can1357/oh-my-pi

4.7

Adjusted Score

4.7

Raw Score

100%

Time Factor

2026-08-02

Last Push

21.1K

Stars

TypeScript

Language

1.6M

Lines of Code

5.1K

Files

5.4K

Pattern Hits

2026-08-02

Scan Date

0.01

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 19HIGH 55MEDIUM 923LOW 4404

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 5401 distinct pattern matches across 25 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers3268 hits · 3086 pts

Severity	File	Line	Snippet	Context
LOW	python/omp-rpc/tests/test_protocol.py	116	def test_parse_session_state_defaults_missing_fast_mode_and_throughput(	CODE
LOW	python/omp-rpc/tests/test_protocol.py	145	def test_parse_agent_end_notification(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_protocol.py	189	def test_parse_current_compaction_variants(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_protocol.py	213	def test_parse_extension_ui_request(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_protocol.py	232	def test_parse_open_url_request(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_protocol.py	250	def test_parse_todo_reminder_notification(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_protocol.py	270	def test_parse_session_state_accepts_blocked_todo(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_protocol.py	301	def test_assistant_text_excludes_thinking_by_default(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_protocol.py	313	def test_parse_session_state_rejects_invalid_thinking_level(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_protocol.py	325	def test_parse_model_info_rejects_unknown_effort(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_protocol.py	345	def test_parse_session_state_accepts_system_prompt_array(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_protocol.py	357	def test_parse_session_state_defaults_system_prompt_to_empty_tuple(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_protocol.py	368	def test_parse_session_state_rejects_non_string_in_system_prompt_array(	CODE
LOW	python/omp-rpc/tests/test_protocol.py	382	def test_parse_session_state_rejects_invalid_system_prompt_shape(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_protocol.py	394	def test_parse_extension_ui_request_rejects_invalid_method(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_protocol.py	400	def test_parse_message_update_rejects_invalid_assistant_done_reason(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_protocol.py	458	def test_parse_notification_deep_clones_nested_messages(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_host_uris.py	93	def test_normalize_read_result_accepts_string(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_host_uris.py	96	def test_normalize_read_result_accepts_full_mapping(self) -> None:	CODE
LOW⚡	python/omp-rpc/tests/test_host_uris.py	110	def test_normalize_read_result_requires_content(self) -> None:	CODE
LOW⚡	python/omp-rpc/tests/test_host_uris.py	114	def test_normalize_read_result_rejects_invalid_content_type(self) -> None:	CODE
LOW⚡	python/omp-rpc/tests/test_host_uris.py	120	def test_host_uri_helper_normalizes_scheme(self) -> None:	CODE
LOW⚡	python/omp-rpc/tests/test_host_uris.py	128	def test_host_uri_writable_when_write_supplied(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_host_uris.py	146	def test_set_host_uris_registers_schemes_on_start(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_host_uris.py	165	def test_read_handler_can_return_structured_result(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_host_uris.py	184	def test_write_handler_receives_content_and_succeeds(self) -> None:	CODE
LOW⚡	python/omp-rpc/tests/test_host_uris.py	198	def test_write_rejected_for_read_only_scheme(self) -> None:	CODE
LOW⚡	python/omp-rpc/tests/test_host_uris.py	207	def test_unknown_scheme_is_rejected_with_error(self) -> None:	CODE
LOW⚡	python/omp-rpc/tests/test_host_uris.py	216	def test_handler_exception_is_surfaced_as_error(self) -> None:	CODE
LOW⚡	python/omp-rpc/tests/test_client.py	974	def test_set_fast_mode_preserves_provider_tier_state(self) -> None:	CODE
LOW⚡	python/omp-rpc/tests/test_client.py	981	def test_prompt_and_wait_returns_assistant_text(self) -> None:	CODE
LOW⚡	python/omp-rpc/tests/test_client.py	987	def test_prompt_and_wait_reconstructs_compacted_terminal_messages(self) -> None:	CODE
LOW⚡	python/omp-rpc/tests/test_client.py	997	def test_custom_tools_are_registered_and_executed_via_rpc(self) -> None:	CODE
LOW⚡	python/omp-rpc/tests/test_client.py	1484	def test_stderr_history_is_bounded(self) -> None:	CODE
LOW⚡	python/omp-rpc/tests/test_client.py	1494	def test_broken_startup_frame_is_reported(self) -> None:	CODE
LOW⚡	python/omp-rpc/tests/test_client.py	1502	def test_event_history_limit_reports_overflow(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	919	def test_command_builder_supports_common_rpc_options(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1039	def test_xd_dispatched_custom_tool_events_carry_host_tool_name(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1095	def test_extension_ui_round_trip(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1104	def test_install_headless_ui_cancels_interactive_requests(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1115	def test_ready_and_typed_event_listeners(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1140	def test_set_todos_supports_flat_items(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1152	def test_model_mode_and_session_commands(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1208	def test_message_and_control_commands(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1262	def test_collect_events_returns_turn_events(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1270	def test_all_typed_event_listeners_receive_eventful_prompt(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1315	def test_extension_and_unknown_notification_listeners(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1331	def test_additive_notification_values_do_not_stop_the_reader(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1349	def test_malformed_terminal_agent_end_wakes_waiter(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1364	def test_ui_confirmation_and_cancel_round_trip(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1378	def test_prompt_lifecycle_collectors_are_single_flight(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1418	def test_listener_mutation_does_not_change_retained_turn(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1431	def test_id_less_error_responses_are_correlated(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1439	def test_prompt_and_wait_raises_for_late_prompt_failure(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1457	def test_listener_exceptions_are_reported_without_stopping_client(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1549	def test_stop_during_prompt_unblocks_waiter(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_client.py	1613	def test_stop_kills_grandchild_spawned_by_server(self) -> None:	CODE
LOW	python/omp-rpc/tests/test_user_group.py	25	def test_no_user_group_defaults_to_none():	CODE
LOW	python/omp-rpc/tests/test_user_group.py	32	def test_user_and_group_kwargs_threaded():	CODE
LOW	python/omp-rpc/tests/test_user_group.py	44	def test_extra_groups_none_distinct_from_empty():	CODE
3208 more matches not shown…

Decorative Section Separators890 hits · 2622 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	Cargo.toml	65	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	67	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	71	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	73	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	82	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	84	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	87	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	89	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	97	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	99	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	107	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	109	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	112	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	114	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	121	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	123	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	128	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	130	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	135	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
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MEDIUM⚡	Cargo.toml	142	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	144	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
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MEDIUM⚡	Cargo.toml	154	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	156	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	160	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
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MEDIUM⚡	Cargo.toml	166	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	168	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	174	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	176	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	185	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	187	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	196	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	198	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	204	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	206	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	210	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	212	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	215	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	217	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	224	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
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MEDIUM⚡	Cargo.toml	235	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
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MEDIUM⚡	Cargo.toml	241	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
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MEDIUM⚡	Cargo.toml	251	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
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MEDIUM⚡	Cargo.toml	269	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
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MEDIUM⚡	Cargo.toml	282	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	284	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	292	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	294	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	310	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	Cargo.toml	312	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
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Over-Commented Block558 hits · 526 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	21	strip = true	COMMENT
LOW	infra/tune-kata-runtime.sh	1	#!/usr/bin/env bash	COMMENT
LOW	infra/reload-runner.sh	1	#!/usr/bin/env bash	COMMENT
LOW	infra/reload-runner.sh	21	# CI_HOST=my-ci-host ./infra/reload-runner.sh my/repo:tag # explicit repo:tag	COMMENT
LOW	infra/bazel-remote/setup.sh	1	#!/usr/bin/env bash	COMMENT
LOW	infra/bazel-remote/bazel-remote.yaml	1	# bazel-remote cache for the self-hosted Bazel pipeline.	COMMENT
LOW	infra/bazel-remote/runner-egress-patch.yaml	1	# JSON-patch (kubectl --type=json --patch-file) appending the bazel-remote	COMMENT
LOW	crates/pi-walker/src/lib.rs	141		COMMENT
LOW	crates/pi-walker/src/lib.rs	501	Fresh,	COMMENT
LOW	crates/pi-walker/src/lib.rs	901	H: FnMut() -> std::result::Result<(), V::Error>,	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	4381	#[cfg(not(target_os = "macos"))]	COMMENT
LOW	crates/pi-shell/src/shell.rs	4401	#[cfg(not(target_os = "macos"))]	COMMENT
LOW	crates/pi-shell/src/shell.rs	4741	// coreutils `nohup` with no operand fails with exit code 125.	COMMENT
LOW	crates/pi-shell/src/shell.rs	6741	use brush_core::commands::{ChildSessionAction, child_session_action};	COMMENT
LOW	crates/pi-shell/src/shell.rs	7061	let _ = std::fs::remove_dir_all(&root);	COMMENT
LOW	crates/pi-shell/src/shell.rs	7201	/// the host's session, so `getsid(child_pid) == getsid(0)`. Post-fix,	COMMENT
LOW	crates/pi-shell/src/shell.rs	7501	}	COMMENT
LOW	crates/pi-shell/src/shell.rs	7821		COMMENT
LOW	crates/pi-shell/src/fd.rs	1721	.hidden(true)	COMMENT
LOW	crates/pi-shell/src/process.rs	961	// process. SAFETY: `self.handle` is an owned process handle opened with	COMMENT
LOW	crates/pi-shell/src/process.rs	1621	/// the pid reserved for the lifetime of the reference; on Linux the pidfd	COMMENT
LOW	crates/pi-shell/src/process.rs	1641	#[derive(Default)]	COMMENT
LOW	crates/pi-shell/src/process.rs	1661	impl SpawnRegistry {	COMMENT
LOW	crates/pi-shell/src/process.rs	1681	Self::default()	COMMENT
LOW	crates/pi-shell/src/process.rs	1701	// Schedule the next sweep `PRUNE_THRESHOLD` further records away.	COMMENT
LOW	crates/pi-shell/src/process.rs	1761	/// grandchildren whose immediate parent exited. On Windows there is no	COMMENT
LOW	crates/pi-shell/src/process.rs	1881	cancellation cleanup can reach it; this regressed on macOS when the walk relied on the \	COMMENT
LOW	crates/pi-shell/src/process.rs	1981	/// per-process FD/handle limits (pidfd on Linux, `HANDLE` on Windows).	COMMENT
LOW	crates/pi-shell/src/moreutils/isutf8.rs	1	//! moreutils `isutf8` builtin: check whether files (or stdin) are valid UTF-8.	COMMENT
LOW	crates/pi-shell/src/moreutils/ts.rs	1	//! moreutils `ts` builtin: prefix each line of standard input with a	COMMENT
LOW	crates/pi-shell/src/minimizer/primitives.rs	241	for line in lines.iter().skip(lines.len() - max_lines / 2) {	COMMENT
LOW	crates/pi-shell/src/minimizer/config.rs	41		COMMENT
LOW	crates/pi-shell/src/minimizer/plan.rs	1	//! Structural analysis of a shell command using `brush-parser`.	COMMENT
LOW	crates/pi-shell/src/minimizer/plan.rs	41	pub suppress_errexit: bool,	COMMENT
LOW	crates/pi-shell/src/minimizer/plan.rs	301	///	COMMENT
LOW	crates/pi-shell/src/minimizer/pipeline.rs	1	//! Declarative filter pipelines loaded from TOML.	COMMENT
LOW	crates/pi-shell/src/minimizer/pipeline.rs	21	//! 7. `head_lines` / `tail_lines` — keep first/last N lines with a marker	COMMENT
LOW	crates/pi-shell/src/minimizer/pipeline.rs	41	pub description: Option<String>,	COMMENT
LOW	crates/pi-shell/src/minimizer/engine.rs	61	}	COMMENT
LOW	crates/pi-shell/src/minimizer/engine.rs	121		COMMENT
LOW	crates/pi-shell/src/minimizer/filters/listing.rs	221	/// Instead of truncating from the front (which loses matches deep in long	COMMENT
LOW	crates/pi-shell/src/minimizer/filters/ruby.rs	61		COMMENT
LOW	crates/pi-shell/src/minimizer/filters/ruby.rs	181	return false;	COMMENT
LOW	crates/pi-shell/src/minimizer/filters/ruby.rs	501	}	COMMENT
LOW	crates/pi-shell/src/minimizer/filters/rust_tools.rs	41	///	COMMENT
LOW	crates/pi-shell/src/minimizer/filters/docker.rs	621	},	COMMENT
LOW	crates/pi-shell/src/minimizer/filters/binary_tools.rs	1	//! Binary-inspection tool filters (Tier 3b): `xxd`, `strings`, `od`.	COMMENT
LOW	crates/pi-shell/src/minimizer/filters/gh.rs	101	/// `✓`/`X`/`*`/`-` (pass/fail/pending/skipping). We re-derive against this real	COMMENT
LOW	crates/pi-shell/src/minimizer/filters/git.rs	1501		COMMENT
LOW	crates/pi-shell/src/minimizer/filters/mod.rs	321	/// Normalize uv invocation forms into a routable tool name (B1 / m4).	COMMENT
LOW	crates/pi-shell/src/minimizer/filters/lint.rs	121	// actionable chatter, not a diagnostic; drop it while keeping the	COMMENT
LOW	crates/pi-shell/src/minimizer/filters/lint.rs	401		COMMENT
LOW	crates/pi-shell/src/minimizer/filters/lint.rs	421	}	COMMENT
LOW	crates/pi-shell/src/minimizer/filters/jvm.rs	1	//! JVM build-tool output filters (Apache Maven + Gradle).	COMMENT
LOW	crates/pi-shell/src/minimizer/filters/jvm.rs	1081	/// Ported from rtk `gradlew_cmd.rs::detect_task` (~31-64). Uses the FIRST	COMMENT
LOW	crates/pi-shell/src/minimizer/filters/jvm.rs	1201		COMMENT
LOW	crates/pi-shell/src/minimizer/filters/pkg.rs	101	/// summary to emit when the raw output says nothing changed, replacing the	COMMENT
LOW	crates/pi-shell/src/minimizer/filters/python.rs	1	//! Python test, type-check, and lint output filters.	COMMENT
498 more matches not shown…

Hallucination Indicators19 hits · 190 pts

Severity	File	Line	Snippet	Context
CRITICAL	crates/pi-shell/src/minimizer/filters/jvm.rs	1923	org.junit.jupiter.api.Assertions.assertEquals(Assertions.java:1)\n\n[INFO] BUILD \	CODE
CRITICAL	crates/pi-shell/src/minimizer/filters/jvm.rs	2049	"\tat org.apache.commons.cli.RtkInducedFailTest.rtkInducedFailure(RtkInducedFailTest.\	CODE
CRITICAL	crates/pi-shell/src/minimizer/filters/jvm.rs	2783	org.junit.platform.engine.discovery.DiscoverySelectors.selectMethod(DiscoverySelectors.\	CODE
CRITICAL	…agent/test/agent-session-plan-mode-convergence.test.ts	193	const advisorCards = harness.session.agent.state.messages.filter(	CODE
CRITICAL	…agent/test/agent-session-plan-mode-convergence.test.ts	208	const sawIrc = harness.session.agent.state.messages.some(	CODE
CRITICAL	…agent/test/agent-session-plan-mode-convergence.test.ts	234	expect(harness.session.agent.state.messages.some(m => m.role === "assistant")).toBe(false);	CODE
CRITICAL	…-agent/test/agent-session-interrupted-thinking.test.ts	246	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"+J.charCodeAt(0).toString(16).padStart(2,"0")	CODE
CRITICAL	packages/coding-agent/src/modes/utils/ui-helpers.ts	257	this.ctx.viewSession.sessionManager.putBlobSync.bind(this.ctx.viewSession.sessionManager),	CODE
CRITICAL	…ding-agent/src/modes/controllers/command-controller.ts	267	const credentialSource = this.ctx.session.modelRegistry.authStorage.describeCredentialSource(	CODE
CRITICAL	…ding-agent/src/modes/controllers/command-controller.ts	388	this.ctx.session.modelRegistry.authStorage.getOAuthAccountIdentity(	CODE
CRITICAL	…ding-agent/src/modes/controllers/command-controller.ts	547	? this.ctx.session.modelRegistry.authStorage.getOAuthAccountIdentity(	CODE
CRITICAL	…ing-agent/src/modes/controllers/selector-controller.ts	316	this.ctx.session.modelRegistry.authStorage.getOAuthAccountIdentity(	CODE
CRITICAL	…ing-agent/src/modes/controllers/selector-controller.ts	1653	const identity = await this.ctx.session.modelRegistry.authStorage.login(providerId as OAuthProvider, {	CODE
CRITICAL	…ing-agent/src/modes/controllers/selector-controller.ts	1803	this.ctx.session.modelRegistry.authStorage.has(provider.id),	CODE
CRITICAL	…/coding-agent/src/modes/setup-wizard/scenes/sign-in.ts	235	await this.host.ctx.session.modelRegistry.refreshProvider(providerId, "online");	CODE
CRITICAL	…es/coding-agent/src/modes/setup-wizard/scenes/model.ts	92	await this.host.ctx.session.modelRegistry.refresh("online-if-uncached");	CODE
CRITICAL	packages/ai/test/cursor-exec-modern.test.ts	989	expect(answer.value.result.value.servers.map(s => s.serverIdentifier)).toEqual(["fixture"]);	CODE
CRITICAL	packages/ai/src/auth-gateway/http.ts	43	if (info.message) headers["x-litellm-response-cost"] = info.message.usage.cost.total.toString();	CODE

Unused Imports226 hits · 184 pts

Severity	File	Line	Context
LOW	python/omp-rpc/tests/test_protocol.py	1	CODE
LOW	python/omp-rpc/tests/test_host_uris.py	1	CODE
LOW	python/omp-rpc/tests/__init__.py	1	CODE
LOW	python/omp-rpc/tests/test_client.py	1	CODE
LOW	python/omp-rpc/tests/test_user_group.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/protocol.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/client.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	1	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	19	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	19	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	19	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	19	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	19	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	26	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	26	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	26	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	26	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	26	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	26	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	26	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	26	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	36	CODE
166 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

Deep Nesting94 hits · 90 pts

Severity	File	Line	Context
LOW	python/omp-rpc/src/omp_rpc/client.py	234	CODE
LOW	python/omp-rpc/src/omp_rpc/client.py	1022	CODE
LOW	python/omp-rpc/src/omp_rpc/client.py	1264	CODE
LOW	python/omp-rpc/src/omp_rpc/client.py	1853	CODE
LOW	python/robomp/tests/test_status_contract.py	28	CODE
LOW	python/robomp/tests/test_sandbox.py	528	CODE
LOW	python/robomp/tests/test_sandbox.py	538	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	125	CODE
LOW	python/robomp/src/worker.py	404	CODE
LOW	python/robomp/src/worker.py	487	CODE
LOW	python/robomp/src/db.py	523	CODE
LOW	python/robomp/src/tasks.py	77	CODE
LOW	python/robomp/src/persona.py	197	CODE
LOW	python/robomp/src/sandbox.py	389	CODE
LOW	python/robomp/src/sandbox.py	836	CODE
LOW	python/robomp/src/sandbox.py	1065	CODE
LOW	python/robomp/src/host_tools.py	269	CODE
LOW	python/robomp/src/host_tools.py	1276	CODE
LOW	python/robomp/src/host_tools.py	1285	CODE
LOW	python/robomp/src/issue_index.py	56	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	657	CODE
LOW	scripts/session-stats/sync.py	749	CODE
LOW	scripts/session-stats/analyze.py	205	CODE
LOW	scripts/session-stats/analyze.py	241	CODE
LOW	scripts/session-stats/analyze.py	726	CODE
LOW	scripts/session-stats/analyze.py	919	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	320	CODE
LOW	packages/snapcompact/research/exp22_ttf6pt.py	204	CODE
LOW	packages/snapcompact/research/exp19_bestglm.py	148	CODE
LOW	packages/snapcompact/research/exp19_bestglm.py	365	CODE
LOW	packages/snapcompact/research/exp07_readtax.py	240	CODE
LOW	packages/snapcompact/research/exp05_anchors.py	76	CODE
LOW	packages/snapcompact/research/exp05_anchors.py	311	CODE
LOW	packages/snapcompact/research/exp05_anchors.py	99	CODE
LOW	packages/snapcompact/research/exp03_numhard.py	59	CODE
LOW	packages/snapcompact/research/exp03_numhard.py	73	CODE
LOW	packages/snapcompact/research/exp03_numhard.py	226	CODE
LOW	packages/snapcompact/research/exp03_numhard.py	295	CODE
34 more matches not shown…

Cross-Language Confusion21 hits · 88 pts

Severity	File	Line	Snippet	Context
HIGH	python/omp-rpc/tests/test_client.py	906	decoded = decoder.push(	CODE
HIGH	python/omp-rpc/src/omp_rpc/client.py	1881	payload = self._frame_decoder.push(raw_payload)	CODE
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	86	(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	1687	(native_dir1 / "embedded-addon.js").write_text("export const embeddedAddon = null;\n")	CODE
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/metaharness/agent/omp_local.py	301	" apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y curl unzip ca-certificates ta	CODE

Fake / Example Data73 hits · 74 pts

Severity	File	Line	Snippet	Context
LOW	crates/pi-shell/src/minimizer/filters/gt.rs	346	assert!(!out.text.contains("user@example.com"));	CODE
LOW	python/omp-rpc/tests/test_client.py	411	print(json.dumps({"type": "extension_ui_request", "id": "ui-1", "method": "input", "title": "Need input"	STRING
LOW	python/omp-rpc/tests/test_client.py	417	print(json.dumps({"type": "extension_ui_request", "id": "ui-3", "method": "editor", "title": "Edit", "pl	STRING
LOW	python/omp-rpc/src/omp_rpc/protocol.py	1544	placeholder=_optional_str(payload, "placeholder"),	CODE
LOW	docs/rpc.md	790	"placeholder": "feature/..."	CODE
LOW	docs/skills/authoring-marketplaces.md	86	"name": "Acme Corp",	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	537	const bigText = "lorem ipsum ".repeat(4000); // ~10k tokens of summarizable text	CODE
LOW	…t/agent-session-auto-compaction-progress-guard.test.ts	867	const smallText = "lorem ipsum ".repeat(100);	CODE
LOW	…t/agent-session-auto-compaction-progress-guard.test.ts	922	const smallText = "lorem ipsum ".repeat(100);	CODE
LOW	packages/coding-agent/test/sdk-skills.test.ts	196	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	packages/coding-agent/test/usage-cli.test.ts	56	const values = ["dum.my@example.org", "dum.my9@example.net", "dummy@example.net"];	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	158	const report = makeReport({ limits: [], metadata: { email: "user@example.com" } });	CODE
LOW	packages/coding-agent/test/active-oauth-account.test.ts	159	expect(reportMatchesActiveAccount(report, { email: "user@example.com" })).toBe(false);	CODE
LOW	…coding-agent/test/codex-auto-reset-integration.test.ts	46	const EMAIL = "user@example.com";	CODE
LOW	packages/coding-agent/test/acp-builtins.test.ts	270	metadata: { email: "user@example.com" },	CODE
LOW	packages/coding-agent/test/acp-builtins.test.ts	304	metadata: { email: "user@example.com" },	CODE
LOW	packages/coding-agent/test/acp-builtins.test.ts	333	metadata: { email: "user@example.com" },	CODE
LOW	packages/coding-agent/test/acp-builtins.test.ts	358	email: "user@example.com",	CODE
LOW	packages/coding-agent/test/acp-builtins.test.ts	372	expect(redeemedTarget).toEqual({ credentialId: 42, accountId: "account-1", email: "user@example.com" });	CODE
LOW	…-agent/test/agent-session-persisted-keys-cache.test.ts	40	getApiKey: () => "fake-key",	CODE
LOW	…ing-agent/test/agent-session-tool-rebuild-skip.test.ts	740	const dynamicTool = createMcpCustomTool("mcp__nucleus_search", "nucleus", "search", "placeholder");	CODE
LOW	packages/coding-agent/test/codex-auto-reset.test.ts	40	const EMAIL = "user@example.com";	CODE
LOW	…ing-agent/test/modes/controllers/usage-command.test.ts	59	metadata: { email: "user@example.com" },	CODE
LOW	…ing-agent/test/modes/controllers/usage-command.test.ts	143	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	232	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/worktree.test.ts	941	await gitr(parent, ["config", "user.email", "user@example.com"]);	CODE
LOW	…-agent/src/tools/browser/aria/aria-snapshot.bundle.txt	6	`).replace(/[\u200b\u00ad]/g,"").replace(/\s\s*/g," ")).join(" ").trim()}function PJ(_,J){let Z=[..._.querySelectorAll(J	CODE
LOW	packages/tui/bench/sanitize.ts	287	const bigAnsi = ("\x1b[31mred\x1b[0m " + "lorem ipsum dolor ".repeat(20)).repeat(5);	CODE
LOW	packages/tui/test/markdown.test.ts	1496	expect(joinedPlain.includes("user@example.com"), "Should contain email").toBeTruthy();	CODE
LOW	packages/tui/src/components/markdown.ts	2580	// text="foo@bar.com" but href="mailto:foo@bar.com")	COMMENT
LOW	packages/ai/test/zai-oauth.test.ts	64	user: { email: "user@example.com", id: "user-42" },	CODE
LOW	packages/ai/test/zai-oauth.test.ts	130	expect(creds.email).toBe("user@example.com");	CODE
LOW	packages/ai/test/claude-usage-headers.test.ts	49	email: "user@example.com",	CODE
LOW	packages/ai/test/claude-usage-headers.test.ts	106	email: "user@example.com",	CODE
LOW	packages/ai/test/claude-usage-headers.test.ts	380	email: "user@example.com",	CODE
LOW	packages/ai/test/claude-usage-headers.test.ts	415	email: "user@example.com",	CODE
LOW	packages/ai/test/anthropic-prior-turn-thinking.test.ts	734	toolResult("toolu_left", "placeholder"),	CODE
LOW	packages/ai/test/anthropic-prior-turn-thinking.test.ts	758	toolResult("toolu_left", "placeholder"),	CODE
LOW	packages/ai/test/xai-oauth-usage.test.ts	96	return new Response(JSON.stringify({ sub: USER_ID, email: "user@example.com" }), {	CODE
LOW	packages/ai/test/xai-oauth-usage.test.ts	122	return new Response(JSON.stringify({ sub: USER_ID, email: "user@example.com" }), {	CODE
LOW	packages/ai/test/xai-oauth-usage.test.ts	161	expect(report?.metadata?.email).toBe("user@example.com");	CODE
LOW	packages/ai/test/zai-usage.test.ts	35	email: "user@example.com",	CODE
LOW	packages/ai/test/claude-usage-retry.test.ts	28	email: "user@example.com",	CODE
LOW	packages/ai/test/total-tokens.test.ts	38	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore magna a	CODE
LOW	packages/ai/test/total-tokens.test.ts	38	"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore magna a	CODE
LOW	packages/ai/test/anthropic-oauth.test.ts	44	email_address: "user@example.com",	CODE
LOW	packages/ai/test/anthropic-oauth.test.ts	81	email_address: "user@example.com",	CODE
LOW	packages/ai/test/anthropic-oauth.test.ts	108	email_address: "user@example.com",	CODE
LOW	packages/ai/test/anthropic-oauth.test.ts	159	email_address: "user@example.com",	CODE
LOW	packages/ai/test/anthropic-oauth.test.ts	172	expect(result.email).toBe("user@example.com");	CODE
LOW	packages/ai/test/google-oauth-validation-url.test.ts	108	stubTokenAndUserInfo("user@example.com");	CODE
LOW	packages/ai/test/google-oauth-validation-url.test.ts	138	stubTokenAndUserInfo("user@example.com");	CODE
LOW	packages/ai/test/cursor-usage.test.ts	259	email: "user@example.com",	CODE
13 more matches not shown…

Verbosity Indicators34 hits · 66 pts

Severity	File	Line	Snippet	Context
LOW⚡	crates/pi-natives/src/pty.rs	565	// Step 1: Close the ConPTY input pipe first.	COMMENT
LOW⚡	crates/pi-natives/src/pty.rs	571	// Step 2: Drain the reader thread.	COMMENT
LOW	crates/pi-natives/src/pty.rs	599	// Step 3: Drop master (calls ClosePseudoConsole on Windows).	COMMENT
LOW	crates/pi-natives/src/pty.rs	620	// Step 4: Join reader thread if it finished.	COMMENT
LOW⚡	packages/coding-agent/src/tools/fetch.ts	1082	// Step 0: Normalize URL (ensure scheme for special handlers)	COMMENT
LOW⚡	packages/coding-agent/src/tools/fetch.ts	1085	// Step 1: Try special handlers for known sites (unless raw mode)	COMMENT
LOW⚡	packages/coding-agent/src/tools/fetch.ts	1091	// Step 2: Fetch page	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1220	// Step 3: Handle convertible binary files (PDF, DOCX, etc.)	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1268	// Step 4: Handle non-HTML text content	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1334	// Step 5: For HTML, try digestible formats first (unless raw mode)	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1460	// Step 6: If rendered output is low quality, try more targeted fallbacks	COMMENT
LOW	…ages/coding-agent/src/markit/converters/pdf/headers.ts	43	// Step 1: Build per-page zone text sets	COMMENT
LOW	…ages/coding-agent/src/markit/converters/pdf/headers.ts	56	// Step 2: Count global frequency AND longest consecutive run for each text	COMMENT
LOW	…ages/coding-agent/src/markit/converters/pdf/headers.ts	80	// Step 3: Identify running headers/footers	COMMENT
LOW	…ages/coding-agent/src/markit/converters/pdf/headers.ts	97	// Step 4: Remove matching text boxes from each page	COMMENT
LOW	packages/coding-agent/src/mcp/oauth-discovery.ts	401	// 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	430	// Step 2: Add explicit authServerUrl as an issuer candidate, then the resource server fallback.	COMMENT
LOW	…ages/coding-agent/src/extensibility/plugins/manager.ts	475	// Step 1: write the spec into plugins/package.json + node_modules.	COMMENT
LOW	…ages/coding-agent/src/extensibility/plugins/manager.ts	523	// Step 2: refresh the git lockfile pin when re-installing an existing	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	463	// Step 1: initial query was sent on start	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	467	// Step 2: Mode 2031 notification arrives — queues re-query since initial is pending	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	470	// Step 3: Complete initial OSC 11 response (light)	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	476	// Step 4: Complete both initial DA1 sentinels — keyboard probe first, then OSC 11.	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	484	// Step 5: Complete 2nd OSC 11 response with a different color (dark)	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	487	// Step 6: Complete 2nd DA1	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	490	// Step 7: Verify appearance changed and callback fired	COMMENT
LOW⚡	packages/tui/src/components/select-list.ts	349	// Step 1: expand upward up to `half` rows above the selection so it	COMMENT
LOW⚡	packages/tui/src/components/select-list.ts	356	// Step 2: expand downward until the budget is filled. The selected	COMMENT
LOW⚡	packages/tui/src/components/select-list.ts	366	// Step 3: if room remains (selection sat near the bottom), keep	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 Overuse34 hits · 66 pts

Severity	File	Line	Snippet	Context
LOW⚡	crates/pi-natives/src/pty.rs	565	// Step 1: Close the ConPTY input pipe first.	COMMENT
LOW⚡	crates/pi-natives/src/pty.rs	571	// Step 2: Drain the reader thread.	COMMENT
LOW	crates/pi-natives/src/pty.rs	599	// Step 3: Drop master (calls ClosePseudoConsole on Windows).	COMMENT
LOW	crates/pi-natives/src/pty.rs	620	// Step 4: Join reader thread if it finished.	COMMENT
LOW⚡	packages/coding-agent/src/tools/fetch.ts	1082	// Step 0: Normalize URL (ensure scheme for special handlers)	COMMENT
LOW⚡	packages/coding-agent/src/tools/fetch.ts	1085	// Step 1: Try special handlers for known sites (unless raw mode)	COMMENT
LOW⚡	packages/coding-agent/src/tools/fetch.ts	1091	// Step 2: Fetch page	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1220	// Step 3: Handle convertible binary files (PDF, DOCX, etc.)	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1268	// Step 4: Handle non-HTML text content	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1334	// Step 5: For HTML, try digestible formats first (unless raw mode)	COMMENT
LOW	packages/coding-agent/src/tools/fetch.ts	1460	// Step 6: If rendered output is low quality, try more targeted fallbacks	COMMENT
LOW	…ages/coding-agent/src/markit/converters/pdf/headers.ts	43	// Step 1: Build per-page zone text sets	COMMENT
LOW	…ages/coding-agent/src/markit/converters/pdf/headers.ts	56	// Step 2: Count global frequency AND longest consecutive run for each text	COMMENT
LOW	…ages/coding-agent/src/markit/converters/pdf/headers.ts	80	// Step 3: Identify running headers/footers	COMMENT
LOW	…ages/coding-agent/src/markit/converters/pdf/headers.ts	97	// Step 4: Remove matching text boxes from each page	COMMENT
LOW	packages/coding-agent/src/mcp/oauth-discovery.ts	401	// 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	430	// Step 2: Add explicit authServerUrl as an issuer candidate, then the resource server fallback.	COMMENT
LOW	…ages/coding-agent/src/extensibility/plugins/manager.ts	475	// Step 1: write the spec into plugins/package.json + node_modules.	COMMENT
LOW	…ages/coding-agent/src/extensibility/plugins/manager.ts	523	// Step 2: refresh the git lockfile pin when re-installing an existing	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	463	// Step 1: initial query was sent on start	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	467	// Step 2: Mode 2031 notification arrives — queues re-query since initial is pending	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	470	// Step 3: Complete initial OSC 11 response (light)	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	476	// Step 4: Complete both initial DA1 sentinels — keyboard probe first, then OSC 11.	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	484	// Step 5: Complete 2nd OSC 11 response with a different color (dark)	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	487	// Step 6: Complete 2nd DA1	COMMENT
LOW⚡	packages/tui/test/terminal-appearance.test.ts	490	// Step 7: Verify appearance changed and callback fired	COMMENT
LOW⚡	packages/tui/src/components/select-list.ts	349	// Step 1: expand upward up to `half` rows above the selection so it	COMMENT
LOW⚡	packages/tui/src/components/select-list.ts	356	// Step 2: expand downward until the budget is filled. The selected	COMMENT
LOW⚡	packages/tui/src/components/select-list.ts	366	// Step 3: if room remains (selection sat near the bottom), keep	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

Excessive Try-Catch Wrapping67 hits · 62 pts

Severity	File	Line	Snippet	Context
MEDIUM	python/omp-rpc/src/omp_rpc/client.py	1518	def run_tool() -> None:	CODE
MEDIUM	python/omp-rpc/src/omp_rpc/client.py	1625	def run() -> None:	CODE
LOW	python/omp-rpc/src/omp_rpc/client.py	854	except Exception as exc:	CODE
LOW	python/omp-rpc/src/omp_rpc/client.py	1542	except Exception as exc:	CODE
LOW	python/omp-rpc/src/omp_rpc/client.py	1654	except Exception as exc:	CODE
LOW	python/omp-rpc/src/omp_rpc/client.py	1983	except Exception as exc:	CODE
LOW	python/omp-rpc/src/omp_rpc/client.py	2012	except Exception as exc:	CODE
LOW	python/omp-rpc/src/omp_rpc/client.py	2118	except Exception:	CODE
LOW	python/omp-rpc/src/omp_rpc/client.py	2131	except Exception as exc:	CODE
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	269	except Exception as exc: # noqa: BLE001 — best-effort post-turn probe	CODE
LOW	python/robomp/src/worker.py	681	except Exception:	CODE
LOW	python/robomp/src/worker.py	801	except Exception as exc:	CODE
LOW	python/robomp/src/worker.py	814	except Exception as exc:	CODE
LOW	python/robomp/src/natives_cache.py	388	except Exception:	CODE
LOW	python/robomp/src/server.py	327	except Exception as exc:	CODE
LOW	python/robomp/src/server.py	344	except Exception:	CODE
LOW	python/robomp/src/server.py	539	except Exception as exc: # GitHubError, network, etc.	CODE
LOW	python/robomp/src/proxy_client.py	56	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	163	except Exception as exc: # noqa: BLE001 - best-effort optional label cleanup	CODE
LOW	python/robomp/src/host_tools.py	576	except Exception as exc: # pragma: no cover - defensive	CODE
LOW	python/robomp/src/host_tools.py	1158	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	216	except Exception:	CODE
LOW	python/robomp/src/proxy/server.py	577	except Exception as exc:	CODE
LOW	python/robomp/src/proxy/__main__.py	25	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	838	except Exception:	CODE
LOW	scripts/session-stats/sync.py	1089	except Exception:	CODE
LOW	scripts/session-stats/sync.py	1193	except Exception as e:	CODE
LOW	scripts/session-stats/sync.py	1219	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	810	except Exception:	STRING
LOW	scripts/session-stats/analyze.py	1014	except Exception:	STRING
LOW	scripts/session-stats/analyze.py	1188	except Exception:	STRING
LOW	scripts/session-stats/analyze.py	1201	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/eval/py/runner.py	973	except Exception:	CODE
LOW⚡	packages/coding-agent/src/eval/py/runner.py	986	except Exception:	CODE
LOW⚡	packages/coding-agent/src/eval/py/runner.py	1187	except Exception:	CODE
LOW	packages/coding-agent/src/eval/py/runner.py	79	except Exception:	CODE
LOW	packages/coding-agent/src/eval/py/runner.py	878	except Exception:	CODE
LOW	packages/coding-agent/src/eval/py/runner.py	910	except Exception:	CODE
LOW	packages/coding-agent/src/eval/py/runner.py	925	except Exception:	CODE
LOW	packages/coding-agent/src/eval/py/runner.py	937	except Exception:	CODE
7 more matches not shown…

Modern Structural Boilerplate35 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW⚡	python/omp-rpc/src/omp_rpc/client.py	939	def set_thinking_level(self, level: ThinkingLevel) -> None:	CODE
LOW⚡	python/omp-rpc/src/omp_rpc/client.py	945	def set_steering_mode(self, mode: SteeringMode) -> None:	CODE
LOW⚡	python/omp-rpc/src/omp_rpc/client.py	948	def set_follow_up_mode(self, mode: SteeringMode) -> None:	CODE
LOW⚡	python/omp-rpc/src/omp_rpc/client.py	951	def set_interrupt_mode(self, mode: InterruptMode) -> None:	CODE
LOW⚡	python/omp-rpc/src/omp_rpc/client.py	958	def set_auto_compaction(self, enabled: bool) -> None:	CODE
LOW⚡	python/omp-rpc/src/omp_rpc/client.py	961	def set_auto_retry(self, enabled: bool) -> None:	CODE
LOW	python/omp-rpc/src/omp_rpc/client.py	1006	def set_session_name(self, name: str) -> None:	CODE
LOW	python/omp-rpc/src/omp_rpc/__init__.py	103	__all__ = [	CODE
LOW	python/robomp/src/queue.py	469	__all__ = ["WorkerPool"]	CODE
LOW	python/robomp/src/worker.py	832	__all__ = ["DirectiveInfo", "TaskInputs", "ThreadMessage", "run_task"]	CODE
LOW	python/robomp/src/pragmas.py	176	__all__ = [	CODE
LOW	python/robomp/src/db.py	406	def set_event_model(self, delivery_id: str, model: str) -> None:	CODE
LOW⚡	python/robomp/src/db.py	757	def set_issue_state(self, key: str, state: IssueState) -> None:	CODE
LOW⚡	python/robomp/src/db.py	764	def set_issue_pr(self, key: str, pr_number: int) -> None:	CODE
LOW⚡	python/robomp/src/db.py	771	def set_issue_classification(self, key: str, classification: str) -> None:	CODE
LOW⚡	python/robomp/src/db.py	778	def set_issue_branch(self, key: str, branch: str) -> None:	CODE
LOW	python/robomp/src/db.py	1312	def set_issue_index_watermark(self, repo: str, last_synced: str) -> None:	CODE
LOW	python/robomp/src/natives_cache.py	480	__all__ = [	CODE
LOW	python/robomp/src/server.py	842	__all__ = ["create_app"]	CODE
LOW	python/robomp/src/proxy_hmac.py	91	__all__ = [	CODE
LOW	python/robomp/src/tasks.py	858	__all__ = [	CODE
LOW	python/robomp/src/github_backend.py	112	__all__ = ["GitHubBackend"]	CODE
LOW	python/robomp/src/git_ops.py	879	__all__ = [	CODE
LOW	python/robomp/src/proxy_client.py	625	__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	387	__all__ = [	CODE
LOW	python/robomp/src/dashboard.py	133	__all__ = [	CODE
LOW	python/robomp/src/sandbox.py	1145	__all__ = [	CODE
LOW	python/robomp/src/host_tools.py	2052	__all__ = ["AbortController", "ToolBindings", "build"]	CODE
LOW	python/robomp/src/github_events.py	432	__all__ = [	CODE
LOW	python/robomp/src/issue_index.py	246	__all__ = [	CODE
LOW	python/robomp/src/github_client.py	802	__all__ = [	CODE
LOW	python/robomp/src/proxy/server.py	870	__all__ = ["create_proxy_app"]	CODE

AI Slop Vocabulary14 hits · 40 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/session-stats/analyze.py	537	# 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	240	// bounded loop keeps the test robust against future micro-batching	COMMENT
MEDIUM	…nt/test/core/eval-workflow-helpers.integration.test.ts	50	// ~0.8s. Generous bound keeps the assertion robust under load.	COMMENT
MEDIUM	packages/coding-agent/src/tools/xdev.ts	51	* makes it unreachable in practice (issue #5973) — each loses its harness	COMMENT
MEDIUM	packages/coding-agent/src/modes/acp/acp-agent.ts	107	* `#scheduleBootstrapUpdates`. Exported so the ACP test harness can	COMMENT
MEDIUM	…ding-agent/src/web/search/providers/browser-headers.ts	106	// Gracefully recover to the robust default profile on unexpected generator errors	COMMENT
MEDIUM	packages/tui/test/kitty-graphics.test.ts	50	// Distinct rows carry distinct row diacritics (robust under slicing).	COMMENT
MEDIUM	packages/tui/test/virtual-terminal.ts	19	// `VirtualTerminal` gets its own instance. ghostty-web's allocator is not robust	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

Modern AI Meta-Vocabulary11 hits · 31 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/tui-runtime-internals.md	162	## Status and loader orchestration	COMMENT
MEDIUM	docs/user-facing-packages.md	14	### `packages/swarm-extension` — swarm orchestration	COMMENT
MEDIUM	docs/provider-endpoint-constraints.md	192	- Some compat paths inject the GPT-5 `# Juice: 0 !important` developer scaffold.	CODE
MEDIUM	docs/handoff-generation-pipeline.md	218	## Short-session and minimum-content guardrails	COMMENT
MEDIUM	packages/coding-agent/src/web/search/providers/xai.ts	15	// latency-sensitive agentic use and simple tool calling	COMMENT
MEDIUM	…kages/coding-agent/src/cli/gallery-fixtures/agentic.ts	1	// Gallery fixtures for the agentic orchestration tools (task, hub, goal).	COMMENT
MEDIUM	packages/coding-agent/src/commands/commit.ts	35	// The agentic commit flow opens keep-alive sockets to the model provider	COMMENT
MEDIUM	packages/coding-agent/src/session/agent-session.ts	4757	#magicKeywordEnabled(keyword: "orchestrate" \| "ultrathink" \| "workflow"): boolean {	COMMENT
MEDIUM	packages/coding-agent/src/session/agent-session.ts	4776	if (this.#magicKeywordEnabled("orchestrate") && containsOrchestrate(text)) {	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/natives/scripts/gen-enums.ts	119	// content replacement — no scaffold, no template file.	COMMENT

Cross-Language Confusion (JS/TS)3 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	…ges/coding-agent/test/tools/eval-format-python.test.ts	52	" return None",	CODE
HIGH⚡	…/coding-agent/test/core/apply-patch-regression.test.ts	234	+ return True`,	CODE
HIGH⚡	…/coding-agent/test/core/apply-patch-regression.test.ts	242	expect(lines[6]).toBe(" return True"); // Section B changed	CODE

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	packages/coding-agent/test/task/worktree.test.ts	965	// message instead of an AI-generated summary.	COMMENT
HIGH	packages/coding-agent/test/task/worktree.test.ts	1029	// extra commit with the AI-generated message, NOT silently dropped.	COMMENT

Self-Referential Comments4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	python/robomp/tests/test_sandbox.py	314	# Create a second branch that collides with the rename target.	COMMENT
MEDIUM	python/robomp/tests/test_sandbox.py	341	# Create a worktree on `farm/badhex/bad-branch`.	COMMENT
MEDIUM	python/robomp/tests/test_sandbox.py	1117	# Create a real repo_dir on disk so `repo_dir.exists()` is True on entry.	COMMENT
MEDIUM	packages/coding-agent/src/commands/launch.ts	196	`# Create a shell shortcut for a work profile\n ${APP_NAME} --profile work --alias omp-work`,	CODE

Overly Generic Function Names6 hits · 8 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	723	async def run_task(	CODE
LOW⚡	…/coding-agent/test/core/apply-patch-regression.test.ts	217	def helper():	CODE
LOW⚡	…/coding-agent/test/core/apply-patch-regression.test.ts	221	def helper():	CODE
LOW⚡	…/coding-agent/test/core/apply-patch-regression.test.ts	231	diff: `@@ -6,2 +6,2 @@ def helper():	CODE
LOW⚡	…/coding-agent/test/core/apply-patch-regression.test.ts	232	def helper():	CODE

Example Usage Blocks5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	infra/tune-kata-runtime.sh	12	# Usage:	COMMENT
LOW	infra/reload-runner.sh	18	# Usage:	COMMENT
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

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	scripts/install.sh	69	# Check if bun is available	COMMENT
LOW	scripts/install.sh	150	# Check if git is available	COMMENT
LOW	scripts/install.sh	169	# Check if git-lfs is available	COMMENT
LOW	scripts/install.sh	273	# 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	153	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 Patterns3 hits · 2 pts

Severity	File	Line	Context
LOW	python/omp-rpc/src/omp_rpc/client.py	442	CODE
LOW	python/robomp/src/git_ops.py	201	CODE
LOW	packages/coding-agent/src/eval/py/prelude.py	487	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/natives/test/native.test.ts	43	// TODO: implement	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings