huggingface/ml-intern

23.2

Adjusted Score

23.2

Raw Score

100%

Time Factor

2026-07-09

Last Push

10.6K

Stars

Python

Language

65.2K

Lines of Code

193

Files

1.2K

Pattern Hits

2026-07-14

Scan Date

0.04

HC Hit Rate

What These Metrics Mean

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

Score History

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

Severity Breakdown

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

CRITICAL 0HIGH 8MEDIUM 148LOW 1042

Directory Score Breakdown

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

Pattern Findings

The scanner identified 1198 distinct pattern matches across 14 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers676 hits · 678 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/components/UsageMeter.tsx	50	function billingUnavailableMessage(error: string \| null \| undefined): string \| null {	CODE
LOW	frontend/src/hooks/useAgentChat.ts	55	function pendingApprovalItemsFromInfo(info: unknown): PendingApprovalItem[] \| undefined {	CODE
LOW	frontend/src/lib/sse-chat-transport.ts	153	function approvalContinuationPrelude(parts: UIMessage['parts']): UIMessageChunk[] {	CODE
LOW	frontend/src/lib/sse-chat-transport.ts	238	function createRecoveredFinishedStream(): ReadableStream<UIMessageChunk> {	CODE
LOW⚡	tests/unit/test_cli_rendering.py	21	def test_router_anthropic_research_model_is_unchanged():	CODE
LOW⚡	tests/unit/test_cli_rendering.py	28	def test_non_anthropic_research_model_is_unchanged():	CODE
LOW⚡	tests/unit/test_cli_rendering.py	32	def test_huggingface_prefix_research_model_strips_prefix():	CODE
LOW⚡	tests/unit/test_cli_rendering.py	39	def test_hf_router_openai_research_model_is_unchanged():	CODE
LOW⚡	tests/unit/test_cli_rendering.py	46	def test_help_output_keeps_descriptions_aligned(monkeypatch):	CODE
LOW	tests/unit/test_cli_rendering.py	69	def test_help_output_recomputes_widths_from_rows():	CODE
LOW	tests/unit/test_cli_rendering.py	90	def test_subagent_display_does_not_spawn_background_redraw(monkeypatch):	CODE
LOW	tests/unit/test_cli_rendering.py	130	def test_cli_forwards_model_flag_to_interactive_main(monkeypatch):	CODE
LOW	tests/unit/test_cli_rendering.py	146	def test_cli_forwards_sandbox_flag_to_interactive_main(monkeypatch):	CODE
LOW	tests/unit/test_cli_rendering.py	161	def test_cli_forwards_sandbox_flag_to_headless_main(monkeypatch):	CODE
LOW	tests/unit/test_cli_rendering.py	201	async def test_interactive_main_applies_model_override_before_banner(monkeypatch):	CODE
LOW	tests/unit/test_cli_rendering.py	231	async def test_local_model_local_runtime_skips_hf_token_prompt(monkeypatch):	CODE
LOW	tests/unit/test_cli_rendering.py	264	async def test_local_model_sandbox_runtime_prompts_for_hf_token(monkeypatch):	CODE
LOW	tests/unit/test_cli_rendering.py	304	async def test_interactive_main_passes_sandbox_runtime_to_tool_router(monkeypatch):	CODE
LOW	tests/unit/test_cli_rendering.py	353	async def test_interactive_main_passes_user_plan_to_submission_loop(monkeypatch):	CODE
LOW	tests/unit/test_cli_rendering.py	443	async def test_headless_main_passes_user_plan_to_submission_loop(monkeypatch):	CODE
LOW	tests/unit/test_cli_rendering.py	513	async def test_initial_sandbox_preload_waits_before_prompt():	CODE
LOW	tests/unit/test_doom_loop_polling.py	41	def test_polling_with_progressing_results_does_not_fire():	CODE
LOW	tests/unit/test_doom_loop_polling.py	56	def test_truly_stuck_polling_with_identical_results_still_fires():	CODE
LOW	tests/unit/test_doom_loop_polling.py	73	def test_identical_calls_with_no_results_yet_still_fires():	CODE
LOW	tests/unit/test_doom_loop_polling.py	87	def test_different_args_does_not_fire():	CODE
LOW	tests/unit/test_kpis_scheduler.py	29	def test_token_resolution_order(monkeypatch):	CODE
LOW	tests/unit/test_kpis_scheduler.py	53	def test_load_build_kpis_exposes_run_for_hour():	CODE
