3.2

Adjusted Signal

3.2

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

21.4K

Stars

Rust

Language

1.1M

Lines of Code

2.6K

Files

2.3K

Pattern Hits

2026-10-31

Scan Date

0.05

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 8.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1756 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 171 finding(s).

Agent Over-Engineering Ratio 7.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 829 finding(s).

PR Review Velocity Impact 15.1/100 · LOW

Which changes need focused human review? 2345 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 0HIGH 120MEDIUM 253LOW 1972

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 2345 distinct pattern matches across 20 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block1061 hits · 1038 pts

Severity	File	Line	Snippet	Context
LOW	Cargo.toml	321	# builds. This crate is pure, dependency-free numeric code (the trig-heavy 3D	COMMENT
LOW	crates/jcode-terminal-launch/src/lib.rs	81	/// so once a client connects from a different terminal/tmux/zellij session the	COMMENT
LOW	crates/jcode-terminal-launch/src/lib.rs	561		COMMENT
LOW	crates/jcode-terminal-launch/src/lib.rs	601	// var is exported both under its native name (overriding the inherited	COMMENT
LOW	…es/jcode-terminal-launch/src/windows_portable_tests.rs	1	//! Windows spawn checks that run on every platform.	COMMENT
LOW	crates/jcode-message-types/src/lib.rs	21	pub struct ToolDefinition {	COMMENT
LOW	crates/jcode-message-types/src/lib.rs	421	/// ephemeral breakpoint markers. Hashing the raw `Message` therefore reports	COMMENT
LOW	crates/jcode-message-types/src/provider_native.rs	1	//! Provider-native (server-side) tool items.	COMMENT
LOW	crates/jcode-harness-api-server/src/lib.rs	1	//! Harness API bridge: exposes the stable versioned harness API on its own	COMMENT
LOW	crates/jcode-harness-api-server/src/lib.rs	241	if let Some(parent) = api_socket.parent() {	COMMENT
LOW	crates/jcode-harness-api-server/src/lib.rs	781	// Once the owner is gone the lock is available again, so a crashed	COMMENT
LOW	crates/jcode-harness-api-server/src/translate.rs	121	/// Refreshed from an authoritative source-daemon Ping before each list.	COMMENT
LOW	crates/jcode-harness-api-server/src/translate.rs	141	/// Completed messages remain retractable until the response commits.	COMMENT
LOW	crates/jcode-harness-api-server/src/translate.rs	161	/// event is a request reply, not a model turn boundary.	COMMENT
LOW	crates/jcode-harness-api-server/src/translate.rs	181	/// The legacy protocol has no session-list request, but it volunteers the	COMMENT
LOW	crates/jcode-harness-api-server/src/translate.rs	381	}	COMMENT
LOW	crates/jcode-harness-api-server/src/translate.rs	2781	}	COMMENT
LOW	crates/jcode-harness-api-server/src/allocator.rs	1	//! Keep the long-lived bridge process small.	COMMENT
LOW	…es/jcode-harness-api-server/src/background_progress.rs	1	//! Parsing background-task notifications into a typed progress event.	COMMENT
LOW	crates/jcode-harness-api-server/src/bin/bridge.rs	1	//! Standalone harness API bridge daemon.	COMMENT
LOW	…code-provider-openrouter-runtime/src/ollama_context.rs	1	//! Ollama serving-context discovery for the OpenAI-compatible runtime.	COMMENT
LOW	crates/jcode-provider-openrouter-runtime/src/lib.rs	1	//! OpenRouter / OpenAI-compatible provider runtime (aggregator with	COMMENT
LOW	crates/jcode-provider-openrouter-runtime/src/lib.rs	701	context, display_name, error	COMMENT
LOW	crates/jcode-provider-openrouter-runtime/src/lib.rs	721	pub fn maybe_schedule_standard_openrouter_catalog_refresh(context: &'static str) -> bool {	COMMENT
LOW	crates/jcode-provider-openrouter-runtime/src/lib.rs	1501	}	COMMENT
LOW	…der-openrouter-runtime/src/openrouter_provider_impl.rs	61	// not a moonshotai/kimi-k2 model and the profile runs without OpenRouter	COMMENT
LOW	…der-openrouter-runtime/src/openrouter_provider_impl.rs	381	// honour that before falling back to a per-provider guess. Without this	COMMENT
LOW	…der-openrouter-runtime/src/openrouter_provider_impl.rs	801	if let Some(limit) =	COMMENT
LOW	…der-openrouter-runtime/src/openrouter_provider_impl.rs	961	false,	COMMENT
LOW	…der-openrouter-runtime/src/openrouter_provider_impl.rs	1021	// its explicit model list must be preserved.	COMMENT
LOW	…der-openrouter-runtime/src/openrouter_provider_impl.rs	1041	// `[providers.<name>]` block in config.toml, so its	COMMENT
LOW	…outer-runtime/src/openrouter_pricing_deadlock_tests.rs	1	//! Regression test for issue #649: `model_pricing` must not hold a read guard	COMMENT
LOW	…rovider-openrouter-runtime/src/ollama_context_tests.rs	1	//! Context-window resolution for Ollama endpoints.	COMMENT
LOW	…de-provider-openrouter-runtime/src/openrouter_tests.rs	701	/// Regression for issue #322: the dedicated Kimi coding endpoint	COMMENT
LOW	crates/jcode-core/src/util.rs	81	pub fn sse_data_line(line: &str) -> Option<&str> {	COMMENT
LOW	crates/jcode-core/src/util.rs	161	}	COMMENT
LOW	crates/jcode-core/src/env.rs	1	use std::ffi::OsStr;	COMMENT
LOW	crates/jcode-core/src/console.rs	1	//! Console/terminal ANSI capability helpers.	COMMENT
LOW	crates/jcode-core/src/stdin_detect.rs	141	/// Return the direct child PIDs of `pid` using the kernel's	COMMENT
LOW	crates/jcode-core/src/stdin_detect.rs	361	// its thread in a Wait state with a wait reason of UserRequest	COMMENT
LOW	crates/jcode-config-types/src/session.rs	1	//! Idle session memory policy shared by the daemon and terminal clients.	COMMENT
LOW	crates/jcode-config-types/src/display.rs	21	/// Automatically reload the remote server when a newer server binary is detected (default: true)	COMMENT
LOW	crates/jcode-config-types/src/display.rs	41	)]	COMMENT
LOW	crates/jcode-config-types/src/display.rs	61	pub idle_animation: bool,	COMMENT
LOW	crates/jcode-config-types/src/display.rs	81	#[serde(default)]	COMMENT
LOW	crates/jcode-config-types/src/display.rs	101	/// Auto queries the terminal's background color (OSC 11) at startup and	COMMENT
LOW	crates/jcode-config-types/src/keybindings.rs	1	//! Per-platform keybinding default registry, provenance metadata, and a	COMMENT
LOW	crates/jcode-config-types/src/keybindings.rs	61	}	COMMENT
LOW	crates/jcode-config-types/src/keybindings.rs	401	pub struct KeybindingIssue {	COMMENT
LOW	crates/jcode-config-types/src/lib.rs	161	mode	COMMENT
LOW	crates/jcode-config-types/src/lib.rs	321	pub min_turns_between_compactions: usize,	COMMENT
LOW	crates/jcode-config-types/src/lib.rs	441	/// Extra top-level JSON fields merged into every chat/completions request	COMMENT
LOW	crates/jcode-config-types/src/lib.rs	501		COMMENT
LOW	crates/jcode-config-types/src/lib.rs	521	/// This does not change worker effort (`swarm_effort`).	COMMENT
LOW	crates/jcode-config-types/src/lib.rs	541	pub memory_jev_model: Option<String>,	COMMENT
LOW	crates/jcode-config-types/src/lib.rs	561	/// Legacy setting, retained for config compatibility. Jev recall ignores it.	COMMENT
LOW	crates/jcode-config-types/src/lib.rs	581	/// safety budget for spawning. Completed/stopped workers do not consume	COMMENT
LOW	crates/jcode-config-types/src/lib.rs	781	pub struct TerminalConfig {	COMMENT
LOW	crates/jcode-config-types/src/lib.rs	801	/// `JCODE_FOCUS_SESSION_ID` and `JCODE_FOCUS_TITLE` env vars. Pair this	COMMENT
LOW	crates/jcode-config-types/src/lib.rs	821	///	COMMENT
1001 more matches not shown…

Empty Error Handlers111 hits · 555 pts

Severity	File	Line	Snippet	Context
HIGH	tests/e2e/expand_badge_headed_wtype.py	35	except json.JSONDecodeError:	CODE
HIGH	tests/e2e/expand_badge_headed_wtype.py	157	except Exception:	CODE
HIGH	tests/e2e/expand_badge_headless.py	165	except OSError:	CODE
HIGH	tests/e2e/expand_badge_headless.py	170	except Exception:	CODE
HIGH	ios/TestHarness/mock_gateway.py	419	except Exception:	CODE
HIGH	ios/TestHarness/mock_gateway.py	470	except (asyncio.IncompleteReadError, ConnectionResetError):	CODE
HIGH	ios/TestHarness/mock_gateway.py	488	except asyncio.CancelledError:	CODE
HIGH	ios/TestHarness/mock_gateway.py	490	except Exception:	CODE
HIGH	ios/TestHarness/mock_gateway.py	501	except asyncio.CancelledError:	CODE
HIGH	ios/TestHarness/mock_gateway.py	503	except Exception:	CODE
HIGH	ios/TestHarness/mock_gateway.py	541	except KeyboardInterrupt:	CODE
HIGH	ios/TestHarness/mock_gateway.py	172	except Exception:	CODE
HIGH	ios/TestHarness/ui_matrix.py	145	except OSError:	CODE
HIGH	scripts/test_swarm_debug.py	44	except json.JSONDecodeError:	CODE
HIGH	scripts/cloud_acceptance_tui.py	334	except (subprocess.SubprocessError, OSError):	CODE
HIGH	scripts/cloud_acceptance_tui.py	345	except subprocess.TimeoutExpired:	CODE
HIGH	scripts/cloud_acceptance_tui.py	350	except ProcessLookupError:	CODE
HIGH	scripts/cloud_acceptance_tui.py	133	except json.JSONDecodeError:	CODE
HIGH	scripts/cloud_acceptance_tui.py	368	except (OSError, ProcessLookupError):	CODE
HIGH	scripts/cloud_acceptance_tui.py	375	except ProcessLookupError:	CODE
HIGH	scripts/repro_live_duplicate.py	210	except (ProcessLookupError, PermissionError):	CODE
HIGH	scripts/repro_live_duplicate.py	221	except OSError:	CODE
HIGH	scripts/repro_live_duplicate.py	612	except ProcessLookupError:	CODE
HIGH	scripts/repro_live_duplicate.py	123	except OSError:	CODE
HIGH	scripts/repro_live_duplicate.py	217	except ProcessLookupError:	CODE
HIGH	scripts/repro_live_duplicate.py	619	except ProcessLookupError:	CODE
HIGH	scripts/repro_live_duplicate.py	189	except OSError:	CODE
HIGH	scripts/repro_idle_session_rss.py	156	except Exception:	CODE
HIGH	scripts/profile_remote_resume_burst.py	208	except ProcessLookupError:	CODE
HIGH	scripts/profile_remote_resume_burst.py	386	except ProcessLookupError:	CODE
HIGH	scripts/profile_remote_resume_burst.py	86	except OSError:	CODE
HIGH	scripts/profile_remote_resume_burst.py	215	except ProcessLookupError:	CODE
HIGH	scripts/profile_remote_resume_burst.py	393	except ProcessLookupError:	CODE
HIGH	scripts/benchmark_swarm.py	220	except (json.JSONDecodeError, ValueError):	CODE
HIGH	scripts/benchmark_swarm.py	385	except (json.JSONDecodeError, ValueError):	CODE
HIGH	scripts/benchmark_swarm.py	400	except (json.JSONDecodeError, ValueError):	CODE
HIGH	scripts/bench_startup.py	126	except OSError:	CODE
HIGH	scripts/analyze_root_crate.py	145	except OSError:	CODE
HIGH	scripts/repro_input_lag.py	145	except FileNotFoundError:	CODE
HIGH	scripts/repro_input_lag.py	263	except OSError:	CODE
HIGH	scripts/repro_input_lag.py	100	except OSError:	CODE
HIGH	scripts/repro_input_lag.py	535	except OSError:	CODE
HIGH	scripts/repro_input_lag.py	198	except OSError:	CODE
HIGH	scripts/diagnose_idle_render_cost.py	131	except FileNotFoundError:	CODE
HIGH	scripts/diagnose_idle_render_cost.py	214	except OSError:	CODE
HIGH	scripts/diagnose_idle_render_cost.py	87	except OSError:	CODE
HIGH	scripts/diagnose_idle_render_cost.py	175	except OSError:	CODE
HIGH	scripts/repro_input_flicker.py	142	except FileNotFoundError:	CODE
HIGH	scripts/repro_input_flicker.py	289	except OSError:	CODE
HIGH	scripts/repro_input_flicker.py	98	except OSError:	CODE
HIGH	scripts/repro_input_flicker.py	242	except OSError:	CODE
HIGH	scripts/update_rehearsal.py	556	except (EOFError, KeyboardInterrupt):	CODE
HIGH	scripts/update_rehearsal.py	361	except ProcessLookupError:	CODE
HIGH	scripts/update_rehearsal.py	319	except OSError:	CODE
HIGH	scripts/jcode_monitor.py	102	except BlockingIOError:	CODE
HIGH	scripts/jcode_monitor.py	104	except:	CODE
HIGH	scripts/jcode_monitor.py	100	except json.JSONDecodeError:	CODE
HIGH	scripts/bench_resume_picker.py	77	except subprocess.TimeoutExpired:	CODE
HIGH	scripts/test_soft_interrupt.py	92	except:	CODE
HIGH	scripts/check_donut_animates_live.py	125	except Exception:	CODE
51 more matches not shown…

Decorative Section Separators144 hits · 474 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/jcode-tui/src/tui/info_widget_commits.rs	9	//! ╭ Commits ────────────────────────────────╮	COMMENT
MEDIUM	crates/jcode-tui/src/tui/info_widget_commits.rs	13	//! ╰ +5 more ─────────────────── ↑2 unpushed ╯	COMMENT
MEDIUM	crates/jcode-tui-render/src/swarm_gallery.rs	519	/// ╭─ implementer ──────────────── [thinking]─╮	COMMENT
MEDIUM	crates/jcode-tui-render/src/swarm_gallery.rs	521	/// ╰──────────────────────────────────────────╯	COMMENT
MEDIUM	crates/jcode-app-core/src/agent_tests.rs	1282	// ── InterruptSignal tests ────────────────────────────────────────────────	COMMENT
MEDIUM	crates/jcode-base/src/compaction_tests.rs	255	// ── ensure_context_fits tests ──────────────────────────────	COMMENT
MEDIUM	crates/jcode-base/src/compaction_tests.rs	500	// ── hard_compact_with edge cases ────────────────────────────────	COMMENT
MEDIUM	crates/jcode-base/src/compaction_tests.rs	547	// ── safe_compaction_cutoff: tool call/result pair integrity ─────────	COMMENT
MEDIUM	crates/jcode-base/src/compaction_tests.rs	656	// ── emergency_truncate_with ─────────────────────────────────────	COMMENT
MEDIUM	crates/jcode-base/src/compaction_tests.rs	728	// ── Double compaction ───────────────────────────────────────────	COMMENT
MEDIUM	crates/jcode-base/src/compaction_tests.rs	919	// ── messages_for_api_with after compaction ──────────────────────	COMMENT
MEDIUM	crates/jcode-base/src/compaction_tests.rs	984	// ── context_usage accuracy ──────────────────────────────────────	COMMENT
MEDIUM⚡	crates/jcode-base/src/compaction.rs	184	// ── Mode & strategy ────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	crates/jcode-base/src/compaction.rs	191	// ── Proactive mode state ───────────────────────────────────────────────	COMMENT
MEDIUM⚡	crates/jcode-base/src/compaction.rs	200	// ── Semantic mode state ────────────────────────────────────────────────	COMMENT
MEDIUM	crates/jcode-base/src/compaction.rs	471	// ── Token snapshot (proactive mode) ────────────────────────────────────	COMMENT
MEDIUM	crates/jcode-base/src/compaction.rs	501	// ── Anti-signal guard (shared by proactive + semantic) ──────────────────	COMMENT
MEDIUM	crates/jcode-base/src/compaction.rs	550	// ── Proactive mode trigger ──────────────────────────────────────────────	COMMENT
MEDIUM	crates/jcode-base/src/compaction.rs	593	// ── Semantic mode trigger ───────────────────────────────────────────────	COMMENT
MEDIUM	crates/jcode-base/src/usage/model.rs	220	// ─── Combined usage for /usage command ───────────────────────────────────────	COMMENT
MEDIUM⚡	docs/SOFT_INTERRUPT.md	80	// ═══════════════════════════════════════════════	COMMENT
MEDIUM⚡	docs/SOFT_INTERRUPT.md	82	// ═══════════════════════════════════════════════	COMMENT
MEDIUM⚡	docs/SOFT_INTERRUPT.md	91	// ═══════════════════════════════════════════════	COMMENT
MEDIUM⚡	docs/SOFT_INTERRUPT.md	94	// ═══════════════════════════════════════════════	COMMENT
MEDIUM⚡	docs/SOFT_INTERRUPT.md	97	// ═══════════════════════════════════════════════	COMMENT
MEDIUM⚡	docs/SOFT_INTERRUPT.md	99	// ═══════════════════════════════════════════════	COMMENT
MEDIUM⚡	ios/TestHarness/mock_gateway.py	176	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	ios/TestHarness/mock_gateway.py	178	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ios/TestHarness/mock_gateway.py	99	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ios/TestHarness/mock_gateway.py	101	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ios/TestHarness/mock_gateway.py	331	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ios/TestHarness/mock_gateway.py	333	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	ios/TestHarness/reward/interaction/ui_map.py	56	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	ios/TestHarness/reward/interaction/ui_map.py	58	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ios/TestHarness/reward/interaction/ui_map.py	95	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ios/TestHarness/reward/interaction/ui_map.py	97	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ios/TestHarness/reward/interaction/ui_map.py	117	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ios/TestHarness/reward/interaction/ui_map.py	119	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ios/TestHarness/reward/interaction/ui_map.py	194	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ios/TestHarness/reward/interaction/ui_map.py	196	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ios/TestHarness/reward/interaction/ui_map.py	397	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ios/TestHarness/reward/interaction/ui_map.py	399	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ios/TestHarness/reward/interaction/ui_map.py	434	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ios/TestHarness/reward/interaction/ui_map.py	437	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ios/TestHarness/reward/interaction/ui_map.py	518	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	ios/TestHarness/reward/interaction/ui_map.py	520	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/repro_live_duplicate.py	388	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	scripts/repro_live_duplicate.py	390	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	scripts/repro_live_duplicate.py	534	# ── stage 3: reload ─────────────────────────────────────────────────	COMMENT
MEDIUM⚡	scripts/repro_live_duplicate.py	550	# ── stage 4: detach + reattach ──────────────────────────────────────	COMMENT
MEDIUM	scripts/repro_live_duplicate.py	63	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/repro_live_duplicate.py	65	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/repro_live_duplicate.py	129	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/repro_live_duplicate.py	131	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/repro_live_duplicate.py	245	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/repro_live_duplicate.py	247	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/repro_live_duplicate.py	344	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/repro_live_duplicate.py	346	# ──────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	scripts/repro_live_duplicate.py	502	# ── stage 1: fresh resume ───────────────────────────────────────────	COMMENT
MEDIUM	scripts/repro_live_duplicate.py	515	# ── stage 2: second concurrent attach ───────────────────────────────	COMMENT
84 more matches not shown…

Hyper-Verbose Identifiers411 hits · 407 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_public_release_builds.py	16	def test_workflow_preserves_release_and_toolchains(self):	CODE
LOW	tests/test_public_release_builds.py	27	def test_freebsd_lock_guard_without_git_metadata(self):	CODE
LOW	tests/test_public_release_builds.py	77	def test_compatibility_ci_and_local_selection(self):	CODE
LOW	tests/test_public_release_builds.py	123	def test_provenance_check_drains_version_output(self):	CODE
LOW	tests/test_public_release_builds.py	138	def test_cloud_artifact_gate_rejects_missing_protocol_and_newer_glibc(self):	CODE
LOW	tests/test_install_justrust_hosted_ci.py	49	def test_exact_source_pin_locked_compiler_and_embedded_helper(self):	STRING
LOW⚡	tests/test_install_justrust_hosted_ci.py	60	def test_wrong_revision_never_compiles_or_activates(self):	STRING
LOW⚡	tests/test_install_justrust_hosted_ci.py	66	def test_compiler_failure_never_activates(self):	STRING
LOW⚡	tests/test_install_justrust_hosted_ci.py	70	def test_missing_capability_never_activates(self):	STRING
LOW⚡	tests/test_login_qr_cli.py	67	def test_browserless_flags_print_qr_without_opt_in(self):	CODE
LOW⚡	tests/test_login_qr_cli.py	76	def test_detected_headless_environment_prints_qr(self):	CODE
LOW⚡	tests/test_login_qr_cli.py	81	def test_json_remains_machine_readable_without_qr(self):	CODE
LOW⚡	tests/test_release_ci.py	53	def test_success_queries_only_exact_sha_push_and_attempt(self):	CODE
LOW⚡	tests/test_release_ci.py	60	def test_different_sha_branch_or_event_never_authorizes(self):	CODE
LOW⚡	tests/test_release_ci.py	65	def test_missing_run_wait_expires(self):	CODE
LOW⚡	tests/test_release_ci.py	69	def test_failed_run_immediately_rejected_without_job_queries(self):	CODE
LOW⚡	tests/test_release_ci.py	76	def test_pending_run_wait_expires_even_with_green_jobs(self):	CODE
LOW⚡	tests/test_release_ci.py	80	def test_each_mandatory_job_missing_failed_pending(self):	CODE
LOW⚡	tests/test_release_ci.py	94	def test_pending_run_missing_jobs_still_waits(self):	CODE
LOW⚡	tests/test_release_ci.py	98	def test_newest_run_never_falls_back_to_older_pass(self):	CODE
LOW⚡	tests/test_release_ci.py	105	def test_newest_attempt_not_older_pass(self):	CODE
LOW⚡	tests/test_release_ci.py	115	def test_rerun_race_cannot_authorize_old_attempt(self):	CODE
LOW⚡	tests/test_release_ci.py	119	def test_detail_identity_mismatch_fails(self):	CODE
LOW⚡	tests/test_release_ci.py	124	def test_documented_jobs_without_attempt_field(self):	CODE
LOW	tests/test_release_ci.py	145	def test_api_errors_no_retry_and_no_secret_output(self):	CODE
LOW	tests/test_release_ci.py	158	def test_process_fixed_gh_inherits_environment(self):	CODE
LOW	tests/test_release_ci.py	167	def test_bounded_wait_clamps_last_sleep(self):	CODE
LOW	tests/test_release_ci.py	178	def test_pending_can_become_success(self):	CODE
LOW	tests/test_release_ci.py	185	def test_inputs_and_cli_exit_statuses(self):	CODE
LOW	tests/test_release_ci.py	213	def test_job_names_match_actual_workflow(self):	CODE
LOW	tests/test_cloud_acceptance_harness.py	24	def test_workflow_installs_nondefault_acceptance_prerequisites(self):	CODE
LOW	tests/test_cloud_acceptance_harness.py	33	def test_failure_is_present_in_json_and_junit(self):	CODE
LOW⚡	tests/test_cloud_acceptance_harness.py	47	def test_missing_prerequisites_fail_instead_of_skip(self):	CODE
LOW⚡	tests/test_cloud_acceptance_harness.py	52	def test_child_failure_propagates_and_preserves_output(self):	CODE
LOW⚡	tests/test_cloud_acceptance_harness.py	60	def test_child_timeout_is_failure(self):	CODE
LOW	tests/test_cloud_acceptance_harness.py	91	def test_todo_uses_real_tool_call_wire_shape(self):	CODE
LOW	tests/test_cloud_acceptance_harness.py	101	def test_gate_waits_for_release_and_does_not_repeat_tool(self):	CODE
LOW	tests/test_cloud_acceptance_harness.py	122	def test_later_user_prompt_does_not_retrigger_historical_gate(self):	CODE
LOW	tests/test_cloud_acceptance_harness.py	132	def test_cloud_selection_preserves_group_default_and_explicit_round_trip(self):	CODE
LOW	tests/test_cloud_acceptance_harness.py	145	def test_long_artifact_paths_do_not_lengthen_runtime_sockets(self):	CODE
LOW	tests/test_cloud_acceptance_harness.py	153	def test_cleanup_reaps_only_exact_workspace_marker(self):	CODE
LOW	tests/test_cloud_acceptance_harness.py	168	def test_historical_prompt_does_not_count_as_fresh_turn(self):	CODE
LOW	tests/test_cloud_acceptance_harness.py	186	def test_only_agent_requests_count_as_continuation_evidence(self):	CODE
LOW	tests/test_verify_public_release.py	46	def test_complete_release_passes(self):	CODE
LOW	tests/test_verify_public_release.py	49	def test_draft_validation_is_explicit_and_still_checks_assets(self):	CODE
LOW	tests/test_verify_public_release.py	64	def test_workflow_verifies_before_announcements_and_package_updates(self):	CODE
LOW	tests/test_verify_public_release.py	90	def test_incomplete_metadata_rejected(self):	CODE
LOW	tests/test_verify_public_release.py	102	def test_invalid_asset_metadata_rejected(self):	CODE
LOW⚡	tests/test_verify_public_release.py	115	def test_corrupted_asset_rejected(self):	CODE
LOW⚡	tests/test_verify_public_release.py	120	def test_checksum_coverage_and_format_rejected(self):	CODE
LOW⚡	tests/test_verify_public_release.py	130	def test_missing_and_symlinked_download_rejected(self):	CODE
LOW⚡	tests/test_verify_public_release.py	139	def test_wrong_commit_or_repaired_provenance_rejected(self):	CODE
LOW	tests/test_verify_public_release.py	151	def test_draft_lookup_lists_releases_instead_of_tag_endpoint(self):	CODE
LOW	tests/test_verify_public_release.py	171	def test_draft_lookup_rejects_missing_or_duplicate_tag(self):	CODE
LOW	tests/test_injection_fix.py	46	def test_injection_during_tools():	CODE
LOW⚡	tests/test_watch_release_run.py	33	def test_all_non_success_terminal_conclusions_fail_immediately(self):	CODE
LOW⚡	tests/test_watch_release_run.py	42	def test_pending_does_not_claim_success_or_failure(self):	CODE
LOW⚡	tests/test_watch_release_run.py	47	def test_default_budget_covers_release_job_timeouts(self):	CODE
LOW⚡	tests/test_native_ssh_login.py	766	def test_wait_repaints_until_an_async_marker_is_visible(self):	STRING
LOW⚡	tests/test_native_ssh_login.py	936	def test_claude_completion_is_unconditionally_refused(self):	STRING
351 more matches not shown…

Excessive Try-Catch Wrapping163 hits · 176 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/jcode-app-core/src/tool/browser_user_browser_tests.rs	48	print("Error: uploadFile requires 'path' param", file=sys.stderr)	CODE
MEDIUM	…/jcode-app-core/src/tool/browser_user_browser_tests.rs	57	print('Error: ' + reply['error'], file=sys.stderr)	CODE
MEDIUM	crates/jcode-sdk/src/auth/tests.rs	130	print('Error: Token exchange failed: private-fixture-secret', file=sys.stderr)	CODE
LOW⚡	tests/test_native_ssh_login.py	755	except Exception:	STRING
LOW⚡	tests/test_native_ssh_login.py	759	except Exception:	STRING
LOW	tests/test_native_ssh_import.py	206	except Exception:	CODE
LOW	tests/test_native_ssh_import.py	467	except Exception:	STRING
LOW	tests/test_native_ssh_import.py	687	except Exception as error:	STRING
LOW	tests/e2e/expand_badge_headed_wtype.py	61	except Exception:	CODE
LOW	tests/e2e/expand_badge_headed_wtype.py	69	except Exception:	CODE
LOW	tests/e2e/expand_badge_headed_wtype.py	84	except Exception:	CODE
LOW	tests/e2e/expand_badge_headed_wtype.py	157	except Exception:	CODE
MEDIUM	tests/e2e/expand_badge_headed_wtype.py	66	def find_niri_window_id(title):	CODE
MEDIUM	tests/e2e/expand_badge_headed_wtype.py	81	def focused_niri_window_id():	CODE
LOW	tests/e2e/expand_badge_headless.py	156	except Exception:	CODE
LOW	tests/e2e/expand_badge_headless.py	170	except Exception:	CODE
MEDIUM	ios/TestHarness/mock_gateway.py	167	def close(self):	CODE
MEDIUM	ios/TestHarness/mock_gateway.py	263	def handle_request(ws, state, raw):	CODE
MEDIUM	ios/TestHarness/mock_gateway.py	494	def keepalive_loop(ws):	CODE
LOW⚡	ios/TestHarness/mock_gateway.py	172	except Exception:	CODE
LOW	ios/TestHarness/mock_gateway.py	406	except Exception:	CODE
LOW	ios/TestHarness/mock_gateway.py	419	except Exception:	CODE
LOW	ios/TestHarness/mock_gateway.py	490	except Exception:	CODE
LOW	ios/TestHarness/mock_gateway.py	503	except Exception:	CODE
LOW	ios/TestHarness/ui_matrix.py	123	except Exception:	CODE
LOW	ios/TestHarness/reward/test_determinism.py	69	except Exception as e:	CODE
LOW	ios/TestHarness/reward/aggregate.py	61	except Exception as e: # a broken scorer must not kill the run	CODE
LOW	ios/TestHarness/reward/context.py	107	except Exception:	CODE
LOW	ios/TestHarness/reward/scorers/interaction_cost.py	40	except Exception as e: # pragma: no cover - defensive	CODE
LOW	ios/TestHarness/reward/scorers/interaction_cost.py	45	except Exception as e: # pragma: no cover - defensive	CODE
LOW	scripts/jcode_harbor_claude_agent.py	305	except Exception as e: # noqa: BLE001	CODE
LOW	scripts/test_swarm_debug.py	462	except Exception as e:	CODE
LOW	scripts/test_oauth_usage.py	46	except Exception as e:	CODE
LOW	scripts/test_oauth_usage.py	204	except Exception as e:	CODE
LOW	scripts/pin_no_area_state.py	93	except Exception as e: # noqa: BLE001	CODE
LOW	scripts/pin_no_area_state.py	125	except Exception:	CODE
LOW	scripts/dump_fresh_spawn_screen.py	124	except Exception:	CODE
LOW⚡	scripts/repro_live_duplicate.py	530	except Exception as e:	CODE
LOW⚡	scripts/repro_live_duplicate.py	540	except Exception as e:	CODE
LOW	scripts/repro_live_duplicate.py	214	except Exception:	CODE
LOW	scripts/repro_live_duplicate.py	403	except Exception as e:	CODE
LOW	scripts/repro_live_duplicate.py	500	except Exception:	CODE
LOW	scripts/repro_live_duplicate.py	573	except Exception as e:	CODE
LOW	scripts/repro_live_duplicate.py	616	except Exception:	CODE
LOW	scripts/repro_idle_session_rss.py	89	except Exception:	CODE
LOW	scripts/repro_idle_session_rss.py	148	except Exception:	CODE
LOW	scripts/repro_idle_session_rss.py	156	except Exception:	CODE
LOW	scripts/test_cloud_acceptance.py	104	except Exception as exc:	CODE
LOW	scripts/test_cloud_acceptance.py	140	except Exception as exc:	CODE
LOW	scripts/test_cloud_acceptance.py	147	except Exception as exc:	CODE
LOW	scripts/mermaid_fit_probe.py	137	except Exception as exc: # pragma: no cover - diagnostic fallback	CODE
LOW	scripts/profile_remote_resume_burst.py	212	except Exception:	CODE
LOW	scripts/profile_remote_resume_burst.py	390	except Exception:	CODE
LOW	scripts/count_idle_draws.py	162	except Exception:	CODE
LOW	scripts/benchmark_browser_handoff.py	657	except Exception as exc:	CODE
LOW	scripts/jcode_memory_snapshot.py	74	except Exception:	CODE
LOW	scripts/jcode_memory_snapshot.py	81	except Exception:	CODE
MEDIUM	scripts/benchmark_swarm.py	543	print(f"Error: Debug socket not found: {DEBUG_SOCKET}")	CODE
MEDIUM	scripts/benchmark_swarm.py	550	print(f"Error: Take-home source not found: {TAKEHOME_SOURCE}")	CODE
LOW⚡	scripts/benchmark_swarm.py	150	except Exception as e:	CODE
103 more matches not shown…

AI Slop Vocabulary57 hits · 170 pts

Severity	File	Line	Snippet	Context
MEDIUM	Cargo.toml	248	# The harness API bridge ships inside the released binary as `jcode api-bridge`.	COMMENT
MEDIUM	Cargo.toml	250	# `cargo run -p jcode-harness-api-server` made the TypeScript SDK unusable for	COMMENT
MEDIUM	crates/jcode-tui/tests/glyph_safe_wire.rs	47	// Sanity check: the truecolor path (robust terminals) still works and is	COMMENT
MEDIUM	crates/jcode-tui/src/tui/ui_viewport.rs	370	// is seamless (no jump to the new absolute top).	COMMENT
MEDIUM	crates/jcode-tui/src/tui/app/state_ui_messages.rs	917	// Anchor the viewport before mutating so the prepend stays seamless.	COMMENT
MEDIUM	crates/jcode-tui/src/tui/app/onboarding_flow_control.rs	732	/// robust. The user can pick any provider via `/login` at their own pace.	COMMENT
MEDIUM	crates/jcode-tui/src/tui/app/tests/onboarding_eval.rs	2318	// perturbed +/-50%. If the order is robust to the exact	COMMENT
MEDIUM	crates/jcode-tui/src/tui/app/tests/onboarding_eval.rs	2325	// says "the way we score that measurement is sane, discriminating, robust, and	COMMENT
MEDIUM	…ode-tui/src/tui/app/tests/command_suggestions_cache.rs	143	#[ignore = "measurement harness, not a pass/fail assertion"]	COMMENT
MEDIUM	crates/jcode-companion/Cargo.toml	8	# Runs in the user's graphical session. The harness server reaches it only	COMMENT
MEDIUM	crates/jcode-codemode/Cargo.toml	8	# short JavaScript program that orchestrates harness tool calls; only what the	COMMENT
MEDIUM	crates/jcode-voice/Cargo.toml	8	# Client-only. The shared runtime (jcode-base, jcode-app-core) and the harness	COMMENT
MEDIUM	crates/jcode-app-core/src/perf.rs	362	/// surfaces it. GPU-robust terminals (Ghostty, iTerm2, kitty, WezTerm,	COMMENT
MEDIUM	crates/jcode-app-core/src/server/util.rs	509	// cannot order two dev builds; binary mtime is the only robust, directional	COMMENT
MEDIUM	crates/jcode-app-core/src/tool/webfetch_corpus_tests.rs	271	#[ignore = "reporting harness; run manually with --nocapture"]	COMMENT
MEDIUM	crates/jcode-app-core/src/tool/webfetch_corpus_tests.rs	325	#[ignore = "dump harness; run manually"]	COMMENT
MEDIUM	crates/jcode-tui-markdown/tests/color_dump.rs	7	#[ignore = "dev visual harness, run explicitly with --ignored"]	COMMENT
MEDIUM	crates/jcode-transport/Cargo.toml	8	# Deliberately tiny. This exists so the harness API bridge can speak the	COMMENT
MEDIUM	crates/jcode-base/tests/header_cost_probe.rs	10	#[ignore = "measurement harness, not a pass/fail assertion"]	COMMENT
MEDIUM	crates/jcode-base/src/sponsors.rs	14	//! sponsor-platform admission layer for seamless harness integration.	COMMENT
MEDIUM	crates/jcode-base/src/config/default_file.rs	351	# Show an in-chat warning when a request misses the KV cache for a harness-caused	COMMENT
MEDIUM	crates/jcode-base/src/config/default_file.rs	898	# have integrated with the agent to make setup and use seamless. Some providers	COMMENT
MEDIUM	crates/jcode-base/src/provider/mod.rs	385	/// MultiProvider wraps multiple providers and allows seamless model switching	COMMENT
MEDIUM	tests/test_native_ssh_cli.py	143	# This harness must never accidentally start provider inference.	COMMENT
MEDIUM⚡	tests/test_native_ssh_import.py	560	# Only the harness boundary is mocked. No SSH or jcode process runs in	STRING
MEDIUM	ios/TestHarness/run_e2e.sh	3	# End-to-end iOS harness: builds the app, runs the deterministic mock gateway,	COMMENT
MEDIUM	ios/TestHarness/reward/scorers/perf.py	95	# Which metrics were present (so a future harness sees coverage).	COMMENT
MEDIUM⚡	ios/TestHarness/reward/interaction/ui_map.py	60	# iPhone 17 logical portrait canvas (the harness's reference device).	COMMENT
MEDIUM	scripts/repro_live_duplicate.py	8	We have no confirmed repro of #314. This harness builds a *programmatic,	STRING
MEDIUM	scripts/count_idle_draws.py	69	# See the note in the other harness scripts: never let the harness race	COMMENT
MEDIUM	scripts/repro_input_lag.py	499	# The client consumes that reply from stdin itself; a harness that also	COMMENT
MEDIUM	scripts/memory_probe.sh	2	# memory_probe.sh - Reproducible memory probe harness for jcode TUI clients.	COMMENT
MEDIUM	scripts/diagnose_idle_render_cost.py	346	# The client consumes that reply from stdin itself; a harness that also	COMMENT
MEDIUM	scripts/repro_input_flicker.py	195	# into the hundreds of milliseconds: the harness was measuring its own	COMMENT
MEDIUM	scripts/repro_input_flicker.py	302	# this harness the reply can land in stdin and be decoded as composer input,	COMMENT
MEDIUM	scripts/repro_input_flicker.py	590	# This is what caught an earlier version of this harness matching the	COMMENT
MEDIUM	scripts/repro_startup_lag.py	51	# Reuse the emulated-screen client from the flicker harness: it already solves	COMMENT
MEDIUM	scripts/profile_spawn.py	247	# resource cost of the spawn (more robust than last-first, which	COMMENT
MEDIUM	scripts/test_sdk_e2e.sh	2	# End-to-end check for the TypeScript SDK against a real harness bridge.	COMMENT
MEDIUM⚡	scripts/repro_expand_edit_shortcut.py	82	# protocol is not negotiated, so the harness reports which encodings work.	COMMENT
MEDIUM	scripts/dev_cargo.sh	617	# so extra front-end threads are the highest-leverage compile-time lever.	COMMENT
MEDIUM	scripts/analyze_openai_ws_cache.py	54	# OpenAI read_pct distribution, using the harness's own authoritative	COMMENT
MEDIUM	scripts/analyze_openai_ws_cache.py	55	# read_pct field rather than a token-ratio proxy (the harness computes	COMMENT
MEDIUM	scripts/test_fast.sh	21	# `jcode-harness` are executable smoke tools with no #[test] functions, so	COMMENT
MEDIUM	scripts/probe_idle_state.py	117	# The client consumes that reply from stdin itself; a harness that also	COMMENT
MEDIUM	scripts/repro_slash_flicker.py	377	# The client consumes that reply from stdin itself; a harness that also	COMMENT
MEDIUM	scripts/repro/tls-bad-record-mac/src/main.rs	106	// 2) explicit chain walk (most robust)	COMMENT
MEDIUM	.github/workflows/release.yml	389	# Windows x64 release smoke tests compile the e2e harness after the release	COMMENT
MEDIUM	.github/workflows/release.yml	508	# These debug-harness tests provide extra signal, but they must not block	COMMENT
MEDIUM	.github/workflows/ci.yml	244	# A cold jcode-app-core test harness compiles heavy optional provider	COMMENT
MEDIUM	.github/workflows/ci.yml	263	# jcode-base lib test harness, which exceeded 300s on a hosted macOS	COMMENT
MEDIUM	.github/workflows/ci.yml	323	# The test is present and the harness ran it (rather than the binary	COMMENT
MEDIUM	.github/workflows/ci.yml	653	# The SDK mirrors crates/jcode-harness-api by hand. Without this job the	COMMENT
MEDIUM⚡	assets/demos/wolf_timeline.json	1	[{"t": 800, "event": "user_message", "text": "are models able to use vision to acutallyt see images? "}, {"t": 1600, "ev	CODE
MEDIUM⚡	assets/demos/wolf_timeline.json	1	[{"t": 800, "event": "user_message", "text": "are models able to use vision to acutallyt see images? "}, {"t": 1600, "ev	CODE
MEDIUM	src/bin/harness.rs	12	#[command(name = "jcode-harness")]	COMMENT
MEDIUM	src/bin/harness.rs	13	#[command(about = "Run a deterministic tool harness smoke test")]	COMMENT

Deep Nesting143 hits · 135 pts

Severity	File	Line	Context
LOW	score_shard.py	4	CODE
LOW	tests/test_public_release_builds.py	77	CODE
LOW	tests/test_public_release_builds.py	138	CODE
LOW	tests/test_cloud_acceptance_harness.py	153	CODE
LOW	tests/test_injection_fix.py	46	CODE
LOW	tests/test_native_ssh_login.py	569	CODE
LOW	tests/test_native_ssh_login.py	433	CODE
LOW	tests/test_native_ssh_cli.py	267	CODE
LOW	tests/test_native_ssh_cli.py	149	CODE
LOW	tests/test_native_ssh_cli.py	286	CODE
LOW	tests/test_native_ssh_import.py	399	CODE
LOW	tests/test_native_ssh_import.py	559	CODE
LOW	tests/test_cloud_credentials.py	96	CODE
LOW	tests/test_cloud_credentials.py	284	CODE
LOW	tests/test_injection_thorough.py	48	CODE
LOW	tests/test_release_recovery.py	72	CODE
LOW	tests/test_release_recovery.py	212	CODE
LOW	ios/TestHarness/mock_gateway.py	263	CODE
LOW	ios/TestHarness/mock_gateway.py	380	CODE
LOW	ios/TestHarness/mock_gateway.py	424	CODE
LOW	ios/TestHarness/ui_lint.py	91	CODE
LOW	ios/TestHarness/ui_matrix.py	197	CODE
LOW	ios/TestHarness/reward/scorers/visual_hierarchy.py	57	CODE
LOW	ios/TestHarness/reward/scorers/consistency.py	76	CODE
LOW	ios/TestHarness/reward/scorers/touch_targets.py	55	CODE
LOW	ios/TestHarness/reward/scorers/touch_targets.py	155	CODE
LOW	ios/TestHarness/reward/scorers/touch_targets.py	196	CODE
LOW	ios/TestHarness/reward/scorers/styling.py	127	CODE
LOW	ios/TestHarness/reward/scorers/simplicity.py	83	CODE
LOW	ios/TestHarness/reward/scorers/simplicity.py	108	CODE
LOW	ios/TestHarness/reward/scorers/simplicity.py	133	CODE
LOW	ios/TestHarness/reward/scorers/simplicity.py	204	CODE
LOW	ios/TestHarness/reward/scorers/rhythm.py	53	CODE
LOW	ios/TestHarness/reward/interaction/ui_map.py	443	CODE
LOW	ios/TestHarness/reward/interaction/log_mining.py	216	CODE
LOW	scripts/check_test_size_budget.py	98	CODE
LOW	scripts/jcode_harbor_claude_agent.py	58	CODE
LOW	scripts/test_swarm_debug.py	18	CODE
LOW	scripts/test_swarm_debug.py	279	CODE
LOW	scripts/measure_key_echo.py	18	CODE
LOW	scripts/fake_openai_server.py	42	CODE
LOW	scripts/verify_discovery_select.py	103	CODE
LOW	scripts/dump_fresh_spawn_screen.py	30	CODE
LOW	scripts/repro_live_duplicate.py	392	CODE
LOW	scripts/repro_live_duplicate.py	436	CODE
LOW	scripts/repro_live_duplicate.py	163	CODE
LOW	scripts/test_cloud_acceptance.py	78	CODE
LOW	scripts/benchmark_attribution.py	256	CODE
LOW	scripts/benchmark_attribution.py	360	CODE
LOW	scripts/test_signing_helper_validation.py	53	CODE
LOW	scripts/benchmark_browser_handoff.py	180	CODE
LOW	scripts/benchmark_browser_handoff.py	293	CODE
LOW	scripts/benchmark_browser_handoff.py	436	CODE
LOW	scripts/benchmark_browser_handoff.py	595	CODE
LOW	scripts/benchmark_browser_handoff.py	48	CODE
LOW	scripts/benchmark_browser_handoff.py	63	CODE
LOW	scripts/jcode_memory_snapshot.py	143	CODE
LOW	scripts/benchmark_swarm.py	45	CODE
LOW	scripts/benchmark_swarm.py	191	CODE
LOW	scripts/benchmark_swarm.py	326	CODE
83 more matches not shown…

Unused Imports123 hits · 122 pts

Severity	File	Line	Context
LOW	tests/test_selfdev_reload.py	15	CODE
LOW	tests/test_injection_fix.py	15	CODE
LOW	tests/e2e/expand_badge_headless.py	19	CODE
LOW	ios/TestHarness/reward/test_determinism.py	11	CODE
LOW	ios/TestHarness/reward/aggregate.py	20	CODE
LOW	ios/TestHarness/reward/types.py	7	CODE
LOW	ios/TestHarness/reward/context.py	12	CODE
LOW	ios/TestHarness/reward/scorers/ai_patterns.py	39	CODE
LOW	ios/TestHarness/reward/scorers/perf.py	33	CODE
LOW	ios/TestHarness/reward/scorers/visual_hierarchy.py	25	CODE
LOW	ios/TestHarness/reward/scorers/information_density.py	15	CODE
LOW	ios/TestHarness/reward/scorers/information_density.py	17	CODE
LOW	ios/TestHarness/reward/scorers/consistency.py	23	CODE
LOW	ios/TestHarness/reward/scorers/consistency.py	29	CODE
LOW	ios/TestHarness/reward/scorers/consistency.py	29	CODE
LOW	ios/TestHarness/reward/scorers/touch_targets.py	22	CODE
LOW	ios/TestHarness/reward/scorers/styling.py	40	CODE
LOW	ios/TestHarness/reward/scorers/reachability.py	20	CODE
LOW	ios/TestHarness/reward/scorers/layout_robustness.py	29	CODE
LOW	ios/TestHarness/reward/scorers/layout_robustness.py	31	CODE
LOW	ios/TestHarness/reward/scorers/space_efficiency.py	13	CODE
LOW	ios/TestHarness/reward/scorers/interaction_cost.py	25	CODE
LOW	ios/TestHarness/reward/scorers/accessibility.py	20	CODE
LOW	ios/TestHarness/reward/scorers/simplicity.py	39	CODE
LOW	ios/TestHarness/reward/scorers/content_safety.py	13	CODE
LOW	ios/TestHarness/reward/scorers/rhythm.py	15	CODE
LOW	ios/TestHarness/reward/scorers/contrast.py	13	CODE
LOW	ios/TestHarness/reward/interaction/test_engine.py	11	CODE
LOW	ios/TestHarness/reward/interaction/user_model.py	23	CODE
LOW	ios/TestHarness/reward/interaction/ui_map.py	48	CODE
LOW	ios/TestHarness/reward/interaction/log_mining.py	50	CODE
LOW	ios/TestHarness/reward/interaction/model.py	29	CODE
LOW	ios/TestHarness/reward/interaction/engine.py	23	CODE
LOW	ios/TestHarness/reward/interaction/cost_model.py	46	CODE
LOW	scripts/check_test_size_budget.py	11	CODE
LOW	scripts/bench_reload_storm.py	10	CODE
LOW	scripts/jcode_harbor_claude_agent.py	1	CODE
LOW	scripts/openrelay_discovery_test_server.py	9	CODE
LOW	scripts/test_oauth_usage.py	16	CODE
LOW	scripts/verify_discovery_select.py	17	CODE
LOW	scripts/pin_no_area_state.py	12	CODE
LOW	scripts/dump_fresh_spawn_screen.py	12	CODE
LOW	scripts/repro_live_duplicate.py	42	CODE
LOW	scripts/test_mock_sponsor_service.py	4	CODE
LOW	scripts/repro_idle_session_rss.py	11	CODE
LOW	scripts/test_analyze_runtime_memory_log.py	2	CODE
LOW	scripts/heap_diff_idle_sessions.py	11	CODE
LOW	scripts/benchmark_attribution.py	52	CODE
LOW	scripts/mermaid_fit_probe.py	9	CODE
LOW	scripts/profile_remote_resume_burst.py	2	CODE
LOW	scripts/count_idle_draws.py	17	CODE
LOW	scripts/benchmark_browser_handoff.py	7	CODE
LOW	scripts/check_dependency_boundaries.py	10	CODE
LOW	scripts/jcode_memory_snapshot.py	2	CODE
LOW	scripts/profile_real_spawn.py	11	CODE
LOW	scripts/profile_real_spawn.py	13	CODE
LOW	scripts/bench_startup.py	13	CODE
LOW	scripts/bench_startup.py	22	CODE
LOW	scripts/test_benchmark_discovery_rate.py	10	CODE
LOW	scripts/compile_isolation_report.py	8	CODE
63 more matches not shown…

Modern AI Meta-Vocabulary22 hits · 72 pts

Severity	File	Line	Snippet	Context
MEDIUM	crates/jcode-provider-core/src/anthropic.rs	167	/// flat 32K default for every Claude model, which cut long agentic turns on	COMMENT
MEDIUM⚡	crates/jcode-provider-anthropic-runtime/src/lib.rs	736	/// at low effort for day-to-day coding/agentic work, and users can cycle	COMMENT
MEDIUM⚡	crates/jcode-provider-anthropic-runtime/src/lib.rs	741	/// point for coding/agentic work and reserves `max` for frontier problems	COMMENT
MEDIUM⚡	crates/jcode-provider-anthropic-runtime/src/lib.rs	743	/// `high`: it benefits from deeper reasoning on coding/agentic work.	COMMENT
MEDIUM	crates/jcode-provider-anthropic-runtime/src/lib.rs	818	/// 128K-output models to 32K and truncate long agentic turns mid-tool-call.	COMMENT
MEDIUM	crates/jcode-tui/src/tui/app.rs	915	/// Accumulated model-output generation time across agentic loop iterations.	COMMENT
MEDIUM	crates/jcode-tui/src/tui/app/input.rs	3558	/// scroll out of view instead of accumulating across a long agentic turn.	COMMENT
MEDIUM	crates/jcode-codemode/Cargo.toml	8	# short JavaScript program that orchestrates harness tool calls; only what the	COMMENT
MEDIUM	crates/jcode-app-core/src/usage_openai.rs	246	// OpenAI's monthly agentic pool is reported as a calendar-like duration	COMMENT
MEDIUM	crates/jcode-app-core/src/agent/response_recovery.rs	279	/// guardrails a response. Every prompt preserves warranted refusals, and the	COMMENT
MEDIUM	crates/jcode-base/src/config/default_file.rs	198	# full - keep every reasoning trace in the transcript	COMMENT
MEDIUM	crates/jcode-base/src/usage/openai_helpers.rs	260	// OpenAI's monthly agentic pool is reported as a calendar-like duration	COMMENT
MEDIUM	crates/jcode-base/src/session_tests/cases.rs	2073	// messages, well past both guardrails (>80 renderable, >5 turns).	COMMENT
MEDIUM	crates/jcode-provider-openai-runtime/src/lib.rs	1133	/// low effort for day-to-day coding/agentic work, and users can cycle up	COMMENT
MEDIUM	…ates/jcode-provider-doctor/src/live_provider_probes.rs	1650	// Phase 2 (best-effort): drive an agentic loop that requires reading TWO	COMMENT
MEDIUM	docs/MODULAR_ARCHITECTURE_RFC.md	200	### 2. Stable types and high-churn orchestration still live together	COMMENT
MEDIUM	docs/MODULAR_ARCHITECTURE_RFC.md	704	### Rule 6: Stable contracts should change more slowly than orchestration	COMMENT
MEDIUM	docs/COMPILE_TIME_ISOLATION_REFACTOR.md	107	### Phase 0: measurement and guardrails	COMMENT
MEDIUM	docs/plans/SERVER_SERVICE_SPLIT_PLAN.md	505	### Move 5: extract swarm membership orchestration from `client_session.rs`	COMMENT
MEDIUM	docs/plans/MEMORY_GRAPH_PLAN.md	204	## Update 2026-06-14 (rerank breakthrough, multi-agent)	COMMENT
MEDIUM⚡	scripts/repro_live_duplicate.py	389	# orchestration	COMMENT
MEDIUM	scripts/phone-server/README.md	49	## Cost guardrails (all live-tested)	COMMENT

Fake / Example Data41 hits · 41 pts

Severity	File	Line	Snippet	Context
LOW	crates/jcode-tui/src/tui/app/auth_tests.rs	183	Some("user@example.com"),	CODE
LOW	crates/jcode-tui/src/tui/app/auth_tests.rs	382	user_email: Some("user@example.com".to_string()),	CODE
LOW	crates/jcode-tui/src/tui/app/support.rs	201	account_email: Some("user@example.com".to_string()),	CODE
LOW	…jcode-tui/src/tui/app/tests/remote_events_reload_04.rs	1745	"email": "user@example.com"	CODE
LOW	…-tui/src/tui/app/tests/commands_accounts_02/part_01.rs	594	email: Some("user@example.com".to_string()),	CODE
LOW	…-tui/src/tui/app/tests/commands_accounts_02/part_01.rs	638	email: Some("user@example.com".to_string()),	CODE
LOW	…-tui/src/tui/app/tests/commands_accounts_02/part_01.rs	1016	email: Some("user@example.com".to_string()),	CODE
LOW	…ates/jcode-provider-cursor-runtime/src/cursor_tests.rs	958	let synthetic_account = "dummy_user@example.com";	CODE
LOW	…ates/jcode-provider-cursor-runtime/src/cursor_tests.rs	970	assert_eq!(synthetic_account, "dummy_user@example.com");	CODE
LOW	crates/jcode-applet-types/tests/applet_types.rs	32	{"type": "input", "bind": "q", "placeholder": "Search", "on_submit": {"action": "search"}},	CODE
LOW	crates/jcode-app-core/src/tool/browser_fast_actions.rs	51	const aria=clip(e.getAttribute('aria-label')),name=clip(e.getAttribute('name')),placeholder=clip(e.getAttribute('place	CODE
LOW	crates/jcode-app-core/src/tool/browser_fast_actions.rs	195	element["placeholder"].as_str().unwrap_or(""),	CODE
LOW	crates/jcode-app-core/src/tool/browser_fast_actions.rs	198	let label = ["aria", "text", "placeholder", "name"]	CODE
LOW	crates/jcode-app-core/src/tool/applet_tests.rs	203	{"type":"input","bind":"q","placeholder":"p","multiline":true},	CODE
LOW	crates/jcode-base/src/subscription_api.rs	1048	(200, vec![], r#"{"api_key":"jck_live_test","account_id":"acct","email":"user@example.com","tier":"none","st	CODE
LOW	crates/jcode-base/src/auth/muse_tests.rs	113	"user_email": "user@example.com",	CODE
LOW	crates/jcode-base/src/auth/muse_tests.rs	481	user_email: Some("user@example.com".to_string()),	CODE
LOW	crates/jcode-base/src/auth/cursor_tests.rs	355	("cursorAuth/cachedEmail", "user@example.com"),	CODE
LOW	crates/jcode-base/src/auth/cursor_tests.rs	372	"user@example.com"	CODE
LOW	crates/jcode-base/src/auth/codex_tests.rs	194	"email": "user@example.com"	CODE
LOW	crates/jcode-base/src/auth/codex_tests.rs	199	assert_eq!(extract_email(&token), Some("user@example.com".to_string()));	CODE
LOW	crates/jcode-base/src/auth/claude_tests.rs	217	email: Some("user@example.com".to_string()),	CODE
LOW	crates/jcode-base/src/auth/claude_tests.rs	223	assert!(json.contains("user@example.com"));	CODE
LOW	crates/jcode-base/src/auth/claude_tests.rs	290	account.email = Some("user@example.com".to_string());	CODE
LOW	crates/jcode-base/src/auth/claude_tests.rs	295	Some("user@example.com")	CODE
LOW	crates/jcode-base/src/auth/oauth_tests/basic.rs	144	email: Some("user@example.com".to_string()),	CODE
LOW	crates/jcode-base/src/auth/oauth_tests/basic.rs	164	assert_eq!(account.email.as_deref(), Some("user@example.com"));	CODE
LOW	crates/jcode-base/src/auth/oauth_tests/basic.rs	199	"email": "user@example.com"	CODE
LOW	crates/jcode-base/src/auth/oauth_tests/basic.rs	208	assert_eq!(email.account.email, Some("user@example.com".to_string()));	CODE
LOW	crates/jcode-provider-doctor/src/provider_e2e.rs	2654	let with_account = native_antigravity_auth("user@example.com");	CODE
LOW	crates/jcode-provider-doctor/src/provider_e2e.rs	2656	assert!(with_account.source.contains("user@example.com"));	CODE
LOW	src/bin/tui_bench.rs	1202	let base = "lorem ipsum dolor sit amet consectetur adipiscing elit";	CODE
LOW	src/bin/tui_bench.rs	1202	let base = "lorem ipsum dolor sit amet consectetur adipiscing elit";	CODE
LOW	src/cli/login/tests.rs	452	user_email: Some("user@example.com".to_string()),	CODE
LOW	src/cli/login/tests.rs	520	user_email: Some("user@example.com".to_string()),	CODE
LOW	src/cli/login/tests.rs	595	user_email: Some("user@example.com".to_string()),	CODE
LOW	src/cli/login/jcode_device/tests.rs	50	r#"{"api_key":"jck_live_test","account_id":"acct_42","email":"user@example.com","tier":"none","status":"acti	CODE
LOW	src/cli/login/jcode_device/tests.rs	67	assert_eq!(approved.email, "user@example.com");	CODE
LOW	src/cli/login/jcode_device/tests.rs	117	let body = r#"{"api_key":"jck_live_test","account_id":"acct_42","email":"user@example.com","tier":"pro","status"	CODE
LOW	src/cli/login/jcode_device/tests.rs	149	email: "user@example.com".to_string(),	CODE
LOW	src/cli/login/jcode_device/tests.rs	172	assert!(!cleared.contains("user@example.com"));	CODE

Cross-Language Confusion7 hits · 35 pts

Severity	File	Line	Snippet	Context
HIGH	ios/TestHarness/reward/interaction/cost_model.py	29	depends on the (sometimes undefined, e.g. zero-distance) movement direction, so	STRING
HIGH	scripts/verify_discovery_select.py	29	SETUP = "npx -y demo-cards-mcp@2.1.0 && export DEMO_CARDS_KEY"	CODE
HIGH⚡	scripts/test_benchmark_discovery_rate.py	72	("bash", '{"command": "cd app && vercel deploy --prod"}', "vendor-cli"),	CODE
HIGH⚡	scripts/test_preview_release.py	431	self.assertIn("!contains(inputs.tag \|\| github.ref_name, '-preview.')", workflow)	CODE
HIGH	scripts/test_preview_release.py	416	self.assertIn("if: matrix.hosted != true && runner.os != 'Windows'",	CODE
HIGH	scripts/profile_idle_donut.py	16	sudo -n true && python3 scripts/profile_idle_donut.py [--binary PATH]	STRING
HIGH	scripts/phone-server/wake-lambda.py	123	history.replaceState(null, '', location.pathname);	CODE

Verbosity Indicators15 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	crates/jcode-tui/src/tui/ui_tests/diagrams/part_01.rs	705	// Step 1: compute pane width (mimics Side branch in draw_inner)	COMMENT
LOW⚡	crates/jcode-tui/src/tui/ui_tests/diagrams/part_01.rs	725	// Step 2: compute inner area (Block::inner subtracts 1 from each side)	COMMENT
LOW⚡	crates/jcode-tui/src/tui/ui_tests/diagrams/part_01.rs	733	// Step 3: compute render area	COMMENT
LOW⚡	crates/jcode-tui/src/tui/ui_tests/diagrams/part_01.rs	736	// Step 4: verify the render area is reasonable	COMMENT
LOW	crates/jcode-base/src/browser.rs	359	// Step 1: Check/download browser bridge assets	COMMENT
LOW	crates/jcode-base/src/browser.rs	377	// Step 2: Native messaging host (or relay host for Safari)	COMMENT
LOW	crates/jcode-base/src/browser.rs	397	// Step 3: Check extension connectivity	COMMENT
LOW⚡	scripts/record_demo.sh	29	# Step 1: Launch jcode in a new kitty OS window	COMMENT
LOW⚡	scripts/record_demo.sh	38	# Step 2: Find the window	COMMENT
LOW⚡	scripts/record_demo.sh	50	# Step 3: Start recording	COMMENT
LOW⚡	scripts/record_demo.sh	57	# Step 4: Type the prompt into jcode	COMMENT
LOW	scripts/record_demo.sh	87	# Step 5: Wait and then stop recording	COMMENT
LOW⚡	assets/demos/wolf_timeline.json	1	[{"t": 800, "event": "user_message", "text": "are models able to use vision to acutallyt see images? "}, {"t": 1600, "ev	CODE
LOW	src/cli/cloud_move.rs	1872	// Step 1: commits. If the cloud branch strictly moved ahead of the	COMMENT
LOW	src/cli/cloud_move.rs	1901	// Step 2: working tree. 3-way merge of trees:	COMMENT

Structural Annotation Overuse15 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	crates/jcode-tui/src/tui/ui_tests/diagrams/part_01.rs	705	// Step 1: compute pane width (mimics Side branch in draw_inner)	COMMENT
LOW⚡	crates/jcode-tui/src/tui/ui_tests/diagrams/part_01.rs	725	// Step 2: compute inner area (Block::inner subtracts 1 from each side)	COMMENT
LOW⚡	crates/jcode-tui/src/tui/ui_tests/diagrams/part_01.rs	733	// Step 3: compute render area	COMMENT
LOW⚡	crates/jcode-tui/src/tui/ui_tests/diagrams/part_01.rs	736	// Step 4: verify the render area is reasonable	COMMENT
LOW	crates/jcode-base/src/browser.rs	359	// Step 1: Check/download browser bridge assets	COMMENT
LOW	crates/jcode-base/src/browser.rs	377	// Step 2: Native messaging host (or relay host for Safari)	COMMENT
LOW	crates/jcode-base/src/browser.rs	397	// Step 3: Check extension connectivity	COMMENT
LOW⚡	scripts/record_demo.sh	29	# Step 1: Launch jcode in a new kitty OS window	COMMENT
LOW⚡	scripts/record_demo.sh	38	# Step 2: Find the window	COMMENT
LOW⚡	scripts/record_demo.sh	50	# Step 3: Start recording	COMMENT
LOW⚡	scripts/record_demo.sh	57	# Step 4: Type the prompt into jcode	COMMENT
LOW	scripts/record_demo.sh	87	# Step 5: Wait and then stop recording	COMMENT
LOW⚡	assets/demos/wolf_timeline.json	1	[{"t": 800, "event": "user_message", "text": "are models able to use vision to acutallyt see images? "}, {"t": 1600, "ev	CODE
LOW	src/cli/cloud_move.rs	1872	// Step 1: commits. If the cloud branch strictly moved ahead of the	COMMENT
LOW	src/cli/cloud_move.rs	1901	// Step 2: working tree. 3-way merge of trees:	COMMENT

Self-Referential Comments7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_selfdev_reload.py	60	# Create a test session	COMMENT
MEDIUM	tests/test_injection_fix.py	61	# Create a test session	COMMENT
MEDIUM	scripts/test_oauth_usage.py	147	# Create a test session	COMMENT
MEDIUM	scripts/test_soft_interrupt.py	303	# Create a test file	COMMENT
MEDIUM	scripts/compare_token_usage.py	167	# Create a temporary JCODE_HOME to avoid polluting user's sessions	COMMENT
MEDIUM	scripts/test_caching_detailed.py	42	# Create a test session	COMMENT
MEDIUM	scripts/test_caching_detailed.py	52	# Define a multi-step task	COMMENT

Redundant / Tautological Comments10 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	crates/jcode-base/src/config/default_file.rs	658	# Set JCODE_TERMINAL to force a supported terminal emulator instead.	COMMENT
LOW	tests/test_selfdev_reload.py	180	# Check if there's an existing context file	COMMENT
LOW	scripts/record_demo.sh	99	# Check if the kitty window title indicates idle (no streaming)	COMMENT
LOW	scripts/test_swarm_debug.py	39	# Check if we have a complete JSON response	COMMENT
LOW	scripts/test_oauth_usage.py	138	# Check if debug socket exists	COMMENT
LOW	scripts/test_soft_interrupt.py	265	# Check if second user is tool_result	COMMENT
LOW	scripts/compare_token_usage.py	425	# Check if within acceptable bounds	COMMENT
LOW	scripts/stress_test_40.sh	56	# Open file descriptors for server	COMMENT
LOW	scripts/stress_test_40.sh	126	# Check if server is running	COMMENT
LOW	scripts/phone-server/testflight-setup.py	139	# Assign build to group	COMMENT

Example Usage Blocks10 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	ios/TestHarness/run_e2e.sh	10	# Usage:	COMMENT
LOW	scripts/quick-release.sh	13	# Usage:	COMMENT
LOW	scripts/generate_release_notes.sh	6	# Usage:	COMMENT
LOW	scripts/clean_target.sh	11	# Usage:	COMMENT
LOW	scripts/stale_server_upgrade_sandbox.sh	12	# Usage:	COMMENT
LOW	scripts/uninstall.sh	13	# Usage:	COMMENT
LOW	scripts/memory_probe.sh	19	# Usage:	COMMENT
LOW	scripts/check_guardrails.sh	9	# Usage:	COMMENT
LOW	scripts/memory_regression_gate.sh	18	# Usage:	COMMENT
LOW	scripts/lib/configure_path.sh	4	# Usage:	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	…s/jcode-provider-cursor-runtime/src/agent_transport.rs	17	//! the same open bidirectional stream as requested by the server.	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH⚡	assets/demos/wolf_timeline.json	1	[{"t": 800, "event": "user_message", "text": "are models able to use vision to acutallyt see images? "}, {"t": 1600, "ev	CODE

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	ios/TestHarness/mock_gateway.py	263	async def handle_request(ws, state, raw):	CODE
LOW	scripts/benchmark_browser_handoff.py	63	def handle_request(self, post):	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	crates/jcode-core/src/stdin_detect.rs	367	// TODO: implement with windows-sys crate	COMMENT

1jehuang/jcode

Open-Source Code Quality, Security and Technical Debt Review