Repository Analysis

MemoriLabs/Memori

Memori is agent-native memory infrastructure. A LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for production systems. Built for enterprise, Memori works with the data infrastructure you already run, no rip-and-replace, and deploys across managed cloud, single-tenant cloud, VPC, and on-premises.

32.8 Strong AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of MemoriLabs/Memori, a Python project with 15,579 GitHub stars. SynthScan v2.0 examined 92,961 lines of code across 540 source files, recording 1786 pattern matches distributed across 14 syntactic categories. The overall adjusted score of 32.8 places this repository in the Strong AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

32.8
Adjusted Score
32.8
Raw Score
100%
Time Factor
2026-06-15
Last Push
15.6K
Stars
Python
Language
93.0K
Lines of Code
540
Files
1.8K
Pattern Hits
2026-07-14
Scan Date
0.43
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 85HIGH 145MEDIUM 9LOW 1547

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 1786 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 Identifiers1207 hits · 1130 pts
SeverityFileLineSnippetContext
LOWmemori-ts/src/utils/utils.ts24function collectSummariesFromFacts(facts: ParsedFact[]): ParsedSummary[] {CODE
LOWmemori-ts/src/utils/utils.ts51function attachRawSummariesToFacts(facts: RecallItem[], summaries: RecallSummary[]): RecallItem[] {CODE
LOWmemori-ts/src/utils/utils.ts171export function extractLastUserMessageString(messages: Message[]): string | undefined {CODE
LOWmemori-ts/src/utils/utils.ts176export function extractLastUserMessageObject(messages: Message[]): Message | undefined {CODE
LOWtests/test_utils.py51def test_format_date_created_iso_z():CODE
LOWtests/test_utils.py55def test_format_date_created_none():CODE
LOWtests/test_typing_dx.py8def test_package_includes_py_typed_marker() -> None:CODE
LOWtests/test_typing_dx.py13def test_public_api_has_annotations_for_primary_methods() -> None:CODE
LOWtests/test_typing_dx.py41def test_public_api_has_hover_docstrings_for_primary_methods() -> None:CODE
LOWtests/test_agent.py8def test_memori_accepts_programmatic_api_key(monkeypatch):CODE
LOWtests/test_agent.py19def test_memori_accepts_programmatic_base_url(monkeypatch):CODE
LOWtests/test_agent.py36def test_sync_api_uses_configured_timeout(monkeypatch, mocker):CODE
LOWtests/test_agent.py60def test_agent_recall_builds_query_string(monkeypatch, mocker):CODE
LOWtests/test_agent.py92def test_agent_recall_rejects_session_without_project(monkeypatch):CODE
LOWtests/test_agent.py101def test_agent_recall_summary_builds_query_string(monkeypatch, mocker):CODE
LOWtests/test_agent.py120def test_agent_compaction_builds_query_string(monkeypatch, mocker):CODE
LOWtests/test_agent.py143def test_agent_compaction_requires_project(monkeypatch):CODE
LOWtests/test_agent.py152def test_capture_agent_turn_writes_turn_then_collector(monkeypatch, mocker):CODE
LOWtests/test_agent.py203def test_capture_agent_turn_swallow_collector_failure(monkeypatch, mocker):CODE
LOWtests/test_agent.py224def test_agent_feedback_posts_content(monkeypatch, mocker):CODE
LOWtests/test_search.py40def test_parse_embedding_from_bytes_postgresql():STRING
LOWtests/test_search.py47def test_parse_embedding_from_memoryview_postgresql():STRING
LOWtests/test_search.py54def test_parse_embedding_from_json_string_mysql():STRING
LOWtests/test_search.py61def test_parse_embedding_from_list_mongodb():STRING
LOWtests/test_search.py67def test_parse_embedding_from_numpy_array():STRING
LOWtests/test_search.py110def test_find_similar_embeddings_empty_list():STRING
LOWtests/test_search.py115def test_find_similar_embeddings_limit_larger_than_embeddings():STRING
LOWtests/test_search.py123def test_find_similar_embeddings_limit_smaller_than_embeddings():STRING
LOWtests/test_search.py80def test_find_similar_embeddings_basic():STRING
LOWtests/test_search.py94def test_find_similar_embeddings_cosine_similarity():STRING
LOWtests/test_search.py136def test_find_similar_embeddings_skips_malformed():STRING
LOWtests/test_search.py150def test_find_similar_embeddings_all_malformed():STRING
LOWtests/test_search.py161def test_find_similar_embeddings_dimension_mismatch():STRING
LOWtests/test_search.py172def test_find_similar_embeddings_mixed_dimensions():STRING
LOWtests/test_search.py185def test_find_similar_embeddings_mixed_formats():STRING
LOWtests/test_search.py198def test_find_similar_embeddings_returns_similarity_scores():STRING
LOWtests/test_search.py208def test_find_similar_embeddings_high_dimensional():STRING
LOWtests/test_search.py221def test_search_entity_facts_success():STRING
LOWtests/test_search.py253def test_search_entity_facts_no_embeddings():STRING
LOWtests/test_search.py271def test_search_entity_facts_no_similar_results():STRING
LOWtests/test_search.py290def test_search_entity_facts_respects_limit():STRING
LOWtests/test_search.py312def test_search_entity_facts_returns_required_keys():STRING
LOWtests/test_search.py337def test_search_entity_facts_handles_missing_content():STRING
LOWtests/test_search.py360def test_search_entity_facts_maintains_similarity_order():STRING
LOWtests/test_search.py388def test_search_entity_facts_can_rerank_with_query_text(mocker):STRING
LOWtests/test_search.py418def test_search_entity_facts_with_different_db_formats():STRING
LOWtests/test_search.py444def test_search_entity_facts_accepts_mapping_rows_for_content(mocker):STRING
LOWtests/test_search.py476def test_search_facts_candidates_success():STRING
LOWtests/test_search.py510def test_search_facts_candidates_can_rerank_with_query_text():STRING
LOWtests/test_litellm_client.py21def test_client_is_litellm_matches_module() -> None:CODE
LOWtests/test_litellm_client.py25def test_client_is_litellm_rejects_other_modules() -> None:CODE
LOWtests/test_litellm_client.py30def test_client_is_litellm_rejects_arbitrary_objects() -> None:CODE
LOWtests/test_litellm_client.py36def test_client_is_litellm_accepts_submodule() -> None:CODE
LOWtests/test_litellm_client.py42def test_litellm_register_requires_completion_attr() -> None:CODE
LOWtests/test_litellm_client.py56def test_litellm_register_wraps_completion_and_acompletion() -> None:CODE
LOWtests/test_litellm_client.py81def test_litellm_register_is_idempotent() -> None:CODE
LOWtests/test_litellm_client.py99def test_litellm_register_sets_provider_metadata() -> None:CODE
LOWtests/test_litellm_client.py116def test_client_is_litellm_matches_router_object() -> None:CODE
LOWtests/test_litellm_client.py134def test_litellm_register_wraps_router_instance_methods() -> None:CODE
LOWtests/test_litellm_client.py160def test_litellm_registered_in_registry_via_module() -> None:CODE
1147 more matches not shown…
Hallucination Indicators85 hits · 865 pts
SeverityFileLineSnippetContext
CRITICALcore/tests/retrieval_aa_contract.rs256 assert_eq!(payload.meta.attribution.entity.id.len(), 64);CODE
CRITICALcore/tests/retrieval_aa_contract.rs257 assert_eq!(payload.meta.attribution.process.id.len(), 64);CODE
CRITICALcore/tests/retrieval_aa_contract.rs258 assert_eq!(payload.meta.llm.model.sdk.version.as_deref(), Some("1.2.3"));CODE
CRITICALtests/memory/test_memory_writer.py128 config.storage.driver.conversation.message.create.reset_mock()CODE
CRITICALtests/memory/test_recall.py45 config.storage.driver.entity.create.assert_not_called()STRING
CRITICALtests/memory/test_recall.py46 config.storage.driver.knowledge_graph.delete_by_entity.assert_not_called()STRING
CRITICALtests/memory/test_recall.py47 config.storage.driver.entity_fact.delete_by_entity.assert_not_called()STRING
CRITICALtests/memory/test_recall.py59 config.storage.driver.entity.create.assert_called_once_with("entity-id")STRING
CRITICALtests/memory/test_recall.py60 config.storage.driver.knowledge_graph.delete_by_entity.assert_not_called()STRING
CRITICALtests/memory/test_recall.py61 config.storage.driver.entity_fact.delete_by_entity.assert_not_called()STRING
CRITICALtests/memory/test_recall.py73 config.storage.driver.entity.create.assert_called_once_with("entity-id")STRING
CRITICALtests/memory/test_recall.py74 config.storage.driver.knowledge_graph.delete_by_entity.assert_called_once_with(123)STRING
CRITICALtests/memory/test_recall.py75 config.storage.driver.entity_fact.delete_by_entity.assert_called_once_with(123)STRING
CRITICALtests/memory/test_recall.py76 config.storage.driver.conversation.update.assert_not_called()STRING
CRITICALtests/memory/test_recall.py77 config.storage.driver.conversation.message.create.assert_not_called()STRING
CRITICALtests/memory/test_recall.py124 config.storage.driver.entity.create.assert_called_once_with("test-entity")STRING
CRITICALtests/integration/databases/test_database_storage.py46 conversation = sqlite_memori.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/databases/test_database_storage.py104 messages = sqlite_memori.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/databases/test_database_storage.py142 conversation = postgres_memori.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/databases/test_database_storage.py199 messages = postgres_memori.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/databases/test_database_storage.py239 conversation = mysql_memori.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/databases/test_database_storage.py296 messages = mysql_memori.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/databases/test_database_storage.py333 conversation = mongodb_memori.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/databases/test_database_storage.py390 messages = mongodb_memori.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_anthropic.py488 conversation = memori_instance.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/providers/test_anthropic.py510 messages = memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_anthropic.py539 conversation = memori_instance.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/providers/test_anthropic.py557 memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_anthropic.py570 memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_openai.py556 conversation = memori_instance.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/providers/test_openai.py577 conversation = memori_instance.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/providers/test_openai.py598 messages = memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_openai.py625 memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_openai.py638 memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_openai.py1224 conversation = memori_instance.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/providers/test_openai.py1245 conversation = memori_instance.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/providers/test_openai.py1266 messages = memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_openai.py1293 memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_openai.py1306 memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_bedrock.py396 conversation = memori_instance.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/providers/test_bedrock.py414 messages = memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_bedrock.py434 conversation = memori_instance.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/providers/test_bedrock.py448 memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_bedrock.py457 memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_google.py500 conversation = memori_instance.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/providers/test_google.py517 memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_google.py455 conversation = memori_instance.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/providers/test_google.py476 messages = memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_google.py529 memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_xai.py493 conversation = memori_instance.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/providers/test_xai.py513 messages = memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_xai.py542 conversation = memori_instance.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/providers/test_xai.py560 memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/providers/test_xai.py573 memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/cloud/test_cloud_openai.py54 conversation = cloud_memori_instance.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/cloud/test_cloud_openai.py77 cloud_memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/cloud/test_cloud_openai.py136 conversation = cloud_memori_instance.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/cloud/test_cloud_anthropic.py54 conversation = cloud_memori_instance.config.storage.driver.conversation.read(CODE
CRITICALtests/integration/cloud/test_cloud_anthropic.py77 cloud_memori_instance.config.storage.driver.conversation.messages.read(CODE
CRITICALtests/integration/cloud/test_cloud_anthropic.py137 conversation = cloud_memori_instance.config.storage.driver.conversation.read(CODE
25 more matches not shown…
Cross-File Repetition145 hits · 725 pts
SeverityFileLineSnippetContext
HIGHtests/test_search.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHtests/llm/test_llm_embeddings.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHtests/embeddings/test_tei_chunking.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHtests/memory/test_recall_eval_harness.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHtests/memory/test_recall.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/_logging.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/_cli.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/__init__.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/_network.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/_config.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/__main__.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/_utils.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/_setup.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/llm/_constants.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/llm/_base.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/llm/__init__.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/llm/_registry.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/llm/_xai_wrappers.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/llm/_providers.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/llm/_utils.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/llm/adapters/google/_adapter.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/llm/adapters/xai/_adapter.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/llm/adapters/bedrock/_adapter.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/llm/adapters/anthropic/_adapter.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/llm/adapters/openai/_adapter.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/embeddings/_chunking.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/embeddings/_api.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/embeddings/_tei.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/embeddings/_format.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/embeddings/_tei_embed.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/embeddings/_utils.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/_struct.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/_conversation_messages.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/_collector.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/recall.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/_writer.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/_manager.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/augmentation/_base.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/augmentation/_handler.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/augmentation/__init__.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/augmentation/_runtime.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/augmentation/_db_writer.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/augmentation/_message.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/augmentation/_registry.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/augmentation/input.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/augmentation/_models.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/augmentation/_manager.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGH…ori/memory/augmentation/augmentations/memori/models.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGH…i/memory/augmentation/augmentations/memori/__init__.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGH…ory/augmentation/augmentations/memori/_augmentation.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/augmentation/memories/_entity.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/augmentation/memories/_process.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/memory/augmentation/memories/_conversation.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/storage/_base.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/storage/__init__.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/storage/_registry.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/storage/_builder.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/storage/_connection.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/storage/_manager.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
HIGHmemori/storage/drivers/postgresql/_driver.py0_ __ _ | \/ | ___ _ __ ___ ___ _ __(_) | |\/| |/ _ \ '_ ` _ \ / _ \| '__| | | | | | __/ | | | | | (_) | | | | |_| |_|\__STRING
85 more matches not shown…
Unused Imports143 hits · 126 pts
SeverityFileLineSnippetContext
LOWtests/test_agent.py1CODE
LOWtests/test_litellm_client.py7CODE
LOWtests/memory/test_recall_eval_harness.py11CODE
LOWintegrations/hermes/tests/test_provider.py1CODE
LOWintegrations/hermes/tests/test_client.py1CODE
LOWintegrations/hermes/tests/test_install.py1CODE
LOWintegrations/hermes/src/memori_hermes/client.py3CODE
LOWintegrations/hermes/src/memori_hermes/tools.py3CODE
LOWintegrations/hermes/src/memori_hermes/_paths.py3CODE
LOWintegrations/hermes/src/memori_hermes/__init__.py3CODE
LOWintegrations/hermes/src/memori_hermes/install.py3CODE
LOWmemori/_embedding_input.py1CODE
LOWmemori/_rust_core.py9CODE
LOWmemori/_rust_core.py10CODE
LOWmemori/_rust_core.py11CODE
LOWmemori/_rust_core.py12CODE
LOWmemori/_rust_core.py14CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py16CODE
LOWmemori/_rust_core.py38CODE
LOWmemori/_rust_core.py38CODE
LOWmemori/_rust_core.py38CODE
LOWmemori/_rust_core.py38CODE
LOWmemori/_rust_core.py38CODE
LOWmemori/_rust_core.py45CODE
LOWmemori/_rust_core.py46CODE
LOWmemori/_rust_core.py46CODE
LOWmemori/_rust_core.py47CODE
LOWmemori/_rust_core.py47CODE
LOWmemori/_rust_core.py47CODE
LOWmemori/_rust_core.py47CODE
LOWmemori/_rust_core.py47CODE
LOWmemori/_rust_core.py47CODE
LOWmemori/_rust_core.py47CODE
LOWmemori/_rust_core.py47CODE
LOWmemori/_rust_core.py47CODE
LOWmemori/_rust_core.py47CODE
LOWmemori/_rust_core.py47CODE
LOWmemori/_rust_core.py47CODE
LOWmemori/_rust_core.py47CODE
LOWmemori/_rust_core.py47CODE
LOWmemori/_rust_core.py47CODE
83 more matches not shown…
Excessive Try-Catch Wrapping66 hits · 61 pts
SeverityFileLineSnippetContext
LOWtests/database/core.py48except Exception:CODE
LOWtests/database/init_db.py13 except Exception as e:CODE
MEDIUMtests/database/init_db.py5def init_db():CODE
LOWintegrations/hermes/src/memori_hermes/client.py68 except Exception as exc: # noqa: BLE001CODE
LOWintegrations/hermes/src/memori_hermes/client.py84 except Exception as exc: # noqa: BLE001CODE
LOWintegrations/hermes/src/memori_hermes/client.py97 except Exception as exc: # noqa: BLE001CODE
LOWintegrations/hermes/src/memori_hermes/client.py132 except Exception as exc: # noqa: BLE001CODE
LOWintegrations/hermes/src/memori_hermes/client.py138 except Exception as exc: # noqa: BLE001CODE
LOWintegrations/hermes/src/memori_hermes/client.py144 except Exception as exc: # noqa: BLE001CODE
LOWintegrations/hermes/src/memori_hermes/client.py151 except Exception as exc: # noqa: BLE001CODE
MEDIUMintegrations/hermes/src/memori_hermes/client.py135def quota(self) -> dict[str, Any]:CODE
LOWintegrations/hermes/src/memori_hermes/_paths.py17 except Exception: # noqa: BLE001CODE
LOWintegrations/hermes/src/memori_hermes/__init__.py19except Exception: # noqa: BLE001CODE
LOWintegrations/hermes/src/memori_hermes/__init__.py376 except Exception as exc: # noqa: BLE001CODE
LOWintegrations/hermes/src/memori_hermes/install.py179 except Exception as exc: # noqa: BLE001CODE
LOWmemori/__init__.py362 except Exception: # nosec B110CODE
LOWmemori/_network.py84 except Exception:STRING
LOWmemori/_network.py303 except Exception as e:STRING
LOWmemori/agent.py150 except Exception as exc: # noqa: BLE001CODE
LOWmemori/_utils.py92 except Exception:STRING
LOWmemori/llm/clients/direct.py83 except Exception:CODE
LOWmemori/llm/clients/direct.py383 except Exception:CODE
MEDIUMmemori/llm/clients/direct.py378def _resolve_litellm_version() -> str | None:CODE
LOWmemori/llm/helpers/query_extraction.py91 except Exception:CODE
LOWmemori/llm/helpers/serialization.py40 except Exception:CODE
LOWmemori/llm/helpers/serialization.py52 except Exception:CODE
LOWmemori/llm/helpers/serialization.py102 except Exception:CODE
LOWmemori/llm/helpers/serialization.py108 except Exception:CODE
LOWmemori/llm/helpers/serialization.py114 except Exception:CODE
LOWmemori/embeddings/_tei.py44 except Exception as e:STRING
LOWmemori/embeddings/_format.py33 except Exception:STRING
LOWmemori/memory/_collector.py108 except Exception:STRING
LOWmemori/memory/_collector.py120 except Exception:STRING
LOWmemori/memory/_manager.py63 except Exception as e: # noqa: BLE001STRING
LOWmemori/memory/augmentation/_handler.py88 except Exception as e: # noqa: BLE001STRING
LOWmemori/memory/augmentation/_handler.py105 except Exception as e: # noqa: BLE001STRING
LOWmemori/memory/augmentation/_handler.py152 except Exception as e: # noqa: BLE001STRING
LOWmemori/memory/augmentation/_db_writer.py96 except Exception:STRING
LOWmemori/memory/augmentation/_db_writer.py132 except Exception:STRING
LOWmemori/memory/augmentation/_db_writer.py140 except Exception: # nosec B110STRING
LOWmemori/memory/augmentation/_manager.py106 except Exception as e:STRING
LOWmemori/memory/augmentation/_manager.py134 except Exception as e:STRING
LOWmemori/memory/augmentation/_manager.py147 except Exception as e:STRING
LOWmemori/memory/augmentation/_manager.py182 except Exception:STRING
LOW…ory/augmentation/augmentations/memori/_augmentation.py49 except Exception:STRING
LOW…ory/augmentation/augmentations/memori/_augmentation.py160 except Exception as e:CODE
LOW…ory/augmentation/augmentations/memori/_augmentation.py209 except Exception as exc:CODE
LOWmemori/native/_adapter.py27 except Exception: # noqa: BLE001CODE
LOWmemori/native/_adapter.py36 except Exception: # noqa: BLE001CODE
LOWmemori/native/_adapter.py75 except Exception as exc: # noqa: BLE001CODE
LOWmemori/native/_adapter.py104 except Exception as exc: # noqa: BLE001CODE
LOWmemori/native/_adapter.py374 except Exception: # noqa: BLE001CODE
LOWmemori/native/_adapter.py395 except Exception: # noqa: BLE001CODE
LOWmemori/native/_onnxruntime.py263 except Exception: # noqa: BLE001CODE
LOWmemori/native/_onnxruntime.py301 except Exception: # noqa: BLE001CODE
LOWmemori/native/_onnxruntime.py371 except Exception: # noqa: BLE001CODE
LOWmemori/storage/_builder.py39 except Exception:STRING
LOWmemori/storage/_connection.py36 except Exception:STRING
LOWmemori/storage/_connection.py39 except Exception: # nosec B110STRING
LOWmemori/storage/_connection.py45 except Exception: # nosec B110STRING
6 more matches not shown…
Modern Structural Boilerplate56 hits · 44 pts
SeverityFileLineSnippetContext
LOWintegrations/hermes/src/memori_hermes/__init__.py25logger = logging.getLogger(__name__)CODE
LOWintegrations/hermes/src/memori_hermes/__init__.py453__all__ = ["MemoriMemoryProvider", "register"]CODE
LOWmemori/_logging.py14logger = logging.getLogger(__name__)STRING
LOWmemori/_logging.py20def set_truncate_enabled(enabled: bool) -> None:STRING
LOWmemori/_rust_core.py69__all__ = [CODE
LOWmemori/__init__.py37__all__ = [STRING
LOWmemori/_network.py32logger = logging.getLogger(__name__)STRING
LOWmemori/agent.py12logger = logging.getLogger(__name__)CODE
LOWmemori/llm/__init__.py15__all__ = ["Registry"]STRING
LOWmemori/llm/clients/__init__.py11__all__ = [CODE
LOWmemori/llm/invoke/invoke.py21logger = logging.getLogger(__name__)CODE
LOWmemori/llm/pipelines/conversation_injection.py19logger = logging.getLogger(__name__)CODE
LOWmemori/llm/pipelines/post_invoke.py21logger = logging.getLogger(__name__)CODE
LOWmemori/llm/pipelines/recall_injection.py23logger = logging.getLogger(__name__)CODE
LOWmemori/llm/adapters/google/__init__.py3__all__ = ["Adapter"]CODE
LOWmemori/llm/adapters/xai/__init__.py3__all__ = ["Adapter"]CODE
LOWmemori/llm/adapters/bedrock/__init__.py3__all__ = ["Adapter"]CODE
LOWmemori/llm/adapters/anthropic/__init__.py3__all__ = ["Adapter"]CODE
LOWmemori/llm/adapters/openai/__init__.py3__all__ = ["Adapter"]CODE
LOWmemori/embeddings/_chunking.py16logger = logging.getLogger(__name__)STRING
LOWmemori/embeddings/_api.py27logger = logging.getLogger(__name__)STRING
LOWmemori/embeddings/__init__.py21__all__ = ["TEI", "embed_texts", "format_embedding_for_db"]STRING
LOWmemori/embeddings/_tei_embed.py21logger = logging.getLogger(__name__)STRING
LOWmemori/memory/recall.py30logger = logging.getLogger(__name__)STRING
LOWmemori/memory/_writer.py23logger = logging.getLogger(__name__)STRING
LOWmemori/memory/_manager.py19logger = logging.getLogger(__name__)STRING
LOWmemori/memory/augmentation/_handler.py22logger = logging.getLogger(__name__)STRING
LOWmemori/memory/augmentation/__init__.py14__all__ = ["Manager"]STRING
LOWmemori/memory/augmentation/_runtime.py32 def _set_semaphore() -> None:STRING
LOWmemori/memory/augmentation/_db_writer.py19logger = logging.getLogger(__name__)STRING
LOWmemori/memory/augmentation/_manager.py25logger = logging.getLogger(__name__)STRING
LOW…i/memory/augmentation/augmentations/memori/__init__.py15__all__ = [STRING
LOW…i/memory/augmentation/augmentations/memori/__init__.py31__all__ = [STRING
LOW…ory/augmentation/augmentations/memori/_augmentation.py36logger = logging.getLogger(__name__)STRING
LOWmemori/native/_adapter.py16logger = logging.getLogger(__name__)CODE
LOWmemori/native/_loader.py12logger = logging.getLogger(__name__)CODE
LOWmemori/native/__init__.py7__all__ = [CODE
LOWmemori/native/_onnxruntime.py17logger = logging.getLogger(__name__)CODE
LOWmemori/provisioning/__init__.py83__all__ = [CODE
LOWmemori/provisioning/providers/__init__.py4__all__ = ["tidb_zero"]CODE
LOWmemori/storage/__init__.py39__all__ = ["Manager"]STRING
LOWmemori/storage/drivers/postgresql/__init__.py3__all__ = ["Driver"]CODE
LOWmemori/storage/drivers/oracle/__init__.py3__all__ = ["Driver"]CODE
LOWmemori/storage/drivers/sqlite/__init__.py3__all__ = ["Driver"]CODE
LOWmemori/storage/drivers/oceanbase/__init__.py3__all__ = ["Driver"]CODE
LOWmemori/storage/drivers/mongodb/__init__.py3__all__ = ["Driver"]CODE
LOWmemori/storage/drivers/tidb/__init__.py3__all__ = ["Driver"]CODE
LOWmemori/storage/drivers/mysql/__init__.py3__all__ = ["Driver"]CODE
LOWmemori/storage/adapters/sqlalchemy/__init__.py3__all__ = ["Adapter"]CODE
LOWmemori/storage/adapters/mongodb/__init__.py3__all__ = ["Adapter"]CODE
LOWmemori/storage/adapters/dbapi/__init__.py3__all__ = ["Adapter"]CODE
LOWmemori/storage/adapters/django/__init__.py3__all__ = ["Adapter"]CODE
LOWmemori/search/_faiss.py23logger = logging.getLogger(__name__)STRING
LOWmemori/search/__init__.py25__all__ = [STRING
LOWmemori/search/_core.py19logger = logging.getLogger(__name__)STRING
LOWmemori/search/_lexical.py21logger = logging.getLogger(__name__)STRING
Deep Nesting39 hits · 38 pts
SeverityFileLineSnippetContext
LOWtests/llm/clients/oss/gemini/async_streaming.py17CODE
LOWtests/llm/clients/oss/xai/async_stream.py26CODE
LOWtests/llm/clients/oss/xai/async.py26CODE
LOWtests/llm/clients/oss/openai/async.py24CODE
LOWtests/memory/test_recall.py283CODE
LOWtests/memory/augmentation/test_aa_payload_unit.py399CODE
LOWtests/integration/conftest.py293CODE
LOWtests/integration_v2/cloud_v2/cloud_helpers.py20CODE
LOWintegrations/hermes/src/memori_hermes/__init__.py144CODE
LOWmemori/_network.py61CODE
LOWmemori/_utils.py17CODE
LOWmemori/_utils.py56CODE
LOWmemori/llm/_base.py170CODE
LOWmemori/llm/pipelines/conversation_injection.py91CODE
LOWmemori/llm/pipelines/conversation_injection.py156CODE
LOWmemori/llm/pipelines/recall_injection.py107CODE
LOWmemori/llm/adapters/google/_adapter.py19CODE
LOWmemori/llm/adapters/google/_adapter.py89CODE
LOWmemori/llm/adapters/xai/_adapter.py19CODE
LOWmemori/llm/adapters/xai/_adapter.py58CODE
LOWmemori/llm/adapters/bedrock/_adapter.py34CODE
LOWmemori/llm/adapters/openai/_adapter.py22CODE
LOWmemori/llm/adapters/openai/_adapter.py79CODE
LOWmemori/llm/helpers/query_extraction.py9CODE
LOWmemori/llm/helpers/query_extraction.py21CODE
LOWmemori/llm/helpers/query_extraction.py44CODE
LOWmemori/llm/helpers/google_system_instruction.py75CODE
LOWmemori/llm/helpers/serialization.py120CODE
LOWmemori/memory/_conversation_messages.py28CODE
LOWmemori/memory/_collector.py100CODE
LOWmemori/memory/recall.py134CODE
LOWmemori/memory/_writer.py33CODE
LOWmemori/memory/augmentation/_db_writer.py102CODE
LOWmemori/memory/augmentation/_manager.py112CODE
LOWmemori/native/_onnxruntime.py185CODE
LOWmemori/native/_onnxruntime.py251CODE
LOWmemori/native/_onnxruntime.py305CODE
LOWmemori/storage/_builder.py23CODE
LOWmemori/storage/drivers/mongodb/_driver.py172CODE
Fake / Example Data25 hits · 28 pts
SeverityFileLineSnippetContext
LOWtests/test_rust_core.py652 lib_path.write_text("placeholder")CODE
LOWtests/test_rust_core.py675 lib_path.write_text("placeholder")CODE
LOWtests/test_rust_core.py699 lib_path.write_text("placeholder")CODE
LOWtests/test_rust_core.py716 archive.writestr("jni/arm64-v8a/libonnxruntime.so", "placeholder")CODE
LOWdocs/memori-cloud/claude-code/agent-skills.md93bun .claude/skills/memori/index.ts signup --email "user@example.com"CODE
LOWintegrations/claude-code/SKILL.md90bun .claude/skills/memori/index.ts signup --email "user@example.com"CODE
LOWintegrations/openclaw/openclaw.plugin.json22 "placeholder": "Enter your Memori API key...",CODE
LOWintegrations/openclaw/openclaw.plugin.json27 "placeholder": "e.g., your-app-user-id",CODE
LOWintegrations/openclaw/openclaw.plugin.json32 "placeholder": "e.g., my-project",CODE
LOWintegrations/openclaw/tests/tools/memori-signup.test.ts99 const result = await tool.execute('call-1', { email: 'user@example.com' });CODE
LOWintegrations/openclaw/tests/tools/memori-signup.test.ts119 await tool.execute('call-1', { email: 'user@example.com' });CODE
LOWintegrations/openclaw/tests/tools/memori-signup.test.ts126 await tool.execute('call-1', { email: 'user@example.com' });CODE
LOWintegrations/openclaw/tests/tools/memori-signup.test.ts143 const result = await tool.execute('call-1', { email: 'user@example.com' });CODE
LOWintegrations/openclaw/tests/tools/memori-signup.test.ts152 const result = await tool.execute('call-1', { email: 'user@example.com' });CODE
LOWintegrations/openclaw/tests/tools/memori-signup.test.ts158 await tool.execute('call-1', { email: 'user@example.com' });CODE
LOWintegrations/openclaw/tests/tools/memori-signup.test.ts159 expect(deps.logger.info).toHaveBeenCalledWith(expect.stringContaining('user@example.com'));CODE
LOWintegrations/openclaw/tests/tools/memori-signup.test.ts164 await tool.execute('call-1', { email: 'user@example.com' });CODE
LOWintegrations/openclaw/tests/tools/memori-signup.test.ts177 const result = await tool.execute('call-1', { email: 'user@example.com' });CODE
LOWintegrations/openclaw/tests/tools/memori-signup.test.ts191 const result = await tool.execute('call-1', { email: 'user@example.com' });CODE
LOWintegrations/openclaw/tests/tools/memori-signup.test.ts202 const result = await tool.execute('call-1', { email: 'user@example.com' });CODE
LOWintegrations/openclaw/tests/tools/memori-signup.test.ts213 const result = await tool.execute('call-1', { email: 'user@example.com' });CODE
LOWintegrations/openclaw/tests/tools/memori-signup.test.ts224 const result = await tool.execute('call-1', { email: 'user@example.com' });CODE
LOWintegrations/openclaw/tests/tools/memori-signup.test.ts235 const result = await tool.execute('call-1', { email: 'user@example.com' });CODE
LOWintegrations/openclaw/tests/tools/memori-signup.test.ts246 const result = await tool.execute('call-1', { email: 'user@example.com' });CODE
LOWintegrations/openclaw/tests/tools/memori-signup.test.ts257 const result = await tool.execute('call-1', { email: 'user@example.com' });CODE
Over-Commented Block9 hits · 9 pts
SeverityFileLineSnippetContext
LOW.pre-commit-config.yaml21 # entry: uvx ty checkCOMMENT
LOW.pre-commit-config.yaml41 #- id: ts-lintCOMMENT
LOWcore/src/lib.rs1//! Engine orchestrator crate: the Rust core shared by the Memori Python and Node SDKs.COMMENT
LOWcore/src/runtime/mod.rs1//! In-process background job runtime: bounded queue, capped concurrent async handlers, flush/shutdown.COMMENT
LOWcore/src/storage/connection.rs21 }COMMENT
LOWmemori/llm/adapters/google/_adapter.py101COMMENT
LOWmemori/llm/adapters/google/_adapter.py141 # {COMMENT
LOWmemori/llm/adapters/bedrock/_adapter.py41 response = []COMMENT
LOWmemori/llm/adapters/openai/_adapter.py121 if payload["conversation"]["query"].get("stream", None) is None:COMMENT
Decorative Section Separators3 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUMintegrations/openclaw/src/cli/commands.ts22 // ── init ────────────────────────────────────────────────────────────────COMMENT
MEDIUMintegrations/openclaw/src/cli/commands.ts58 // ── status ──────────────────────────────────────────────────────────────COMMENT
MEDIUMintegrations/openclaw/src/cli/commands.ts100 // ── config ──────────────────────────────────────────────────────────────COMMENT
Self-Referential Comments1 hit · 3 pts
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MEDIUMtests/llm/helpers/test_serialization.py53 # Create a circular reference: A -> B -> ACOMMENT
Modern AI Meta-Vocabulary1 hit · 3 pts
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MEDIUMbenchmarks/README.md59### 3. Authorize the embedding model on Hugging FaceCOMMENT
AI Structural Patterns2 hits · 2 pts
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LOWmemori/__init__.py58CODE
LOWmemori/llm/_registry.py77CODE
Redundant / Tautological Comments4 hits · 2 pts
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LOWmemori/storage/drivers/mongodb/_driver.py150 # Check if entity already existsSTRING
LOWmemori/storage/drivers/mongodb/_driver.py194 # Check if fact already existsSTRING
LOWmemori/storage/drivers/mongodb/_driver.py534 # Check if process already existsSTRING
LOWmemori/storage/drivers/mongodb/_driver.py602 # Check if session already existsSTRING