LOW	tests/unit/test_kpis_scheduler.py	60	def test_backfill_calls_run_hour_for_each_hour(monkeypatch):	CODE
LOW	tests/unit/test_kpis_scheduler.py	79	def test_start_is_no_op_when_disabled(monkeypatch):	CODE
LOW	tests/unit/test_kpis_scheduler.py	88	def test_start_skips_cleanly_without_apscheduler(monkeypatch):	CODE
LOW	tests/unit/test_kpis_scheduler.py	113	def test_shutdown_is_no_op_when_not_started():	CODE
LOW	tests/unit/test_session_uploader.py	19	def test_dataset_card_readme_has_metadata_and_public_warning():	CODE
LOW	tests/unit/test_session_uploader.py	40	def test_upload_dataset_card_only_for_claude_code_format():	CODE
LOW	tests/unit/test_session_uploader.py	64	def test_personal_token_env_takes_precedence_for_hf_token(monkeypatch):	CODE
LOW	tests/unit/test_session_uploader.py	71	def test_update_upload_status_preserves_other_uploader_fields(tmp_path):	CODE
LOW	tests/unit/test_session_uploader.py	102	def test_claude_code_jsonl_uses_message_timestamps():	CODE
LOW	tests/unit/test_session_uploader.py	136	def test_row_payload_scrubs_messages_events_and_tools(tmp_path):	CODE
LOW	tests/unit/test_session_uploader.py	161	def test_row_payload_includes_usage_scalars_and_parseable_metrics(tmp_path):	CODE
LOW	tests/unit/test_session_uploader.py	222	def test_claude_code_payload_scrubs_messages_before_conversion(tmp_path):	CODE
LOW	tests/unit/test_session_uploader.py	268	def test_claude_code_payload_ignores_usage_metrics(tmp_path):	CODE
LOW	tests/unit/test_cli_new_clear.py	53	def test_start_new_conversation_rotates_session_state(monkeypatch):	CODE
LOW	tests/unit/test_cli_new_clear.py	101	async def test_new_submission_resets_context_and_reports_clear_flag():	CODE
LOW	tests/unit/test_cli_new_clear.py	122	async def test_new_and_clear_slash_commands_share_operation_with_distinct_clear_flags():	CODE
LOW	tests/unit/test_web_search_tool.py	19	def test_web_search_extracts_duckduckgo_results_and_filters_domains(monkeypatch):	CODE
LOW	tests/unit/test_web_search_tool.py	65	def test_web_search_decodes_duckduckgo_redirects():	CODE
LOW	tests/unit/test_web_search_tool.py	83	def test_web_search_generic_fallback_dedupes_and_rejects_bad_base_url(monkeypatch):	CODE
LOW	tests/unit/test_web_search_tool.py	114	async def test_web_search_handler_returns_pretty_json(monkeypatch):	CODE
LOW	tests/unit/test_web_search_tool.py	163	def test_web_search_is_registered_for_llm():	CODE
LOW	tests/unit/test_session_persistence.py	16	async def test_noop_store_keeps_local_cli_and_tests_db_free():	CODE
LOW	tests/unit/test_session_persistence.py	33	def test_unsafe_message_payload_is_replaced_with_marker():	CODE
LOW⚡	tests/unit/test_session_persistence.py	100	async def test_mark_pro_seen_returns_none_when_unknown_user_starts_pro():	CODE
LOW⚡	tests/unit/test_session_persistence.py	107	async def test_mark_pro_seen_emits_conversion_after_seeing_user_as_free():	CODE
LOW⚡	tests/unit/test_session_persistence.py	117	async def test_mark_pro_seen_only_fires_conversion_once():	CODE
LOW	tests/unit/test_session_persistence.py	128	async def test_noop_store_mark_pro_seen_returns_none():	CODE
LOW	tests/unit/test_session_persistence.py	176	def _store_with_fake_usage_db(*, sessions, events) -> MongoSessionStore:	CODE
LOW	tests/unit/test_session_persistence.py	184	async def test_load_usage_events_scopes_mongo_queries_to_current_user_and_window():	CODE
LOW	tests/unit/test_session_persistence.py	219	async def test_load_usage_events_dev_mode_uses_requested_session_without_user_filter():	CODE
LOW	tests/unit/test_sandbox_script_resolution.py	23	async def test_resolve_sandbox_script_accepts_bare_python_filename():	CODE
LOW	tests/unit/test_sandbox_script_resolution.py	34	async def test_resolve_sandbox_script_accepts_relative_python_path():	CODE
LOW	tests/unit/test_sandbox_script_resolution.py	54	async def test_resolve_sandbox_script_ignores_non_path_scripts(script):	CODE
616 more matches not shown…

Decorative Section Separators139 hits · 436 pts

Severity	File	Line	Snippet	Context
MEDIUM	frontend/src/theme.ts	3	// ── Shared tokens ────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/theme.ts	34	// ── Dark palette ─────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/theme.ts	71	// ── Light palette ────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/theme.ts	108	// ── Shared CSS baseline (scrollbar, code, brand-logo) ────────────	COMMENT
MEDIUM	frontend/src/theme.ts	175	// ── Theme builders ───────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/components/Chat/ToolCallGroup.tsx	1100	// ── Batch approval state ──────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/components/Chat/ToolCallGroup.tsx	1112	// ── Panel lock state (for auto-follow vs user-selected) ───────────	COMMENT
MEDIUM	frontend/src/components/Chat/ToolCallGroup.tsx	1193	// ── Send all decisions as a single batch ──────────────────────────	COMMENT
MEDIUM	frontend/src/components/Chat/ToolCallGroup.tsx	1262	// ── Show tool panel (shared logic) ────────────────────────────────	COMMENT
MEDIUM	frontend/src/components/Chat/ToolCallGroup.tsx	1328	// ── Panel click handler ───────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/components/Chat/ToolCallGroup.tsx	1346	// ── Auto-follow currently active tool when not locked ─────────────	COMMENT
MEDIUM	frontend/src/components/Chat/ToolCallGroup.tsx	1373	// ── Parse hf_jobs metadata from output ────────────────────────────	COMMENT
MEDIUM	frontend/src/components/Chat/ToolCallGroup.tsx	1384	// ── Render ────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/components/CodePanel/CodePanel.tsx	22	// ── Helpers ──────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/components/CodePanel/CodePanel.tsx	30	// ── Markdown styles (adapts via CSS vars) ────────────────────────	COMMENT
MEDIUM	frontend/src/components/CodePanel/CodePanel.tsx	89	// ── View toggle button ──────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/components/CodePanel/CodePanel.tsx	128	// ── Component ────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/components/CodePanel/CodePanel.tsx	236	// ── Syntax-highlighted code block (DRY) ────────────────────────	COMMENT
MEDIUM	frontend/src/components/CodePanel/CodePanel.tsx	255	// ── Content renderer ───────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/store/agentStore.ts	111	// ── Per-session state map ───────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/store/agentStore.ts	115	// ── Flat state (mirrors active session — UI reads from here) ────────	COMMENT
MEDIUM	frontend/src/store/agentStore.ts	154	// ── Per-session actions ─────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/store/agentStore.ts	168	// ── Global actions (not per-session) ────────────────────────────────	COMMENT
MEDIUM	frontend/src/store/agentStore.ts	310	// ── Per-session state management ──────────────────────────────────	COMMENT
MEDIUM	frontend/src/store/agentStore.ts	395	// ── Global flags ──────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/store/agentStore.ts	408	// ── Panel (single-artifact) ───────────────────────────────────────	COMMENT
MEDIUM	frontend/src/store/agentStore.ts	453	// ── Plan ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/store/agentStore.ts	460	// ── Edited scripts ────────────────────────────────────────────────	COMMENT
MEDIUM⚡	frontend/src/store/agentStore.ts	472	// ── Job URLs ────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	frontend/src/store/agentStore.ts	482	// ── Job Statuses ────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	frontend/src/store/agentStore.ts	492	// ── Trackio Dashboards ──────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/store/agentStore.ts	512	// ── Tool Errors ─────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/store/agentStore.ts	529	// ── Tool Rejections ──────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/src/store/agentStore.ts	541	// ── Tool Budget Blocks ───────────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_session_persistence.py	40	# ── mark_pro_seen ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_session_persistence.py	134	# ── load_usage_events ────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_session_reaper.py	175	# ── Reaper happy path ───────────────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_session_reaper.py	210	# ── Spared sessions ─────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_session_reaper.py	245	# ── Submit / reap race ──────────────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_session_reaper.py	283	# ── Turn-finish timestamp ───────────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_session_reaper.py	324	# ── Global reservation race (Part B) ────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_session_reaper.py	370	# ── Per-user concurrent cap interacts with reclaimed slots (Part E) ──────	COMMENT
MEDIUM	tests/unit/test_session_reaper.py	406	# ── Persistence safety (resumability invariant) ──────────────────────────	COMMENT
MEDIUM	tests/unit/test_session_reaper.py	481	# ── Reap / restore race ──────────────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_session_reaper.py	532	# ── Shutdown safety (cancellation must propagate) ────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_llm_error_classification.py	27	# ── context overflow ────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_llm_error_classification.py	49	# ── rate limit ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_llm_error_classification.py	74	# ── retry schedule selection ────────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_compaction_loop_break.py	44	# ── helpers ────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_compaction_loop_break.py	68	# ── _truncate_oversized ────────────────────────────────────────────────	COMMENT
MEDIUM	tests/unit/test_compaction_loop_break.py	135	# ── compact() raises CompactionFailedError ─────────────────────────────	COMMENT
MEDIUM	tests/unit/test_compaction_loop_break.py	295	# ── _compact_and_notify behavior on CompactionFailedError ──────────────	COMMENT
MEDIUM⚡	tests/unit/test_doom_loop.py	40	# ── _normalize_args / _hash_args ────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_doom_loop.py	96	# ── extract_recent_tool_signatures ──────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_doom_loop.py	127	# ── detect_identical_consecutive ────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_doom_loop.py	167	# ── detect_repeating_sequence ───────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/unit/test_doom_loop.py	198	# ── check_for_doom_loop ─────────────────────────────────────────────────	COMMENT
MEDIUM	backend/session_manager.py	181	# ── Capacity limits ─────────────────────────────────────────────────	COMMENT
MEDIUM	backend/session_manager.py	192	# ── Idle-session reaper ─────────────────────────────────────────────	COMMENT
MEDIUM	backend/session_manager.py	1279	# ── Capacity checks ──────────────────────────────────────────	COMMENT
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Excessive Try-Catch Wrapping201 hits · 192 pts

Severity	File	Line	Snippet	Context
LOW⚡	backend/session_manager.py	913	except Exception as e:	CODE
LOW	backend/session_manager.py	105	except Exception as e:	CODE
LOW	backend/session_manager.py	392	except Exception as e:	CODE
LOW	backend/session_manager.py	619	except Exception as e:	CODE
LOW	backend/session_manager.py	836	except Exception as e:	CODE
LOW	backend/session_manager.py	967	except Exception as e:	CODE
LOW	backend/session_manager.py	1051	except Exception as e:	CODE
LOW	backend/session_manager.py	1149	except Exception as e:	CODE
LOW	backend/session_manager.py	1380	except Exception as e:	CODE
LOW	backend/session_manager.py	1392	except Exception as e:	CODE
LOW	backend/session_manager.py	1418	except Exception as e:	CODE
LOW	backend/session_manager.py	1431	except Exception:	CODE
LOW	backend/session_manager.py	1444	except Exception as e:	CODE
LOW	backend/session_manager.py	1486	except Exception as e:	CODE
LOW	backend/session_manager.py	1522	except Exception as e:	CODE
LOW	backend/session_manager.py	1560	except Exception as e:	CODE
LOW	backend/session_manager.py	1603	except Exception as e:	CODE
LOW	backend/session_manager.py	1714	except Exception as e:	CODE
LOW	backend/session_manager.py	1741	except Exception as e:	CODE
LOW	backend/session_manager.py	1913	except Exception as e:	CODE
LOW	backend/main.py	43	except Exception as e:	CODE
LOW	backend/main.py	58	except Exception as e:	CODE
LOW	backend/main.py	67	except Exception as e:	CODE
LOW	backend/main.py	81	except Exception as e:	CODE
LOW	backend/kpis_scheduler.py	84	except Exception as e:	CODE
LOW⚡	backend/routes/agent.py	407	except Exception:	CODE
LOW⚡	backend/routes/agent.py	412	except Exception as e:	CODE
LOW⚡	backend/routes/agent.py	419	except Exception:	CODE
LOW	backend/routes/agent.py	99	except Exception as e:	CODE
LOW	backend/routes/agent.py	317	except Exception as e:	CODE
LOW	backend/routes/agent.py	449	except Exception:	CODE
LOW	backend/routes/agent.py	527	except Exception as e:	CODE
LOW	backend/routes/agent.py	684	except Exception:	CODE
LOW	backend/routes/agent.py	914	except Exception:	CODE
LOW⚡	agent/main.py	103	except Exception:	CODE
LOW	agent/main.py	147	except Exception:	CODE
LOW	agent/main.py	198	except Exception:	CODE
LOW	agent/main.py	206	except Exception as e:	CODE
LOW	agent/main.py	853	except Exception as e:	CODE
LOW	agent/main.py	1141	except Exception as e:	CODE
LOW	agent/main.py	1171	except Exception as e:	CODE
LOW	agent/tools/sandbox_client.py	123	except Exception:	CODE
LOW	agent/tools/sandbox_client.py	351	except Exception:	CODE
LOW	agent/tools/sandbox_client.py	390	except Exception as e:	CODE
LOW	agent/tools/sandbox_client.py	425	except Exception as e:	CODE
LOW	agent/tools/sandbox_client.py	439	except Exception as e:	CODE
LOW	agent/tools/sandbox_client.py	466	except Exception as e:	CODE
LOW	agent/tools/sandbox_client.py	590	except Exception:	STRING
LOW	agent/tools/sandbox_client.py	652	except Exception as e:	STRING
LOW	agent/tools/sandbox_client.py	757	except Exception as e:	STRING
LOW	agent/tools/sandbox_client.py	800	except Exception as e:	STRING
LOW	agent/tools/sandbox_client.py	860	except Exception as e:	STRING
LOW	agent/tools/hf_repo_files_tool.py	72	except Exception as e:	CODE
LOW	agent/tools/hf_repo_files_tool.py	359	except Exception as e:	CODE
LOW	agent/tools/local_tools.py	36	except Exception:	CODE
LOW	agent/tools/local_tools.py	85	except Exception:	CODE
LOW	agent/tools/local_tools.py	135	except Exception as e:	CODE
LOW	agent/tools/local_tools.py	150	except Exception as e:	CODE
LOW	agent/tools/local_tools.py	194	except Exception as e:	CODE
LOW	agent/tools/local_tools.py	223	except Exception as e:	CODE
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Unused Imports48 hits · 46 pts

Severity	File	Line	Context
LOW	tests/unit/test_kpis_scheduler.py	10	CODE
LOW	tests/unit/test_session_reaper.py	8	CODE
LOW	tests/unit/test_compaction_loop_break.py	28	CODE
LOW	tests/unit/test_session_manager_persistence.py	3	CODE
LOW	tests/integration/test_live_thinking_models.py	8	CODE
LOW	tests/integration/test_live_sandbox_auth.py	9	CODE
LOW	backend/kpis_scheduler.py	24	CODE
LOW	agent/__init__.py	17	CODE
LOW	agent/tools/trackio_seed.py	21	CODE
LOW	agent/tools/sandbox_client.py	37	CODE
LOW	agent/tools/local_tools.py	9	CODE
LOW	agent/tools/__init__.py	5	CODE
LOW	agent/tools/__init__.py	5	CODE
LOW	agent/tools/__init__.py	9	CODE
LOW	agent/tools/__init__.py	9	CODE
LOW	agent/tools/__init__.py	13	CODE
LOW	agent/tools/__init__.py	13	CODE
LOW	agent/tools/__init__.py	17	CODE
LOW	agent/tools/__init__.py	17	CODE
LOW	agent/tools/__init__.py	21	CODE
LOW	agent/tools/__init__.py	21	CODE
LOW	agent/tools/__init__.py	21	CODE
LOW	agent/tools/__init__.py	22	CODE
LOW	agent/tools/__init__.py	23	CODE
LOW	agent/tools/__init__.py	23	CODE
LOW	agent/tools/sandbox_tool.py	12	CODE
LOW	agent/tools/web_search_tool.py	8	CODE
LOW	agent/tools/edit_utils.py	8	CODE
LOW	agent/core/effort_probe.py	21	CODE
LOW	agent/core/session_resume.py	3	CODE
LOW	agent/core/session_persistence.py	8	CODE
LOW	agent/core/__init__.py	6	CODE
LOW	agent/core/__init__.py	6	CODE
LOW	agent/core/__init__.py	6	CODE
LOW	agent/core/telemetry.py	17	CODE
LOW	agent/core/redact.py	10	CODE
LOW	agent/core/model_switcher.py	16	CODE
LOW	agent/core/hf_access.py	9	CODE
LOW	agent/core/hf_tokens.py	3	CODE
LOW	agent/context_manager/__init__.py	5	CODE
LOW	agent/sft/tagger.py	28	CODE
LOW	agent/messaging/__init__.py	1	CODE
LOW	agent/messaging/__init__.py	2	CODE
LOW	agent/messaging/__init__.py	2	CODE
LOW	agent/messaging/__init__.py	2	CODE
LOW	agent/messaging/__init__.py	2	CODE
LOW	scripts/build_sft.py	34	CODE
LOW	scripts/build_kpis.py	91	CODE

Deep Nesting55 hits · 46 pts

Severity	File	Line	Context
LOW	backend/session_manager.py	500	CODE
LOW	backend/session_manager.py	1565	CODE
LOW	backend/session_manager.py	1659	CODE
LOW	backend/usage.py	186	CODE
LOW	backend/routes/agent.py	284	CODE
LOW	agent/main.py	364	CODE
LOW	agent/main.py	925	CODE
LOW	agent/main.py	1179	CODE
LOW	agent/main.py	1423	CODE
LOW	agent/tools/sandbox_client.py	806	CODE
LOW	agent/tools/github_list_repos.py	15	CODE
LOW	agent/tools/docs_tools.py	434	CODE
LOW	agent/tools/docs_tools.py	673	CODE
LOW	agent/tools/sandbox_tool.py	589	CODE
LOW	agent/tools/github_read_file.py	20	CODE
LOW	agent/tools/github_read_file.py	67	CODE
LOW	agent/tools/hf_repo_git_tool.py	294	CODE
LOW	agent/tools/papers_tool.py	62	CODE
LOW	agent/tools/papers_tool.py	128	CODE
LOW	agent/tools/papers_tool.py	698	CODE
LOW	agent/tools/jobs_tool.py	322	CODE
LOW	agent/tools/jobs_tool.py	417	CODE
LOW	agent/tools/jobs_tool.py	528	CODE
LOW	agent/tools/edit_utils.py	159	CODE
LOW	agent/tools/research_tool.py	278	CODE
LOW	agent/core/effort_probe.py	153	CODE
LOW	agent/core/session_resume.py	38	CODE
LOW	agent/core/session_resume.py	169	CODE
LOW	agent/core/tools.py	64	CODE
LOW	agent/core/agent_loop.py	832	CODE
LOW	agent/core/agent_loop.py	937	CODE
LOW	agent/core/agent_loop.py	1115	CODE
LOW	agent/core/agent_loop.py	2624	CODE
LOW	agent/core/agent_loop.py	1326	CODE
LOW	agent/core/session.py	279	CODE
LOW	agent/core/session.py	573	CODE
LOW	agent/core/doom_loop.py	59	CODE
LOW	agent/core/cost_estimation.py	171	CODE
LOW	agent/core/session_uploader.py	106	CODE
LOW	agent/core/session_uploader.py	140	CODE
LOW	agent/core/session_uploader.py	459	CODE
LOW	agent/core/usage_metrics.py	243	CODE
LOW	agent/utils/braille.py	102	CODE
LOW	agent/utils/terminal_display.py	325	CODE
LOW	agent/utils/terminal_display.py	346	CODE
LOW	agent/utils/particle_logo.py	63	CODE
LOW	agent/utils/crt_boot.py	27	CODE
LOW	agent/sft/tagger.py	181	CODE
LOW	agent/messaging/gateway.py	126	CODE
LOW	scripts/build_sft.py	63	CODE
LOW	scripts/build_kpis.py	167	CODE
LOW	scripts/build_kpis.py	228	CODE
LOW	scripts/prioritize_backlog.py	469	CODE
LOW	scripts/prioritize_backlog.py	937	CODE
LOW	scripts/prioritize_backlog.py	1030	CODE

Modern Structural Boilerplate40 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/test_session_manager_persistence.py	112	async def update_session_fields(self, session_id: str, **fields: Any) -> None:	CODE
LOW	tests/unit/test_session_resume.py	73	def update_model(self, model_name: str) -> None:	CODE
LOW	backend/session_manager.py	65	logger = logging.getLogger(__name__)	CODE
LOW	backend/session_manager.py	1877	async def update_session_title(self, session_id: str, title: str \| None) -> None:	CODE
LOW	backend/main.py	27	logger = logging.getLogger(__name__)	CODE
LOW	backend/kpis_scheduler.py	34	logger = logging.getLogger(__name__)	CODE
LOW	backend/usage.py	20	logger = logging.getLogger(__name__)	CODE
LOW	backend/dependencies.py	21	logger = logging.getLogger(__name__)	CODE
LOW	backend/routes/auth.py	26	logger = logging.getLogger(__name__)	CODE
LOW	backend/routes/agent.py	70	logger = logging.getLogger(__name__)	CODE
LOW	agent/__init__.py	19	__all__ = ["submission_loop"]	CODE
LOW	agent/main.py	62	logger = logging.getLogger(__name__)	CODE
LOW	agent/tools/__init__.py	25	__all__ = [	CODE
LOW⚡	agent/tools/sandbox_tool.py	296	async def _update_persisted_sandbox_fields(session: Any, **fields: Any) -> None:	CODE
LOW	agent/tools/sandbox_tool.py	36	logger = logging.getLogger(__name__)	CODE
LOW	agent/tools/jobs_tool.py	35	logger = logging.getLogger(__name__)	CODE
LOW	agent/tools/research_tool.py	29	logger = logging.getLogger(__name__)	CODE
LOW	agent/core/effort_probe.py	35	logger = logging.getLogger(__name__)	CODE
LOW	agent/core/session_resume.py	19	logger = logging.getLogger(__name__)	CODE
LOW	agent/core/session_persistence.py	19	logger = logging.getLogger(__name__)	CODE
LOW	agent/core/session_persistence.py	86	async def update_session_fields(self, _: Any, *__: Any) -> None:	CODE
LOW	agent/core/session_persistence.py	347	async def update_session_fields(self, session_id: str, **fields: Any) -> None:	CODE
LOW	agent/core/tools.py	59	logger = logging.getLogger(__name__)	CODE
LOW	agent/core/agent_loop.py	64	logger = logging.getLogger(__name__)	CODE
LOW⚡	agent/core/session.py	238	def set_notification_destinations(self, destinations: list[str]) -> None:	CODE
LOW	agent/core/session.py	25	logger = logging.getLogger(__name__)	CODE
LOW	agent/core/session.py	374	def update_model(self, model_name: str) -> None:	CODE
LOW	agent/core/hub_artifacts.py	17	logger = logging.getLogger(__name__)	CODE
LOW	agent/core/__init__.py	8	__all__ = [	CODE
LOW	agent/core/telemetry.py	26	logger = logging.getLogger(__name__)	CODE
LOW	agent/core/doom_loop.py	15	logger = logging.getLogger(__name__)	CODE
LOW	agent/core/yolo_budget.py	51	def _set_session_spend(session: Any, amount_usd: float) -> None:	CODE
LOW	agent/core/hf_router_catalog.py	24	logger = logging.getLogger(__name__)	CODE
LOW	agent/context_manager/__init__.py	7	__all__ = ["ContextManager"]	CODE
LOW	agent/context_manager/manager.py	22	logger = logging.getLogger(__name__)	CODE
LOW	agent/utils/braille.py	33	def set_pixel(self, x: int, y: int) -> None:	CODE
LOW	agent/utils/terminal_display.py	217	def set_tokens(self, agent_id: str, tokens: int) -> None:	CODE
LOW	agent/utils/terminal_display.py	221	def set_tool_count(self, agent_id: str, count: int) -> None:	CODE
LOW	agent/messaging/gateway.py	19	logger = logging.getLogger(__name__)	CODE
LOW	agent/messaging/__init__.py	9	__all__ = [	CODE

Cross-Language Confusion8 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	tests/unit/test_doom_loop_polling.py	5	long-running job with `bash sleep 300 && wc -l output` four times in a	STRING
HIGH	tests/unit/test_doom_loop_polling.py	38	_POLL_ARGS = '{"command": "sleep 300 && ls /app/images/ \| wc -l"}'	CODE
HIGH	tests/unit/test_hub_artifacts.py	394	"pip install -q datasets huggingface_hub && python -c "	STRING
HIGH	agent/tools/sandbox_client.py	965	" kill -0 <PID> 2>/dev/null && echo 'running' \|\| echo 'done'\n"	STRING
HIGH	agent/tools/local_tools.py	132	f" kill -0 <PID> 2>/dev/null && echo 'running' \|\| echo 'done'\n"	CODE
HIGH	agent/tools/local_tools.py	270	" kill -0 <PID> 2>/dev/null && echo 'running' \|\| echo 'done'\n"	CODE
HIGH	agent/core/hub_artifacts.py	753	'_ml_intern_artifacts_dir="$(mktemp -d 2>/dev/null)" '	CODE
HIGH	agent/core/session_uploader.py	146	"uuid":"...","parentUuid":null,"sessionId":"...","timestamp":"..."}	STRING

Redundant / Tautological Comments11 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	backend/start.sh	12	# Check if this was a port-in-use failure (another instance already running)	COMMENT
LOW	agent/main.py	582	# Check if this is Python mode (script) or Docker mode (command)	COMMENT
LOW	agent/tools/github_list_repos.py	137	# Check if we got fewer results than requested (last page)	COMMENT
LOW	agent/tools/github_read_file.py	147	# Check if it's a file	COMMENT
LOW	agent/tools/jobs_tool.py	445	# Push line to queue thread-safely	COMMENT
LOW	agent/tools/github_find_examples.py	186	# Check if file is in examples/ directory (highest priority)	COMMENT
LOW	agent/tools/github_find_examples.py	195	# Check if pattern appears as a directory component in the path	COMMENT
LOW⚡	agent/core/tools.py	252	# Check if this is a built-in tool with a handler	COMMENT
LOW⚡	agent/core/tools.py	257	# Check if handler accepts session argument	COMMENT
LOW⚡	agent/core/tools.py	260	# Check if handler also accepts tool_call_id parameter	COMMENT
LOW	agent/core/agent_loop.py	278	# Check if this is a CPU-only job	COMMENT

AI Structural Patterns7 hits · 6 pts

Severity	File	Line	Context
LOW	agent/tools/sandbox_client.py	543	CODE
LOW	agent/core/session_persistence.py	166	CODE
LOW	agent/core/session_persistence.py	227	CODE
LOW	agent/core/agent_loop.py	2624	CODE
LOW	agent/core/session.py	103	CODE
LOW	agent/core/redact.py	51	CODE
LOW	agent/context_manager/manager.py	196	CODE

Verbosity Indicators4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	agent/tools/github_find_examples.py	311	# Step 1: Filter files by example patterns (score >= 60)	COMMENT
LOW	agent/tools/github_find_examples.py	326	# Step 2: If keyword provided, score and filter by keyword	COMMENT
LOW	agent/prompts/system_prompt_v2.yaml	53	### Step 1: Create Execution Plan	COMMENT
LOW	agent/prompts/system_prompt_v2.yaml	77	### Step 2: Discover & Validate Resources	COMMENT

Structural Annotation Overuse4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	agent/tools/github_find_examples.py	311	# Step 1: Filter files by example patterns (score >= 60)	COMMENT
LOW	agent/tools/github_find_examples.py	326	# Step 2: If keyword provided, score and filter by keyword	COMMENT
LOW	agent/prompts/system_prompt_v2.yaml	53	### Step 1: Create Execution Plan	COMMENT
LOW	agent/prompts/system_prompt_v2.yaml	77	### Step 2: Discover & Validate Resources	COMMENT

Dead Code2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unit/test_thinking_history.py	110		CODE
MEDIUM	tests/unit/test_thinking_history.py	219		CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	agent/core/agent_loop.py	2263	# Create a map of tool_call_id -> approval decision	COMMENT

Over-Commented Block2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	backend/session_manager.py	1161	# recreates files/packages instead of assuming /app/train.py et al. still	COMMENT
LOW	agent/context_manager/manager.py	581	idx = len(self.items) - self.untouched_messages	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings