCHES_PER_WORKER: usize = 4;	COMMENT
LOW	crates/pi-walker/src/walk/mod.rs	361	/// Collects the entries below `root` that `filter` keeps.	COMMENT
LOW	crates/pi-walker/src/walk/parallel.rs	1	//! The tokio engine behind [`super::walk`] and [`super::collect`].	COMMENT
LOW	crates/pi-walker/src/grep/mod.rs	1	//! Content search: the engine behind the `grep`, `search`, and `hasMatch`	COMMENT
LOW	crates/pi-walker/src/grep/mod.rs	81	/// outside [`Mode::Content`].	COMMENT
LOW	crates/pi-walker/src/grep/mod.rs	161	}	COMMENT
LOW	crates/pi-walker/src/grep/mod.rs	181	/// What to report.	COMMENT
LOW	crates/pi-walker/src/grep/engine.rs	101	/// macOS, where PCRE2's SLJIT executable allocator can fault while compiling	COMMENT
LOW	crates/pi-walker/src/fs/mod.rs	1	//! Filesystem layer every walk and search reads through: directory listings,	COMMENT
LOW	crates/pi-walker/src/fs/mod.rs	41		COMMENT
LOW	crates/pi-walker/src/fs/mod.rs	61	/// Also modification times for every entry and sizes for regular files.	COMMENT
LOW	crates/pi-walker/src/fs/mod.rs	81		COMMENT
LOW	crates/pi-walker/src/fs/root.rs	21	}	COMMENT
LOW	crates/pi-walker/src/fs/native/mod.rs	1	//! Host filesystem through direct syscalls, one implementation per platform:	COMMENT
LOW	crates/pi-walker/src/fs/native/windows.rs	1	//! Windows directory reads:	COMMENT
LOW	crates/pi-walker/src/fs/native/darwin.rs	1	//! macOS directory reads:	COMMENT
LOW	crates/pi-walker/src/fs/native/linux.rs	1	//! Linux directory reads:	COMMENT
LOW	crates/pi-diff/src/lib.rs	1	//! jsdiff-compatible diff primitives without an FFI dependency.	COMMENT
LOW	crates/pi-shell/tests/nonutf8_env.rs	1	//! Regression tests for oh-my-pi issue #8925: a host environment entry whose	COMMENT
LOW	crates/pi-shell/tests/minimizer_fixtures.rs	1	//! End-to-end fixture harness for the output minimizer with a token-savings	COMMENT
LOW	crates/pi-shell/src/minimizer.rs	41	pub changed: bool,	COMMENT
LOW	crates/pi-shell/src/shell.rs	381	/// layer), so producer exit, pipe EOF, the consumer's final flush and the	COMMENT
LOW	crates/pi-shell/src/shell.rs	2561	let slave = unsafe { fs::File::from_raw_fd(slave) };	COMMENT
LOW	crates/pi-shell/src/shell.rs	4281	)	COMMENT
LOW	crates/pi-shell/src/shell.rs	4641	assert_eq!(exit_code(&exec), 1, "command -v exit code when nothing resolves");	COMMENT
LOW	crates/pi-shell/src/shell.rs	6081		COMMENT
LOW	crates/pi-shell/src/shell.rs	7381	assert_eq!(output, "start\nn=1\nn=2\n");	COMMENT
LOW	crates/pi-shell/src/shell.rs	7481	///	COMMENT
LOW	crates/pi-shell/src/shell.rs	7921	/// 1. the first stage runs in its own session (`getsid == own pid`),	COMMENT
LOW	crates/pi-shell/src/shell.rs	8221	#[tokio::test(flavor = "multi_thread")]	COMMENT
LOW	crates/pi-shell/src/output_decode.rs	1	//! Decode child-process stdout/stderr into Unicode.	COMMENT
LOW	crates/pi-shell/src/taps.rs	1	//! The bytes crossing one run's pipeline pipes, kept readable while the run	COMMENT
LOW	crates/pi-shell/src/git.rs	1	//! `git` builtin layering opt-in behavior over the git binary.	COMMENT
LOW	crates/pi-shell/src/process.rs	681	/// Launch arguments for this process.	COMMENT
LOW	crates/pi-shell/src/process.rs	781	/// any pid in `protected`.	COMMENT
LOW	crates/pi-shell/src/process.rs	901	/// pid makes the harness enumerate as a false descendant, so cancelling a	COMMENT
LOW	crates/pi-shell/src/process.rs	1141	/// the run being cancelled (issue #4605).	COMMENT
LOW	crates/pi-shell/src/process.rs	1161	/// without this watermark, every subsequent `record` would find	COMMENT
1206 more matches not shown…

Hallucination Indicators40 hits · 400 pts

Severity	File	Line	Snippet	Context
CRITICAL	crates/pi-shell/src/minimizer/filters/jvm.rs	1866	org.junit.jupiter.api.Assertions.assertEquals(Assertions.java:1)\n\n[INFO] BUILD \	CODE
CRITICAL	crates/pi-shell/src/minimizer/filters/jvm.rs	1992	"\tat org.apache.commons.cli.RtkInducedFailTest.rtkInducedFailure(RtkInducedFailTest.\	CODE
CRITICAL	crates/pi-shell/src/minimizer/filters/jvm.rs	2730	org.junit.platform.engine.discovery.DiscoverySelectors.selectMethod(DiscoverySelectors.\	CODE
CRITICAL	…oding-agent/test/claude-auto-reset-integration.test.ts	578	expect(open.session.agent.state.messages.at(-1)).toMatchObject({ role: "assistant", stopReason: "stop" });	CODE
CRITICAL	…oding-agent/test/claude-auto-reset-integration.test.ts	579	expect(pooled.session.agent.state.messages.at(-1)).toMatchObject({ role: "assistant", stopReason: "error" });	CODE
CRITICAL	…oding-agent/test/claude-auto-reset-integration.test.ts	613	expect(open.session.agent.state.messages.at(-1)).toMatchObject({ role: "assistant", stopReason: "stop" });	CODE
CRITICAL	…oding-agent/test/claude-auto-reset-integration.test.ts	614	expect(pooled.session.agent.state.messages.at(-1)).toMatchObject({ role: "assistant", stopReason: "error" });	CODE
CRITICAL	…oding-agent/test/claude-auto-reset-integration.test.ts	688	expect(peer.session.agent.state.messages.at(-1)).toMatchObject({ role: "assistant", stopReason: "stop" });	CODE
CRITICAL	…oding-agent/test/claude-auto-reset-integration.test.ts	694	expect(peer.session.agent.state.messages.at(-1)).toMatchObject({ role: "assistant", stopReason: "error" });	CODE
CRITICAL	…oding-agent/test/claude-auto-reset-integration.test.ts	722	expect(open.session.agent.state.messages.at(-1)).toMatchObject({ role: "assistant", stopReason: "stop" });	CODE
CRITICAL	…oding-agent/test/claude-auto-reset-integration.test.ts	725	expect(pooled.session.agent.state.messages.at(-1)).toMatchObject({ role: "assistant", stopReason: "error" });	CODE
CRITICAL	…agent/test/agent-session-plan-mode-convergence.test.ts	260	const advisorCards = harness.session.agent.state.messages.filter(	CODE
CRITICAL	…agent/test/agent-session-plan-mode-convergence.test.ts	275	const sawIrc = harness.session.agent.state.messages.some(	CODE
CRITICAL	…test/agent-session-responses-body-read-timeout.test.ts	241	return harness.session.agent.state.messages.filter(	CODE
CRITICAL	…test/agent-session-responses-body-read-timeout.test.ts	275	expect(harness.session.agent.state.messages.at(-1)).toMatchObject({	CODE
CRITICAL	…test/agent-session-responses-body-read-timeout.test.ts	356	expect(harness.session.agent.state.messages.at(-1)).toMatchObject({ stopReason: "stop" });	CODE
CRITICAL	…test/agent-session-responses-body-read-timeout.test.ts	521	const priorAssistant = harness.session.agent.state.messages.find(	CODE
CRITICAL	…test/agent-session-responses-body-read-timeout.test.ts	558	expect(harness.session.agent.state.messages.at(-1)).toMatchObject({	CODE
CRITICAL	…test/agent-session-responses-body-read-timeout.test.ts	620	expect(harness.session.agent.state.messages.at(-1)).toMatchObject({	CODE
CRITICAL	…test/agent-session-responses-body-read-timeout.test.ts	752	expect(harness.session.agent.state.messages.at(-1)).toMatchObject({	CODE
CRITICAL	…s/coding-agent/test/prefix-binding-tool-roster.test.ts	175	const notices = harness.session.agent.state.messages.filter(	CODE
CRITICAL	…s/coding-agent/test/prefix-binding-tool-roster.test.ts	461	const notices = harness.session.agent.state.messages.filter(	CODE
CRITICAL	…s/coding-agent/test/prefix-binding-tool-roster.test.ts	495	const notices = harness.session.agent.state.messages.filter(	CODE
CRITICAL	…s/coding-agent/test/prefix-binding-tool-roster.test.ts	529	const notices = harness.session.agent.state.messages.filter(	CODE
CRITICAL	…s/coding-agent/test/prefix-binding-tool-roster.test.ts	557	const notices = harness.session.agent.state.messages.filter(	CODE
CRITICAL	…s/coding-agent/test/prefix-binding-tool-roster.test.ts	584	const notices = harness.session.agent.state.messages.filter(	CODE
CRITICAL	…s/coding-agent/test/prefix-binding-tool-roster.test.ts	604	const notices = harness.session.agent.state.messages.filter(	CODE
CRITICAL	…-agent/test/agent-session-interrupted-thinking.test.ts	295	const hidden = harness.session.agent.state.messages.find(isInterruptedThinkingMessage);	CODE
CRITICAL	…-agent/test/agent-session-interrupted-thinking.test.ts	339	expect(harness.session.agent.state.messages.some(isInterruptedThinkingMessage)).toBe(true);	CODE
CRITICAL	…-agent/src/tools/browser/aria/aria-snapshot.bundle.txt	5	`:return"\\n";case"\r":return"\\r";case"\t":return"\\t";default:return"\\x"+t.charCodeAt(0).toString(16).padStart(2,"0")	CODE
CRITICAL	…ding-agent/src/modes/controllers/command-controller.ts	606	const credentialSource = this.ctx.session.modelRegistry.authStorage.keys.describe(	CODE
CRITICAL	…ding-agent/src/modes/controllers/command-controller.ts	749	this.ctx.session.modelRegistry.authStorage.oauth.identity(provider, sessionId ?? this.ctx.session.sessionId);	CODE
CRITICAL	…ing-agent/src/modes/controllers/selector-controller.ts	441	? this.ctx.session.modelRegistry.authStorage.oauth.identity(currentProvider, this.ctx.session.sessionId)	CODE
CRITICAL	…ing-agent/src/modes/controllers/selector-controller.ts	556	const identity = this.ctx.session.modelRegistry.authStorage.oauth.identity(	CODE
CRITICAL	…ing-agent/src/modes/controllers/selector-controller.ts	2151	const identity = await this.ctx.session.modelRegistry.authStorage.oauth.login(providerId as OAuthProvider, {	CODE
CRITICAL	…ing-agent/src/modes/controllers/selector-controller.ts	2312	this.ctx.session.modelRegistry.authStorage.credentials.has(provider.id),	CODE
CRITICAL	packages/coding-agent/src/slash-commands/seance.ts	40	const taskTool = ctx.session.agent.state.tools.find(tool => tool.name === "task");	CODE
CRITICAL	…oding-agent/src/slash-commands/helpers/usage-report.ts	177	? runtime.session.modelRegistry.authStorage.oauth.identity(currentProvider, runtime.session.sessionId)	CODE
CRITICAL	packages/ai/test/cursor-external-tool-executor.test.ts	217	? answer.value.result.value.content.map(item =>	CODE
CRITICAL	packages/ai/test/cursor-exec-modern.test.ts	1039	expect(answer.value.result.value.servers.map(s => s.serverIdentifier)).toEqual(["fixture"]);	CODE

Empty Error Handlers38 hits · 190 pts

Severity	File	Line	Snippet	Context
HIGH	python/robomp/src/queue.py	184	except TimeoutError:	CODE
HIGH	python/robomp/src/queue.py	204	except TimeoutError:	CODE
HIGH	python/robomp/src/natives_cache.py	236	except FileNotFoundError:	CODE
HIGH	python/robomp/src/natives_cache.py	486	except OSError:	CODE
HIGH	python/robomp/src/natives_cache.py	181	except FileExistsError:	CODE
HIGH	python/robomp/src/autoclose.py	105	except (asyncio.CancelledError, Exception):	CODE
HIGH	python/robomp/src/dashboard.py	66	except json.JSONDecodeError:	CODE
HIGH	python/robomp/src/sandbox.py	503	except FileNotFoundError:	CODE
HIGH	python/robomp/src/sandbox.py	577	except FileNotFoundError:	CODE
HIGH	python/robomp/src/issue_index.py	183	except (asyncio.CancelledError, Exception):	CODE
HIGH	python/robomp/src/github_client.py	210	except ValueError:	CODE
HIGH	python/robomp/src/github_client.py	216	except ValueError:	CODE
HIGH	sdk/python/omp-rpc/tests/test_client.py	2269	except (OSError, ValueError):	CODE
HIGH	sdk/python/omp-rpc/tests/test_client.py	2489	except OSError:	CODE
HIGH	sdk/python/omp-rpc/src/omp_rpc/client.py	235	except OSError:	CODE
HIGH	sdk/python/omp-rpc/src/omp_rpc/client.py	2177	except ValueError:	CODE
HIGH	sdk/python/omp-rpc/src/omp_rpc/client.py	724	except Exception:	CODE
HIGH	sdk/python/omp-rpc/src/omp_rpc/client.py	735	except OSError:	CODE
HIGH	sdk/python/omp-rpc/src/omp_rpc/client.py	740	except OSError:	CODE
HIGH	sdk/python/omp-rpc/src/omp_rpc/client.py	804	except ValueError:	CODE
HIGH	scripts/edit_benchmark_common.py	800	except Exception:	CODE
HIGH	scripts/session-stats/sync.py	909	except Exception:	CODE
HIGH	scripts/session-stats/sync.py	431	except ValueError:	CODE
HIGH	scripts/session-stats/analyze.py	385	except Exception:	CODE
HIGH	packages/snapcompact/research/snapcompact_viz_city.py	46	except OSError:	CODE
HIGH	packages/coding-agent/src/ida/worker.py	27	except (AttributeError, ValueError):	CODE
HIGH	packages/coding-agent/src/tiny/mlx-server.py	237	except OSError:	CODE
HIGH	packages/coding-agent/src/tiny/mlx-server.py	291	except (BrokenPipeError, ConnectionResetError, OSError):	CODE
HIGH	packages/coding-agent/src/eval/py/runner.py	2540	except (OSError, ValueError):	CODE
HIGH	packages/coding-agent/src/eval/py/runner.py	2548	except (OSError, ValueError):	CODE
HIGH	packages/coding-agent/src/eval/py/runner.py	1394	except ProcessLookupError:	CODE
HIGH	packages/coding-agent/src/eval/py/runner.py	1860	except Exception:	CODE
HIGH	packages/coding-agent/src/eval/py/runner.py	2490	except ValueError:	CODE
HIGH	packages/coding-agent/src/eval/py/runner.py	2580	except ValueError:	CODE
HIGH	packages/coding-agent/src/eval/py/runner.py	2767	except Exception:	CODE
HIGH	packages/coding-agent/src/eval/py/prelude.py	608	except (TypeError, ValueError):	CODE
HIGH	packages/ai/scripts/cursor-log.py	272	except KeyboardInterrupt:	CODE
HIGH	packages/ai/scripts/cursor-log.py	241	except json.JSONDecodeError:	CODE

Cross-Language Confusion (JS/TS)31 hits · 188 pts

Severity	File	Line	Snippet	Context
HIGH	…/coding-agent/test/tools/fetch-navigation-gate.test.ts	22	print(r.ok)	CODE
HIGH	…/coding-agent/test/tools/fetch-navigation-gate.test.ts	23	print(r.time)</code></pre>	CODE
HIGH	…/coding-agent/test/tools/browser-open-download.test.ts	86	print(marker, await tab.title());	CODE
HIGH	…kages/coding-agent/test/tools/eval-description.test.ts	359	" return True",	CODE
HIGH	packages/coding-agent/test/tools/ida-worker.test.ts	23	return False	CODE
HIGH	packages/coding-agent/test/tools/ida-worker.test.ts	25	return True	CODE
HIGH⚡	…ages/coding-agent/test/core/python-tool-bridge.test.ts	134	print(await tool.constrained())	CODE
HIGH⚡	…ages/coding-agent/test/core/python-tool-bridge.test.ts	135	print(await tool.constrained(i=None))	CODE
HIGH⚡	…ages/coding-agent/test/core/python-tool-bridge.test.ts	136	print(await tool.constrained(i="allowed"))	CODE
HIGH⚡	…ages/coding-agent/test/core/python-tool-bridge.test.ts	140	print("invalid rejected")	CODE
HIGH	…ages/coding-agent/test/core/python-tool-bridge.test.ts	334	print(await __omp_with_call_site__("py:0", tool.read, {"path": "foo.txt"}))	CODE
HIGH	…ages/coding-agent/test/core/python-tool-bridge.test.ts	335	print(await __omp_with_call_site__("py:0", tool.read, {"path": "foo.txt"}))	CODE
HIGH	…es/coding-agent/test/eval/js-shadow-projection.test.ts	37	print(target);	CODE
HIGH	packages/coding-agent/scripts/gen-rpc/python.ts	601	statement: `data = ${call}\n return None if data is None else ${decoder}(data, ${pyString(command.name)})`,	CODE
HIGH	packages/coding-agent/src/cleanse/index.ts	39	print(text: string): void;	CODE
HIGH	packages/coding-agent/src/cli/bench-cli.ts	1179	print(`${chalk.bold(label)}${selector === label ? "" : chalk.dim(` (${selector})`)}`);	CODE
HIGH	packages/coding-agent/src/cli/bench-cli.ts	1290	print(formatCachePairLine(pair, index, pairs.length));	CODE
HIGH	packages/coding-agent/src/cli/bench-cli.ts	1303	print(	CODE
HIGH	packages/coding-agent/src/cli/bench-cli.ts	1351	print(formatRunLine(results[offset + nextToPrint]!, nextToPrint, step.runs, { tagKind }));	CODE
HIGH	packages/coding-agent/src/cli/bench-cli.ts	1359	print(	CODE
HIGH	packages/coding-agent/src/cli/bench-cli.ts	1388	print(["", ...formatBenchTable(rows, tableSpec)].join("\n"));	CODE
HIGH⚡	packages/coding-agent/src/cli/collab-cli.ts	53	print(JSON.stringify(output, null, 2));	CODE
HIGH⚡	packages/coding-agent/src/cli/collab-cli.ts	58	print(chalk.dim("No active Collab hosts."));	CODE
HIGH⚡	packages/coding-agent/src/cli/collab-cli.ts	62	print(chalk.green(`${hosts.length} active Collab ${hosts.length === 1 ? "host" : "hosts"}`));	CODE
HIGH⚡	packages/coding-agent/src/cli/collab-cli.ts	82	print("");	CODE
HIGH⚡	packages/coding-agent/src/cli/collab-cli.ts	83	print(`${host.instanceId} ${session} ${chalk.dim(cwd)}`);	CODE
HIGH⚡	packages/coding-agent/src/cli/collab-cli.ts	84	print(` ${chalk.dim(details.join(" · "))}`);	CODE
HIGH⚡	packages/coding-agent/src/cli/collab-cli.ts	86	print(chalk.dim("Get a link: omp collab link <instanceId\|pid> [--view]"));	CODE
HIGH⚡	packages/coding-agent/src/cli/collab-cli.ts	96	print(JSON.stringify(output, null, 2));	CODE
HIGH⚡	packages/coding-agent/src/cli/collab-cli.ts	99	print(link.url);	CODE
HIGH	packages/tui/test/eval-format-python-render.test.ts	52	" return None",	CODE

Unused Imports183 hits · 164 pts

Severity	File	Line	Context
LOW	infra/vmon/omp_ci_template.py	42	CODE
LOW	python/robomp/tests/test_permissions_e2e.py	1	CODE
LOW	python/robomp/tests/test_retry.py	11	CODE
LOW	python/robomp/tests/test_git_ops.py	3	CODE
LOW	python/robomp/tests/conftest.py	3	CODE
LOW	python/robomp/tests/test_host_tools.py	3	CODE
LOW	python/robomp/tests/test_slot_pool.py	1	CODE
LOW	python/robomp/tests/test_natives_cache.py	7	CODE
LOW	python/robomp/tests/test_pragmas.py	1	CODE
LOW	python/robomp/tests/test_status_contract.py	7	CODE
LOW	python/robomp/tests/test_db.py	1	CODE
LOW	python/robomp/tests/test_persona.py	3	CODE
LOW	python/robomp/tests/test_autoclose.py	3	CODE
LOW	python/robomp/tests/test_worker.py	8	CODE
LOW	python/robomp/tests/test_issue_index.py	3	CODE
LOW	python/robomp/tests/test_tasks_directive.py	3	CODE
LOW	python/robomp/tests/test_server.py	3	CODE
LOW	python/robomp/tests/test_tasks_release.py	1	CODE
LOW	python/robomp/tests/test_queue_cancel.py	9	CODE
LOW	python/robomp/tests/test_proxy_server.py	3	CODE
LOW	python/robomp/tests/test_sandbox.py	1	CODE
LOW	python/robomp/tests/test_config.py	1	CODE
LOW	python/robomp/tests/test_worker_smoke.py	17	CODE
LOW	python/robomp/tests/test_worker_pragmas.py	3	CODE
LOW	python/robomp/tests/test_queue_dispatch.py	3	CODE
LOW	python/robomp/tests/test_proxy_client.py	4	CODE
LOW	python/robomp/tests/test_github_client.py	3	CODE
LOW	python/robomp/tests/test_github_events.py	1	CODE
LOW	python/robomp/tests/test_queue_shutdown.py	9	CODE
LOW	python/robomp/src/queue.py	3	CODE
LOW	python/robomp/src/worker.py	13	CODE
LOW	python/robomp/src/pragmas.py	47	CODE
LOW	python/robomp/src/db.py	3	CODE
LOW	python/robomp/src/natives_cache.py	8	CODE
LOW	python/robomp/src/server.py	3	CODE
LOW	python/robomp/src/proxy_hmac.py	8	CODE
LOW	python/robomp/src/tasks.py	3	CODE
LOW	python/robomp/src/config.py	3	CODE
LOW	python/robomp/src/logging_config.py	3	CODE
LOW	python/robomp/src/github_backend.py	9	CODE
LOW	python/robomp/src/git_ops.py	15	CODE
LOW	python/robomp/src/proxy_client.py	12	CODE
LOW	python/robomp/src/autoclose.py	17	CODE
LOW	python/robomp/src/manual_triage.py	6	CODE
LOW	python/robomp/src/cancellation.py	13	CODE
LOW	python/robomp/src/persona.py	9	CODE
LOW	python/robomp/src/dashboard.py	8	CODE
LOW	python/robomp/src/sandbox.py	38	CODE
LOW	python/robomp/src/cli.py	3	CODE
LOW	python/robomp/src/slot_pool.py	1	CODE
LOW	python/robomp/src/host_tools.py	7	CODE
LOW	python/robomp/src/github_events.py	3	CODE
LOW	python/robomp/src/issue_index.py	18	CODE
LOW	python/robomp/src/github_client.py	3	CODE
LOW	python/robomp/src/proxy/server.py	12	CODE
LOW	python/robomp/src/proxy/__main__.py	3	CODE
LOW	sdk/python/omp-rpc/tests/test_protocol.py	1	CODE
LOW	sdk/python/omp-rpc/tests/test_host_uris.py	1	CODE
LOW	sdk/python/omp-rpc/tests/__init__.py	1	CODE
LOW	sdk/python/omp-rpc/tests/test_client.py	1	CODE
123 more matches not shown…

Cross-File Repetition27 hits · 135 pts

Severity	File	Snippet	Context
HIGH	packages/snapcompact/research/exp19_bestglm.py	greedy word-wrap, no mid-word breaks (hard split only for width+ words).	STRING
HIGH	packages/snapcompact/research/exp18_bestkimi.py	greedy word-wrap, no mid-word breaks (hard split only for width+ words).	STRING
HIGH	packages/snapcompact/research/exp16_bestfable.py	greedy word-wrap, no mid-word breaks (hard split only for width+ words).	STRING
HIGH	packages/snapcompact/research/exp15_bestgemini.py	greedy word-wrap, no mid-word breaks (hard split only for width+ words).	STRING
HIGH	packages/snapcompact/research/exp04_layout.py	greedy word-wrap, no mid-word breaks (hard split only for width+ words).	STRING
HIGH	packages/snapcompact/research/exp14_bestgpt.py	greedy word-wrap, no mid-word breaks (hard split only for width+ words).	STRING
HIGH	packages/snapcompact/research/exp17_bestopus.py	greedy word-wrap, no mid-word breaks (hard split only for width+ words).	STRING
HIGH	packages/snapcompact/research/exp19_bestglm.py	greedy paragraph-aligned packing: [(i, j)] para ranges, one per page.	STRING
HIGH	packages/snapcompact/research/exp18_bestkimi.py	greedy paragraph-aligned packing: [(i, j)] para ranges, one per page.	STRING
HIGH	packages/snapcompact/research/exp16_bestfable.py	greedy paragraph-aligned packing: [(i, j)] para ranges, one per page.	STRING
HIGH	packages/snapcompact/research/exp15_bestgemini.py	greedy paragraph-aligned packing: [(i, j)] para ranges, one per page.	STRING
HIGH	packages/snapcompact/research/exp04_layout.py	greedy paragraph-aligned packing: [(i, j)] para ranges, one per page.	STRING
HIGH	packages/snapcompact/research/exp14_bestgpt.py	greedy paragraph-aligned packing: [(i, j)] para ranges, one per page.	STRING
HIGH	packages/snapcompact/research/exp17_bestopus.py	greedy paragraph-aligned packing: [(i, j)] para ranges, one per page.	STRING
HIGH	packages/snapcompact/research/exp19_bestglm.py	per-line per-char glyph color cycling hue per sentence across the page.	STRING
HIGH	packages/snapcompact/research/exp04_layout.py	per-line per-char glyph color cycling hue per sentence across the page.	STRING
HIGH	packages/snapcompact/research/exp14_bestgpt.py	per-line per-char glyph color cycling hue per sentence across the page.	STRING
HIGH	packages/snapcompact/research/exp18_bestkimi.py	disk-cache `fn() -> dict` keyed by (model, tag, payload). truncations are not cached.	STRING
HIGH	packages/snapcompact/research/exp16_bestfable.py	disk-cache `fn() -> dict` keyed by (model, tag, payload). truncations are not cached.	STRING
HIGH	packages/snapcompact/research/exp08_foveate.py	disk-cache `fn() -> dict` keyed by (model, tag, payload). truncations are not cached.	STRING
HIGH	packages/snapcompact/research/exp01_patchalign.py	disk-cache `fn() -> dict` keyed by (model, tag, payload). truncations are not cached.	STRING
HIGH	packages/snapcompact/research/exp14_bestgpt.py	disk-cache `fn() -> dict` keyed by (model, tag, payload). truncations are not cached.	STRING
HIGH	packages/snapcompact/research/exp17_bestopus.py	disk-cache `fn() -> dict` keyed by (model, tag, payload). truncations are not cached.	STRING
HIGH	packages/snapcompact/research/exp13_extractive.py	disk-cache `fn() -> dict` keyed by (model, tag, payload). truncations are not cached.	STRING
HIGH	packages/snapcompact/research/exp04_layout.py	two-column bw page: left column rows top-to-bottom, then right column.	STRING
HIGH	packages/snapcompact/research/exp14_bestgpt.py	two-column bw page: left column rows top-to-bottom, then right column.	STRING
HIGH	packages/snapcompact/research/exp17_bestopus.py	two-column bw page: left column rows top-to-bottom, then right column.	STRING

Fake / Example Data124 hits · 124 pts

Severity	File	Line	Snippet	Context
LOW	crates/pi-shell/src/minimizer/filters/gt.rs	322	assert!(!out.text.contains("user@example.com"));	CODE
LOW	crates/pi-builtins/src/rsync/acl.rs	887	fn fake_name(kind: AclKind) -> Vec<u8> {	CODE
LOW	crates/pi-builtins/src/rsync/acl.rs	904	return match tree.get_xattr(rel, bytes_os(&fake_name(kind))?, false) {	CODE
LOW	crates/pi-builtins/src/rsync/acl.rs	949	bytes_os(&fake_name(kind)).and_then(\|name\| tree.remove_xattr(rel, name, false))	CODE
LOW	crates/pi-builtins/src/rsync/acl.rs	962	let name = fake_name(kind);	CODE
LOW	docs/rpc.md	1713	"placeholder": "feature/...",	CODE
LOW	docs/skills/authoring-marketplaces.md	89	"name": "Acme Corp",	CODE
LOW	sdk/go/omp-rpc/wire.go	5675	d.optional("placeholder", &out.Placeholder)	CODE
LOW	sdk/python/omp-rpc/tests/test_client.py	585	print(json.dumps({"type": "extension_ui_request", "id": "ui-1", "method": "input", "title": "Need input"	STRING
LOW	sdk/python/omp-rpc/tests/test_client.py	611	print(json.dumps({"type": "extension_ui_request", "id": "ui-3", "method": "editor", "title": "Edit", "pl	STRING
LOW	sdk/python/omp-rpc/src/omp_rpc/_wire.py	2963	placeholder=optional(payload, "placeholder", decode_str, path),	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/_wire.py	3079	placeholder=optional(payload, "placeholder", decode_str, path),	CODE
LOW	packages/coding-agent/test/rpc-event-filter.test.ts	49	`providers:\n anthropic:\n baseUrl: http://127.0.0.1:${server.port}\n apiKey: test-dummy-key\n`,	CODE
LOW	packages/coding-agent/test/auth-broker-import.test.ts	251	email: "foo@bar.com",	CODE
LOW	packages/coding-agent/test/auth-broker-import.test.ts	274	expect(persisted?.email).toBe("foo@bar.com");	CODE
LOW	…t/agent-session-auto-compaction-progress-guard.test.ts	628	const bigText = "lorem ipsum ".repeat(4000); // ~10k tokens of summarizable text	CODE
LOW	…t/agent-session-auto-compaction-progress-guard.test.ts	1417	const smallText = "lorem ipsum ".repeat(100);	CODE
LOW	…t/agent-session-auto-compaction-progress-guard.test.ts	1472	const smallText = "lorem ipsum ".repeat(100);	CODE
LOW	packages/coding-agent/test/sdk-skills.test.ts	213	fs.writeFileSync(path.join(userAgentDir, "placeholder.txt"), "placeholder");	CODE
LOW	…-agent/test/issue-6767-usage-command-streaming.test.ts	31	metadata: { email: "user@example.com" },	CODE
LOW	…coding-agent/test/agent-session-retry-fallback.test.ts	6700	const bigText = "lorem ipsum ".repeat(5000);	CODE
LOW	…coding-agent/test/agent-session-retry-fallback.test.ts	6820	const bigText = "lorem ipsum ".repeat(5000);	CODE
LOW	…coding-agent/test/agent-session-retry-fallback.test.ts	6918	content: [{ type: "thinking", thinking: "lorem ipsum ".repeat(5000) }],	CODE
LOW	…coding-agent/test/agent-session-retry-fallback.test.ts	6995	arguments: { path: "report.txt", content: "lorem ipsum ".repeat(5000) },	CODE
LOW	packages/coding-agent/test/usage-cli.test.ts	178	const values = ["dum.my@example.org", "dum.my9@example.net", "dummy@example.net"];	CODE
LOW	packages/coding-agent/test/usage-cli.test.ts	2010	oauth("claude-max", { email: "dev@example.test", orgId: "org-claude", orgName: "Acme Corp" }),	CODE
LOW	packages/coding-agent/test/usage-cli.test.ts	2115	const identities = ["dev@example.test", "spare@example.test", "acct-team", "org-claude", "Acme Corp"];	CODE
LOW	packages/coding-agent/test/active-oauth-account.test.ts	43	const identity = { email: "user@example.com" };	CODE
LOW	packages/coding-agent/test/active-oauth-account.test.ts	48	expect(limitMatchesActiveAccount(makeReport(), makeLimit({ accountId: "user@example.com" }), identity)).toBe(	CODE
LOW	packages/coding-agent/test/active-oauth-account.test.ts	175	const report = makeReport({ limits: [], metadata: { email: "user@example.com" } });	CODE
LOW	packages/coding-agent/test/active-oauth-account.test.ts	176	expect(reportMatchesActiveAccount(report, { email: "user@example.com" })).toBe(false);	CODE
LOW	…coding-agent/test/codex-auto-reset-integration.test.ts	24	const EMAIL = "user@example.com";	CODE
LOW	packages/coding-agent/test/acp-builtins.test.ts	330	metadata: { email: "user@example.com" },	CODE
LOW	packages/coding-agent/test/acp-builtins.test.ts	364	metadata: { email: "user@example.com" },	CODE
LOW	packages/coding-agent/test/acp-builtins.test.ts	393	metadata: { email: "user@example.com" },	CODE
LOW	packages/coding-agent/test/acp-builtins.test.ts	419	email: "user@example.com",	CODE
LOW	packages/coding-agent/test/acp-builtins.test.ts	437	email: "user@example.com",	CODE
LOW	…-agent/test/agent-session-persisted-keys-cache.test.ts	45	getApiKey: () => "fake-key",	CODE
LOW	…nt/test/issue-12281-lm-studio-placeholder-auth.test.ts	202	const storage = await bootStorage("placeholder");	CODE
LOW	packages/coding-agent/test/claude-auto-reset.test.ts	24	const email = options.email ?? "user@example.com";	CODE
LOW	packages/coding-agent/test/claude-auto-reset.test.ts	87	email: options.email ?? "user@example.com",	CODE
LOW	packages/coding-agent/test/claude-auto-reset.test.ts	126	email: "user@example.com",	CODE
LOW	packages/coding-agent/test/claude-auto-reset.test.ts	601	const legacy: OAuthAccountSummary = { position: 0, credentialId: 11, email: "user@example.com", active: true };	CODE
LOW	…ing-agent/test/agent-session-tool-rebuild-skip.test.ts	959	const dynamicTool = createMcpCustomTool("mcp__nucleus_search", "nucleus", "search", "placeholder");	CODE
LOW	packages/coding-agent/test/codex-auto-reset.test.ts	43	const EMAIL = "user@example.com";	CODE
LOW	…coding-agent/test/advisor/tool-result-eviction.test.ts	16	return "lorem ipsum dolor sit amet ".repeat(Math.ceil((approxTokens * 4) / 27));	CODE
LOW	…coding-agent/test/advisor/tool-result-eviction.test.ts	16	return "lorem ipsum dolor sit amet ".repeat(Math.ceil((approxTokens * 4) / 27));	CODE
LOW	…ckages/coding-agent/test/tools/browser-queries.test.ts	54	<input id="placeholder" placeholder="Search records" value="needle">	CODE
LOW	…es/coding-agent/test/tools/fetch-markup-tokens.test.ts	15	<meta name="author" content="Jane Doe">	CODE
LOW	…kages/coding-agent/test/tools/web-search-codex.test.ts	264	email: "user@example.com",	CODE
LOW	…ing-agent/test/modes/controllers/usage-command.test.ts	34	metadata: { email: "user@example.com" },	CODE
LOW	…ing-agent/test/modes/controllers/usage-command.test.ts	88	metadata: { email: "user@example.com" },	CODE
LOW	packages/coding-agent/test/security/comparison.test.ts	15	scanId: "placeholder",	CODE
LOW	…oding-agent/test/session-manager/build-context.test.ts	226	const retainedAssistant = msg("4", "3", "assistant", "placeholder");	CODE
LOW	…kages/coding-agent/test/ssh/connection-manager.test.ts	11	await Bun.write(keyPath, "dummy-key");	CODE
LOW	packages/coding-agent/test/task/task-spawn.test.ts	743	"placeholder",	CODE
LOW	packages/coding-agent/test/skillshare/tar.test.ts	13	const archive = writeTar([{ path: "placeholder", content, executable: false }]);	CODE
LOW	packages/coding-agent/src/tools/yield.ts	212	"placeholder",	CODE
LOW	…kages/coding-agent/src/tools/browser/query-handlers.ts	67	(element.getAttribute("placeholder") ?? "").trim().toLocaleLowerCase().includes(wanted),	CODE
LOW	…kages/coding-agent/src/tools/browser/query-handlers.ts	270	element.getAttribute("placeholder") \|\|	CODE
64 more matches not shown…

Deep Nesting118 hits · 109 pts

Severity	File	Line	Context
LOW	python/robomp/tests/test_status_contract.py	28	CODE
LOW	python/robomp/tests/test_sandbox.py	613	CODE
LOW	python/robomp/tests/test_sandbox.py	623	CODE
LOW	python/robomp/src/queue.py	167	CODE
LOW	python/robomp/src/queue.py	195	CODE
LOW	python/robomp/src/queue.py	277	CODE
LOW	python/robomp/src/queue.py	371	CODE
LOW	python/robomp/src/worker.py	142	CODE
LOW	python/robomp/src/worker.py	303	CODE
LOW	python/robomp/src/worker.py	458	CODE
LOW	python/robomp/src/worker.py	548	CODE
LOW	python/robomp/src/db.py	577	CODE
LOW	python/robomp/src/natives_cache.py	169	CODE
LOW	python/robomp/src/natives_cache.py	193	CODE
LOW	python/robomp/src/natives_cache.py	346	CODE
LOW	python/robomp/src/tasks.py	78	CODE
LOW	python/robomp/src/persona.py	235	CODE
LOW	python/robomp/src/sandbox.py	427	CODE
LOW	python/robomp/src/sandbox.py	878	CODE
LOW	python/robomp/src/sandbox.py	1138	CODE
LOW	python/robomp/src/host_tools.py	306	CODE
LOW	python/robomp/src/host_tools.py	1659	CODE
LOW	python/robomp/src/host_tools.py	2206	CODE
LOW	python/robomp/src/host_tools.py	1668	CODE
LOW	python/robomp/src/host_tools.py	2207	CODE
LOW	python/robomp/src/issue_index.py	56	CODE
LOW	sdk/python/omp-rpc/tests/test_client.py	1335	CODE
LOW	sdk/python/omp-rpc/tests/test_client.py	1500	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/client.py	976	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/client.py	1151	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/client.py	1316	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/client.py	1903	CODE
LOW	bazel/toolchains/darwin/extract_pkg.py	113	CODE
LOW	scripts/tool_io.py	152	CODE
LOW	scripts/edit_benchmark_common.py	729	CODE
LOW	scripts/analyze_small_edits.py	274	CODE
LOW	scripts/rate-edit-tool.py	1140	CODE
LOW	scripts/rate-edit-tool.py	1207	CODE
LOW	scripts/session-stats/sync.py	328	CODE
LOW	scripts/session-stats/sync.py	572	CODE
LOW	scripts/session-stats/sync.py	675	CODE
LOW	scripts/session-stats/sync.py	717	CODE
LOW	scripts/session-stats/sync.py	820	CODE
LOW	scripts/session-stats/analyze.py	205	CODE
LOW	scripts/session-stats/analyze.py	241	CODE
LOW	scripts/session-stats/analyze.py	728	CODE
LOW	scripts/session-stats/analyze.py	921	CODE
LOW	scripts/session-stats/harmony_backtest.py	472	CODE
LOW	scripts/session-stats/read_optimizer.py	309	CODE
LOW	scripts/session-stats/read_optimizer.py	374	CODE
LOW	scripts/session-stats/read_optimizer.py	490	CODE
LOW	…/snapcompact/research/snapcompact_materialize_sweep.py	105	CODE
LOW	…/snapcompact/research/snapcompact_materialize_sweep.py	134	CODE
LOW	packages/snapcompact/research/bdf.py	48	CODE
LOW	packages/snapcompact/research/bdf.py	153	CODE
LOW	packages/snapcompact/research/bdf.py	179	CODE
LOW	packages/snapcompact/research/exp11_memhier.py	226	CODE
LOW	packages/snapcompact/research/exp10_profiles.py	80	CODE
LOW	packages/snapcompact/research/final.py	321	CODE
LOW	packages/snapcompact/research/exp22_ttf6pt.py	204	CODE
58 more matches not shown…

Cross-Language Confusion25 hits · 105 pts

Severity	File	Line	Snippet	Context
HIGH	python/robomp/tests/test_permissions_e2e.py	66	"check": "bun run check:ts && cargo check --workspace",	CODE
HIGH	python/robomp/tests/test_permissions_e2e.py	361	"export const embeddedAddon = null;\n",	CODE
HIGH⚡	python/robomp/tests/test_natives_cache.py	88	(native_dir / "embedded-addon.js").write_text("export const embeddedAddon = null;\n")	CODE
HIGH	python/robomp/tests/test_proxy_server.py	686	body = b'{"repo":"octo/widget","pr_number":4,"reviewers":["alice"],"team_reviewers":null}'	CODE
HIGH	python/robomp/tests/test_sandbox.py	1783	(native_dir1 / "embedded-addon.js").write_text("export const embeddedAddon = null;\n")	CODE
HIGH	sdk/python/omp-rpc/tests/test_client.py	1362	decoded = decoder.push(	CODE
HIGH	sdk/python/omp-rpc/src/omp_rpc/client.py	1931	payload = self._frame_decoder.push(raw_payload)	CODE
HIGH	sdk/python/omp-rpc/src/omp_rpc/client.py	1424	"""Send one command and return its `data` (`{}` when absent or null)."""	STRING
HIGH	scripts/edit_benchmark_common.py	120	self.connections.push(Connection { id, active: true });	CODE
HIGH	scripts/edit_benchmark_common.py	316	self.connections.push(Connection {	CODE
HIGH	scripts/edit_benchmark_common.py	329	.find(\|c\| c.id == id && c.active)	CODE
HIGH	scripts/rate-edit-tool.py	175	return typeof value === "object" && value !== null;	STRING
HIGH	scripts/rate-edit-tool.py	194	logLevel: (parsed.logLevel as LogLevel \| undefined) ?? LogLevel.Info,	STRING
HIGH	scripts/rate-edit-tool.py	195	tags: (parsed.tags as Record<string, string> \| undefined) ?? {},	STRING
HIGH	scripts/rate-edit-tool.py	223	this.#history.push(`started:${this.getAddress()}`);	STRING
HIGH	scripts/rate-edit-tool.py	229	this.#history.push("stopped");	STRING
HIGH	scripts/rate-edit-tool.py	281	this.#items.push(item);	STRING
HIGH	scripts/rate-edit-tool.py	401	self.history.push("stopped".into());	STRING
HIGH	scripts/rate-edit-tool.py	460	self.items.push(item);	STRING
HIGH	scripts/session-stats/harmony_backtest.py	34	NULLISH_RE = re.compile(r"\b(undefined\|null)\b")	CODE
HIGH	…es/snapcompact/research/snapcompact_convergence_viz.py	153	if value != value: # NaN guard (layer-0 RSA is undefined)	CODE
HIGH	packages/coding-agent/src/eval/py/prelude.py	1069	raise TypeError("WorkPool.push() expects string items")	CODE
HIGH	packages/metaharness/agent/pi_upstream.py	112	" if command -v apt-get >/dev/null 2>&1; then apt-get update && DEBIAN_FRONTEND=noninteractive apt-get	CODE
HIGH	packages/metaharness/agent/pi_upstream.py	117	"command -v xz >/dev/null 2>&1 \|\| { if command -v apt-get >/dev/null 2>&1; then apt-get update && DEBIAN	CODE
HIGH	packages/metaharness/agent/omp_local.py	328	" apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y curl unzip ca-certificates ta	CODE

Excessive Try-Catch Wrapping70 hits · 65 pts

Severity	File	Line	Snippet	Context
LOW	python/robomp/src/queue.py	156	except Exception:	CODE
LOW	python/robomp/src/queue.py	190	except Exception:	CODE
LOW	python/robomp/src/queue.py	213	except Exception:	CODE
LOW	python/robomp/src/queue.py	248	except Exception:	CODE
LOW	python/robomp/src/queue.py	273	except Exception:	CODE
LOW	python/robomp/src/queue.py	291	except Exception as exc:	CODE
LOW	python/robomp/src/worker.py	298	except Exception as exc: # noqa: BLE001 — best-effort post-turn probe	CODE
LOW	python/robomp/src/worker.py	744	except Exception:	CODE
LOW	python/robomp/src/worker.py	878	except Exception as exc:	CODE
LOW	python/robomp/src/worker.py	894	except Exception as exc:	CODE
LOW	python/robomp/src/natives_cache.py	397	except Exception:	CODE
LOW	python/robomp/src/server.py	388	except Exception as exc:	CODE
LOW	python/robomp/src/server.py	405	except Exception:	CODE
LOW	python/robomp/src/server.py	602	except Exception as exc: # GitHubError, network, etc.	CODE
LOW	python/robomp/src/proxy_client.py	59	except Exception:	CODE
LOW	python/robomp/src/autoclose.py	117	except Exception:	CODE
LOW	python/robomp/src/cli.py	31	except Exception as exc:	CODE
MEDIUM	python/robomp/src/cli.py	28	def _settings_or_die() -> Settings:	CODE
LOW	python/robomp/src/host_tools.py	188	except Exception as exc: # noqa: BLE001 - best-effort optional label cleanup	CODE
LOW	python/robomp/src/host_tools.py	677	except Exception as exc: # pragma: no cover - defensive	CODE
LOW	python/robomp/src/host_tools.py	1538	except Exception as exc: # noqa: BLE001 - best-effort optional label setup	CODE
LOW	python/robomp/src/issue_index.py	195	except Exception:	CODE
LOW	python/robomp/src/github_client.py	265	except Exception:	CODE
LOW	python/robomp/src/proxy/server.py	655	except Exception as exc:	CODE
LOW	python/robomp/src/proxy/__main__.py	25	except Exception as exc:	CODE
MEDIUM	sdk/python/omp-rpc/src/omp_rpc/client.py	216	def _leader_exited() -> bool:	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/client.py	724	except Exception:	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/client.py	880	except Exception as exc:	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/client.py	1618	except Exception as exc:	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/client.py	1730	except Exception as exc:	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/client.py	2008	except Exception as exc:	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/client.py	2037	except Exception as exc:	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/client.py	2142	except Exception:	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/client.py	2155	except Exception as exc:	CODE
LOW	scripts/edit_benchmark_common.py	794	except Exception:	CODE
LOW	scripts/edit_benchmark_common.py	800	except Exception:	CODE
LOW	scripts/edit_benchmark_common.py	825	except Exception as exc:	CODE
LOW	scripts/rate-edit-tool.py	1280	except Exception as error: # noqa: BLE001	CODE
LOW	scripts/session-stats/sync.py	598	except Exception:	CODE
LOW	scripts/session-stats/sync.py	909	except Exception:	CODE
LOW	scripts/session-stats/sync.py	1160	except Exception:	CODE
LOW	scripts/session-stats/sync.py	1265	except Exception as e:	CODE
LOW	scripts/session-stats/sync.py	1291	except Exception as e:	CODE
LOW	scripts/session-stats/analyze.py	218	except Exception:	STRING
LOW	scripts/session-stats/analyze.py	385	except Exception:	STRING
LOW	scripts/session-stats/analyze.py	812	except Exception:	STRING
LOW	scripts/session-stats/analyze.py	1016	except Exception:	STRING
LOW	scripts/session-stats/analyze.py	1190	except Exception:	STRING
LOW	scripts/session-stats/analyze.py	1203	except Exception:	STRING
LOW	packages/snapcompact/research/diag_kimi_probe.py	126	except Exception as e: # noqa: BLE001	CODE
LOW	packages/snapcompact/research/diag_kimi_probe.py	153	except Exception as e: # noqa: BLE001	CODE
LOW	packages/snapcompact/research/exp06_rolecolor.py	424	except Exception as err: # noqa: BLE001 -- partial results still get written; rerun resumes from cache	CODE
LOW	packages/coding-agent/src/ida/worker.py	185	except Exception as e:	CODE
LOW	packages/coding-agent/src/ida/worker.py	730	except Exception as e:	CODE
LOW	packages/coding-agent/src/ida/worker.py	753	except Exception:	CODE
LOW	packages/coding-agent/src/ida/worker.py	776	except Exception as e:	CODE
LOW	packages/coding-agent/src/tiny/mlx-server.py	289	except Exception: # noqa: BLE001 - every failure is reported to the client	CODE
LOW⚡	packages/coding-agent/src/eval/py/runner.py	2285	except Exception:	CODE
LOW⚡	packages/coding-agent/src/eval/py/runner.py	2297	except Exception:	CODE
LOW⚡	packages/coding-agent/src/eval/py/runner.py	2616	except Exception:	CODE
10 more matches not shown…

Verbosity Indicators28 hits · 56 pts

Severity	File	Line	Snippet	Context
LOW⚡	crates/pi-natives/src/pty.rs	603	// Step 1: Close the ConPTY input pipe first.	COMMENT
LOW⚡	crates/pi-natives/src/pty.rs	610	// Step 2: Drop master so the reader sees EOF if the slave is gone, then	COMMENT
LOW⚡	crates/pi-builtins/src/dirname.rs	93	// Step 1: Strip trailing slashes (but not if the entire path is slashes)	COMMENT
LOW⚡	crates/pi-builtins/src/dirname.rs	103	// Step 2: Check if it ends with `/.` and strip the `/+.` pattern	COMMENT
LOW	crates/pi-builtins/src/dirname.rs	125	// Step 3: Normal dirname - find last / and remove everything after it	COMMENT
LOW⚡	packages/coding-agent/src/tools/fetch.ts	1162	// Step 0: Normalize URL (ensure scheme for special handlers)	COMMENT
LOW⚡	packages/coding-agent/src/tools/fetch.ts	1165	// Step 1: Try special handlers for known sites (unless raw mode)	COMMENT
LOW⚡	packages/coding-agent/src/tools/fetch.ts	1171	// Step 2: Fetch page	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1327	// Step 3: Handle convertible binary files (PDF, DOCX, etc.)	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1382	// Step 4: Handle non-HTML text content	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1447	// Step 5: For HTML, try digestible formats first (unless raw mode)	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1557	// Step 6: If rendered output is low quality, try more targeted fallbacks. A reader's	COMMENT
LOW	packages/coding-agent/src/mcp/oauth-discovery.ts	534	// Step 1: If a resource_metadata URL was provided, fetch it to discover auth servers.	COMMENT
LOW	packages/coding-agent/src/mcp/oauth-discovery.ts	554	// Step 2: Add explicit authServerUrl as an issuer candidate (skipped by the loop	COMMENT
LOW	…ages/coding-agent/src/extensibility/plugins/manager.ts	582	// Step 1: write the spec into plugins/package.json + node_modules.	COMMENT
LOW	…ages/coding-agent/src/extensibility/plugins/manager.ts	630	// Step 2: refresh the git lockfile pin when re-installing an existing	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	694	// Step 1: initial query was sent on start	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	698	// Step 2: Mode 2031 notification arrives — queues re-query since initial is pending	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	701	// Step 3: Complete initial OSC 11 response (light)	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	707	// Step 4: Complete both initial DA1 sentinels — keyboard probe first, then OSC 11.	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	715	// Step 5: Complete 2nd OSC 11 response with a different color (dark)	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	718	// Step 6: Complete 2nd DA1	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	721	// Step 7: Verify appearance changed and callback fired	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	33	// Step 1: Create context with the calculate tool	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	40	// Step 2: Ask the LLM to make a tool call	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	47	// Step 3: Get the assistant's response (should contain a tool call)	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	61	// Step 4: Send a user message WITHOUT providing tool result	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	69	// Step 5: The fix should filter out the orphaned tool call, and the request should succeed	COMMENT

Structural Annotation Overuse28 hits · 56 pts

Severity	File	Line	Snippet	Context
LOW⚡	crates/pi-natives/src/pty.rs	603	// Step 1: Close the ConPTY input pipe first.	COMMENT
LOW⚡	crates/pi-natives/src/pty.rs	610	// Step 2: Drop master so the reader sees EOF if the slave is gone, then	COMMENT
LOW⚡	crates/pi-builtins/src/dirname.rs	93	// Step 1: Strip trailing slashes (but not if the entire path is slashes)	COMMENT
LOW⚡	crates/pi-builtins/src/dirname.rs	103	// Step 2: Check if it ends with `/.` and strip the `/+.` pattern	COMMENT
LOW	crates/pi-builtins/src/dirname.rs	125	// Step 3: Normal dirname - find last / and remove everything after it	COMMENT
LOW⚡	packages/coding-agent/src/tools/fetch.ts	1162	// Step 0: Normalize URL (ensure scheme for special handlers)	COMMENT
LOW⚡	packages/coding-agent/src/tools/fetch.ts	1165	// Step 1: Try special handlers for known sites (unless raw mode)	COMMENT
LOW⚡	packages/coding-agent/src/tools/fetch.ts	1171	// Step 2: Fetch page	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1327	// Step 3: Handle convertible binary files (PDF, DOCX, etc.)	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1382	// Step 4: Handle non-HTML text content	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1447	// Step 5: For HTML, try digestible formats first (unless raw mode)	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1557	// Step 6: If rendered output is low quality, try more targeted fallbacks. A reader's	COMMENT
LOW	packages/coding-agent/src/mcp/oauth-discovery.ts	534	// Step 1: If a resource_metadata URL was provided, fetch it to discover auth servers.	COMMENT
LOW	packages/coding-agent/src/mcp/oauth-discovery.ts	554	// Step 2: Add explicit authServerUrl as an issuer candidate (skipped by the loop	COMMENT
LOW	…ages/coding-agent/src/extensibility/plugins/manager.ts	582	// Step 1: write the spec into plugins/package.json + node_modules.	COMMENT
LOW	…ages/coding-agent/src/extensibility/plugins/manager.ts	630	// Step 2: refresh the git lockfile pin when re-installing an existing	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	694	// Step 1: initial query was sent on start	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	698	// Step 2: Mode 2031 notification arrives — queues re-query since initial is pending	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	701	// Step 3: Complete initial OSC 11 response (light)	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	707	// Step 4: Complete both initial DA1 sentinels — keyboard probe first, then OSC 11.	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	715	// Step 5: Complete 2nd OSC 11 response with a different color (dark)	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	718	// Step 6: Complete 2nd DA1	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	721	// Step 7: Verify appearance changed and callback fired	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	33	// Step 1: Create context with the calculate tool	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	40	// Step 2: Ask the LLM to make a tool call	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	47	// Step 3: Get the assistant's response (should contain a tool call)	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	61	// Step 4: Send a user message WITHOUT providing tool result	COMMENT
LOW⚡	packages/ai/test/tool-call-without-result.test.ts	69	// Step 5: The fix should filter out the orphaned tool call, and the request should succeed	COMMENT

Modern AI Meta-Vocabulary16 hits · 40 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/pi-vcs/src/git/read.rs	1655	// entries for empty scaffold dirs).	COMMENT
MEDIUM	docs/models.md	79	maxContextWindow: 256000 # optional extended-context window	CODE
MEDIUM	docs/handoff-generation-pipeline.md	175	## Short-session and minimum-content guardrails	COMMENT
MEDIUM	packages/coding-agent/src/ratchet/ratchet.ts	406	// Price overrides decide cost guardrails, so changing them must re-open the plan.	COMMENT
MEDIUM	…kages/coding-agent/src/cli/gallery-fixtures/agentic.ts	1	// Gallery fixtures for agentic orchestration (task, wait, goal, yield).	COMMENT
MEDIUM	…ges/coding-agent/src/prompts/system/workflow-notice.md	18	- {{#if py}}`workpool(agent=None, *, name=None, context=None{{#if evalTools}}, tools=None{{/if}})`{{else}}`await workpoo	CODE
MEDIUM	packages/coding-agent/src/commands/commit.ts	36	// The agentic commit flow opens keep-alive sockets to the model provider	COMMENT
MEDIUM	packages/tui/src/overlays/usage-row.ts	74	this.#input += usage.input + usage.cacheWrite + (usage.orchestration?.input ?? 0);	CODE
MEDIUM	packages/tui/src/overlays/usage-row.ts	75	this.#output += usage.output + (usage.orchestration?.output ?? 0);	CODE
MEDIUM	packages/catalog/src/compat/rules.json	1	{"version":1,"files":["auth/_order.kdl","auth/abliteration.kdl","auth/aiand.kdl","auth/aimlapi.kdl","auth/alibaba-coding	CODE
MEDIUM	packages/catalog/src/compat/rules/README.md	222	`context-window-authoritative #true` preserves a host's supplied context window through runtime model selection instead	CODE
MEDIUM	packages/catalog/src/compat/rules/README.md	224	`long-context-window-uncapped #true` keeps a model's `long-context-cost` tier from capping its runtime context window wh	CODE
MEDIUM	packages/ai/test/issue-1227-repro.test.ts	108	// The critical /btw scenario: session already has tool history (prior agentic	COMMENT
MEDIUM	packages/ai/test/issue-6276-repro.test.ts	126	describe("issue #6276 — Amazon Bedrock guardrails", () => {	CODE
MEDIUM	packages/ai/test/openai-completions-ttft.test.ts	3	// is a structured `tool_calls` entry (the common agentic shape on	COMMENT
MEDIUM	packages/natives/scripts/gen-enums.ts	134	// content replacement — no scaffold, no template file.	COMMENT

Modern Structural Boilerplate40 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	python/robomp/src/queue.py	481	__all__ = ["WorkerPool"]	CODE
LOW	python/robomp/src/worker.py	912	__all__ = ["DirectiveInfo", "ReleaseTaskContext", "TaskInputs", "ThreadMessage", "run_task"]	CODE
LOW	python/robomp/src/pragmas.py	176	__all__ = [	CODE
LOW	python/robomp/src/db.py	460	def set_event_model(self, delivery_id: str, model: str) -> None:	CODE
LOW	python/robomp/src/db.py	836	def set_release_state(self, key: str, state: ReleaseState, *, error: str \| None = None) -> None:	CODE
LOW	python/robomp/src/db.py	844	def set_release_sha(self, key: str, sha: str) -> None:	CODE
LOW⚡	python/robomp/src/db.py	913	def set_issue_state(self, key: str, state: IssueState) -> None:	CODE
LOW⚡	python/robomp/src/db.py	920	def set_issue_pr(self, key: str, pr_number: int) -> None:	CODE
LOW⚡	python/robomp/src/db.py	927	def set_issue_classification(self, key: str, classification: str) -> None:	CODE
LOW⚡	python/robomp/src/db.py	934	def set_issue_branch(self, key: str, branch: str) -> None:	CODE
LOW	python/robomp/src/db.py	1468	def set_issue_index_watermark(self, repo: str, last_synced: str) -> None:	CODE
LOW	python/robomp/src/natives_cache.py	491	__all__ = [	CODE
LOW	python/robomp/src/server.py	913	__all__ = ["create_app"]	CODE
LOW	python/robomp/src/proxy_hmac.py	91	__all__ = [	CODE
LOW	python/robomp/src/tasks.py	1063	__all__ = [	CODE
LOW	python/robomp/src/github_backend.py	122	__all__ = ["GitHubBackend"]	CODE
LOW	python/robomp/src/git_ops.py	1021	__all__ = [	CODE
LOW	python/robomp/src/proxy_client.py	738	__all__ = ["GitHubProxyClient", "ProxyGitTransport"]	CODE
LOW	python/robomp/src/autoclose.py	194	__all__ = ["AutocloseScheduler"]	CODE
LOW	python/robomp/src/manual_triage.py	154	__all__ = [	CODE
LOW	python/robomp/src/cancellation.py	68	__all__ = [	CODE
LOW	python/robomp/src/persona.py	425	__all__ = [	CODE
LOW	python/robomp/src/dashboard.py	133	__all__ = [	CODE
LOW	python/robomp/src/sandbox.py	1218	__all__ = [	CODE
LOW	python/robomp/src/host_tools.py	2622	__all__ = ["AbortController", "ReleaseToolContext", "ToolBindings", "build"]	CODE
LOW	python/robomp/src/github_events.py	459	__all__ = [	CODE
LOW	python/robomp/src/issue_index.py	246	__all__ = [	CODE
LOW	python/robomp/src/github_client.py	1012	__all__ = [	CODE
LOW	python/robomp/src/proxy/server.py	993	__all__ = ["create_proxy_app"]	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/client.py	1248	def _settle_prompt(self, request_id: str) -> None:	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/__init__.py	59	__all__ = [	CODE
LOW⚡	sdk/python/omp-rpc/src/omp_rpc/_wire.py	3514	def set_steering_mode(self, mode: QueueMode) -> None:	CODE
LOW⚡	sdk/python/omp-rpc/src/omp_rpc/_wire.py	3520	def set_follow_up_mode(self, mode: QueueMode) -> None:	CODE
LOW⚡	sdk/python/omp-rpc/src/omp_rpc/_wire.py	3526	def set_interrupt_mode(self, mode: InterruptMode) -> None:	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/_wire.py	3497	def set_thinking_level(self, level: ThinkingLevel) -> None:	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/_wire.py	3539	def set_auto_compaction(self, enabled: bool) -> None:	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/_wire.py	3551	def set_auto_retry(self, enabled: bool) -> None:	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/_wire.py	3629	def set_label(self, entry_id: str, *, label: str \| None = None) -> None:	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/_wire.py	3647	def set_session_name(self, name: str) -> None:	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/_wire.py	3951	__all__ = [	CODE

AI Slop Vocabulary13 hits · 37 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/pi-predict/src/smollm/mod.rs	30	//! # Parity (research harness, `test-small`, KSR % at quiet / balanced / parity)	COMMENT
MEDIUM	crates/pi-edit/tests/common/mod.rs	31	#![allow(dead_code, reason = "each test binary uses a subset of the harness")]	COMMENT
MEDIUM	scripts/session-stats/analyze.py	539	# The harness `is_error` flag is authoritative. The current edit format emits	STRING
MEDIUM	packages/snapcompact/research/exp08_foveate.py	47	# harness fuzzy-locates them in the chunk and zooms that row band)	COMMENT
MEDIUM	…ages/snapcompact/research/snapcompact_viz_waterfall.py	59	# Use one common robust scale so answer/random amplitudes are visually comparable.	COMMENT
MEDIUM	packages/snapcompact/research/diag_glm_mono.py	116	# Reread the original OpenRouter run's cached raw texts, robust-parse, rescore.	COMMENT
MEDIUM	packages/snapcompact/research/exp02_surprisal.py	230	# --- harness (mirrors final.py) -----------------------------------------------	COMMENT
MEDIUM	…-agent/test/tools/browser-cmux-release-mid-run.test.ts	244	// bounded loop keeps the test robust against future micro-batching	COMMENT
MEDIUM	…-agent/test/lsp/issue-4910-diagnostics-bounded.test.ts	75	// Generous ceiling to stay robust on slow CI machines.	COMMENT
MEDIUM	packages/coding-agent/src/modes/acp/acp-agent.ts	130	* `#scheduleBootstrapUpdates`. Exported so the ACP test harness can	COMMENT
MEDIUM	packages/tui/test/kitty-graphics.test.ts	46	// Distinct rows carry distinct row diacritics (robust under slicing).	COMMENT
MEDIUM	packages/utils/test/ptree-bytes.test.ts	13	// chunk threshold, so it stays robust to future Bun runtime changes.	COMMENT
MEDIUM	packages/utils/src/which.ts	1	// OS-agnostic "which" helper with robust macOS toolchain lookup and flexible cache control.	COMMENT

Synthetic Comment Markers3 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	packages/coding-agent/test/task/worktree.test.ts	1212	// message instead of an AI-generated summary.	COMMENT
HIGH	packages/coding-agent/test/task/worktree.test.ts	1276	// extra commit with the AI-generated message, NOT silently dropped.	COMMENT
HIGH	packages/tui/src/overlays/agents-hub.ts	234	// Create flow (AI-generated agent definition).	COMMENT

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	python/robomp/tests/test_sandbox.py	318	# Create a second branch that collides with the rename target.	COMMENT
MEDIUM	python/robomp/tests/test_sandbox.py	345	# Create a worktree on `farm/badhex/bad-branch`.	COMMENT
MEDIUM	python/robomp/tests/test_sandbox.py	1202	# Create a real repo_dir on disk so `repo_dir.exists()` is True on entry.	COMMENT
MEDIUM	packages/coding-agent/src/commands/launch-help.ts	146	`# Create a shell shortcut for a work profile\n ${APP_NAME} --profile work --alias omp-work`,	CODE

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	scripts/install.sh	78	# Check if bun is available	COMMENT
LOW	scripts/install.sh	159	# Check if git is available	COMMENT
LOW	scripts/install.sh	178	# Check if git-lfs is available	COMMENT
LOW	scripts/install.sh	350	# Check if in PATH	COMMENT

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	packages/coding-agent/src/eval/py/prelude.py	173	Read task/agent output by ID. Returns text or JSON depending on format. Args: *ids: Output IDs to r	STRING

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	packages/ai/README.md	923	apiKey: "your-api-key",	CODE

AI Structural Patterns5 hits · 4 pts

Severity	File	Line	Context
LOW	crates/pi-natives/tools/cache/tokenization_kimi.py	357	CODE
LOW	python/robomp/src/git_ops.py	201	CODE
LOW	sdk/python/omp-rpc/src/omp_rpc/client.py	454	CODE
LOW	packages/coding-agent/src/tools/browser/prelude.py	595	CODE
LOW	packages/coding-agent/src/eval/py/prelude.py	1022	CODE

Example Usage Blocks3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	scripts/ci-macos-upload-secrets.sh	17	# Usage:	COMMENT
LOW	packages/coding-agent/src/web/scrapers/terraform.ts	137	// Usage example	COMMENT
LOW	packages/coding-agent/src/web/scrapers/terraform.ts	251	// Usage example	COMMENT

TODO Padding2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	crates/pi-builtins/src/rm.rs	1263	// TODO: implement one-file-system (this may get partially implemented in	COMMENT
LOW	packages/natives/test/native.test.ts	68	// TODO: implement	COMMENT

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	python/robomp/tests/test_proxy_client.py	137	def handle_request(self, request: httpx.Request) -> httpx.Response: # type: ignore[override]	CODE
LOW	python/robomp/src/worker.py	786	async def run_task(	CODE

can1357/oh-my-pi

Open-Source Code Quality, Security and Technical Debt Review