MemPalace/mempalace

27.8

Adjusted Score

27.8

Raw Score

100%

Time Factor

2026-07-10

Last Push

57.3K

Stars

Python

Language

233.2K

Lines of Code

419

Files

4.8K

Pattern Hits

2026-07-14

Scan Date

0.03

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 11MEDIUM 984LOW 3768

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 4763 distinct pattern matches across 20 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.

Decorative Section Separators917 hits · 3051 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/find_orphan_claude_jsonls.sh	3	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	tools/find_orphan_claude_jsonls.sh	14	# -----------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_closets.py	222	# ── Tier 6a — date + line-range pointer segment ────────────────────────	COMMENT
MEDIUM⚡	tests/test_closets.py	506	# ── _extract_drawer_ids_from_closet ───────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_closets.py	526	# ── search_memories closet-first path ────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_closets.py	586	# ── entity metadata ──────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_closets.py	699	# ── BM25 hybrid search (real IDF over candidate corpus) ──────────────	COMMENT
MEDIUM	tests/test_closets.py	66	# ── mine_lock ────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_closets.py	149	# ── build_closet_lines ─────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_closets.py	350	# ── upsert_closet_lines ───────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_closets.py	389	# ── purge_file_closets ────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_closets.py	409	# ── project miner: closet rebuild end-to-end ──────────────────────────	COMMENT
MEDIUM	tests/test_closets.py	761	# ── diary ingest ─────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_closets.py	939	# ── #1539: per-entry drawers, oversized-entry chunking ─────────	COMMENT
MEDIUM	tests/test_closets.py	1218	# ── cross-wing tunnels ───────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_closets.py	1292	# ── regression: symmetry, durability, validation, concurrency ─────	COMMENT
MEDIUM	tests/test_closets.py	1392	# ── drawer-grep neighbor expansion ────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_hallways_palace_scoped.py	24	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_hallways_palace_scoped.py	26	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_hallways_palace_scoped.py	53	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_hallways_palace_scoped.py	55	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_hallways_palace_scoped.py	101	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_hallways_palace_scoped.py	103	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_searcher.py	59	# ── search_memories (API) ──────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_searcher.py	17	# ── build_where_filter (unit) ──────────────────────────────────────────	COMMENT
MEDIUM	tests/test_searcher.py	306	# ── BM25 internals: None / empty document safety ─────────────────────	COMMENT
MEDIUM	tests/test_searcher.py	344	# ── search() (CLI print function) ─────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_miner_fts5_validation.py	124	# ── 1. Helper returns silently on a clean palace ────────────────────	COMMENT
MEDIUM⚡	tests/test_miner_fts5_validation.py	135	# ── 2. Helper raises MineValidationError on corrupt sqlite ──────────	COMMENT
MEDIUM⚡	tests/test_miner_fts5_validation.py	166	# ── 3. cmd_mine surfaces MineValidationError as exit-1 + banner ─────	COMMENT
MEDIUM⚡	tests/test_miner_fts5_validation.py	214	# ── 4. Dry-run skips validation ─────────────────────────────────────	COMMENT
MEDIUM	tests/test_miner_fts5_validation.py	24	# ── Helpers ─────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_split_mega_files.py	6	# ── Config loading ─────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_split_mega_files.py	54	# ── Config: force_reload and invalid JSON ──────────────────────────────	COMMENT
MEDIUM⚡	tests/test_split_mega_files.py	94	# ── is_true_session_start ──────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_split_mega_files.py	175	# ── extract_timestamp ──────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_split_mega_files.py	198	# ── extract_subject ────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_split_mega_files.py	231	# ── split_file ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_split_mega_files.py	126	# ── find_session_boundaries ────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_palace_graph_tunnels.py	502	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_palace_graph_tunnels.py	504	# =============================================================================	COMMENT
MEDIUM	tests/test_palace_graph_tunnels.py	575	# =============================================================================	COMMENT
MEDIUM	tests/test_palace_graph_tunnels.py	577	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_corpus_origin_integration.py	1049	# ─────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_corpus_origin_integration.py	1056	# ─────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_corpus_origin_integration.py	1721	# ─────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_corpus_origin_integration.py	1730	# ─────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_corpus_origin_integration.py	114	# ── Baseline test: pin v3.3.3 behavior ────────────────────────────────────	COMMENT
MEDIUM	tests/test_corpus_origin_integration.py	152	# ── corpus-origin test: with corpus_origin, personas reclassify ───────────	COMMENT
MEDIUM	tests/test_corpus_origin_integration.py	192	# ── discover_entities (project_scanner) threads corpus_origin ─────────────	COMMENT
MEDIUM	tests/test_corpus_origin_integration.py	243	# ── Pass 0 — cmd_init runs corpus_origin and writes origin.json ──────────	COMMENT
MEDIUM	tests/test_corpus_origin_integration.py	416	# ── llm_refine consumer wiring ────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_corpus_origin_integration.py	508	# ── mempalace mine --redetect-origin flag ───────────────────────────────	COMMENT
MEDIUM	tests/test_corpus_origin_integration.py	645	# ── --llm default flip + graceful fallback ───────────────────────────────	COMMENT
MEDIUM	tests/test_corpus_origin_integration.py	803	# ── End-to-end pipeline + edge cases ──────────────────────────────────────	COMMENT
MEDIUM	tests/test_corpus_origin_integration.py	1315	# ─────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_corpus_origin_integration.py	1331	# ─────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_corpus_origin_integration.py	1392	# ─────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_corpus_origin_integration.py	1410	# ─────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_corpus_origin_integration.py	1833	# ─────────────────────────────────────────────────────────────────────────	COMMENT
857 more matches not shown…

Hyper-Verbose Identifiers2936 hits · 2472 pts

Severity	File	Line	Snippet	Context
LOW	CONTRIBUTING.md	46	def test_function_never_fabricates_output_on_random_input(s):	CODE
LOW⚡	tests/test_closets.py	210	def test_emits_fallback_line_when_nothing_extractable(self):	CODE
LOW⚡	tests/test_closets.py	217	def test_pointer_references_first_three_drawers(self):	CODE
LOW⚡	tests/test_closets.py	224	def test_includes_date_line_segment_when_metas_provided(self):	CODE
LOW⚡	tests/test_closets.py	510	def test_parses_single_pointer(self):	CODE
LOW⚡	tests/test_closets.py	513	def test_parses_multiple_pointers_per_line(self):	CODE
LOW⚡	tests/test_closets.py	517	def test_dedupes_across_lines(self):	CODE
LOW⚡	tests/test_closets.py	521	def test_empty_doc_returns_empty(self):	CODE
LOW⚡	tests/test_closets.py	530	def test_pure_drawer_when_no_closets(self, palace_path, seeded_collection):	CODE
LOW⚡	tests/test_closets.py	540	def test_closet_boost_marks_hit_as_drawer_plus_closet(self, palace_path, seeded_collection):	CODE
LOW⚡	tests/test_closets.py	590	def test_extracts_capitalized_names(self):	CODE
LOW⚡	tests/test_closets.py	596	def test_empty_for_no_entities(self):	CODE
LOW⚡	tests/test_closets.py	605	def test_stoplist_filters_sentence_starters(self):	CODE
LOW⚡	tests/test_closets.py	703	def test_scores_positive_for_matching_doc(self):	CODE
LOW⚡	tests/test_closets.py	711	def test_scores_zero_when_no_overlap(self):	CODE
LOW⚡	tests/test_closets.py	715	def test_idf_downweights_terms_present_in_every_doc(self):	CODE
LOW	tests/test_closets.py	88	def test_lock_acquires_and_releases(self, tmp_path):	CODE
LOW	tests/test_closets.py	99	def test_lock_blocks_concurrent_access(self, tmp_path):	CODE
LOW	tests/test_closets.py	153	def test_emits_pointer_line_shape(self):	CODE
LOW	tests/test_closets.py	174	def test_extracts_section_headers_as_topics(self):	CODE
LOW	tests/test_closets.py	181	def test_entity_stoplist_filters_sentence_starters(self):	CODE
LOW	tests/test_closets.py	199	def test_real_proper_nouns_survive_stoplist(self):	CODE
LOW	tests/test_closets.py	299	def test_date_segment_uses_filed_at_date_portion_only(self):	CODE
LOW	tests/test_closets.py	320	def test_content_date_preferred_over_filed_at(self):	CODE
LOW	tests/test_closets.py	354	def test_overwrites_existing_closet_does_not_append(self, palace_path):	CODE
LOW	tests/test_closets.py	372	def test_packs_into_multiple_closets_without_splitting_lines(self, palace_path):	CODE
LOW	tests/test_closets.py	393	def test_deletes_only_the_targeted_source(self, palace_path):	CODE
LOW	tests/test_closets.py	413	def test_remine_replaces_closets_completely(self, tmp_path):	CODE
LOW	tests/test_closets.py	570	def test_max_distance_filters_hybrid_hits(self, palace_path, seeded_collection):	CODE
LOW	tests/test_closets.py	620	def test_capped_list_never_truncates_a_name(self):	CODE
LOW	tests/test_closets.py	664	def test_known_registry_is_cached_by_mtime(self, monkeypatch, tmp_path):	CODE
LOW	tests/test_closets.py	728	def test_empty_inputs_return_zeros(self):	CODE
LOW	tests/test_closets.py	733	def test_hybrid_rank_promotes_keyword_match(self):	CODE
LOW	tests/test_closets.py	746	def test_hybrid_rank_absolute_normalization(self):	CODE
LOW	tests/test_closets.py	765	def test_ingest_creates_drawers_and_closets(self, tmp_path):	CODE
LOW	tests/test_closets.py	779	def test_ingest_skips_unchanged_on_second_run(self, tmp_path):	CODE
LOW	tests/test_closets.py	793	def test_ingest_detects_same_size_content_edit(self, tmp_path):	CODE
LOW	tests/test_closets.py	830	def test_legacy_state_backfills_content_hash(self, tmp_path):	CODE
LOW	tests/test_closets.py	871	def test_state_file_lives_outside_diary_dir(self, tmp_path):	CODE
LOW	tests/test_closets.py	901	def test_wing_prefixed_drawer_id_prevents_cross_diary_collision(self, tmp_path):	CODE
LOW	tests/test_closets.py	941	def test_diary_multiple_entries_one_drawer_each(self, tmp_path):	CODE
LOW	tests/test_closets.py	962	def test_large_diary_with_oversized_entry_chunks_within_entry(self, tmp_path):	CODE
LOW	tests/test_closets.py	997	def test_incremental_appends_new_entry_only(self, tmp_path):	CODE
LOW	tests/test_closets.py	1024	def test_entry_count_watermark_matches_drawer_count(self, tmp_path):	CODE
LOW	tests/test_closets.py	1051	def test_diary_chunk_index_is_global_across_entries(self, tmp_path):	CODE
LOW	tests/test_closets.py	1088	def test_diary_entry_deletion_purges_orphan_drawers(self, tmp_path):	CODE
LOW	tests/test_closets.py	1123	def test_diary_header_only_entry_produces_drawer(self, tmp_path):	CODE
LOW	tests/test_closets.py	1149	def test_diary_atomic_batched_upsert_on_failure(self, tmp_path, monkeypatch):	CODE
LOW	tests/test_closets.py	1260	def test_list_tunnels_with_and_without_filter(self):	CODE
LOW	tests/test_closets.py	1274	def test_dedup_same_endpoints_updates_label(self):	CODE
LOW	tests/test_closets.py	1281	def test_follow_tunnels_returns_connected_endpoints(self):	CODE
LOW	tests/test_closets.py	1304	def test_follow_tunnels_works_from_either_endpoint(self):	CODE
LOW	tests/test_closets.py	1317	def test_empty_endpoint_fields_rejected(self):	CODE
LOW	tests/test_closets.py	1332	def test_corrupt_tunnel_file_does_not_lose_new_writes(self):	CODE
LOW	tests/test_closets.py	1350	def test_atomic_write_leaves_no_stray_tmp_file(self):	CODE
LOW	tests/test_closets.py	1359	def test_concurrent_creates_preserve_all_tunnels(self):	CODE
LOW	tests/test_closets.py	1385	def test_created_at_is_timezone_aware(self):	CODE
LOW	tests/test_closets.py	1421	def test_expand_returns_matched_plus_neighbors(self, palace_path):	CODE
LOW	tests/test_closets.py	1440	def test_expand_at_start_of_file_only_has_next_neighbor(self, palace_path):	CODE
LOW	tests/test_closets.py	1454	def test_expand_at_end_of_file_only_has_prev_neighbor(self, palace_path):	CODE
2876 more matches not shown…

Excessive Try-Catch Wrapping337 hits · 296 pts

Severity	File	Line	Snippet	Context
LOW	tools/find_orphan_claude_jsonls.sh	55	except Exception:	CODE
LOW	tools/find_orphan_claude_jsonls.sh	89	except Exception:	CODE
MEDIUM	tests/test_closets.py	1366	def worker(i):	CODE
LOW	tests/test_closets.py	1370	except Exception as e:	CODE
LOW	tests/conftest.py	74	except Exception:	CODE
LOW	tests/conftest.py	89	except Exception:	CODE
LOW	tests/conftest.py	129	except Exception:	CODE
LOW	tests/test_milvus_backend.py	368	except Exception:	CODE
LOW	tests/test_mine_lock_lifecycle.py	217	except Exception:	CODE
LOW	tests/test_mine_lock_lifecycle.py	223	except Exception:	CODE
MEDIUM	tests/test_sqlite_exact_backend.py	585	def racing_connect(args, *kwargs):	CODE
LOW	tests/test_sqlite_exact_backend.py	606	except Exception as exc:	CODE
LOW	tests/test_live_pgvector_conformance.py	61	except Exception:	CODE
LOW	tests/test_live_pgvector_conformance.py	278	except Exception as exc: # noqa: BLE001 - collected for the report	CODE
LOW	tests/test_live_pgvector_conformance.py	315	except Exception as exc: # noqa: BLE001 - collected for the report	CODE
LOW	tests/test_hooks_cli.py	856	except Exception:	CODE
LOW⚡	tests/test_daemon.py	220	except Exception: # noqa: BLE001 - best-effort; we force-shutdown below	CODE
LOW⚡	tests/test_daemon.py	227	except Exception: # noqa: BLE001	CODE
LOW⚡	tests/test_daemon.py	231	except Exception: # noqa: BLE001	CODE
LOW	tests/test_repair.py	1975	except Exception:	CODE
MEDIUM	tests/test_pgvector_backend.py	766	def racing_connect(dsn):	CODE
LOW	tests/test_pgvector_backend.py	713	except Exception:	CODE
LOW	tests/test_pgvector_backend.py	784	except Exception as exc:	CODE
LOW	tests/test_migrate.py	286	except Exception:	CODE
LOW	tests/test_migrate.py	332	except Exception:	CODE
LOW	tests/test_qdrant_backend.py	557	except Exception:	CODE
LOW	tests/benchmarks/conftest.py	107	except Exception:	CODE
LOW	tests/benchmarks/conftest.py	114	except Exception:	CODE
LOW	tests/benchmarks/conftest.py	138	except Exception:	CODE
LOW	tests/benchmarks/test_knowledge_graph_bench.py	191	except Exception:	CODE
LOW	tests/benchmarks/test_knowledge_graph_bench.py	233	except Exception:	CODE
LOW	tests/benchmarks/test_knowledge_graph_bench.py	244	except Exception:	CODE
LOW⚡	mempalace/repair.py	74	except Exception:	CODE
LOW⚡	mempalace/repair.py	310	except Exception:	CODE
LOW⚡	mempalace/repair.py	313	except Exception as exc:	CODE
LOW⚡	mempalace/repair.py	316	except Exception:	CODE
LOW	mempalace/repair.py	95	except Exception:	CODE
LOW	mempalace/repair.py	107	except Exception:	CODE
LOW	mempalace/repair.py	117	except Exception:	CODE
LOW	mempalace/repair.py	146	except Exception:	CODE
LOW	mempalace/repair.py	173	except Exception:	CODE
LOW	mempalace/repair.py	186	except Exception:	CODE
LOW	mempalace/repair.py	195	except Exception:	CODE
LOW	mempalace/repair.py	366	except Exception:	CODE
LOW	mempalace/repair.py	374	except Exception:	CODE
LOW	mempalace/repair.py	431	except Exception:	CODE
LOW	mempalace/repair.py	436	except Exception:	CODE
LOW	mempalace/repair.py	569	except Exception:	CODE
LOW	mempalace/repair.py	705	except Exception as exc:	CODE
LOW	mempalace/repair.py	776	except Exception:	CODE
LOW	mempalace/repair.py	899	except Exception as exc:	CODE
LOW	mempalace/repair.py	979	except Exception as e:	CODE
LOW	mempalace/repair.py	1042	except Exception as restore_error:	CODE
LOW	mempalace/repair.py	1143	except Exception as exc: # noqa: BLE001 — chromadb raises many shapes	CODE
LOW	mempalace/repair.py	1445	except Exception as exc: # noqa: BLE001	CODE
LOW	mempalace/repair.py	1586	except Exception:	CODE
LOW	mempalace/repair.py	1592	except Exception:	CODE
LOW	mempalace/repair.py	1827	except Exception:	CODE
LOW	mempalace/sync.py	298	except Exception as exc:	CODE
LOW	mempalace/service.py	228	except Exception as exc:	CODE
277 more matches not shown…

Unused Imports145 hits · 124 pts

Severity	File	Line	Context
LOW	tests/test_miner_fts5_validation.py	10	CODE
LOW	tests/test_corpus_origin_integration.py	25	CODE
LOW	tests/test_mine_lock_lifecycle.py	1	CODE
LOW	tests/test_sync.py	1423	CODE
LOW	tests/test_hooks_shell.py	20	CODE
LOW	tests/test_cursor_plugin_manifest.py	29	CODE
LOW	tests/test_format_miner.py	12	CODE
LOW	tests/test_format_miner.py	610	CODE
LOW	tests/test_hnsw_capacity.py	9	CODE
LOW	tests/test_cursor_hooks_install.py	16	CODE
LOW	tests/test_collision_scan.py	16	CODE
LOW	tests/test_ids.py	11	CODE
LOW	tests/test_antigravity_hooks_install.py	15	CODE
LOW	tests/test_chroma_collection_lock.py	26	CODE
LOW	tests/test_antigravity_hooks_shell.py	20	CODE
LOW	tests/test_cursor_hooks_shell.py	28	CODE
LOW	tests/test_hooks_bash_compat.py	17	CODE
LOW	tests/test_dynamics.py	10	CODE
LOW	tests/test_fact_checker.py	19	CODE
LOW	tests/test_palace_locks.py	10	CODE
LOW	tests/test_qdrant_bulk_metadata_scroll.py	72	CODE
LOW	tests/benchmarks/benchmark_dialect.py	1	CODE
LOW	tests/benchmarks/benchmark_dialect.py	3	CODE
LOW	mempalace/sync.py	20	CODE
LOW	mempalace/service.py	9	CODE
LOW	mempalace/convo_scanner.py	22	CODE
LOW	mempalace/project_scanner.py	18	CODE
LOW	mempalace/hallways.py	33	CODE
LOW	mempalace/palace_graph.py	21	CODE
LOW	mempalace/embedding.py	32	CODE
LOW	mempalace/hook_shell.py	9	CODE
LOW	mempalace/collision_scan.py	24	CODE
LOW	mempalace/__init__.py	38	CODE
LOW	mempalace/fact_checker.py	28	CODE
LOW	mempalace/wal.py	13	CODE
LOW	mempalace/llm_refine.py	21	CODE
LOW	mempalace/llm_client.py	24	CODE
LOW	mempalace/corpus_origin.py	35	CODE
LOW	mempalace/_stdio.py	25	CODE
LOW	mempalace/format_miner.py	59	CODE
LOW	mempalace/sweeper.py	39	CODE
LOW	mempalace/ids.py	16	CODE
LOW	mempalace/daemon.py	8	CODE
LOW	mempalace/entity_detector.py	33	CODE
LOW	mempalace/dynamics.py	29	CODE
LOW	mempalace/backends/milvus.py	11	CODE
LOW	mempalace/backends/qdrant.py	9	CODE
LOW	mempalace/backends/registry.py	15	CODE
LOW	mempalace/backends/embedding_wrapper.py	3	CODE
LOW	mempalace/backends/__init__.py	17	CODE
LOW	mempalace/backends/__init__.py	17	CODE
LOW	mempalace/backends/__init__.py	17	CODE
LOW	mempalace/backends/__init__.py	17	CODE
LOW	mempalace/backends/__init__.py	17	CODE
LOW	mempalace/backends/__init__.py	17	CODE
LOW	mempalace/backends/__init__.py	17	CODE
LOW	mempalace/backends/__init__.py	17	CODE
LOW	mempalace/backends/__init__.py	17	CODE
LOW	mempalace/backends/__init__.py	17	CODE
LOW	mempalace/backends/__init__.py	17	CODE
85 more matches not shown…

Deep Nesting149 hits · 108 pts

Severity	File	Line	Context
LOW	tools/render_jsonl.py	20	CODE
LOW	tests/test_corpus_origin_integration.py	1334	CODE
LOW	tests/conftest.py	55	CODE
LOW	tests/conftest.py	63	CODE
LOW	tests/test_hooks_cli.py	476	CODE
LOW	tests/test_hooks_cli.py	898	CODE
LOW	tests/test_hooks_cli.py	914	CODE
LOW	tests/test_hooks_cli.py	941	CODE
LOW	tests/test_hooks_cli.py	976	CODE
LOW	tests/test_hooks_cli.py	1025	CODE
LOW	tests/test_hooks_cli.py	1063	CODE
LOW	tests/test_hooks_cli.py	1074	CODE
LOW	tests/test_hooks_cli.py	1229	CODE
LOW	tests/test_hooks_cli.py	1279	CODE
LOW	tests/test_hooks_cli.py	1304	CODE
LOW	tests/test_hnsw_capacity.py	359	CODE
LOW	tests/test_chroma_collection_lock.py	80	CODE
LOW	tests/test_palace_locks.py	47	CODE
LOW	tests/test_palace_locks.py	262	CODE
LOW	tests/benchmarks/report.py	34	CODE
LOW	mempalace/repair.py	178	CODE
LOW	mempalace/repair.py	321	CODE
LOW	mempalace/repair.py	400	CODE
LOW	mempalace/repair.py	1171	CODE
LOW	mempalace/repair.py	1692	CODE
LOW	mempalace/sync.py	203	CODE
LOW	mempalace/service.py	143	CODE
LOW	mempalace/convo_scanner.py	57	CODE
LOW	mempalace/project_scanner.py	509	CODE
LOW	mempalace/miner.py	599	CODE
LOW	mempalace/miner.py	707	CODE
LOW	mempalace/miner.py	811	CODE
LOW	mempalace/miner.py	1583	CODE
LOW	mempalace/miner.py	1756	CODE
LOW	mempalace/palace_graph.py	90	CODE
LOW	mempalace/palace_graph.py	189	CODE
LOW	mempalace/palace_graph.py	640	CODE
LOW	mempalace/room_detector_local.py	100	CODE
LOW	mempalace/room_detector_local.py	195	CODE
LOW	mempalace/dialect.py	806	CODE
LOW	mempalace/dialect.py	928	CODE
LOW	mempalace/knowledge_graph.py	338	CODE
LOW	mempalace/knowledge_graph.py	370	CODE
LOW	mempalace/knowledge_graph.py	658	CODE
LOW	mempalace/onboarding.py	113	CODE
LOW	mempalace/onboarding.py	145	CODE
LOW	mempalace/onboarding.py	390	CODE
LOW	mempalace/searcher.py	494	CODE
LOW	mempalace/exporter.py	68	CODE
LOW	mempalace/normalize.py	203	CODE
LOW	mempalace/normalize.py	428	CODE
LOW	mempalace/normalize.py	559	CODE
LOW	mempalace/normalize.py	600	CODE
LOW	mempalace/normalize.py	642	CODE
LOW	mempalace/normalize.py	697	CODE
LOW	mempalace/normalize.py	780	CODE
LOW	mempalace/llm_refine.py	109	CODE
LOW	mempalace/cli.py	275	CODE
LOW	mempalace/cli.py	835	CODE
LOW	mempalace/cli.py	1083	CODE
89 more matches not shown…

Over-Commented Block102 hits · 86 pts

Severity	File	Line	Snippet	Context
LOW	pyproject.toml	81	"pytest-rerunfailures>=12.0",	COMMENT
LOW	pyproject.toml	101	]	COMMENT
LOW	pyproject.toml	121	dml = ["onnxruntime-directml>=1.16"]	COMMENT
LOW	docker-entrypoint.sh	1	#!/usr/bin/env sh	COMMENT
LOW	docker-compose.yml	1	# MemPalace via Docker Compose.	COMMENT
LOW	tools/backup_claude_jsonls.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/find_orphan_claude_jsonls.sh	1	#!/usr/bin/env bash	COMMENT
LOW	deploy/docker-compose.server.yml	1	# MemPalace remote team server — MCP over HTTP, backed by a central Qdrant.	COMMENT
LOW	tests/test_closets.py	1721	# Group B's content must not leak in through the shared source_file	COMMENT
LOW	tests/test_corpus_origin_integration.py	1321	# must use feature names ("corpus_origin", "corpus-origin detection")	COMMENT
LOW	tests/conftest.py	101		COMMENT
LOW	tests/test_format_miner.py	561		COMMENT
LOW	tests/test_convo_miner.py	301		COMMENT
LOW	tests/test_qdrant_bulk_metadata_scroll.py	321	assert call_log[0]["limit"] == qdrant_mod._SCROLL_PAGE_SIZE	COMMENT
LOW	tests/test_qdrant_bulk_metadata_scroll.py	341	# automatic link between the two. (Diagnosed during review on #1832 after	COMMENT
LOW	tests/test_normalize.py	461	# JSONL. The schema (per google-gemini/gemini-cli#15292):	COMMENT
LOW	tests/test_normalize.py	1841	assert "line one" in out	COMMENT
LOW	mempalace/repair.py	1121	# ``create_collection`` lives inside the try so a Chroma-side	COMMENT
LOW	mempalace/repair.py	1401	return {}	COMMENT
LOW	mempalace/config.py	21		COMMENT
LOW	mempalace/config.py	121	# safe when datetime values use one canonical shape. Accept full dates for	COMMENT
LOW	mempalace/miner.py	161	# lives in ``config.DEFAULT_CHUNK_*``.	COMMENT
LOW	mempalace/miner.py	1021		COMMENT
LOW	mempalace/miner.py	1041	# "April 6th 2011", "8 Nov 2024", etc.)	COMMENT
LOW	mempalace/miner.py	1061	# never set — dateutil only runs in strict mode on a substring we've	COMMENT
LOW	mempalace/palace_graph.py	581	# Preserve original creation timestamp on label updates.	COMMENT
LOW	mempalace/palace_graph.py	701		COMMENT
LOW	mempalace/embedding.py	201		COMMENT
LOW	mempalace/__init__.py	1	"""MemPalace — Give your AI a memory. No API key required."""	COMMENT
LOW	mempalace/__init__.py	41	# warnings ("capture() takes 1 positional argument but 3 were given"). In 1.x the	COMMENT
LOW	mempalace/cli.py	181	# is the whole reason to run it, but a weak local model (e.g. Ollama	COMMENT
LOW	mempalace/corpus_origin.py	41		COMMENT
LOW	mempalace/palace.py	61		COMMENT
LOW	mempalace/palace.py	941	# `_clients` dict and leave _DEFAULT_BACKEND's live handle in place,	COMMENT
LOW	mempalace/palace.py	961	# different worker thread. A thread-local guard makes those handlers fail to see	COMMENT
LOW	mempalace/palace.py	1121	# Ensure the file exists, then open r+ so we can both read the prior	COMMENT
LOW	mempalace/ids.py	21	# Audits compare like-for-like: drawers without ``id_recipe`` are treated	COMMENT
LOW	mempalace/diary_ingest.py	221	# Per-entry drawers, with character chunking inside any entry	COMMENT
LOW	mempalace/migrate.py	381	# ---------------------------------------------------------------------------	COMMENT
LOW	mempalace/hooks_cli.py	261	resolved = Path(mempal_dir).expanduser().resolve()	COMMENT
LOW	mempalace/hooks_cli.py	281	# a directory of per-target slots, claimed via ``O_CREAT \| O_EXCL`` so the	COMMENT
LOW	mempalace/mcp_server.py	1121	# the identity check passes), but the provider list is chromadb's	COMMENT
LOW	mempalace/mcp_server.py	3541	# Oversized entry: split into bounded per-chunk drawers so the	COMMENT
LOW	mempalace/entity_detector.py	41		COMMENT
LOW	mempalace/entity_detector.py	81	# ==================== KNOWN-SYSTEMS COMPOUND LEXICON (Tier 3 linguistics cleanup) ====================	COMMENT
LOW	mempalace/backends/embedding_wrapper.py	161	# ``BaseCollection.facet_counts`` is a concrete method that raises	COMMENT
LOW	mempalace/backends/pgvector.py	621	# Strip both unstorable byte classes Postgres rejects before	COMMENT
LOW	mempalace/backends/chroma.py	161		COMMENT
LOW	mempalace/backends/chroma.py	621		COMMENT
LOW	mempalace/backends/chroma.py	2061	# chroma.sqlite3 lazily, so the stat captured before the call	COMMENT
LOW	hooks/mempal_save_hook.sh	1	#!/bin/bash	COMMENT
LOW	hooks/mempal_save_hook.sh	21	# "type": "command",	COMMENT
LOW	hooks/mempal_save_hook.sh	41	# transcript_path — path to the JSONL transcript file	COMMENT
LOW	hooks/mempal_save_hook.sh	61	# is always mined regardless — this is purely additive.	COMMENT
LOW	hooks/mempal_save_hook.sh	101	if [ "$AUTO_SAVE" = "false" ]; then	COMMENT
LOW	hooks/mempal_save_hook.sh	121	# default, and the hook silently produced zero saves (#1440).	COMMENT
LOW	hooks/mempal_save_hook.sh	141	# where another local user on a shared box could read the traceback,	COMMENT
LOW	hooks/mempal_save_hook.sh	181	if [ -n "$INPUT" ] && [ "$_MEMPAL_PARSE_MARKER" != "__MEMPAL_PARSE_OK__" ]; then	COMMENT
LOW	hooks/mempal_precompact_hook.sh	1	#!/bin/bash	COMMENT
LOW	hooks/mempal_precompact_hook.sh	21	# "hooks": {	COMMENT
42 more matches not shown…

AI Slop Vocabulary20 hits · 63 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_palace_graph_tunnels.py	93	# instead of raising — keeps read-path filters robust to bad records.	COMMENT
MEDIUM⚡	tests/test_hooks_cli.py	423	# here: _count_human_messages counts both harness shapes, and we assert only	COMMENT
MEDIUM⚡	tests/test_hooks_cli.py	424	# the harness -> agent_name routing, not transcript parsing.	COMMENT
MEDIUM	tests/test_hooks_bash_compat.py	152	# leaks debug output here would silently break the harness contract.	COMMENT
MEDIUM⚡	tests/test_hooks_bash_compat.py	349	# and the bottom call supplies the ``--hook session-end --harness`` args	COMMENT
MEDIUM	mempalace/repair.py	1410	# harness), renaming the directory fails atomically UP FRONT on	COMMENT
LOW	mempalace/room_detector_local.py	329	# If still nothing, just use general	COMMENT
MEDIUM⚡	mempalace/format_miner.py	319	"""Convert ``path`` to plain text via MarkItDown, with comprehensive fringe-case handling.	STRING
MEDIUM	mempalace/hooks_cli.py	1283	# Validate the harness-provided transcript path before touching it	COMMENT
MEDIUM	mempalace/backends/base.py	624	#: no-op, so a benchmark harness can trust the set. Backends MAY add their	COMMENT
MEDIUM	hooks/mempal_save_hook.sh	67	# Why this is nontrivial: GUI-launched Claude Code on macOS (or any harness	COMMENT
MEDIUM	hooks/mempal_save_hook.sh	128	# every Stop hook for users on i18n harnesses or unusual harness configs.	COMMENT
MEDIUM	hooks/mempal_session_end_hook.sh	9	# exited. All logic lives in mempalace.hooks_cli for cross-harness extensibility.	COMMENT
MEDIUM	hooks/mempal_session_end_hook.sh	40	# Return immediately so the harness never blocks on session exit.	COMMENT
MEDIUM	hooks/antigravity/lib/common.sh	216	# a hostile / malformed harness payload cannot inject command tokens.	COMMENT
MEDIUM	benchmarks/model_eval/metrics.py	25	# the harness can land on develop independently of the model-router PR.	COMMENT
MEDIUM	.claude-plugin/hooks/mempal-stop-hook.sh	3	# All logic lives in mempalace.hooks_cli for cross-harness extensibility	COMMENT
MEDIUM	.claude-plugin/hooks/mempal-session-end-hook.sh	11	# mempalace.hooks_cli for cross-harness extensibility.	COMMENT
MEDIUM	.claude-plugin/hooks/mempal-session-end-hook.sh	42	# Return immediately so the harness never blocks on session exit.	COMMENT
MEDIUM	.claude-plugin/hooks/mempal-precompact-hook.sh	3	# All logic lives in mempalace.hooks_cli for cross-harness extensibility	COMMENT

Modern AI Meta-Vocabulary20 hits · 60 pts

Severity	File	Line	Snippet	Context
MEDIUM	CHANGELOG.md	203	- `mempalace repair` can now recover palaces whose HNSW segment writer is stuck on `apply_logs`. Both the existing `	CODE
MEDIUM	pyproject.toml	33	# Multilingual embedding model deps. Onboarding now offers the	COMMENT
MEDIUM	pyproject.toml	115	# Hardware acceleration for the ONNX embedding model. Install exactly one:	COMMENT
MEDIUM	docker-compose.yml	11	# config, and the cached embedding model across runs.	COMMENT
MEDIUM	tests/test_closets.py	970	# the embedding model's hard token limit. This trips the size-cap	COMMENT
MEDIUM	tests/test_mcp_server.py	357	# palace scaffold on disk before the user runs ``mempalace init``.	COMMENT
MEDIUM⚡	tests/test_miner.py	2235	# hallucinates dates on benign inputs. These tests pin the fix: junk	COMMENT
MEDIUM	tests/test_migrate_wings.py	68	# Explicit embeddings keep the test hermetic (no embedding model needed) —	COMMENT
MEDIUM	mempalace/miner.py	1058	# would hallucinate dates from any digit-bearing text (Igor's reproductions	COMMENT
MEDIUM	mempalace/miner.py	1072	# padding from today's date, which is hallucination, not extraction.	COMMENT
MEDIUM	mempalace/miner.py	1261	# (no fuzzy=True) — without it, dateutil hallucinates dates from any	COMMENT
MEDIUM	mempalace/miner.py	1486	# Batch chunks into bounded upserts so the embedding model sees many	COMMENT
MEDIUM	mempalace/mcp_server.py	2613	# embedding model never sees a document above ``chunk_size``.	COMMENT
MEDIUM	mempalace/mcp_server.py	3542	# embedding model never sees a document above ``chunk_size``.	COMMENT
MEDIUM	mempalace/mcp_server.py	3553	# if the embedding model fails mid-loop. ``col.add`` (not	COMMENT
MEDIUM	hooks/mempal_precompact_hook.sh	5	# gets compressed to free up context window space.	COMMENT
MEDIUM	benchmarks/BENCHMARKS.md	749	Same purpose as #2: isolate the contribution of a better embedding model from the contribution of heuristics.	CODE
MEDIUM	benchmarks/model_eval/runner.py	73	# Tasks that score via semantic similarity and require an embedding model.	COMMENT
MEDIUM	benchmarks/model_eval/README.md	34	# This script reads candidates.yaml and pulls every tier-1 model + the embedding model	COMMENT
MEDIUM	benchmarks/model_eval/reports/2026-05-10-analysis.md	200	### The 0.36 "hallucination rate" on qwen3:4b memory extraction is a scoring artifact	COMMENT

Structural Annotation Overuse24 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW⚡	mempalace/onboarding.py	84	# Step 1: Mode selection	COMMENT
LOW⚡	mempalace/onboarding.py	268	# Step 6: Ambiguity warnings	COMMENT
LOW⚡	mempalace/onboarding.py	399	# Step 1: Mode	COMMENT
LOW⚡	mempalace/onboarding.py	409	# Step 2: People	COMMENT
LOW⚡	mempalace/onboarding.py	412	# Step 3: Projects	COMMENT
LOW⚡	mempalace/onboarding.py	415	# Step 4: Wings (stored in config, not registry — just show user)	COMMENT
LOW⚡	mempalace/onboarding.py	418	# Step 5: Auto-detect additional people from files	COMMENT
LOW	mempalace/onboarding.py	451	# Step 6: Warn about ambiguous names	COMMENT
LOW⚡	mempalace/onboarding.py	141	# Step 2: People	STRING
LOW⚡	mempalace/onboarding.py	196	# Step 3: Projects	STRING
LOW⚡	mempalace/onboarding.py	222	# Step 4: Wings	STRING
LOW⚡	mempalace/onboarding.py	244	# Step 5: Auto-detect from files	STRING
LOW⚡	mempalace/instructions/status.md	5	## Step 1: Gather Palace Status	COMMENT
LOW⚡	mempalace/instructions/status.md	12	## Step 2: Display Wing/Room/Drawer Counts	COMMENT
LOW⚡	mempalace/instructions/status.md	22	## Step 3: Knowledge Graph Stats (MCP only)	COMMENT
LOW⚡	mempalace/instructions/status.md	32	## Step 4: Suggest Next Actions	COMMENT
LOW	mempalace/instructions/init.md	6	## Step 1: Check Python version	COMMENT
LOW	mempalace/instructions/init.md	12	## Step 2: Check if mempalace is already installed	COMMENT
LOW	mempalace/instructions/init.md	24	## Step 3: Install mempalace	COMMENT
LOW⚡	mempalace/instructions/init.md	48	## Step 4: Ask for project directory	COMMENT
LOW⚡	mempalace/instructions/init.md	54	## Step 5: Initialize the palace	COMMENT
LOW⚡	mempalace/instructions/init.md	60	## Step 6: Configure MCP server	COMMENT
LOW	mempalace/instructions/init.md	73	## Step 7: Verify installation	COMMENT
LOW	mempalace/instructions/init.md	80	## Step 8: Show next steps	COMMENT

Self-Referential Comments10 hits · 39 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_hall_detection.py	109	# Create a conversation file with technical content	COMMENT
MEDIUM⚡	tests/test_mcp_server.py	795	# Create a collection so status works	COMMENT
MEDIUM⚡	tests/test_mcp_server.py	825	# Create the DB file (init does this) but NOT the collection	COMMENT
MEDIUM⚡	tests/test_mcp_server.py	3462	# Create a real collection so _get_collection succeeds	COMMENT
MEDIUM	tests/test_repair.py	346	# Create a valid sqlite file so the repair preflight can run quick_check.	COMMENT
MEDIUM	tests/test_miner.py	2368	# Create a real file with known mtime.	COMMENT
MEDIUM⚡	tests/test_backends.py	1862	# Create the collection using the default (minilm-based) EF.	COMMENT
MEDIUM	tests/benchmarks/test_knowledge_graph_bench.py	58	# Create a hub entity connected to many others	COMMENT
MEDIUM⚡	hooks/cursor/lib/common.sh	26	# This file is sourced, not executed, so it intentionally has no	COMMENT
MEDIUM⚡	hooks/antigravity/lib/common.sh	32	# This file is sourced, not executed, so it intentionally has no	COMMENT

Modern Structural Boilerplate38 hits · 37 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_mine_lock_lifecycle.py	20	def _set_home(monkeypatch, tmp_path: Path) -> None:	CODE
LOW	tests/test_hnsw_capacity.py	402	def _set_drawer_created_at(palace: str, timestamps: dict[int, str]) -> None:	CODE
LOW	mempalace/sync.py	28	logger = logging.getLogger(__name__)	CODE
LOW	mempalace/sync.py	317	__all__ = [	CODE
LOW	mempalace/config.py	776	def set_embedding_model(self, model: str) -> None:	CODE
LOW	mempalace/config.py	796	def set_backend(self, backend: str) -> None:	CODE
LOW⚡	mempalace/hallways.py	58	__all__ = [	CODE
LOW	mempalace/miner.py	779	def _set_wing_topics(existing: dict, wing_key: str, topics_for_wing: list, coerce) -> None:	CODE
LOW	mempalace/room_detector_local.py	19	logger = logging.getLogger(__name__)	CODE
LOW	mempalace/embedding.py	39	logger = logging.getLogger(__name__)	CODE
LOW	mempalace/__init__.py	60	__all__ = ["__version__"]	CODE
LOW	mempalace/wal.py	21	logger = logging.getLogger(__name__)	CODE
LOW	mempalace/format_miner.py	94	__all__ = [	CODE
LOW	mempalace/sweeper.py	50	logger = logging.getLogger(__name__)	CODE
LOW	mempalace/diary_ingest.py	38	logger = logging.getLogger(__name__)	CODE
LOW	mempalace/dynamics.py	245	__all__ = [	CODE
LOW⚡	mempalace/backends/milvus.py	350	def set_embedder_identity(self, identity) -> None:	CODE
LOW	mempalace/backends/milvus.py	50	logger = logging.getLogger(__name__)	CODE
LOW	mempalace/backends/milvus.py	1052	def _set_embedder_identity(self, palace: PalaceRef, collection_name: str, identity) -> None:	CODE
LOW	mempalace/backends/milvus.py	1322	__all__ = [	CODE
LOW	mempalace/backends/qdrant.py	48	logger = logging.getLogger(__name__)	CODE
LOW	mempalace/backends/qdrant.py	715	def set_embedder_identity(self, identity) -> None:	CODE
LOW	mempalace/backends/qdrant.py	1298	def _set_embedder_identity(self, palace: PalaceRef, collection_name: str, identity) -> None:	CODE
LOW	mempalace/backends/qdrant.py	1483	__all__ = ["QdrantBackend", "QdrantCollection"]	CODE
LOW	mempalace/backends/registry.py	24	logger = logging.getLogger(__name__)	CODE
LOW⚡	mempalace/backends/embedding_wrapper.py	66	def set_embedder_identity(self, identity) -> None:	CODE
LOW	mempalace/backends/__init__.py	55	__all__ = [	CODE
LOW	mempalace/backends/pgvector.py	61	logger = logging.getLogger(__name__)	CODE
LOW	mempalace/backends/pgvector.py	835	def set_embedder_identity(self, identity) -> None:	CODE
LOW	mempalace/backends/pgvector.py	1435	def _set_embedder_identity(self, palace: PalaceRef, collection_name: str, identity) -> None:	CODE
LOW	mempalace/backends/chroma.py	39	logger = logging.getLogger(__name__)	CODE
LOW⚡	mempalace/backends/chroma.py	1895	def set_embedder_identity(self, identity) -> None:	STRING
LOW⚡	mempalace/backends/base.py	451	def set_embedder_identity(self, identity: EmbedderIdentity) -> None:	CODE
LOW	mempalace/backends/sqlite_exact.py	39	logger = logging.getLogger(__name__)	CODE
LOW	mempalace/backends/sqlite_exact.py	345	def set_embedder_identity(self, identity) -> None:	CODE
LOW	mempalace/backends/sqlite_exact.py	1094	__all__ = ["SQLiteExactBackend", "SQLiteExactCollection"]	STRING
LOW	mempalace/sources/registry.py	29	logger = logging.getLogger(__name__)	CODE
LOW	mempalace/sources/__init__.py	48	__all__ = [	CODE

Cross-Language Confusion7 hits · 34 pts

Severity	File	Line	Snippet	Context
HIGH	tests/test_mcp_server.py	4571	the alias only fills in when 'entry' is absent or null, not merely falsy.	STRING
HIGH⚡	tests/test_hooks_cli.py	721	'{"type":"x","cwd":null}\n'	CODE
HIGH⚡	tests/test_hooks_cli.py	716	"""A cwd field that isn't a string (e.g. null, number) must be skipped."""	STRING
HIGH	tests/test_save_hook_mines.py	115	script.write_text(f'{func_src}\nis_valid_transcript_path "$1" && echo OK \|\| echo NO\n')	CODE
HIGH	tests/test_corpus_origin.py	283	"primary_platform": null,	CODE
HIGH	mempalace/mcp_server.py	4805	# all (or passed it as null). An explicit entry — even "" — wins.	COMMENT
HIGH	benchmarks/mine_bench.py	17	uv venv /tmp/gpu && source /tmp/gpu/bin/activate	STRING

Fake / Example Data21 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_closets.py	211	content = "lorem ipsum dolor sit amet consectetur adipiscing elit"	CODE
LOW⚡	tests/test_closets.py	211	content = "lorem ipsum dolor sit amet consectetur adipiscing elit"	CODE
LOW⚡	tests/test_miner_fts5_validation.py	173	(src / "a.md").write_text("placeholder")	CODE
LOW⚡	tests/test_miner_fts5_validation.py	223	big = "lorem ipsum " * 500	CODE
LOW	tests/test_miner_fts5_validation.py	261	(src / "big.md").write_text("lorem ipsum " * 200)	CODE
LOW	tests/test_miner_fts5_validation.py	311	(src / "big.md").write_text("lorem ipsum " * 200)	CODE
LOW	tests/conftest.py	276	kg.add_triple("Alice", "works_at", "Acme Corp", valid_from="2020-01-01", valid_to="2024-12-31")	CODE
LOW⚡	tests/test_format_miner.py	224	f.write_bytes(b"placeholder")	CODE
LOW⚡	tests/test_format_miner.py	232	f.write_bytes(b"placeholder")	CODE
LOW⚡	tests/test_project_scanner.py	186	assert _looks_like_real_name("Jane Doe")	CODE
LOW⚡	tests/test_project_scanner.py	227	("Jane Doe", "jane@work.com", "r"),	CODE
LOW⚡	tests/test_project_scanner.py	228	("Jane Doe", "jane@personal.com", "r"),	CODE
LOW⚡	tests/test_project_scanner.py	231	assert people["Jane Doe"].total_commits == 2	CODE
LOW⚡	tests/test_project_scanner.py	232	assert len(people["Jane Doe"].emails) == 2	CODE
LOW⚡	tests/test_project_scanner.py	335	def _init_git_repo(path: Path, name: str = "Jane Doe", email: str = "jane@example.com"):	CODE
LOW⚡	tests/test_project_scanner.py	504	assert [person.name for person in people] == ["Jane Doe"]	CODE
LOW⚡	tests/test_project_scanner.py	525	people = [PersonInfo(name="Jane Doe", total_commits=5, repos={"r"})]	CODE
LOW⚡	tests/test_project_scanner.py	532	assert d["people"][0]["name"] == "Jane Doe"	CODE
LOW	tests/test_project_scanner.py	492	_init_git_repo(tmp_path, name="Jane Doe", email="jane@example.com")	CODE
LOW⚡	tests/test_knowledge_graph.py	105	assert "Acme Corp" in employers	CODE
LOW⚡	tests/test_knowledge_graph.py	112	assert "Acme Corp" not in employers	CODE

Redundant / Tautological Comments12 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_readme_claims.py	556	# Check if either miner references 'hall' in the metadata it writes	COMMENT
LOW	tests/test_save_hook_mines.py	53	# Check if MEMPAL_DIR defaults to empty	COMMENT
LOW	tests/test_antigravity_hooks_shell.py	646	# Set interval to 1 so the modulo gate would normally fire on the	COMMENT
LOW⚡	tests/test_miner.py	2211	# Set mtime to a known value (2023-07-15 12:00 UTC)	COMMENT
LOW	tests/benchmarks/test_search_bench.py	86	# Check if needle content appears in top 5	COMMENT
LOW	tests/benchmarks/data_generator.py	365	# Write files distributed across room directories	COMMENT
LOW	tests/benchmarks/test_palace_boost.py	173	# Check if boost increases with scale (the hypothesis)	COMMENT
LOW	mempalace/normalize.py	231	# Check if this message is tool_results only (no user text)	COMMENT
LOW	mempalace/entity_registry.py	466	# Check if this is an ambiguous word	COMMENT
LOW	benchmarks/convomem_bench.py	201	# Check if any retrieved message matches evidence	COMMENT
LOW	benchmarks/membench_bench.py	376	# Check if any target turn is retrieved.	COMMENT
LOW	benchmarks/longmemeval_bench.py	3217	# Print results	COMMENT

Verbosity Indicators12 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW⚡	mempalace/onboarding.py	84	# Step 1: Mode selection	COMMENT
LOW⚡	mempalace/onboarding.py	268	# Step 6: Ambiguity warnings	COMMENT
LOW⚡	mempalace/onboarding.py	399	# Step 1: Mode	COMMENT
LOW⚡	mempalace/onboarding.py	409	# Step 2: People	COMMENT
LOW⚡	mempalace/onboarding.py	412	# Step 3: Projects	COMMENT
LOW⚡	mempalace/onboarding.py	415	# Step 4: Wings (stored in config, not registry — just show user)	COMMENT
LOW⚡	mempalace/onboarding.py	418	# Step 5: Auto-detect additional people from files	COMMENT
LOW	mempalace/onboarding.py	451	# Step 6: Warn about ambiguous names	COMMENT
LOW⚡	mempalace/onboarding.py	141	# Step 2: People	STRING
LOW⚡	mempalace/onboarding.py	196	# Step 3: Projects	STRING
LOW⚡	mempalace/onboarding.py	222	# Step 4: Wings	STRING
LOW⚡	mempalace/onboarding.py	244	# Step 5: Auto-detect from files	STRING

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	mempalace/repair.py	select count(*) from embeddings e join segments s on e.segment_id = s.id join collections c on s.collection = c.id where	STRING
HIGH	mempalace/mcp_server.py	select count(*) from embeddings e join segments s on e.segment_id = s.id join collections c on s.collection = c.id where	STRING
HIGH	mempalace/backends/chroma.py	select count(*) from embeddings e join segments s on e.segment_id = s.id join collections c on s.collection = c.id where	STRING

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	mempalace/palace_graph.py	498	Create an explicit (symmetric) tunnel between two locations in the palace. Tunnels are undirected: ``create_tunnel(	STRING

AI Structural Patterns6 hits · 4 pts

Severity	File	Line	Context
LOW	mempalace/miner.py	1699	CODE
LOW	mempalace/miner.py	1756	CODE
LOW	mempalace/searcher.py	1049	CODE
LOW	benchmarks/locomo_bench.py	621	CODE
LOW	benchmarks/longmemeval_bench.py	2936	CODE
LOW	benchmarks/model_eval/runner.py	234	CODE

Overly Generic Function Names2 hits · 1 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_mcp_server.py	4605	def helper(req):	CODE
LOW	mempalace/mcp_server.py	4672	def handle_request(request):	CODE

Slop Phrases1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…nchmarks/results_convomem_raw_top10_20260414_1649.json	1873	"question": "I just got a Slack message from a colleague that I need to handle later. What's a good way to keep trac	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings