NevaMind-AI/memU

26.5

Adjusted Score

26.5

Raw Score

100%

Time Factor

2026-08-28

Last Push

14.4K

Stars

Python

Language

34.2K

Lines of Code

218

Files

794

Pattern Hits

2026-08-29

Scan Date

0.06

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 14MEDIUM 27LOW 753

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 794 distinct pattern matches across 12 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 Identifiers449 hits · 442 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_recall_file_backfill.py	67	def test_backfills_stub_description_and_embedding(provider: str, tmp_path: pathlib.Path) -> None:	CODE
LOW	tests/test_recall_file_backfill.py	81	def test_backfill_survives_a_reread(provider: str, tmp_path: pathlib.Path) -> None:	CODE
LOW	tests/test_recall_file_backfill.py	96	def test_populated_fields_are_never_overwritten(provider: str, tmp_path: pathlib.Path) -> None:	CODE
LOW	tests/test_recall_file_backfill.py	115	def test_empty_caller_values_leave_a_stub_alone(provider: str, tmp_path: pathlib.Path) -> None:	CODE
LOW	tests/test_cowork_verify.py	50	def test_parser_exposes_one_repeatable_cowork_verify_surface(tmp_path: Path) -> None:	CODE
LOW	tests/test_cowork_verify.py	62	def test_explicit_missing_root_is_an_argument_error(tmp_path: Path) -> None:	CODE
LOW	tests/test_cowork_verify.py	69	def test_automatic_zero_roots_is_a_successful_warning(	CODE
LOW	tests/test_cowork_verify.py	86	def test_automatic_mode_uses_platform_discovery(	CODE
LOW	tests/test_cowork_verify.py	100	def test_explicit_empty_root_is_a_successful_warning(	CODE
LOW	tests/test_cowork_verify.py	115	def test_clean_mixed_sources_pass_all_dimensions_without_writes(	CODE
LOW	tests/test_cowork_verify.py	146	def test_sub_float_precision_mtime_ties_follow_the_composite_contract(	CODE
LOW	tests/test_cowork_verify.py	169	def test_overlap_warns_without_printing_content_or_digests(	CODE
LOW	tests/test_cowork_verify.py	193	def test_read_failure_is_aggregate_and_fails_without_leaking_the_path(	CODE
LOW	tests/test_cowork_verify.py	216	def test_broken_composite_contract_fails_timeline(	CODE
LOW	tests/test_cache_segment_duplicates.py	28	def test_list_segments_no_duplicates_in_cache(db_backend: Database) -> None:	CODE
LOW	tests/test_cache_segment_duplicates.py	64	def test_postgres_list_segments_deduplicates_cache() -> None:	CODE
LOW⚡	tests/test_trust.py	47	def test_an_existing_trust_store_is_left_alone(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/test_trust.py	57	def test_a_capath_alone_counts_as_a_trust_store(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/test_trust.py	64	def test_no_context_argument_is_passed_when_the_store_is_healthy(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/test_trust.py	76	def test_a_pathless_platform_store_is_left_alone(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/test_trust.py	86	def test_the_real_windows_store_is_left_alone() -> None:	CODE
LOW⚡	tests/test_trust.py	95	def test_certifi_fills_a_vacuum(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/test_trust.py	111	def test_a_missing_certifi_degrades_instead_of_raising(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/test_trust.py	126	def test_the_answer_is_cached_across_calls(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/test_trust.py	160	def test_event_delivery_verifies_against_the_fallback(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/test_trust.py	170	def test_template_refresh_verifies_against_the_fallback(	CODE
LOW⚡	tests/test_env_passthrough.py	41	def test_no_proxy_in_config_reaches_the_environment(config_file: pathlib.Path) -> None:	CODE
LOW⚡	tests/test_env_passthrough.py	49	def test_environment_wins_over_the_file(config_file: pathlib.Path, monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/test_env_passthrough.py	58	def test_no_passthrough_keys_no_side_effect(config_file: pathlib.Path) -> None:	CODE
LOW⚡	tests/test_env_passthrough.py	66	def test_memu_http_proxy_works_from_the_file(config_file: pathlib.Path) -> None:	CODE
LOW	tests/test_segment_vector_search.py	49	def test_returns_segments_best_first(db_backend: Database) -> None:	CODE
LOW⚡	tests/test_segment_vector_search.py	68	def test_nonpositive_top_k_returns_nothing(db_backend: Database) -> None:	CODE
LOW⚡	tests/test_segment_vector_search.py	75	def test_skips_segments_without_an_embedding(db_backend: Database) -> None:	CODE
LOW⚡	tests/test_segment_vector_search.py	85	def test_scopes_to_where_including_track_in(db_backend: Database) -> None:	CODE
LOW	tests/test_segment_vector_search.py	102	async def test_progressive_retrieve_takes_the_repo_shortcut() -> None:	CODE
LOW	tests/test_segment_vector_search.py	205	def test_postgres_ranks_and_truncates_in_sql() -> None:	CODE
LOW	tests/test_segment_vector_search.py	221	def test_postgres_caches_hits_like_a_listing() -> None:	CODE
LOW	tests/test_segment_vector_search.py	231	def test_postgres_without_pgvector_falls_back_to_the_python_scan() -> None:	CODE
LOW	tests/test_segment_vector_search.py	251	def test_postgres_native_path_honours_nonpositive_top_k() -> None:	CODE
LOW	tests/test_embedding_proxy.py	57	def test_loopback_urls_are_recognized(url: str) -> None:	CODE
LOW	tests/test_embedding_proxy.py	75	def test_ambient_proxy_is_ignored_for_loopback(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/test_embedding_proxy.py	81	def test_explicit_memu_proxy_wins_even_for_loopback(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/test_embedding_proxy.py	92	def test_bypass_mounts_are_host_specific() -> None:	CODE
LOW	tests/test_embedding_proxy.py	101	def test_http_client_bypasses_ambient_proxy_for_loopback(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/test_embedding_proxy.py	117	def test_sdk_client_bypasses_ambient_proxy_for_loopback(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/test_embedding_proxy.py	127	def test_sdk_client_honors_memu_proxy_on_its_own(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/test_embedding_proxy.py	163	async def test_embed_reaches_local_server_despite_dead_env_proxy(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW	tests/test_embedding_proxy.py	180	async def test_sdk_embed_reaches_local_server_despite_dead_env_proxy(monkeypatch: pytest.MonkeyPatch) -> None:	CODE
LOW⚡	tests/test_host_instruction.py	150	def test_cli_defaults_to_the_codex_instruction_file() -> None:	CODE
LOW⚡	tests/test_host_instruction.py	158	def test_hermes_is_an_inline_host() -> None:	CODE
LOW⚡	tests/test_host_instruction.py	168	def test_openclaw_is_a_skill_host() -> None:	CODE
LOW⚡	tests/test_host_instruction.py	176	def test_cola_is_a_skill_host() -> None:	CODE
LOW⚡	tests/test_host_instruction.py	184	def test_workbuddy_defaults_to_soul_as_an_inline_host() -> None:	CODE
LOW⚡	tests/test_host_instruction.py	192	def test_default_install_migrates_the_legacy_instruction_after_writing_the_new_target(	CODE
LOW⚡	tests/test_host_instruction.py	357	def test_cli_registers_remove_instruction() -> None:	CODE
LOW⚡	tests/test_host_instruction.py	364	def test_skill_carries_the_procedure_and_names_the_host_binary() -> None:	CODE
LOW⚡	tests/test_host_instruction.py	372	def test_skill_block_points_at_the_skill_instead_of_carrying_the_procedure() -> None:	CODE
LOW⚡	tests/test_host_instruction.py	381	def test_install_skill_writes_the_skill_where_the_host_looks(tmp_path: pathlib.Path) -> None:	CODE
LOW⚡	tests/test_host_instruction.py	389	def test_install_skill_is_idempotent_then_upgrades_in_place(tmp_path: pathlib.Path, monkeypatch) -> None:	CODE
LOW	tests/test_host_instruction.py	43	def test_creates_file_when_absent(tmp_path: pathlib.Path) -> None:	CODE
389 more matches not shown…

Unused Imports195 hits · 192 pts

Severity	File	Line	Context
LOW	tests/test_recall_file_backfill.py	15	CODE
LOW	tests/test_cowork_verify.py	3	CODE
LOW	tests/conftest.py	16	CODE
LOW	tests/test_cache_segment_duplicates.py	3	CODE
LOW	tests/test_trust.py	12	CODE
LOW	tests/test_env_passthrough.py	11	CODE
LOW	tests/test_segment_vector_search.py	10	CODE
LOW	tests/test_embedding_proxy.py	14	CODE
LOW	tests/test_host_instruction.py	13	CODE
LOW	tests/test_scheduling_windows.py	16	CODE
LOW	tests/test_agentic.py	8	CODE
LOW	tests/test_bridging_promotion.py	11	CODE
LOW	tests/test_doctor_proxy_hint.py	10	CODE
LOW	tests/test_task_naming.py	3	CODE
LOW	tests/test_host_generic.py	4	CODE
LOW	tests/test_embedding.py	13	CODE
LOW	tests/test_bridging_self_sessions.py	9	CODE
LOW	tests/test_openclaw_self_sessions.py	3	CODE
LOW	tests/test_cursor_self_sessions.py	3	CODE
LOW	tests/test_vector.py	1	CODE
LOW	tests/test_cowork_sessions.py	3	CODE
LOW	tests/test_cloud.py	1	CODE
LOW	tests/test_events.py	9	CODE
LOW	tests/test_host_templates.py	9	CODE
LOW	tests/test_cli.py	8	CODE
LOW	tests/test_host_sessions.py	9	CODE
LOW	tests/test_config_cmd.py	11	CODE
LOW	tests/test_cli_stdio.py	10	CODE
LOW	tests/test_host_retrieval.py	13	CODE
LOW	scripts/db.py	23	CODE
LOW	src/memu/config_file.py	31	CODE
LOW	src/memu/vector.py	10	CODE
LOW	src/memu/env.py	27	CODE
LOW	src/memu/cloud.py	1	CODE
LOW	src/memu/events.py	51	CODE
LOW	src/memu/agentic_backend.py	1	CODE
LOW	src/memu/retry.py	11	CODE
LOW	src/memu/cli.py	18	CODE
LOW	src/memu/trust.py	31	CODE
LOW	src/memu/database/interfaces.py	1	CODE
LOW	src/memu/database/models.py	1	CODE
LOW	src/memu/database/__init__.py	3	CODE
LOW	src/memu/database/__init__.py	4	CODE
LOW	src/memu/database/__init__.py	4	CODE
LOW	src/memu/database/__init__.py	4	CODE
LOW	src/memu/database/__init__.py	4	CODE
LOW	src/memu/database/__init__.py	10	CODE
LOW	src/memu/database/__init__.py	10	CODE
LOW	src/memu/database/__init__.py	10	CODE
LOW	src/memu/database/factory.py	1	CODE
LOW	src/memu/database/state.py	1	CODE
LOW	src/memu/database/repositories/recall_file.py	1	CODE
LOW	src/memu/database/repositories/resource.py	1	CODE
LOW	src/memu/database/repositories/__init__.py	1	CODE
LOW	src/memu/database/repositories/__init__.py	2	CODE
LOW	src/memu/database/repositories/__init__.py	3	CODE
LOW	src/memu/database/repositories/recall_file_segment.py	1	CODE
LOW	src/memu/database/sqlite/models.py	3	CODE
LOW	src/memu/database/sqlite/session.py	3	CODE
LOW	src/memu/database/sqlite/__init__.py	3	CODE
135 more matches not shown…

Decorative Section Separators25 hits · 88 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_scheduling_windows.py	50	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_scheduling_windows.py	52	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_scheduling_windows.py	313	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_scheduling_windows.py	315	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_host_generic.py	21	# ── the sniffer, one case per dialect ─────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_host_generic.py	71	# ── detect: the two verdicts ──────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_bridging_self_sessions.py	53	# ── remembering ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_bridging_self_sessions.py	166	# ── only the scheduled run may claim a session ─────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_bridging_self_sessions.py	210	# ── the identity seam ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_bridging_self_sessions.py	91	# ── skipping ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_host_sessions.py	33	# ── Cola ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_host_sessions.py	70	# ── Codex ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_host_sessions.py	125	# ── Claude Code ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_host_sessions.py	205	# ── Cursor ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_host_sessions.py	240	# ── OpenClaw ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_host_sessions.py	283	# ── OpenClaw, SQLite session store ────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_host_sessions.py	772	# ── Hermes ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_host_sessions.py	871	# ── WorkBuddy ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/memu/hosts/openclaw/sessions.py	98	# ── containers ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/memu/hosts/openclaw/sessions.py	214	# ── discovery ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/memu/hosts/openclaw/sessions.py	318	# ── shape ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/memu/hosts/scheduling/windows.py	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/memu/hosts/scheduling/windows.py	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/memu/hosts/scheduling/windows.py	185	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	src/memu/hosts/scheduling/windows.py	187	# ---------------------------------------------------------------------------	COMMENT

Modern Structural Boilerplate66 hits · 66 pts

Severity	File	Line	Snippet	Context
LOW	src/memu/vector.py	64	__all__ = ["cosine_topk"]	CODE
LOW	src/memu/__init__.py	15	__all__ = ["MemUService", "MemoryService", "__version__"]	CODE
LOW	src/memu/database/interfaces.py	30	__all__ = [	CODE
LOW	src/memu/database/models.py	98	__all__ = [	CODE
LOW	src/memu/database/__init__.py	16	__all__ = [	CODE
LOW	src/memu/database/state.py	19	__all__ = ["DatabaseState"]	CODE
LOW	src/memu/database/repositories/__init__.py	5	__all__ = [	CODE
LOW	src/memu/database/sqlite/models.py	166	__all__ = [	CODE
LOW	src/memu/database/sqlite/session.py	11	logger = logging.getLogger(__name__)	CODE
LOW	src/memu/database/sqlite/session.py	48	__all__ = ["SQLiteSessionManager"]	CODE
LOW	src/memu/database/sqlite/__init__.py	36	__all__ = ["SQLiteStore", "build_sqlite_database"]	CODE
LOW	src/memu/database/sqlite/sqlite.py	29	logger = logging.getLogger(__name__)	CODE
LOW	src/memu/database/sqlite/sqlite.py	133	__all__ = ["SQLiteStore"]	CODE
LOW	src/memu/database/sqlite/schema.py	99	__all__ = ["SQLiteSQLAModels", "get_sqlite_metadata", "get_sqlite_sqlalchemy_models"]	CODE
LOW	src/memu/database/sqlite/repositories/resource_repo.py	19	logger = logging.getLogger(__name__)	CODE
LOW	src/memu/database/sqlite/repositories/resource_repo.py	270	__all__ = ["SQLiteResourceRepo"]	CODE
LOW	…/memu/database/sqlite/repositories/recall_file_repo.py	19	logger = logging.getLogger(__name__)	CODE
LOW	…/memu/database/sqlite/repositories/recall_file_repo.py	310	__all__ = ["SQLiteRecallFileRepo"]	CODE
LOW	src/memu/database/sqlite/repositories/__init__.py	8	__all__ = [	CODE
LOW	…tabase/sqlite/repositories/recall_file_segment_repo.py	18	logger = logging.getLogger(__name__)	CODE
LOW	…tabase/sqlite/repositories/recall_file_segment_repo.py	145	__all__ = ["SQLiteRecallFileSegmentRepo"]	CODE
LOW	src/memu/database/sqlite/repositories/base.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/memu/database/sqlite/repositories/base.py	128	__all__ = ["SQLiteRepoBase"]	CODE
LOW	src/memu/database/inmemory/vector.py	13	__all__ = ["_cosine", "cosine_topk"]	CODE
LOW	src/memu/database/inmemory/models.py	45	__all__ = [	CODE
LOW	src/memu/database/inmemory/__init__.py	28	__all__ = ["build_inmemory_database"]	CODE
LOW	src/memu/database/inmemory/state.py	7	__all__ = ["DatabaseState", "InMemoryState"]	CODE
LOW	…c/memu/database/inmemory/repositories/resource_repo.py	101	__all__ = ["InMemoryResourceRepository", "ResourceRepo"]	CODE
LOW	…emu/database/inmemory/repositories/recall_file_repo.py	119	__all__ = ["InMemoryRecallFileRepository", "RecallFileRepo"]	CODE
LOW	src/memu/database/inmemory/repositories/__init__.py	11	__all__ = [	CODE
LOW	…base/inmemory/repositories/recall_file_segment_repo.py	74	__all__ = ["InMemoryFileSegmentRepository"]	CODE
LOW	src/memu/database/inmemory/repositories/filter.py	32	__all__ = ["matches_where"]	CODE
LOW	src/memu/database/postgres/models.py	172	__all__ = [	CODE
LOW	src/memu/database/postgres/session.py	12	logger = logging.getLogger(__name__)	CODE
LOW	src/memu/database/postgres/session.py	34	__all__ = ["SessionManager"]	CODE
LOW	src/memu/database/postgres/__init__.py	34	__all__ = ["build_postgres_database"]	CODE
LOW	src/memu/database/postgres/postgres.py	27	logger = logging.getLogger(__name__)	CODE
LOW	src/memu/database/postgres/migration.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/memu/database/postgres/migration.py	72	__all__ = ["DDLMode", "make_alembic_config", "run_migrations"]	CODE
LOW	src/memu/database/postgres/schema.py	108	__all__ = ["SQLAModels", "Vector", "get_metadata", "get_sqlalchemy_models", "require_sqlalchemy"]	CODE
LOW	…c/memu/database/postgres/repositories/resource_repo.py	164	__all__ = ["PostgresResourceRepo"]	CODE
LOW	…emu/database/postgres/repositories/recall_file_repo.py	202	__all__ = ["PostgresRecallFileRepo"]	CODE
LOW	src/memu/database/postgres/repositories/__init__.py	5	__all__ = [	CODE
LOW	…base/postgres/repositories/recall_file_segment_repo.py	176	__all__ = ["PostgresRecallFileSegmentRepo"]	CODE
LOW	src/memu/database/postgres/repositories/base.py	12	logger = logging.getLogger(__name__)	CODE
LOW	src/memu/database/postgres/repositories/base.py	113	__all__ = ["PostgresRepoBase"]	CODE
LOW	src/memu/app/client_pool.py	67	__all__ = ["ClientPool"]	CODE
LOW	src/memu/app/__init__.py	11	__all__ = [	CODE
LOW	src/memu/embedding/openai_sdk.py	10	logger = logging.getLogger(__name__)	CODE
LOW	src/memu/embedding/http_client.py	70	logger = logging.getLogger(__name__)	CODE
LOW	src/memu/embedding/__init__.py	23	__all__ = [	CODE
LOW	src/memu/embedding/backends/__init__.py	8	__all__ = [	CODE
LOW	src/memu/hosts/cola/__init__.py	5	__all__ = ["ColaTranscriptSource"]	CODE
LOW	src/memu/hosts/openclaw/sessions.py	45	logger = logging.getLogger(__name__)	CODE
LOW	src/memu/hosts/openclaw/cron_identity.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/memu/hosts/openclaw/__init__.py	11	__all__ = ["OpenClawTranscriptSource"]	CODE
LOW	src/memu/hosts/scheduling/__init__.py	18	__all__ = ["install", "status", "uninstall", "verify"]	CODE
LOW	src/memu/hosts/cursor/__init__.py	11	__all__ = ["CursorTranscriptSource"]	CODE
LOW	src/memu/hosts/codex/__init__.py	10	__all__ = ["CodexTranscriptSource"]	CODE
LOW	src/memu/hosts/claude_code/__init__.py	12	__all__ = ["ClaudeCodeTranscriptSource", "ClaudeDesktopTranscriptSource"]	CODE
6 more matches not shown…

Cross-File Repetition6 hits · 30 pts

Severity	File	Snippet	Context
HIGH	…/memu/database/sqlite/repositories/recall_file_repo.py	one keyset page ordered by ``(track, name, id)`` (adr 0014).	STRING
HIGH	…emu/database/inmemory/repositories/recall_file_repo.py	one keyset page ordered by ``(track, name, id)`` (adr 0014).	STRING
HIGH	…emu/database/postgres/repositories/recall_file_repo.py	one keyset page ordered by ``(track, name, id)`` (adr 0014).	STRING
HIGH	src/memu/hosts/openclaw/cli.py	``memu-workbuddy`` — the workbuddy host adapter's command-line surface. the verbs are the shared host-adapter surface (:	STRING
HIGH	src/memu/hosts/cursor/cli.py	``memu-workbuddy`` — the workbuddy host adapter's command-line surface. the verbs are the shared host-adapter surface (:	STRING
HIGH	src/memu/hosts/workbuddy/cli.py	``memu-workbuddy`` — the workbuddy host adapter's command-line surface. the verbs are the shared host-adapter surface (:	STRING

Excessive Try-Catch Wrapping24 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	src/memu/events.py	595	except Exception:	CODE
LOW	src/memu/events.py	766	except Exception:	CODE
LOW	src/memu/events.py	826	except Exception:	CODE
LOW	src/memu/events.py	878	except Exception:	CODE
LOW	src/memu/events.py	1073	except Exception:	CODE
LOW	src/memu/cli.py	118	except Exception:	CODE
LOW	src/memu/cli.py	207	except Exception as exc:	CODE
LOW	src/memu/trust.py	85	except Exception:	CODE
LOW	src/memu/database/postgres/session.py	30	except Exception:	CODE
MEDIUM	src/memu/database/postgres/session.py	27	def close(self) -> None:	CODE
LOW	src/memu/database/postgres/repositories/base.py	40	except Exception:	CODE
LOW	src/memu/database/postgres/repositories/base.py	50	except Exception:	CODE
LOW	src/memu/hosts/host_cli.py	284	except Exception as exc:	CODE
LOW	src/memu/hosts/host_cli.py	359	except Exception:	CODE
LOW	src/memu/hosts/host_cli.py	626	except Exception as exc:	CODE
LOW	src/memu/hosts/host_cli.py	633	except Exception:	CODE
LOW	src/memu/hosts/host_cli.py	942	except Exception as exc:	CODE
LOW	src/memu/hosts/templates.py	127	except Exception:	CODE
LOW	src/memu/hosts/retrieval.py	131	except Exception:	CODE
LOW	src/memu/hosts/claude_code/cowork_cmd.py	95	except Exception: # Each failure is reported only as an aggregate count; transcript paths stay private.	CODE
LOW	src/memu/hosts/claude_code/cowork_cmd.py	184	except Exception:	CODE
LOW	src/memu/hosts/claude_code/cowork_cmd.py	251	except Exception as exc:	CODE
LOW	src/memu/hosts/claude_code/cowork_cmd.py	275	except Exception as exc:	CODE
LOW	src/memu/hosts/bridging/pipeline.py	97	except Exception:	CODE

Magic Placeholder Names5 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	docs/sqlite.md	19	llm_profiles={"default": {"api_key": "your-api-key"}},	CODE
HIGH	docs/sqlite.md	29	llm_profiles={"default": {"api_key": "your-api-key"}},	CODE
HIGH	docs/sqlite.md	45	llm_profiles={"default": {"api_key": "your-api-key"}},	CODE
HIGH	docs/sqlite.md	76	llm_profiles={"default": {"api_key": "your-api-key"}},	CODE
HIGH	src/memu/embedding/http_client.py	215	... api_key="your-api-key",	STRING

Docstring Block Structure3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	src/memu/database/sqlite/repositories/resource_repo.py	203	Overwrite an existing resource's mutable fields (see :class:`ResourceRepo`). Args: resource_id: ID	STRING
HIGH	…/memu/database/sqlite/repositories/recall_file_repo.py	254	Update an existing recall file. Args: recall_file_id: ID of recall file to update. name	STRING
HIGH	src/memu/embedding/http_client.py	197	Create multimodal embeddings using Doubao embedding vision API. This method supports embedding a mix o	STRING

Deep Nesting12 hits · 12 pts

Severity	File	Line	Context
LOW	scripts/db.py	41	CODE
LOW	src/memu/cloud.py	251	CODE
LOW	src/memu/retry.py	31	CODE
LOW	src/memu/database/sqlite/repositories/base.py	103	CODE
LOW	src/memu/database/inmemory/repositories/filter.py	7	CODE
LOW	src/memu/database/postgres/migration.py	35	CODE
LOW	src/memu/database/postgres/repositories/base.py	89	CODE
LOW	src/memu/hosts/bridging/recall_files.py	65	CODE
LOW	src/memu/hosts/bridging/pipeline.py	33	CODE
LOW	src/memu/hosts/bridging/resources.py	97	CODE
LOW	src/memu/hosts/generic/detect.py	114	CODE
LOW	src/memu/hosts/cowork/sessions.py	126	CODE

Over-Commented Block7 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_events.py	1001		COMMENT
LOW	src/memu/hosts/host_cli.py	741	voluntary can report more completions than attempts.	COMMENT
LOW	src/memu/hosts/host_cli.py	941	return 130	COMMENT
LOW	src/memu/hosts/templates.py	181	"""The best template available: server, then last-good cache, then ``embedded``.	COMMENT
LOW	src/memu/hosts/retrieval.py	121	# Delivered inline on both legs, never flushed (ADR 0016): the backend wants the	COMMENT
LOW	src/memu/hosts/cursor/BRIDGING_TASK.md	81	`--trust` flag and the `cd` into the host working tree: `cursor-agent`	COMMENT
LOW	src/memu/hosts/bridging/pipeline.py	61	max_jobs=max_jobs,	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/memu/app/settings.py	103	# Agent/session scoping for multi-agent and multi-session memory filtering	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	src/memu/database/postgres/postgres.py	38		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings