0.9

Adjusted Signal

0.9

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

36.0K

Stars

Language

1.4M

Lines of Code

10.4K

Files

915

Pattern Hits

2026-10-31

Scan Date

0.00

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 2.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 736 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 48 finding(s).

Agent Over-Engineering Ratio 1.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 247 finding(s).

PR Review Velocity Impact 4.6/100 · LOW

Which changes need focused human review? 915 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 9HIGH 25MEDIUM 104LOW 777

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 915 distinct pattern matches across 16 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 Block587 hits · 587 pts

Severity	File	Line	Snippet	Context
LOW	reasonix.example.toml	1	# Reasonix configuration.	COMMENT
LOW	reasonix.example.toml	41		COMMENT
LOW	reasonix.example.toml	61	# plan_mode_read_only_commands = ["gh issue view"] # legacy compatibility only; Plan bash uses Permissions	COMMENT
LOW	reasonix.example.toml	81	# include_runtime_context = true	COMMENT
LOW	reasonix.example.toml	101	# saw nothing, so listing it here would drop pictures silently.	COMMENT
LOW	reasonix.example.toml	121	# billing_currency = "USD" # frozen list-price currency: CNY\|USD	COMMENT
LOW	reasonix.example.toml	141	# name = "openai-compatible-custom"	COMMENT
LOW	reasonix.example.toml	181	mcp_call_timeout_seconds = 300 # default MCP call safety cap; per-plugin/tool overrides may raise it	COMMENT
LOW	reasonix.example.toml	201	# ship out of the box. The model invokes them via run_skill / explore / …; you	COMMENT
LOW	reasonix.example.toml	221		COMMENT
LOW	reasonix.example.toml	241	# # start. Use /mcp or the desktop MCP panel to refresh, reconnect, or disable.	COMMENT
LOW	cmd/reasonix-plugin-example/main.go	1	// Command reasonix-plugin-example is a reference Reasonix plugin: a minimal MCP stdio	COMMENT
LOW	cmd/e2ebench/main.go	141	// number stays comparable when the same suite runs against another harness.	COMMENT
LOW	cmd/e2ebench/main.go	161	Trajectory *trajectorySummary `json:"trajectory,omitempty"`	COMMENT
LOW	tools/repolint/wireparity.go	101	// Whether a replayed trajectory covers the session or only a prefix of it.	COMMENT
LOW	tools/repolint/wireparity.go	161	{"internal/ext/modpreview/types.go", "Call", tsPluginFile, "ModPreviewCall"},	COMMENT
LOW	tools/repolint/wireparity.go	241	// list as the whole set of open prompts — one it cannot read is a card it	COMMENT
LOW	tools/workgroupassay/protocol.go	1	package main	COMMENT
LOW	internal/contract/settings/doc.go	1	// Package settings is the one declaration of every user-file key: who may	COMMENT
LOW	internal/contract/config/paths.go	541		COMMENT
LOW	internal/contract/config/model_window.go	1	// Where a model's context window comes from. It is a fact about the model, not	COMMENT
LOW	internal/contract/config/config.go	221	// IgnoredProjectDefaultModel returns the project reasonix.toml default_model	COMMENT
LOW	internal/contract/config/config.go	681	// "password": a login page with bcrypt password verification.	COMMENT
LOW	internal/contract/config/config.go	701	RememberPairedDevices bool `toml:"remember_paired_devices"`	COMMENT
LOW	internal/contract/config/config.go	781	// NetworkProxyMode normalizes network.proxy_mode to a known value.	COMMENT
LOW	internal/contract/config/config.go	901	// stay inside the project by default. AllowWrite lists extra directories	COMMENT
LOW	internal/contract/config/config.go	921	// HostAuthorities lists the host services bash may call. Defaults to	COMMENT
LOW	internal/contract/config/config.go	1081	RecoveryTemperature float64 `toml:"recovery_temperature"`	COMMENT
LOW	internal/contract/config/config.go	1121	SubagentSteerBytes int `toml:"max_subagent_steer_bytes"` // the user file only	COMMENT
LOW	internal/contract/config/config.go	1181	// budget survive only through the digest, unless marked [[keep]].	COMMENT
LOW	internal/contract/config/capability_errors.go	21	// ErrActivationUnavailable is the durable switch store failing to answer — read,	COMMENT
LOW	internal/contract/config/plugin_entry.go	21	// initialize + tools/list. Zero keeps the global/default cap.	COMMENT
LOW	internal/contract/config/protocol.go	21	Discovery string	COMMENT
LOW	internal/contract/config/credentials_keyring_unix.go	101	if len(secret.Value) == 0 {	COMMENT
LOW	internal/contract/config/cli.go	1	package config	COMMENT
LOW	internal/contract/config/provider_entry.go	81	// Thinking / Effort are provider-kind-specific knobs forwarded via Config.Extra.	COMMENT
LOW	internal/contract/config/provider_entry.go	101	// WebSearch controls the provider-executed web_search tool for compatible	COMMENT
LOW	internal/contract/config/storage_roots.go	21	// RootState holds transcripts, archives, stats, and per-project memory.	COMMENT
LOW	internal/contract/config/storage_roots.go	41	// contract, not an omission: locks must converge across instances, and home	COMMENT
LOW	internal/contract/config/storage_roots.go	81	// what the environment says, which every package-level path function still	COMMENT
LOW	internal/contract/config/cache_policy.go	1	package config	COMMENT
LOW	internal/contract/config/preset_upgrade.go	21	// Window is the context window that shape shipped with. Nil identifies the	COMMENT
LOW	internal/contract/config/decode.go	41	// isolateDecodedProviders stops one vendor's defaults from being written onto	COMMENT
LOW	internal/contract/config/load.go	21	// Load builds the configuration: defaults, then user config, then project	COMMENT
LOW	…l/contract/config/testdata/user_config_1x_v1.39.5.toml	61	# [environment.tools]	COMMENT
LOW	…l/contract/config/testdata/user_config_1x_v1.39.5.toml	161	# Readers always default to allow. Precedence: deny > ask > allow > fallback.	COMMENT
LOW	…l/contract/config/testdata/user_config_1x_v1.39.5.toml	281	# command = "reasonix-plugin-example"	COMMENT
LOW	internal/contract/hostaudit/doc.go	1	// Package hostaudit holds the structured audit records the host emits beside a	COMMENT
LOW	internal/contract/hostaudit/outcome_sample.go	21	// DebtAge counts consecutive rounds carrying an unverified mutation with	COMMENT
LOW	internal/contract/chartspec/doc.go	1	// Package chartspec is the closed, versioned description of a chart a model may	COMMENT
LOW	internal/contract/provider/provider.go	41	// Message is a single conversation message.	COMMENT
LOW	internal/contract/provider/provider.go	61	// VideoParts are Videos resolved for one request. Never stored.	COMMENT
LOW	internal/contract/provider/provider.go	101	// ModelRef names the model that wrote this assistant turn. Local UI metadata,	COMMENT
LOW	internal/contract/provider/provider.go	221	}	COMMENT
LOW	internal/contract/provider/provider.go	241	// tool_calls entry must be answered by a following tool message for its id, and a	COMMENT
LOW	internal/contract/provider/provider.go	541	// Stream starts a streaming completion, pushing increments on the channel.	COMMENT
LOW	internal/contract/provider/streaminterrupt.go	21	// A local model prefilling a long context is silent for minutes at a time.	COMMENT
LOW	internal/contract/provider/schema_dialect.go	21		COMMENT
LOW	internal/contract/provider/schema_dialect.go	61	// subtree and drives reserialization.	COMMENT
LOW	internal/contract/provider/zhipu_effort.go	1	package provider	COMMENT
527 more matches not shown…

Decorative Section Separators89 hits · 257 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/contract/config/backfill_test.go	1894	// ── Explicit model list: normalization must not override user selection ───────	COMMENT
MEDIUM	internal/contract/config/chat_model_test.go	8	// ── IsLikelyChatModel ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/contract/config/chat_model_test.go	109	// ── ModelList / ChatModelList ──────────────────────────────────────────────────	COMMENT
MEDIUM	internal/tools/builtin/write_tool_test.go	302	separator := " // ═══════════════════════════════════════"	CODE
MEDIUM⚡	internal/tools/builtin/delete_range_test.go	238	"// ═══════════════════════════════════════",	CODE
MEDIUM⚡	internal/tools/builtin/delete_range_test.go	240	"// ═══════════════════════════════════════",	CODE
MEDIUM⚡	internal/tools/builtin/delete_range_test.go	242	"// ═══════════════════════════════════════",	CODE
MEDIUM⚡	internal/tools/builtin/delete_range_test.go	248	"path": f, "start_anchor": "// ═══════════════════════════════════════", "end_anchor": "const b = 2;",	CODE
MEDIUM	desktop/frontend-next/src/actions.ts	86	// ── The window's own switches, and the way into the turn's policy ────────	COMMENT
MEDIUM	desktop/frontend-next/src/actions.ts	198	// ── The turn ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/actions.ts	218	// ── Committing what is staged ────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/actions.ts	229	// ── Which branch the workspace is on ─────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/actions.ts	234	// ── What is waiting to be sent ───────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/actions.ts	256	// ── Capabilities ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/actions.ts	270	// ── The window itself ────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/actions.ts	414	// ── Opening what a person already has ────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/actions.ts	439	// ── Taking a change back ─────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/actions.ts	565	// ── How the window looks ─────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en_settings.ts	207	// ── 设置：分区与导航 ─────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en_settings.ts	221	// ── 设置：会话 ───────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en_settings.ts	240	// ── 设置：模型 ───────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en_settings.ts	287	// ── 设置：工具与权限 ─────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en_settings.ts	615	// ── 设置：自动化与扩展 ───────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en_settings.ts	658	// ── 设置：其余分区 ───────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en_settings.ts	677	// ── 设置：行内操作 ───────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en_settings.ts	691	// ── 卡片与窗口控件 ───────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en_settings.ts	801	// ── 首次连接 ─────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en_settings.ts	831	// ── 状态与动作 ───────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en_settings.ts	1006	// ── 对比度与钩子示例 ─────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en_settings.ts	1072	// ── 装上/接上之后说了什么 ─────────────────────────────────────	COMMENT
MEDIUM⚡	desktop/frontend-next/src/i18n/en.ts	1497	// ── 宿主通知卡片自己的头部（NoticeCard）───────────────────────	COMMENT
MEDIUM⚡	desktop/frontend-next/src/i18n/en.ts	1502	// ── 连不上时卡在哪一步（kernel.ts 的 refusal 措辞）─────────────	COMMENT
MEDIUM⚡	desktop/frontend-next/src/i18n/en.ts	1504	// ── 内核其余的拒绝措辞 ─────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	87	// ── 转录：卡片与流 ───────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	217	// ── 运行状态 ─────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	256	// ── 面板与栏 ─────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	578	// ── 会话树 ───────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	644	// ── 待发队列 ─────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	688	// ── 外观设置 ─────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	740	// ── 高级外观 ─────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	745	// ── 明暗与配色 ───────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	800	// ── 连接与来源 ───────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	967	// ── 外部服务与插件 ───────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	999	// ── 自动化 ───────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	1007	// ── 网络 ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	1024	// ── 命令解释器 ───────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	1041	// ── 卡片：批准、还原、收工 ───────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	1141	// ── 开场 ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	1151	// ── 版本 ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	1165	// ── 账号 ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	1176	// ── 分工与模型 ───────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	1183	// ── 记忆 ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	1219	// ── 其余 ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	1266	// ── 常量表：档位、分区、状态 ─────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	1334	// ── 面板标签与关闭确认 ───────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	1343	// ── 版本 ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	1363	// ── 插件安装 ─────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	1375	// ── 来源与自动化 ─────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	1385	// ── 卡片 ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	desktop/frontend-next/src/i18n/en.ts	1416	// ── 通用动作 ─────────────────────────────────────────────────────	COMMENT
29 more matches not shown…

Hyper-Verbose Identifiers116 hits · 139 pts

Severity	File	Line	Snippet	Context
LOW⚡	tools/trajectory/test_lease_cost.py	25	def test_reads_only_lease_frames(self):	CODE
LOW⚡	tools/trajectory/test_lease_cost.py	35	def test_a_partial_last_line_is_skipped(self):	CODE
LOW⚡	tools/trajectory/test_lease_cost.py	43	def test_finds_logs_under_a_directory(self):	CODE
LOW⚡	tools/trajectory/test_lease_cost.py	55	def test_absent_witness_means_intact(self):	CODE
LOW⚡	tools/trajectory/test_lease_cost.py	60	def test_a_witness_is_reported(self):	CODE
LOW⚡	tools/trajectory/test_lease_cost.py	67	def test_an_unreadable_witness_counts_as_truncated(self):	CODE
LOW	tools/trajectory/test_lease_cost.py	81	def test_counts_every_hold_and_only_contended_waits(self):	CODE
LOW⚡	tools/trajectory/test_lease_cost.py	93	def test_an_uncontended_run_reports_no_wait_at_all(self):	CODE
LOW⚡	tools/trajectory/test_lease_cost.py	101	def test_a_zero_length_hold_has_no_share(self):	CODE
LOW⚡	tools/trajectory/test_lease_cost.py	106	def test_nothing_recorded_says_so(self):	CODE
LOW⚡	tools/trajectory/test_lease_cost.py	112	def test_a_truncated_log_is_said_in_the_rendering(self):	CODE
LOW⚡	tools/trajectory/test_progress_corpus.py	30	def test_prefers_todo_progress_over_complete_step(self):	CODE
LOW⚡	tools/trajectory/test_progress_corpus.py	40	def test_proxy_fidelity_is_part_of_the_sample(self):	CODE
LOW⚡	tools/trajectory/test_progress_corpus.py	45	def test_require_semantic_refuses_a_proxy_sample(self):	CODE
LOW⚡	tools/trajectory/test_progress_corpus.py	49	def test_require_semantic_accepts_a_semantic_sample(self):	CODE
LOW	tools/trajectory/test_progress_corpus.py	61	def test_gaps_are_differences_between_consecutive_advances(self):	CODE
LOW	tools/trajectory/test_progress_corpus.py	85	def test_unknown_fields_and_kinds_are_ignored(self):	CODE
LOW⚡	tools/trajectory/test_progress_corpus.py	100	def test_a_todo_line_that_stopped_parsing_is_an_error(self):	CODE
LOW⚡	tools/trajectory/test_progress_corpus.py	106	def test_a_file_that_is_not_a_trajectory_is_an_error(self):	CODE
LOW⚡	tools/trajectory/test_progress_corpus.py	116	def test_transitions_carry_scalars_only(self):	CODE
LOW	tools/trajectory/test_progress_corpus.py	152	def test_rewrites_do_not_end_an_episode(self):	CODE
LOW	tools/trajectory/test_progress_corpus.py	165	def test_a_replan_after_rewrites_resolves_the_episode(self):	CODE
LOW	tools/trajectory/test_progress_corpus.py	177	def test_terminal_is_not_folded_into_advance(self):	CODE
LOW	tools/trajectory/test_progress_corpus.py	187	def test_an_unresolved_replan_is_censored_not_dropped(self):	CODE
LOW	tools/trajectory/test_progress_corpus.py	198	def test_proxy_samples_produce_no_episodes(self):	CODE
LOW	tools/trajectory/test_progress_corpus.py	205	def test_semantic_samples_write_the_file(self):	CODE
LOW	tools/trajectory/test_progress_corpus.py	219	def test_episodes_stay_out_of_the_default_summary(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	63	def test_an_injected_repeat_loop_is_caught(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	70	def test_a_clean_run_of_distinct_calls_is_not_flagged(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	77	def test_a_dispatch_emitted_twice_counts_one_call(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	81	def test_a_result_event_emitted_twice_counts_one_call(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	87	def test_polling_that_returns_new_output_is_not_a_repeat(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	93	def test_a_retry_after_a_failure_is_not_a_repeat(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	97	def test_the_same_failure_twice_is_a_retry_not_a_repeat(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	101	def test_a_write_between_two_identical_reads_clears_the_history(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	105	def test_a_repeat_in_another_turn_is_not_a_repeat(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	109	def test_a_dispatch_without_a_result_is_unresolved_and_counts_nowhere(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	115	def test_a_rationale_that_differs_hides_a_repeat_unless_ignored(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	125	def test_a_block_that_repeats_itself_is_caught(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	131	def test_a_block_repeated_across_blocks_is_caught_at_every_threshold(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	139	def test_clean_distinct_reasoning_is_not_flagged(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	149	def test_natural_prose_is_not_flagged(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	162	def test_short_blocks_are_excluded_and_counted(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	167	def test_punctuation_and_case_do_not_hide_a_repeat(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	172	def test_a_stream_without_reasoning_events_falls_back_to_the_message_and_says_so(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	177	def test_a_flat_envelope_reads_like_the_wrapped_one(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	189	def test_the_message_event_is_not_read_as_a_second_block(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	195	def test_a_repeated_short_reply_is_caught(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	201	def test_varied_replies_are_not_flagged(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	207	def test_a_long_identical_reply_is_outside_the_cap(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	213	def test_a_break_resets_the_run(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	235	def test_a_continued_run_that_redoes_the_work_is_caught(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	243	def test_a_continued_run_that_moves_on_is_not_flagged(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	249	def test_the_same_call_with_a_new_result_is_new_evidence(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	255	def test_usage_is_deduplicated_by_attempt(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	262	def test_two_requests_that_share_an_attempt_id_are_both_counted(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	267	def test_an_identical_usage_event_emitted_twice_counts_once(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	271	def test_a_wire_log_whose_sidecar_says_truncated_is_reported_as_a_prefix(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	280	def test_a_complete_wire_log_and_a_trajectory_are_not_reported_truncated(self):	CODE
LOW⚡	tools/loopmetrics/test_loopmetrics.py	290	def test_usage_in_two_processes_is_not_deduplicated_across_them(self):	CODE
56 more matches not shown…

Cross-File Repetition23 hits · 115 pts

Severity	File	Snippet	Context
HIGH	…eam-edge/tasks/fleet-edge-wide/workdir/handlers/h05.py	handle a transfer request. the service contract requires every handler to validate its payload before touching the ledge	STRING
HIGH	…eam-edge/tasks/fleet-edge-wide/workdir/handlers/h11.py	handle a transfer request. the service contract requires every handler to validate its payload before touching the ledge	STRING
HIGH	…eam-edge/tasks/fleet-edge-wide/workdir/handlers/h01.py	handle a transfer request. the service contract requires every handler to validate its payload before touching the ledge	STRING
HIGH	…eam-edge/tasks/fleet-edge-wide/workdir/handlers/h10.py	handle a transfer request. the service contract requires every handler to validate its payload before touching the ledge	STRING
HIGH	…eam-edge/tasks/fleet-edge-wide/workdir/handlers/h04.py	handle a transfer request. the service contract requires every handler to validate its payload before touching the ledge	STRING
HIGH	…eam-edge/tasks/fleet-edge-wide/workdir/handlers/h03.py	handle a transfer request. the service contract requires every handler to validate its payload before touching the ledge	STRING
HIGH	…eam-edge/tasks/fleet-edge-wide/workdir/handlers/h07.py	handle a transfer request. the service contract requires every handler to validate its payload before touching the ledge	STRING
HIGH	…eam-edge/tasks/fleet-edge-wide/workdir/handlers/h06.py	handle a transfer request. the service contract requires every handler to validate its payload before touching the ledge	STRING
HIGH	…eam-edge/tasks/fleet-edge-wide/workdir/handlers/h12.py	handle a transfer request. the service contract requires every handler to validate its payload before touching the ledge	STRING
HIGH	…eam-edge/tasks/fleet-edge-wide/workdir/handlers/h02.py	handle a transfer request. the service contract requires every handler to validate its payload before touching the ledge	STRING
HIGH	…eam-edge/tasks/fleet-edge-wide/workdir/handlers/h09.py	handle a transfer request. the service contract requires every handler to validate its payload before touching the ledge	STRING
HIGH	…eam-edge/tasks/fleet-edge-wide/workdir/handlers/h08.py	handle a transfer request. the service contract requires every handler to validate its payload before touching the ledge	STRING
HIGH	…width/tasks/fleet-parallel-three/workdir/beta/entry.py	entry point for the alpha subsystem. exactly one module below is live; the rest are retained for rollback and their mark	STRING
HIGH	…idth/tasks/fleet-parallel-three/workdir/gamma/entry.py	entry point for the alpha subsystem. exactly one module below is live; the rest are retained for rollback and their mark	STRING
HIGH	…idth/tasks/fleet-parallel-three/workdir/alpha/entry.py	entry point for the alpha subsystem. exactly one module below is live; the rest are retained for rollback and their mark	STRING
HIGH	…nchmarks/train/tasks/gen-money-round/workdir/ledger.py	human-facing display of monetary amounts. contract (see readme.md): every amount is rounded to the nearest cent using ro	STRING
HIGH	…chmarks/train/tasks/gen-money-round/solution/ledger.py	human-facing display of monetary amounts. contract (see readme.md): every amount is rounded to the nearest cent using ro	STRING
HIGH	…chmarks/train/tasks/gen-money-round/workdir/display.py	human-facing display of monetary amounts. contract (see readme.md): every amount is rounded to the nearest cent using ro	STRING
HIGH	…hmarks/train/tasks/gen-money-round/solution/display.py	human-facing display of monetary amounts. contract (see readme.md): every amount is rounded to the nearest cent using ro	STRING
HIGH	…ate-signature-3packages-forced/workdir/common/money.py	format cents as a currency string, e.g. 1234 -> '12.34 usd'.	STRING
HIGH	…/tasks/context-pressure-forced/workdir/common/money.py	format cents as a currency string, e.g. 1234 -> '12.34 usd'.	STRING
HIGH	…rks/e2e/tasks/context-pressure/workdir/common/money.py	format cents as a currency string, e.g. 1234 -> '12.34 usd'.	STRING
HIGH	…ks/migrate-signature-3packages/workdir/common/money.py	format cents as a currency string, e.g. 1234 -> '12.34 usd'.	STRING

Hallucination Indicators9 hits · 90 pts

Severity	File	Line	Snippet	Context
CRITICAL	internal/runtime/agent/root_wall_lifetime_test.go	39	same := root.task.budget.rootTokens.wall.started.Equal(started)	CODE
CRITICAL	internal/runtime/agent/root_bounded_budget_test.go	102	if root.task.budget.rootTokens.used.Load() != want {	CODE
CRITICAL	internal/runtime/agent/root_bounded_budget_test.go	103	t.Fatalf("root tokens=%d,want%d", root.task.budget.rootTokens.used.Load(), want)	CODE
CRITICAL	internal/runtime/agent/root_bounded_budget_test.go	132	if got := root.task.budget.rootTokens.used.Load(); got != 5500 {	CODE
CRITICAL	internal/runtime/agent/root_triage_budget_test.go	98	if root.task.budget.promptTokens+root.task.budget.outputTokens != want \|\| root.task.budget.rootTokens.used.Load() !=	CODE
CRITICAL	internal/runtime/agent/root_triage_budget_test.go	99	t.Fatalf("local/root=%d/%d want%d/%d", root.task.budget.promptTokens+root.task.budget.outputTokens, root.task.budget	CODE
CRITICAL	internal/runtime/agent/root_auxiliary_budget_test.go	49	if got := a.task.budget.rootTokens.used.Load(); got != 3300 {	CODE
CRITICAL	internal/runtime/agent/root_auxiliary_budget_test.go	129	if got := root.task.budget.rootTokens.used.Load(); got != want {	CODE
CRITICAL	internal/runtime/agent/root_token_scope_test.go	65	if root.task.budget.rootTokens.used.Load() != 3300 {	CODE

AI Slop Vocabulary9 hits · 26 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/model/visionimage/visionimage_test.go	42	// (byte size isn't a robust invariant for synthetic, highly-compressible input).	COMMENT
MEDIUM	benchmarks/e2e/tasks/ambiguous-robust-stats/verify.sh	15	# The prompt never says what "robust" means for an empty file: a graceful	COMMENT
MEDIUM	benchmarks/swebench/subset.json	181	"problem_statement": "ax.clear() adds extra ticks, un-hides shared-axis tick labels\n### Bug report\r\n\r\n**Bug sum	CODE
MEDIUM	scripts/version-ab.sh	4	# The harness, the task set and the grader all come from the working tree; only	COMMENT
MEDIUM	.github/workflows/studio.yml	541	# elevate.exe, every PE image's architecture) is exercised on pull	COMMENT
MEDIUM	.github/workflows/studio.yml	552	# The NSIS run writes elevate.exe into the tree it packs, so each	COMMENT
MEDIUM	.github/workflows/acp-conformance.yml	5	# it runs when the ACP frontend or the harness changes, and on request.	COMMENT
MEDIUM	.github/workflows/e2e-bot.yml	43	# Default-branch checkout: this is where the harness (cmd/e2ebench), the	COMMENT
MEDIUM	.github/workflows/release-studio.yml	412	# its own copy: NSIS writes elevate.exe into the tree it packs, and a zip	COMMENT

Unused Imports24 hits · 24 pts

Severity	File	Line	Context
LOW	tools/loopmetrics/experiments/phase1/cells.py	1	CODE
LOW	…eam-edge/tasks/fleet-edge-wide/workdir/handlers/h07.py	1	CODE
LOW	…tion-stress/tasks/vs-neu-schema-v2/workdir/consumer.py	1	CODE
LOW	…ion-stress/tasks/vs-neu-schema-v2/solution/consumer.py	1	CODE
LOW	…n-stress/tasks/vs-neu-enumsplit/workdir/transitions.py	1	CODE
LOW	…-stress/tasks/vs-neu-enumsplit/solution/transitions.py	1	CODE
LOW	…/tasks/explore-last-stage/workdir/pipeline/registry.py	13	CODE
LOW	…/tasks/explore-last-stage/workdir/pipeline/registry.py	13	CODE
LOW	…/tasks/explore-last-stage/workdir/pipeline/registry.py	13	CODE
LOW	…/tasks/explore-last-stage/workdir/pipeline/registry.py	13	CODE
LOW	…rks/e2e/tasks/nosol-readonly-upstream/workdir/dates.py	1	CODE
LOW	scripts/official-theme-art/build.py	2	CODE
LOW	scripts/official-theme-art/palettes.py	8	CODE
LOW	scripts/official-theme-art/figures.py	7	CODE
LOW	scripts/official-theme-art/figures.py	9	CODE
LOW	scripts/official-theme-art/figures.py	11	CODE
LOW	scripts/official-theme-art/figures.py	13	CODE
LOW	scripts/official-theme-art/figures.py	13	CODE
LOW	scripts/official-theme-art/figures.py	13	CODE
LOW	scripts/official-theme-art/scenes.py	9	CODE
LOW	scripts/official-theme-art/scenes.py	13	CODE
LOW	scripts/official-theme-art/scenes.py	15	CODE
LOW	scripts/official-theme-art/artkit.py	7	CODE
LOW	scripts/official-theme-art/provenance.py	4	CODE

Excessive Try-Catch Wrapping16 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	tools/loopmetrics/experiments/phase1/drive.py	24	except Exception:	CODE
LOW	tools/loopmetrics/experiments/phase1/drive.py	60	except Exception:	CODE
MEDIUM	tools/loopmetrics/experiments/phase1/drive.py	21	def spent():	CODE
LOW	internal/safety/sandbox/host_authority_test.go	81	except Exception as e: print("agent unreachable:", e)	CODE
LOW	internal/safety/sandbox/host_authority_test.go	83	except Exception as e: print("network unreachable:", e)`, f.sock, f.url)	CODE
LOW	internal/safety/sandbox/host_authority_test.go	255	except Exception as e: print(path, "unreachable:", e)`, f.sock, presetSock)	CODE
LOW	internal/session/control/refs.go	1147	except Exception:	CODE
LOW	internal/session/control/refs.go	1150	except Exception:	CODE
LOW	internal/session/control/refs.go	1163	except Exception as exc:	CODE
LOW	benchmarks/train/tasks/gen-retry-cap/workdir/retry.py	47	except Exception:	CODE
LOW	benchmarks/train/tasks/gen-retry-cap/solution/retry.py	48	except Exception:	CODE
LOW	benchmarks/train/tasks/gen-path-normalize/verify.sh	11	except Exception as exc: # missing file, syntax error, import-time crash	CODE
LOW	benchmarks/train/tasks/gen-path-normalize/verify.sh	79	except Exception as exc:	CODE
LOW	benchmarks/train/tasks/gen-topo-cycle/verify.sh	68	except Exception as exc:	CODE
LOW	benchmarks/train/tasks/gen-topo-cycle/verify.sh	83	except Exception as exc:	CODE
LOW	benchmarks/e2e/tasks/ambiguous-fail-fast/verify.sh	24	except Exception as err:	CODE

Fake / Example Data15 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	internal/assembly/boot/effect_1x_context_test.go	24	session1xFolded = "LONG lorem ipsum"	CODE
LOW	internal/platform/remote/host_test.go	75	h, err := ResolveHost(config.Default(), "user@example.com", nil)	CODE
LOW	desktop/electron/src/elementpick.js	61	const KEPT = new Set(["id", "class", "href", "src", "alt", "title", "name", "type", "placeholder", "data-testid"]);	CODE
LOW	desktop/electron/src/elementpick.js	100	for (const attr of ["aria-label", "alt", "title", "placeholder"]) {	CODE
LOW	desktop/electron/src/elementpick.js	163	return clip([el.getAttribute("aria-label"), el.getAttribute("placeholder"), el.getAttribute("name"), el.type].filt	CODE
LOW⚡	…ontend-next/src/ui/placeholderfit.interaction.test.tsx	25	expect(screen.getByLabelText("box").getAttribute("placeholder")).toBe("a long placeholder");	CODE
LOW⚡	…ontend-next/src/ui/placeholderfit.interaction.test.tsx	31	expect(screen.getByLabelText("box").getAttribute("placeholder")).toBe("short");	CODE
LOW⚡	…ontend-next/src/ui/placeholderfit.interaction.test.tsx	34	expect(screen.getByLabelText("box").getAttribute("placeholder")).toBe("…");	CODE
LOW	…-next/src/ui/EditConn.priceSource.interaction.test.tsx	75	expect(field("alpha 的核对日期").getAttribute("placeholder")).toBe("YYYY-MM-DD");	CODE
LOW	…ntend-next/src/ui/settings-search.interaction.test.tsx	49	await userEvent.type(find(), "placeholder");	CODE
LOW	desktop/frontend-next/src/ui/prefsnav.tsx	331	{ section: "appearance", anchor: "composer-hint", title: "输入框提示", scope: "machine", apply: "immediate", keywords: ["占位	CODE
LOW	benchmarks/train/tasks/gen-validator-split/verify.sh	22	assert records.validate_record(" Bob , 22 , bob@example.org ") == ("Bob", 22, "bob@example.org")	CODE
LOW	benchmarks/train/tasks/gen-validator-split/verify.sh	23	assert records.validate_record("Eve,0,eve@example.org") == ("Eve", 0, "eve@example.org")	CODE
LOW	…main/java/io/reasonix/mobile/app/BrowserShellServer.kt	428	var n = el.getAttribute('aria-label') \|\| el.getAttribute('placeholder') \|\| el.getAttribute('name	CODE
LOW	workers/crash-report/src/index.test.ts	413	{ id: 1, email: "admin@example.com", role: "admin", created_at: "", approved_at: "" },	CODE

Deep Nesting16 hits · 16 pts

Severity	File	Line	Context
LOW	tools/trajectory/lease_cost.py	48	CODE
LOW	tools/trajectory/progress_corpus.py	95	CODE
LOW	tools/loopmetrics/loopmetrics.py	30	CODE
LOW	tools/loopmetrics/loopmetrics.py	304	CODE
LOW	examples/api-notes-kit/fixture/check_refs.py	27	CODE
LOW	…arks/train/tasks/gen-semver-cmp/solution/semver_cmp.py	8	CODE
LOW	…arks/train/tasks/gen-csv-quotes/solution/csv_reader.py	8	CODE
LOW	…ks/train/tasks/gen-path-normalize/solution/pathutil.py	4	CODE
LOW	benchmarks/train/tasks/gen-topo-cycle/workdir/topo.py	8	CODE
LOW	benchmarks/train/tasks/gen-topo-cycle/solution/topo.py	9	CODE
LOW	…e2e/tasks/refactor-table-driven/workdir/statuscodes.py	12	CODE
LOW	scripts/check-cli-archives.py	26	CODE
LOW	scripts/official-theme-art/palettes.py	218	CODE
LOW	scripts/official-theme-art/scenes.py	226	CODE
LOW	scripts/official-theme-art/scenes.py	263	CODE
LOW	scripts/official-theme-art/artkit.py	54	CODE

Modern AI Meta-Vocabulary5 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	internal/contract/config/render_providers.go	11	// scaffold, where each optional field carries an explanatory comment.	COMMENT
MEDIUM	internal/frontend/cli/cli.go	688	// initHint handles `reasonix init`. Unlike a config scaffold, project memory is	COMMENT
MEDIUM	internal/ext/skill/skill.go	1186	// stubBody is the scaffold written by `/skill new` — minimal frontmatter plus	COMMENT
MEDIUM	internal/base/fileref/search_test.go	12	// content. Tests use it to scaffold the workspace layout before each Search	COMMENT
MEDIUM	scripts/verify-stable-release-artifacts.sh	2	# Verify that a stable orchestration produced every public release channel.	COMMENT

Empty Error Handlers2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	tools/loopmetrics/experiments/phase1/drive.py	60	except Exception:	CODE
HIGH	…hmarks/train/tasks/gen-topo-cycle/workdir/test_topo.py	62	except ValueError:	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…rks/train/tasks/gen-path-normalize/workdir/pathutil.py	9	# TODO: implement POSIX path normalization.	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/version-ab.sh	12	# Usage:	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…rks/e2e/tasks/nosol-readonly-upstream/workdir/dates.py	3	__all__ = ["parse_date"]	CODE

Verbosity Indicators1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	benchmarks/swebench/subset.json	34	"problem_statement": "admin.E108 is raised on fields accessible only via instance.\nDescription\n\t \n\t\t(last modi	CODE

esengine/DeepSeek-Reasonix

Open-Source Code Quality, Security and Technical Debt Review