mem0ai/mem0

22.0

Adjusted Score

22.0

Raw Score

100%

Time Factor

2026-07-14

Last Push

60.8K

Stars

TypeScript

Language

280.0K

Lines of Code

1.3K

Files

3.5K

Pattern Hits

2026-07-14

Scan Date

0.26

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 22HIGH 323MEDIUM 503LOW 2702

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 3550 distinct pattern matches across 22 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 Identifiers1620 hits · 1599 pts

Severity	File	Line	Snippet	Context
LOW	tests/test_oss_to_platform_migrate.py	378	def test_existing_api_key_authenticates_and_stitches_ids(tmp_path: Path) -> None:	CODE
LOW	tests/test_oss_to_platform_migrate.py	409	def test_email_code_authenticates_without_persisting_credentials(tmp_path: Path) -> None:	CODE
LOW	tests/test_oss_to_platform_migrate.py	439	def test_invalid_stored_key_falls_back_to_email_code(tmp_path: Path) -> None:	CODE
LOW	tests/test_oss_to_platform_migrate.py	472	def test_email_code_failure_reports_failed_telemetry(tmp_path: Path) -> None:	CODE
LOW	tests/test_oss_to_platform_migrate.py	498	def test_malformed_config_does_not_crash_and_authenticates(tmp_path: Path) -> None:	CODE
LOW	tests/test_oss_to_platform_migrate.py	518	def test_weird_telemetry_shape_does_not_crash(tmp_path: Path) -> None:	CODE
LOW	tests/test_oss_to_platform_migrate.py	555	def test_curl_piped_help_works() -> None:	CODE
LOW	tests/test_oss_to_platform_migrate.py	568	def test_export_qdrant_memories_to_json_without_vectors_or_api_key(tmp_path: Path) -> None:	CODE
LOW	tests/test_oss_to_platform_migrate.py	652	def test_export_requires_scope_or_all(tmp_path: Path) -> None:	CODE
LOW	tests/test_oss_to_platform_migrate.py	662	def test_export_all_uses_no_qdrant_filter(tmp_path: Path) -> None:	CODE
LOW	tests/test_oss_to_platform_migrate.py	675	def test_export_invalid_qdrant_credentials_fail_clearly(tmp_path: Path) -> None:	CODE
LOW	tests/test_oss_to_platform_migrate.py	690	def test_import_platform_memories_from_export_json(tmp_path: Path) -> None:	CODE
LOW	tests/test_oss_to_platform_migrate.py	735	def test_import_skips_existing_identical_memory(tmp_path: Path) -> None:	CODE
LOW	tests/test_oss_to_platform_migrate.py	764	def test_import_reports_changed_existing_without_update_or_add(tmp_path: Path) -> None:	CODE
LOW	tests/test_oss_to_platform_migrate.py	798	def test_full_flow_auth_export_and_imports_memories(tmp_path: Path) -> None:	CODE
LOW⚡	tests/test_telemetry_aliasing.py	40	def test_creates_config_when_missing(self, tmp_mem0_dir):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	47	def test_backfills_user_id_when_only_telemetry_present(self, tmp_mem0_dir):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	59	def test_does_not_overwrite_existing_user_id(self, tmp_mem0_dir):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	67	def test_handles_malformed_json(self, tmp_mem0_dir):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	114	def test_no_config_returns_all_none(self, tmp_mem0_dir):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	120	def test_malformed_json_does_not_raise(self, tmp_mem0_dir):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	132	def test_writes_aliased_pair_preserving_other_fields(self, tmp_mem0_dir):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	149	def test_creates_telemetry_section_when_missing(self, tmp_mem0_dir):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	157	def test_tracks_each_pair_independently(self, tmp_mem0_dir):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	171	def test_fires_identify_with_anon_distinct_id(self):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	185	def test_skips_when_anon_equals_email(self):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	194	def test_skips_when_inputs_empty(self):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	204	def test_noop_when_telemetry_disabled(self):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	212	def test_does_not_raise_on_posthog_error(self):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	221	def test_identify_is_in_lifecycle_events(self):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	236	def test_fires_identify_for_oss_uuid(self):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	254	def test_fires_identify_for_cli_anon(self):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	271	def test_fires_identify_for_both_anon_ids(self):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	291	def test_skips_when_pair_already_aliased(self):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	308	def test_skips_when_email_invalid(self):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	317	def test_skips_when_telemetry_disabled(self):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	352	def test_skips_anon_id_equal_to_email(self):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	369	def test_does_not_raise_on_read_failure(self):	CODE
LOW⚡	tests/test_telemetry_aliasing.py	388	def test_second_call_is_noop_after_pair_marker_persisted(self, tmp_mem0_dir):	CODE
LOW	tests/test_telemetry_aliasing.py	334	def test_does_not_raise_on_telemetry_failure(self):	CODE
LOW	tests/test_telemetry_sampling.py	32	def test_invalid_values_fall_back_to_default(self, raw):	CODE
LOW⚡	tests/test_telemetry_sampling.py	45	def test_lifecycle_event_passes_through_at_high_random(self):	CODE
LOW⚡	tests/test_telemetry_sampling.py	53	def test_hot_path_event_dropped_when_random_above_rate(self):	CODE
LOW⚡	tests/test_telemetry_sampling.py	59	def test_hot_path_event_passes_when_random_below_rate(self):	CODE
LOW⚡	tests/test_telemetry_sampling.py	67	def test_hot_path_annotates_sample_rate(self):	CODE
LOW⚡	tests/test_telemetry_sampling.py	73	def test_lifecycle_annotates_sample_rate_one(self):	CODE
LOW⚡	tests/test_telemetry_sampling.py	77	def test_rate_zero_drops_all_hot_path(self):	CODE
LOW⚡	tests/test_telemetry_sampling.py	84	def test_rate_zero_still_passes_lifecycle(self):	CODE
LOW⚡	tests/test_telemetry_sampling.py	89	def test_rate_one_passes_all_events(self):	CODE
LOW⚡	tests/test_telemetry_sampling.py	95	def test_does_not_override_caller_supplied_sample_rate_for_hot_path(self):	CODE
LOW⚡	tests/test_telemetry_sampling.py	104	def test_handles_missing_properties_dict(self):	CODE
LOW⚡	tests/test_telemetry_sampling.py	111	def test_handles_missing_event_field(self):	CODE
LOW⚡	tests/test_telemetry_sampling.py	118	def test_handles_non_dict_input(self):	CODE
LOW	tests/test_telemetry_sampling.py	137	def test_oss_singleton_constructed_with_before_send_hook(self):	CODE
LOW	tests/test_telemetry_sampling.py	148	def test_client_telemetry_constructed_without_before_send(self):	CODE
LOW	tests/test_telemetry_sampling.py	165	def test_anonymous_telemetry_constructs_posthog_with_current_kwargs(self):	CODE
LOW⚡	tests/test_telemetry_sampling.py	195	def test_capture_event_signature_unchanged(self):	CODE
LOW⚡	tests/test_telemetry_sampling.py	202	def test_capture_client_event_signature_unchanged(self):	CODE
LOW⚡	tests/test_telemetry_sampling.py	208	def test_default_sample_rate_is_ten_percent(self):	CODE
LOW	tests/test_memory_integration.py	6	def test_memory_configuration_without_env_vars():	CODE
1560 more matches not shown…

Decorative Section Separators412 hits · 1324 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tests/test_telemetry_aliasing.py	36	# ─── setup_config idempotency ────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_telemetry_aliasing.py	76	# ─── read_anon_ids ───────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_telemetry_aliasing.py	128	# ─── mark_aliased ────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_telemetry_aliasing.py	167	# ─── capture_identify ────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_telemetry_aliasing.py	228	# ─── _maybe_alias_anon_to_email integration ──────────────────────────────────	COMMENT
MEDIUM⚡	tests/test_telemetry_aliasing.py	381	# ─── End-to-end idempotency through real config ──────────────────────────────	COMMENT
MEDIUM⚡	tests/test_server_params.py	86	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	88	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	113	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	115	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	139	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	141	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	155	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	157	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	194	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	196	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	248	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	250	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	269	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	271	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	296	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	298	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	321	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	323	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	354	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	356	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	388	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	390	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	442	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	444	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	479	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	481	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	540	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	542	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	603	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	605	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	656	# ===========================================================================	COMMENT
MEDIUM⚡	tests/test_server_params.py	658	# ===========================================================================	COMMENT
MEDIUM	tests/test_server_params.py	21	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_server_params.py	23	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_server_params.py	58	# ===========================================================================	COMMENT
MEDIUM	tests/test_server_params.py	60	# ===========================================================================	COMMENT
MEDIUM	tests/test_server_params.py	221	# ===========================================================================	COMMENT
MEDIUM	tests/test_server_params.py	223	# ===========================================================================	COMMENT
MEDIUM	tests/test_server_params.py	741	# ===========================================================================	COMMENT
MEDIUM	tests/test_server_params.py	743	# ===========================================================================	COMMENT
MEDIUM	tests/test_memory.py	1106	# ─── Entity Param Rejection Tests ─────────────────────────────────────────────	COMMENT
MEDIUM	tests/test_memory.py	1143	# ─── Regression: AsyncMemory._create_memory must store text_lemmatized ─────────	COMMENT
MEDIUM⚡	tests/test_main.py	375	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_main.py	377	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_server_auth.py	472	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_server_auth.py	474	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_server_auth.py	23	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_server_auth.py	25	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_server_auth.py	58	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_server_auth.py	60	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_server_auth.py	148	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_server_auth.py	150	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_server_auth.py	303	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/test_server_auth.py	305	# ---------------------------------------------------------------------------	COMMENT
352 more matches not shown…

Magic Placeholder Names136 hits · 671 pts

Severity	File	Line	Snippet	Context
HIGH	LLM.md	50	client = MemoryClient(api_key="your-api-key")	CODE
HIGH	LLM.md	65	const client = new MemoryClient({ apiKey: 'your-api-key' });	CODE
HIGH	LLM.md	170	api_key="your-api-key", # or set MEM0_API_KEY env var	CODE
HIGH	LLM.md	406	"api_key": "your-api-key",	CODE
HIGH	LLM.md	478	apiKey: 'your-api-key',	CODE
HIGH	LLM.md	1142	memory_client = MemoryClient(api_key="your-api-key")	STRING
HIGH⚡	tests/vector_stores/test_azure_ai_search.py	638	# Test with api_key="your-api-key"	COMMENT
HIGH⚡	tests/vector_stores/test_azure_ai_search.py	642	api_key="your-api-key",	CODE
HIGH	tests/embeddings/test_azure_openai_embeddings.py	144	base_embedder_config.azure_kwargs.api_key = "your-api-key"	CODE
HIGH	tests/llms/test_azure_openai_structured.py	94	config = DummyConfig(model=None, azure_kwargs=DummyAzureKwargs(api_key="your-api-key"))	CODE
HIGH	tests/llms/test_azure_openai.py	440	config.azure_kwargs.api_key = "your-api-key"	CODE
HIGH	mem0-ts/src/oss/src/vector_stores/azure_ai_search.ts	100	this.apiKey && this.apiKey !== "" && this.apiKey !== "your-api-key"	CODE
HIGH	…m0-ts/src/community/src/integrations/langchain/mem0.ts	135	* apiKey: "your-api-key",	COMMENT
HIGH	server/README.md	259	curl -s http://localhost:8888/memories?user_id=<your-user-id> -H "X-API-Key: <your-api-key>"	CODE
HIGH	docs/llms.txt	50	client = MemoryClient(api_key="your-api-key")	CODE
HIGH	docs/llms.txt	80	const client = new MemoryClient({ apiKey: "your-api-key" });	CODE
HIGH⚡	docs/openapi.json	1444	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc	CODE
HIGH⚡	docs/openapi.json	1448	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai	CODE
HIGH⚡	docs/openapi.json	1452	"source": "curl -X POST 'https://api.mem0.ai/v2/memories/' \\\n-H 'Authorization: Token your-api-key' \\\n-H 'Cont	CODE
HIGH⚡	docs/openapi.json	1456	"source": "package main\n\nimport (\n\t\"bytes\"\n\t\"encoding/json\"\n\t\"fmt\"\n\t\"io/ioutil\"\n\t\"net/http\"\	CODE
HIGH⚡	docs/openapi.json	1460	"source": "<?php\n\n$curl = curl_init();\n\n$filters = [\n 'AND' => [\n ['user_id' => 'alex'],\n ['created_	CODE
HIGH⚡	docs/openapi.json	1464	"source": "import com.konghq.unirest.http.HttpResponse;\nimport com.konghq.unirest.http.Unirest;\nimport org.json.	CODE
HIGH⚡	docs/openapi.json	4157	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\n\	CODE
HIGH⚡	docs/openapi.json	4161	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai	CODE
HIGH⚡	docs/openapi.json	4169	"source": "// To use the Go SDK, install the package:\n// go get github.com/mem0ai/mem0-go\n\npackage main\n\nimpo	CODE
HIGH⚡	docs/openapi.json	4173	"source": "<?php\n// To use the PHP SDK, install the package:\n// composer require mem0ai/mem0-php\n\nrequire_once	CODE
HIGH⚡	docs/openapi.json	4177	"source": "// To use the Java SDK, add this dependency to your pom.xml:\n// <dependency>\n// <groupId>ai.mem0<	CODE
HIGH⚡	docs/openapi.json	4282	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\n\	CODE
HIGH⚡	docs/openapi.json	4286	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai	CODE
HIGH⚡	docs/openapi.json	4294	"source": "// To use the Go SDK, install the package:\n// go get github.com/mem0ai/mem0-go\n\npackage main\n\nimpo	CODE
HIGH⚡	docs/openapi.json	4298	"source": "<?php\n// To use the PHP SDK, install the package:\n// composer require mem0ai/mem0-php\n\nrequire_once	CODE
HIGH⚡	docs/openapi.json	4302	"source": "// To use the Java SDK, add this dependency to your pom.xml:\n// <dependency>\n// <groupId>ai.mem0<	CODE
HIGH⚡	docs/openapi.json	4964	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc	CODE
HIGH⚡	docs/openapi.json	4968	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai	CODE
HIGH⚡	docs/openapi.json	4972	"source": "curl -X PUT \"https://api.mem0.ai/v1/batch/\" \\\n -H \"Authorization: Token your-api-key\" \\\n	CODE
HIGH⚡	docs/openapi.json	5052	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc	CODE
HIGH⚡	docs/openapi.json	5056	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai	CODE
HIGH⚡	docs/openapi.json	5060	"source": "curl -X DELETE \"https://api.mem0.ai/v1/batch/\" \\\n -H \"Authorization: Token your-api-key\" \\\n	CODE
HIGH⚡	docs/openapi.json	5157	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc	CODE
HIGH⚡	docs/openapi.json	5161	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai	CODE
HIGH⚡	docs/openapi.json	5165	"source": "# Get all webhooks\ncurl --request GET \\\n --url 'https://api.mem0.ai/api/v1/webhooks/your_project_id	CODE
HIGH⚡	docs/openapi.json	5169	"source": "<?php\n\n$curl = curl_init();\n\n// Get all webhooks\ncurl_setopt_array($curl, [\n CURLOPT_URL => \"ht	CODE
HIGH⚡	docs/openapi.json	5173	"source": "package main\n\nimport (\n\t\"fmt\"\n\t\"strings\"\n\t\"net/http\"\n\t\"io/ioutil\"\n)\n\nfunc main() {	CODE
HIGH⚡	docs/openapi.json	5177	"source": "// Get all webhooks\nHttpResponse<String> response = Unirest.get(\"https://api.mem0.ai/api/v1/webhooks/	CODE
HIGH⚡	docs/openapi.json	5320	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc	CODE
HIGH⚡	docs/openapi.json	5324	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai	CODE
HIGH⚡	docs/openapi.json	5328	"source": "curl -X POST \"https://api.mem0.ai/api/v1/webhooks/your_project_id/webhook/\" \\\n -H \"Authorizati	CODE
HIGH⚡	docs/openapi.json	5332	"source": "<?php\n\n$curl = curl_init();\n\ncurl_setopt_array($curl, [\n CURLOPT_URL => \"https://api.mem0.ai/a	CODE
HIGH⚡	docs/openapi.json	5336	"source": "package main\n\nimport (\n \"fmt\"\n \"strings\"\n \"net/http\"\n \"io/ioutil\"\n)\n\nfunc	CODE
HIGH⚡	docs/openapi.json	5340	"source": "import com.konghq.unirest.http.HttpResponse;\nimport com.konghq.unirest.http.Unirest;\n\n// Create a we	CODE
HIGH⚡	docs/openapi.json	5465	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc	CODE
HIGH⚡	docs/openapi.json	5469	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai	CODE
HIGH⚡	docs/openapi.json	5473	"source": "# Update a webhook\ncurl --request PUT \\\n --url 'https://api.mem0.ai/api/v1/webhooks/your_webhook_id	CODE
HIGH⚡	docs/openapi.json	5477	"source": "<?php\n\n$curl = curl_init();\n\n// Update a webhook\ncurl_setopt_array($curl, [\n CURLOPT_URL => \"ht	CODE
HIGH⚡	docs/openapi.json	5481	"source": "package main\n\nimport (\n\t\"fmt\"\n\t\"strings\"\n\t\"net/http\"\n\t\"io/ioutil\"\n)\n\nfunc main() {	CODE
HIGH⚡	docs/openapi.json	5485	"source": "// Update a webhook\nHttpResponse<String> response = Unirest.put(\"https://api.mem0.ai/api/v1/webhooks/	CODE
HIGH⚡	docs/openapi.json	5560	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc	CODE
HIGH⚡	docs/openapi.json	5564	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai	CODE
HIGH⚡	docs/openapi.json	5568	"source": "curl -X DELETE \"https://api.mem0.ai/api/v1/webhooks/your_webhook_id/webhook/\" \\\n -H \"Authoriza	CODE
HIGH⚡	docs/openapi.json	5572	"source": "<?php\n\n$curl = curl_init();\n\ncurl_setopt_array($curl, [\n CURLOPT_URL => \"https://api.mem0.ai/a	CODE
76 more matches not shown…

Cross-File Repetition118 hits · 590 pts

Severity	File	Line	Snippet	Context
HIGH	mem0/vector_stores/cassandra.py	0	insert vectors into the table. args: vectors (list[list[float]]): list of vectors to insert. payloads (list[dict], optio	STRING
HIGH	mem0/vector_stores/azure_mysql.py	0	insert vectors into the table. args: vectors (list[list[float]]): list of vectors to insert. payloads (list[dict], optio	STRING
HIGH	mem0/vector_stores/supabase.py	0	insert vectors into the table. args: vectors (list[list[float]]): list of vectors to insert. payloads (list[dict], optio	STRING
HIGH	mem0/vector_stores/milvus.py	0	insert vectors into the table. args: vectors (list[list[float]]): list of vectors to insert. payloads (list[dict], optio	STRING
HIGH	mem0/vector_stores/mongodb.py	0	insert vectors into the table. args: vectors (list[list[float]]): list of vectors to insert. payloads (list[dict], optio	STRING
HIGH	mem0/vector_stores/azure_ai_search.py	0	insert vectors into the table. args: vectors (list[list[float]]): list of vectors to insert. payloads (list[dict], optio	STRING
HIGH	mem0/vector_stores/databricks.py	0	insert vectors into the table. args: vectors (list[list[float]]): list of vectors to insert. payloads (list[dict], optio	STRING
HIGH	mem0/vector_stores/baidu.py	0	insert vectors into the table. args: vectors (list[list[float]]): list of vectors to insert. payloads (list[dict], optio	STRING
HIGH	mem0/vector_stores/cassandra.py	0	delete a vector by id. args: vector_id (int): id of the vector to delete.	STRING
HIGH	mem0/vector_stores/azure_mysql.py	0	delete a vector by id. args: vector_id (int): id of the vector to delete.	STRING
HIGH	mem0/vector_stores/supabase.py	0	delete a vector by id. args: vector_id (int): id of the vector to delete.	STRING
HIGH	mem0/vector_stores/milvus.py	0	delete a vector by id. args: vector_id (int): id of the vector to delete.	STRING
HIGH	mem0/vector_stores/mongodb.py	0	delete a vector by id. args: vector_id (int): id of the vector to delete.	STRING
HIGH	mem0/vector_stores/faiss.py	0	delete a vector by id. args: vector_id (int): id of the vector to delete.	STRING
HIGH	mem0/vector_stores/pgvector.py	0	delete a vector by id. args: vector_id (int): id of the vector to delete.	STRING
HIGH	mem0/vector_stores/azure_ai_search.py	0	delete a vector by id. args: vector_id (int): id of the vector to delete.	STRING
HIGH	mem0/vector_stores/baidu.py	0	delete a vector by id. args: vector_id (int): id of the vector to delete.	STRING
HIGH	mem0/vector_stores/chroma.py	0	delete a vector by id. args: vector_id (int): id of the vector to delete.	STRING
HIGH	mem0/vector_stores/qdrant.py	0	delete a vector by id. args: vector_id (int): id of the vector to delete.	STRING
HIGH	mem0/vector_stores/upstash_vector.py	0	delete a vector by id. args: vector_id (int): id of the vector to delete.	STRING
HIGH	mem0/vector_stores/cassandra.py	0	update a vector and/or its payload. args: vector_id (str): id of the vector to update vector (list[float], optional): up	STRING
HIGH	mem0/vector_stores/azure_mysql.py	0	update a vector and/or its payload. args: vector_id (str): id of the vector to update vector (list[float], optional): up	STRING
HIGH	mem0/vector_stores/milvus.py	0	update a vector and/or its payload. args: vector_id (str): id of the vector to update vector (list[float], optional): up	STRING
HIGH	mem0/vector_stores/mongodb.py	0	update a vector and/or its payload. args: vector_id (str): id of the vector to update vector (list[float], optional): up	STRING
HIGH	mem0/vector_stores/pgvector.py	0	update a vector and/or its payload. args: vector_id (str): id of the vector to update vector (list[float], optional): up	STRING
HIGH	mem0/vector_stores/azure_ai_search.py	0	update a vector and/or its payload. args: vector_id (str): id of the vector to update vector (list[float], optional): up	STRING
HIGH	mem0/vector_stores/baidu.py	0	update a vector and/or its payload. args: vector_id (str): id of the vector to update vector (list[float], optional): up	STRING
HIGH	mem0/vector_stores/supabase.py	0	update a vector and/or its payload. args: vector_id (str): id of the vector to update vector (list[float], optional): up	STRING
HIGH	mem0/vector_stores/cassandra.py	0	retrieve a vector by id. args: vector_id (str): id of the vector to retrieve returns: optional[outputdata]: retrieved ve	STRING
HIGH	mem0/vector_stores/azure_mysql.py	0	retrieve a vector by id. args: vector_id (str): id of the vector to retrieve returns: optional[outputdata]: retrieved ve	STRING
HIGH	mem0/vector_stores/supabase.py	0	retrieve a vector by id. args: vector_id (str): id of the vector to retrieve returns: optional[outputdata]: retrieved ve	STRING
HIGH	mem0/vector_stores/cassandra.py	0	get information about the collection. returns: dict[str, any]: collection information.	STRING
HIGH	mem0/vector_stores/azure_mysql.py	0	get information about the collection. returns: dict[str, any]: collection information.	STRING
HIGH	mem0/vector_stores/mongodb.py	0	get information about the collection. returns: dict[str, any]: collection information.	STRING
HIGH	mem0/vector_stores/milvus.py	0	parse the output data. args: data (dict): output data. returns: list[outputdata]: parsed output data.	STRING
HIGH	mem0/vector_stores/weaviate.py	0	parse the output data. args: data (dict): output data. returns: list[outputdata]: parsed output data.	STRING
HIGH	mem0/vector_stores/chroma.py	0	parse the output data. args: data (dict): output data. returns: list[outputdata]: parsed output data.	STRING
HIGH	mem0/vector_stores/vertex_ai_vector_search.py	0	parse the output data. args: data (dict): output data. returns: list[outputdata]: parsed output data.	STRING
HIGH	mem0/vector_stores/milvus.py	0	search for similar vectors. args: query (str): query. vectors (list[float]): query vector. top_k (int, optional): number	STRING
HIGH	mem0/vector_stores/pgvector.py	0	search for similar vectors. args: query (str): query. vectors (list[float]): query vector. top_k (int, optional): number	STRING
HIGH	mem0/vector_stores/pinecone.py	0	search for similar vectors. args: query (str): query. vectors (list[float]): query vector. top_k (int, optional): number	STRING
HIGH	mem0/vector_stores/supabase.py	0	search for similar vectors. args: query (str): query. vectors (list[float]): query vector. top_k (int, optional): number	STRING
HIGH	mem0/vector_stores/qdrant.py	0	search for similar vectors. args: query (str): query. vectors (list[float]): query vector. top_k (int, optional): number	STRING
HIGH	mem0/vector_stores/azure_ai_search.py	0	search for similar vectors. args: query (str): query. vectors (list[float]): query vector. top_k (int, optional): number	STRING
HIGH	mem0/vector_stores/baidu.py	0	search for similar vectors. args: query (str): query. vectors (list[float]): query vector. top_k (int, optional): number	STRING
HIGH	mem0/vector_stores/vertex_ai_vector_search.py	0	search for similar vectors. args: query (str): query. vectors (list[float]): query vector. top_k (int, optional): number	STRING
HIGH	mem0/vector_stores/milvus.py	0	retrieve a vector by id. args: vector_id: id of the vector to retrieve. returns: optional[outputdata]: retrieved vector,	STRING
HIGH	mem0/vector_stores/chroma.py	0	retrieve a vector by id. args: vector_id: id of the vector to retrieve. returns: optional[outputdata]: retrieved vector,	STRING
HIGH	mem0/vector_stores/mongodb.py	0	retrieve a vector by id. args: vector_id: id of the vector to retrieve. returns: optional[outputdata]: retrieved vector,	STRING
HIGH	mem0/vector_stores/vertex_ai_vector_search.py	0	retrieve a vector by id. args: vector_id: id of the vector to retrieve. returns: optional[outputdata]: retrieved vector,	STRING
HIGH	mem0/vector_stores/weaviate.py	0	retrieve a vector by id. args: vector_id: id of the vector to retrieve. returns: optional[outputdata]: retrieved vector,	STRING
HIGH	mem0/vector_stores/milvus.py	0	list all collections. returns: list[str]: list of collection names.	STRING
HIGH	mem0/vector_stores/faiss.py	0	list all collections. returns: list[str]: list of collection names.	STRING
HIGH	mem0/vector_stores/pgvector.py	0	list all collections. returns: list[str]: list of collection names.	STRING
HIGH	mem0/vector_stores/milvus.py	0	list all vectors in the table. args: filters (dict, optional): filters to apply to the list. top_k (int, optional): numb	STRING
HIGH	mem0/vector_stores/pgvector.py	0	list all vectors in the table. args: filters (dict, optional): filters to apply to the list. top_k (int, optional): numb	STRING
HIGH	mem0/vector_stores/qdrant.py	0	list all vectors in the table. args: filters (dict, optional): filters to apply to the list. top_k (int, optional): numb	STRING
HIGH	mem0/vector_stores/faiss.py	0	list all vectors in the table. args: filters (dict, optional): filters to apply to the list. top_k (int, optional): numb	STRING
HIGH	mem0/vector_stores/chroma.py	0	list all vectors in the table. args: filters (dict, optional): filters to apply to the list. top_k (int, optional): numb	STRING
HIGH	mem0/vector_stores/azure_ai_search.py	0	list all vectors in the table. args: filters (dict, optional): filters to apply to the list. top_k (int, optional): numb	STRING
58 more matches not shown…

Excessive Try-Catch Wrapping407 hits · 387 pts

Severity	File	Line	Snippet	Context
LOW	LLM.md	987	except Exception as e:	STRING
LOW	LLM.md	1168	except Exception as e:	STRING
LOW⚡	LLM.md	1180	except Exception as e:	STRING
LOW⚡	LLM.md	1188	except Exception as e:	STRING
LOW⚡	LLM.md	1196	except Exception as e:	STRING
LOW	LLM.md	1235	except Exception as e:	STRING
LOW	LLM.md	1251	except Exception as e:	STRING
MEDIUM	LLM.md	984	def safe_memory_operation(memory_client, operation, args, *kwargs):	CODE
LOW	tests/vector_stores/test_e2e_threshold.py	215	except Exception:	CODE
MEDIUM	tests/vector_stores/test_e2e_threshold.py	204	def _pgvector_reachable():	CODE
LOW	tests/vector_stores/test_score_normalization.py	198	except Exception:	CODE
MEDIUM	tests/vector_stores/test_score_normalization.py	187	def _pgvector_reachable():	CODE
LOW	tests/utils/test_entity_extraction.py	11	except Exception:	CODE
LOW	tests/utils/test_lemmatization.py	10	except Exception:	CODE
LOW	server/telemetry.py	104	except Exception:	CODE
LOW	server/main.py	72	except Exception:	CODE
LOW	server/main.py	284	except Exception:	CODE
LOW	server/main.py	304	except Exception:	CODE
LOW	server/main.py	362	except Exception:	CODE
LOW	server/main.py	380	except Exception:	CODE
LOW	server/main.py	438	except Exception:	CODE
LOW	server/main.py	447	except Exception:	CODE
LOW	server/main.py	482	except Exception:	CODE
LOW	server/main.py	501	except Exception:	CODE
LOW	server/main.py	510	except Exception:	CODE
LOW	server/main.py	522	except Exception:	CODE
LOW	server/main.py	542	except Exception:	CODE
LOW	server/main.py	552	except Exception:	CODE
LOW	server/server_state.py	34	except Exception:	CODE
LOW	server/server_state.py	60	except Exception:	CODE
MEDIUM	server/server_state.py	20	def _load_overrides() -> Dict[str, Any]:	CODE
LOW	server/routers/entities.py	74	except Exception:	CODE
LOW	cli/python/src/mem0_cli/config.py	192	except Exception:	CODE
LOW	cli/python/src/mem0_cli/branding.py	136	except Exception:	CODE
LOW	cli/python/src/mem0_cli/branding.py	144	except Exception:	CODE
LOW	cli/python/src/mem0_cli/telemetry.py	65	except Exception:	CODE
LOW	cli/python/src/mem0_cli/telemetry.py	69	except Exception:	CODE
LOW	cli/python/src/mem0_cli/telemetry.py	154	except Exception:	CODE
LOW	cli/python/src/mem0_cli/telemetry_sender.py	83	except Exception:	CODE
LOW	cli/python/src/mem0_cli/telemetry_sender.py	97	except Exception:	CODE
LOW	cli/python/src/mem0_cli/telemetry_sender.py	111	except Exception:	CODE
LOW	cli/python/src/mem0_cli/app.py	75	except Exception:	CODE
LOW	cli/python/src/mem0_cli/app.py	149	except Exception:	CODE
LOW	cli/python/src/mem0_cli/app.py	203	except Exception:	CODE
LOW	cli/python/src/mem0_cli/plugin_sync.py	116	except Exception:	CODE
LOW	cli/python/src/mem0_cli/backend/platform.py	50	except Exception:	CODE
LOW	cli/python/src/mem0_cli/backend/platform.py	352	except Exception as e:	CODE
LOW⚡	cli/python/src/mem0_cli/commands/init_cmd.py	156	except Exception:	CODE
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	189	except Exception:	CODE
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	313	except Exception:	CODE
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	557	except Exception:	CODE
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	565	except Exception as e:	CODE
LOW	cli/python/src/mem0_cli/commands/memory.py	46	except Exception:	CODE
LOW	cli/python/src/mem0_cli/commands/memory.py	148	except Exception as e:	CODE
LOW	cli/python/src/mem0_cli/commands/memory.py	270	except Exception as e:	CODE
LOW	cli/python/src/mem0_cli/commands/memory.py	333	except Exception as e:	CODE
LOW	cli/python/src/mem0_cli/commands/memory.py	384	except Exception as e:	CODE
LOW	cli/python/src/mem0_cli/commands/memory.py	469	except Exception as e:	CODE
LOW	cli/python/src/mem0_cli/commands/memory.py	505	except Exception as e:	CODE
LOW	cli/python/src/mem0_cli/commands/memory.py	516	except Exception as e:	CODE
347 more matches not shown…

Docstring Block Structure68 hits · 308 pts

Severity	File	Line	Snippet	Context
HIGH	mem0/vector_stores/faiss.py	64	Safely load a pickle file using restricted unpickler. Args: file_path: Path to the pickle file. R	STRING
HIGH	mem0/vector_stores/faiss.py	81	Validate that loaded data has the expected structure. Args: data: The loaded data to validate. Re	STRING
HIGH	mem0/vector_stores/vertex_ai_vector_search.py	334	Update a vector and its payload. Args: vector_id: ID of the vector to update vector: Op	STRING
HIGH	mem0/vector_stores/vertex_ai_vector_search.py	550	Add texts to the vector store. Args: texts: List of texts to add metadatas: Optional li	STRING
HIGH	mem0/memory/main.py	149	Validates and normalizes an entity ID. - Coerces non-string values (e.g. integer ids) to str - Trims leadin	STRING
HIGH	mem0/memory/main.py	737	Create a new memory. Adds new memories scoped to a single session id (e.g. `user_id`, `agent_id`, or `	STRING
HIGH	mem0/memory/main.py	1221	List all memories. Args: filters (dict): Filter dict containing entity IDs and optional me	STRING
HIGH	mem0/memory/main.py	1350	Searches for memories based on a query. Args: query (str): Query to search for.	STRING
HIGH	mem0/memory/main.py	2855	List all memories. Args: filters (dict): Filter dict containing entity IDs and optional me	STRING
HIGH	mem0/memory/main.py	2984	Searches for memories based on a query. Args: query (str): Query to search for.	STRING
HIGH	mem0/utils/gcp_auth.py	30	Get Google credentials using the priority order defined above. Args: service_account_json:	STRING
HIGH	mem0/utils/gcp_auth.py	99	Initialize Vertex AI with proper authentication. Args: service_account_json: Service accou	STRING
HIGH	mem0/utils/factory.py	63	Create an LLM instance with the appropriate configuration. Args: provider_name (str): The	STRING
HIGH	mem0/utils/factory.py	243	Create a reranker instance based on the provider and configuration. Args: provider_name: T	STRING
HIGH	mem0/client/main.py	179	Add a new memory. Args: messages: A list of message dictionaries, a single message dictionary,	STRING
HIGH	mem0/client/main.py	220	Retrieve a specific memory by ID. Args: memory_id: The ID of the memory to retrieve. Retur	STRING
HIGH	mem0/client/main.py	244	Retrieve all memories, with optional filtering. Args: options: Typed options for the get_all operat	STRING
HIGH	mem0/client/main.py	295	Search memories based on a query. Args: query: The search query string. options: Typed	STRING
HIGH	mem0/client/main.py	347	Update a memory by ID. Args: memory_id: The ID of the memory to update. options: Typed	STRING
HIGH	mem0/client/main.py	381	Delete a specific memory by ID. Args: memory_id: The ID of the memory to delete. delete	STRING
HIGH	mem0/client/main.py	412	Delete all memories, with optional filtering. Args: options: Typed options for the delete_all opera	STRING
HIGH	mem0/client/main.py	443	Retrieve the history of a specific memory. Args: memory_id: The ID of the memory to retrieve histor	STRING
HIGH	mem0/client/main.py	482	Delete specific entities or all entities if no filters provided. Args: user_id: Optional user ID to	STRING
HIGH	mem0/client/main.py	569	Batch update memories. Args: memories: List of memory dictionaries to update. Each dictionary must	STRING
HIGH	mem0/client/main.py	596	Batch delete memories. Args: memories: List of memory dictionaries to delete. Each dictionary	STRING
HIGH	mem0/client/main.py	684	Get instructions or categories for the current project. Args: fields: List of fields to retrieve	STRING
HIGH	mem0/client/main.py	733	Update the project settings. Args: options: Typed options for the update operation (ProjectUpdateOp	STRING
HIGH	mem0/client/main.py	803	Get webhooks configuration for the project. Args: project_id: The ID of the project to get webhooks	STRING
HIGH	mem0/client/main.py	828	Create a webhook for the current project. Args: url: The URL to send the webhook to. na	STRING
HIGH	mem0/client/main.py	862	Update a webhook configuration. Args: webhook_id: ID of the webhook to update name: Opt	STRING
HIGH	mem0/client/main.py	890	Delete a webhook configuration. Args: webhook_id: ID of the webhook to delete Returns:	STRING
HIGH	mem0/client/main.py	1118	Add a new memory. Args: messages: A list of message dictionaries, a single message dictionary,	STRING
HIGH	mem0/client/main.py	1167	Retrieve all memories, with optional filtering. Args: options: Typed options for the get_all operat	STRING
HIGH	mem0/client/main.py	1218	Search memories based on a query. Args: query: The search query string. options: Typed	STRING
HIGH	mem0/client/main.py	1270	Update a memory by ID asynchronously. Args: memory_id: The ID of the memory to update.	STRING
HIGH	mem0/client/main.py	1306	Delete a specific memory by ID. Args: memory_id: The ID of the memory to delete. delete	STRING
HIGH	mem0/client/main.py	1337	Delete all memories, with optional filtering. Args: options: Typed options for the delete_all opera	STRING
HIGH	mem0/client/main.py	1363	Retrieve the history of a specific memory. Args: memory_id: The ID of the memory to retrieve histor	STRING
HIGH	mem0/client/main.py	1405	Delete specific entities or all entities if no filters provided. Args: user_id: Optional user ID to	STRING
HIGH	mem0/client/main.py	1491	Batch update memories. Args: memories: List of memory dictionaries to update. Each dictionary must	STRING
HIGH	mem0/client/main.py	1518	Batch delete memories. Args: memories: List of memory dictionaries to delete. Each dictionary	STRING
HIGH	mem0/client/main.py	1593	Get instructions or categories for the current project. Args: fields: List of fields to retrieve	STRING
HIGH	mem0/client/main.py	1638	Update the project settings. Args: options: Typed options for the update operation (ProjectUpdateOp	STRING
HIGH	mem0/client/main.py	1708	Get webhooks configuration for the project. Args: project_id: The ID of the project to get webhooks	STRING
HIGH	mem0/client/main.py	1733	Create a webhook for the current project. Args: url: The URL to send the webhook to. na	STRING
HIGH	mem0/client/main.py	1767	Update a webhook configuration. Args: webhook_id: ID of the webhook to update name: Opt	STRING
HIGH	mem0/client/main.py	1795	Delete a webhook configuration. Args: webhook_id: ID of the webhook to delete Returns:	STRING
HIGH	mem0/client/project.py	86	Prepare query parameters for API requests. Args: kwargs: Additional keyword arguments.	STRING
HIGH	mem0/client/project.py	111	Prepare query parameters for organization-level API requests. Args: kwargs: Additional key	STRING
HIGH	mem0/client/project.py	136	Get project details. Args: fields: List of fields to retrieve Returns:	STRING
HIGH	mem0/client/project.py	156	Create a new project within the organization. Args: name: Name of the project to be create	STRING
HIGH	mem0/client/project.py	182	Update project settings. Args: custom_instructions: New instructions for the project	STRING
HIGH	mem0/client/project.py	238	Add a new member to the current project. Args: email: Email address of the user to add	STRING
HIGH	mem0/client/project.py	259	Update a member's role in the current project. Args: email: Email address of the user to u	STRING
HIGH	mem0/client/project.py	280	Remove a member from the current project. Args: email: Email address of the user to remove	STRING
HIGH	mem0/client/project.py	327	Get project details. Args: fields: List of fields to retrieve Returns:	STRING
HIGH	mem0/client/project.py	358	Create a new project within the organization. Args: name: Name of the project to be create	STRING
HIGH	mem0/client/project.py	403	Update project settings. Args: custom_instructions: New instructions for the project	STRING
HIGH	mem0/client/project.py	520	Add a new member to the current project. Args: email: Email address of the user to add	STRING
HIGH	mem0/client/project.py	556	Update a member's role in the current project. Args: email: Email address of the user to u	STRING
8 more matches not shown…

Structural Annotation Overuse179 hits · 305 pts

Severity	File	Line	Snippet	Context
LOW	tests/vector_stores/test_e2e_threshold.py	63	# Step 1: Search without threshold (baseline)	COMMENT
LOW⚡	tests/vector_stores/test_e2e_threshold.py	74	# Step 2: Verify all scores are non-negative (similarity, not raw distance)	COMMENT
LOW⚡	tests/vector_stores/test_e2e_threshold.py	79	# Step 3: Simulate threshold filtering as Memory.search() does it	COMMENT
LOW⚡	tests/vector_stores/test_e2e_threshold.py	99	# Step 4: Very high threshold should return 0 or very few results	COMMENT
LOW	tests/vector_stores/test_databricks.py	636	# Step 1: Config validation (simulates what Memory.from_config does)	COMMENT
LOW	tests/vector_stores/test_databricks.py	654	# Step 2: Factory instantiation (same as MemoryBase.__init__)	COMMENT
LOW⚡	tests/memory/test_main.py	425	# Step 1: Create a memory — capture the payload stored in the vector store	COMMENT
LOW⚡	tests/memory/test_main.py	435	# Step 2: Simulate the vector store returning this memory for both search and get_all	COMMENT
LOW⚡	tests/memory/test_main.py	444	# Step 3: Call search and get_all, compare timestamps	COMMENT
LOW⚡	mem0-ts/src/oss/src/memory/index.ts	1393	// Step 1: Preprocess query	COMMENT
LOW⚡	mem0-ts/src/oss/src/memory/index.ts	1397	// Step 2: Embed query	COMMENT
LOW⚡	mem0-ts/src/oss/src/memory/index.ts	1400	// Step 3: Semantic search (over-fetch for scoring pool)	COMMENT
LOW⚡	mem0-ts/src/oss/src/memory/index.ts	1408	// Step 4: Keyword search (if store supports it)	COMMENT
LOW⚡	mem0-ts/src/oss/src/memory/index.ts	1520	// Step 7: Build candidate set from semantic results	COMMENT
LOW⚡	mem0-ts/src/oss/src/memory/index.ts	1529	// Step 8: Score and rank	COMMENT
LOW⚡	mem0-ts/src/oss/src/memory/index.ts	1539	// Step 9: Format results	COMMENT
LOW	mem0-ts/src/oss/src/memory/index.ts	1427	// Step 5: Compute BM25 scores from keyword results	COMMENT
LOW	mem0-ts/src/oss/src/memory/index.ts	1440	// Step 6: Compute entity boosts	COMMENT
LOW	mem0-ts/src/oss/src/memory/index.ts	1574	// Step 10: Optionally re-rank with the configured reranker. Opt-in per	COMMENT
LOW⚡	mem0-ts/src/oss/src/prompts/index.ts	902	// Step 1: Strip known noise tokens from OpenRouter/local models	COMMENT
LOW⚡	mem0-ts/src/oss/src/prompts/index.ts	910	// Step 2: Strip code fences and <think> blocks	COMMENT
LOW⚡	mem0-ts/src/oss/src/prompts/index.ts	916	// Step 3: Try to find valid JSON object by testing each `{` as potential start	COMMENT
LOW	mem0-ts/src/oss/src/prompts/index.ts	966	// Step 4: Fallback - try first/last brace (original behavior for edge cases)	COMMENT
LOW	mem0-ts/src/oss/src/prompts/index.ts	980	// Step 5: Try to locate a JSON array by testing each `[` as potential start	COMMENT
LOW	cli/CLI_SPECIFICATION.md	1409	### Step 1: Add to `cli-spec.json`	COMMENT
LOW	cli/CLI_SPECIFICATION.md	1456	### Step 2: Add Backend Method (if new API endpoint)	COMMENT
LOW	cli/CLI_SPECIFICATION.md	1466	### Step 3: Add Command Handler	COMMENT
LOW	cli/CLI_SPECIFICATION.md	1482	### Step 4: Register in App Entrypoint	COMMENT
LOW⚡	cli/CLI_SPECIFICATION.md	1516	### Step 5: Add Help Examples	COMMENT
LOW⚡	cli/CLI_SPECIFICATION.md	1522	### Step 6: Add to Help Display and Command Order	COMMENT
LOW⚡	cli/CLI_SPECIFICATION.md	1530	### Step 7: Add to `help` Command Output	COMMENT
LOW⚡	cli/CLI_SPECIFICATION.md	1539	### Step 8: Add Tests	COMMENT
LOW⚡	cli/CLI_SPECIFICATION.md	1544	### Step 9: Update This Specification	COMMENT
LOW⚡	cli/python/src/mem0_cli/commands/init_cmd.py	163	# Step 2: Get code from user	COMMENT
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	144	# Step 1: Request verification code	COMMENT
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	177	# Step 3: Verify code	COMMENT
LOW	cli/python/src/mem0_cli/commands/agent_mode_cmd.py	165	# Step 1: request OTP (unless --code provided)	COMMENT
LOW	cli/python/src/mem0_cli/commands/agent_mode_cmd.py	199	# Step 2: verify + claim in one shot	COMMENT
LOW	cli/node/src/commands/agent-mode.ts	180	// Step 1: request OTP (unless --code was supplied)	COMMENT
LOW	cli/node/src/commands/agent-mode.ts	222	// Step 2: verify + claim atomically	COMMENT
LOW	integrations/pi-agent-plugin/skills/pin/SKILL.md	12	### Step 1: Find the memory	COMMENT
LOW	integrations/pi-agent-plugin/skills/pin/SKILL.md	23	### Step 2: Pin it	COMMENT
LOW	integrations/pi-agent-plugin/skills/pin/SKILL.md	34	### Step 3: Confirm	COMMENT
LOW⚡	integrations/pi-agent-plugin/skills/search/SKILL.md	12	### Step 1: Parse query	COMMENT
LOW⚡	integrations/pi-agent-plugin/skills/search/SKILL.md	20	### Step 2: Search	COMMENT
LOW⚡	integrations/pi-agent-plugin/skills/search/SKILL.md	24	### Step 3: Display	COMMENT
LOW	integrations/pi-agent-plugin/skills/tour/SKILL.md	43	### Step 1: Fetch ALL memories	COMMENT
LOW	integrations/pi-agent-plugin/skills/tour/SKILL.md	47	### Step 2: Group by category	COMMENT
LOW	integrations/pi-agent-plugin/skills/tour/SKILL.md	65	### Step 3: Display results	COMMENT
LOW	integrations/pi-agent-plugin/skills/tour/SKILL.md	77	### Step 4: Print totals	COMMENT
LOW	integrations/pi-agent-plugin/skills/tour/SKILL.md	83	### Step 5: Empty state	COMMENT
LOW	integrations/pi-agent-plugin/skills/forget/SKILL.md	12	### Step 1: Parse input	COMMENT
LOW	integrations/pi-agent-plugin/skills/forget/SKILL.md	20	### Step 2: Find memories	COMMENT
LOW⚡	integrations/pi-agent-plugin/skills/forget/SKILL.md	35	### Step 3: Confirm	COMMENT
LOW⚡	integrations/pi-agent-plugin/skills/forget/SKILL.md	43	### Step 4: Delete	COMMENT
LOW⚡	integrations/pi-agent-plugin/skills/forget/SKILL.md	47	### Step 5: Report	COMMENT
LOW	integrations/pi-agent-plugin/skills/remember/SKILL.md	12	### Step 1: Extract the content	COMMENT
LOW	integrations/pi-agent-plugin/skills/remember/SKILL.md	18	### Step 2: Classify the memory	COMMENT
LOW	integrations/pi-agent-plugin/skills/remember/SKILL.md	36	### Step 3: Store	COMMENT
LOW	integrations/pi-agent-plugin/skills/remember/SKILL.md	44	### Step 4: Confirm	COMMENT
119 more matches not shown…

Hallucination Indicators22 hits · 240 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	tests/vector_stores/test_azure_ai_search.py	610	mock_search_client._client._config.user_agent_policy.add_user_agent.assert_called_with("mem0")	CODE
CRITICAL⚡	tests/vector_stores/test_azure_ai_search.py	611	mock_index_client._client._config.user_agent_policy.add_user_agent.assert_called_with("mem0")	CODE
CRITICAL	tests/vector_stores/test_azure_ai_search.py	5	from azure.core.exceptions import HttpResponseError	CODE
CRITICAL	tests/vector_stores/test_weaviate.py	151	self.client_mock.collections.get.return_value.data.delete_by_id.assert_called_once_with("id1")	CODE
CRITICAL	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	1330	const queryCall = axiosModule.__mockHttpClient.post.mock.calls.find(	CODE
CRITICAL	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	1393	const queryCall = axiosModule.__mockHttpClient.post.mock.calls.find(	CODE
CRITICAL	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	1446	axiosModule.__mockHttpClient.post.mock.calls.some(	CODE
CRITICAL	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	1498	const queryCall = axiosModule.__mockHttpClient.post.mock.calls.find(	CODE
CRITICAL	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	1508	axiosModule.__mockHttpClient.post.mock.calls.some(	CODE
CRITICAL	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	1541	const queryCall = axiosModule.__mockHttpClient.post.mock.calls.find(	CODE
CRITICAL	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	1580	const queryCall = axiosModule.__mockHttpClient.post.mock.calls.find(	CODE
CRITICAL	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	1620	const queryCall = axiosModule.__mockHttpClient.post.mock.calls.find(	CODE
CRITICAL	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	1651	const queryCalls = axiosModule.__mockHttpClient.post.mock.calls.filter(	CODE
CRITICAL	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	1676	const queryCall = axiosModule.__mockHttpClient.post.mock.calls.find(	CODE
CRITICAL	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	1762	axiosModule.__mockHttpClient.post.mock.calls.find(	CODE
CRITICAL	mem0-ts/src/oss/tests/opensearch.unit.test.ts	49	const createCall = client.indices.create.mock.calls.find(	CODE
CRITICAL	mem0/vector_stores/azure_ai_search.py	13	from azure.core.exceptions import ResourceNotFoundError	CODE
CRITICAL	mem0/vector_stores/azure_ai_search.py	98	self.search_client._client._config.user_agent_policy.add_user_agent("mem0")	CODE
CRITICAL	mem0/vector_stores/azure_ai_search.py	99	self.index_client._client._config.user_agent_policy.add_user_agent("mem0")	CODE
CRITICAL⚡	mem0/vector_stores/azure_ai_search.py	424	self.search_client._client._config.user_agent_policy.add_user_agent("mem0")	CODE
CRITICAL⚡	mem0/vector_stores/azure_ai_search.py	425	self.index_client._client._config.user_agent_policy.add_user_agent("mem0")	CODE
CRITICAL	mem0/llms/openai_structured.py	48	response = self.client.beta.chat.completions.parse(**params)	CODE

Self-Referential Comments50 hits · 147 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_client.py	16	# Create a mock client instance	COMMENT
MEDIUM	tests/vector_stores/test_azure_ai_search.py	60	# Create an instance with dummy parameters.	COMMENT
MEDIUM	tests/vector_stores/test_elasticsearch.py	36	# Create a mock Elasticsearch client with proper attributes	COMMENT
MEDIUM	tests/vector_stores/test_supabase.py	98	# Create a Mock object to represent the record	COMMENT
MEDIUM	tests/vector_stores/test_mongodb.py	18	# Create a proper mock cursor	COMMENT
MEDIUM	tests/vector_stores/test_pinecone.py	108	# Create a mock Vector object	COMMENT
MEDIUM	tests/vector_stores/test_valkey.py	495	# Create a mock result with all fields	COMMENT
MEDIUM⚡	tests/vector_stores/test_faiss.py	362	# Create a legitimate pickle with basic types	COMMENT
MEDIUM	tests/vector_stores/test_faiss.py	35	# Create a FAISS instance with a temporary directory	COMMENT
MEDIUM	tests/vector_stores/test_faiss.py	396	# Create a malicious pickle that tries to use subprocess	COMMENT
MEDIUM	tests/vector_stores/test_faiss.py	413	# Create a malicious pickle that tries to use eval	COMMENT
MEDIUM	tests/vector_stores/test_faiss.py	430	# Create a pickle that tries to load a class from a non-builtins module	COMMENT
MEDIUM	tests/vector_stores/test_faiss.py	604	# Create a malicious pickle file (RCE payload)	COMMENT
MEDIUM	tests/vector_stores/test_faiss.py	644	# Create a legitimate legacy pickle file	COMMENT
MEDIUM	tests/embeddings/test_huggingface_embeddings.py	85	# Create a mock for the response object and its attributes	COMMENT
MEDIUM	tests/memory/test_storage.py	255	# Create a legacy 'history' table missing new columns	COMMENT
MEDIUM	tests/memory/test_main.py	470	# Create a memory	COMMENT
MEDIUM	tests/llms/test_langchain.py	29	# Create a config with the model instance directly	COMMENT
MEDIUM	tests/llms/test_langchain.py	41	# Create a config with the model instance	COMMENT
MEDIUM	server/init-db.sh	4	# Create the mem0_app database for user/auth/api-key data.	COMMENT
MEDIUM⚡	docs/openapi.json	5157	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc	CODE
MEDIUM⚡	docs/openapi.json	5165	"source": "# Get all webhooks\ncurl --request GET \\\n --url 'https://api.mem0.ai/api/v1/webhooks/your_project_id	CODE
MEDIUM⚡	docs/openapi.json	5320	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc	CODE
MEDIUM⚡	…tions/mem0-plugin/tests/test_import_competing_tools.py	93	# Create a temporary memory-bank directory with .md files	COMMENT
MEDIUM	examples/misc/personal_assistant_agno.py	21	# Define the agent	COMMENT
MEDIUM	examples/misc/healthcare_assistant_google_adk.py	74	# Create the Healthcare Assistant Agent	COMMENT
MEDIUM	examples/misc/healthcare_assistant_google_adk.py	105	# Create a session	STRING
MEDIUM	examples/misc/healthcare_assistant_google_adk.py	108	# Create the runner	STRING
MEDIUM⚡	examples/misc/strands_agent_aws_elasticache_neptune.py	138	# Create a simple message format for mem0 vector storage	COMMENT
MEDIUM	examples/misc/strands_agent_aws_elasticache_neptune.py	350	# Create a container with the chat frame styling	COMMENT
MEDIUM	examples/multiagents/llamaindex_learning_system.py	136	# Create the multi-agent workflow	STRING
MEDIUM	mem0/vector_stores/valkey.py	111	# Create the index schema	COMMENT
MEDIUM	mem0/vector_stores/valkey.py	299	# Create the key for the hash	COMMENT
MEDIUM	mem0/vector_stores/valkey.py	407	# Create the payload	COMMENT
MEDIUM	mem0/vector_stores/valkey.py	431	# Create the result	COMMENT
MEDIUM	mem0/vector_stores/valkey.py	571	# Create the payload with error handling	COMMENT
MEDIUM	mem0/vector_stores/redis.py	96	# Create a new schema with the specified parameters	COMMENT
MEDIUM	mem0/vector_stores/redis.py	108	# Create the schema	COMMENT
MEDIUM	mem0/vector_stores/redis.py	111	# Create the index	COMMENT
MEDIUM⚡	mem0/vector_stores/azure_ai_search.py	427	# Create the collection	COMMENT
MEDIUM	mem0/vector_stores/vertex_ai_vector_search.py	512	# This method is included only to satisfy the abstract base class	COMMENT
MEDIUM	mem0/vector_stores/vertex_ai_vector_search.py	525	# Create the payload with all necessary fields	COMMENT
MEDIUM	mem0/memory/storage.py	65	# Create the new history table with updated schema	COMMENT
MEDIUM	mem0/memory/main.py	501	# Create the config object using the same class as the original	COMMENT
MEDIUM⚡	openmemory/api/app/models.py	216	# Create the association	COMMENT
MEDIUM	openmemory/api/app/mcp_server.py	58	# Create a router for MCP endpoints	COMMENT
MEDIUM	openmemory/api/app/mcp_server.py	479	# Create a simple receive function that returns the body	COMMENT
MEDIUM	openmemory/api/app/mcp_server.py	483	# Create a simple send function that does nothing	COMMENT
MEDIUM	openmemory/api/app/routers/apps.py	30	# Create a subquery for memory counts	COMMENT
MEDIUM	openmemory/api/app/routers/apps.py	38	# Create a subquery for access counts	COMMENT

Deep Nesting129 hits · 108 pts

Severity	File	Line	Context
LOW	tests/test_telemetry_sampling.py	137	CODE
LOW	tests/test_memory_integration.py	6	CODE
LOW	tests/test_telemetry.py	177	CODE
LOW	tests/test_telemetry.py	187	CODE
LOW	tests/test_telemetry.py	207	CODE
LOW	tests/test_telemetry.py	219	CODE
LOW	tests/test_telemetry.py	237	CODE
LOW	tests/test_telemetry.py	285	CODE
LOW	tests/vector_stores/test_faiss.py	527	CODE
LOW	server/auth.py	193	CODE
LOW	cli/python/src/mem0_cli/app.py	100	CODE
LOW	cli/python/src/mem0_cli/output.py	143	CODE
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	34	CODE
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	125	CODE
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	197	CODE
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	537	CODE
LOW	cli/python/src/mem0_cli/commands/memory.py	534	CODE
LOW	cli/python/src/mem0_cli/commands/agent_mode_cmd.py	143	CODE
LOW	integrations/mem0-plugin/scripts/auto_import.py	124	CODE
LOW	integrations/mem0-plugin/scripts/auto_import.py	157	CODE
LOW	integrations/mem0-plugin/scripts/parse_mem0_config.py	231	CODE
LOW	integrations/mem0-plugin/scripts/telemetry.py	134	CODE
LOW	integrations/mem0-plugin/scripts/session_stats.py	109	CODE
LOW	…rations/mem0-plugin/scripts/capture_session_summary.py	73	CODE
LOW	…rations/mem0-plugin/scripts/capture_session_summary.py	102	CODE
LOW	integrations/mem0-plugin/scripts/on_pre_compact.py	72	CODE
LOW	integrations/mem0-plugin/scripts/_identity.py	26	CODE
LOW	…rations/mem0-plugin/scripts/capture_compact_summary.py	69	CODE
LOW	…rations/mem0-plugin/scripts/capture_compact_summary.py	138	CODE
LOW	integrations/mem0-plugin/scripts/_project.py	21	CODE
LOW	integrations/mem0-plugin/scripts/auto_capture.py	63	CODE
LOW	…ons/mem0-plugin/skills/mem0/scripts/mem0_doc_search.py	160	CODE
LOW	examples/misc/voice_assistant_elevenlabs.py	159	CODE
LOW	examples/misc/voice_assistant_elevenlabs.py	205	CODE
LOW	examples/misc/personalized_search.py	155	CODE
LOW	examples/misc/strands_agent_aws_elasticache_neptune.py	179	CODE
LOW	examples/misc/strands_agent_aws_elasticache_neptune.py	225	CODE
LOW	examples/misc/strands_agent_aws_elasticache_neptune.py	280	CODE
LOW	mem0/reranker/cohere_reranker.py	37	CODE
LOW	mem0/reranker/huggingface_reranker.py	82	CODE
LOW	mem0/reranker/llm_reranker.py	107	CODE
LOW	mem0/reranker/zero_entropy_reranker.py	42	CODE
LOW	mem0/reranker/sentence_transformer_reranker.py	49	CODE
LOW	mem0/vector_stores/cassandra.py	225	CODE
LOW	mem0/vector_stores/cassandra.py	434	CODE
LOW	mem0/vector_stores/valkey.py	288	CODE
LOW	mem0/vector_stores/valkey.py	559	CODE
LOW	mem0/vector_stores/valkey.py	695	CODE
LOW	mem0/vector_stores/valkey.py	766	CODE
LOW	mem0/vector_stores/milvus.py	149	CODE
LOW	mem0/vector_stores/azure_mysql.py	334	CODE
LOW	mem0/vector_stores/pinecone.py	200	CODE
LOW	mem0/vector_stores/opensearch.py	91	CODE
LOW	mem0/vector_stores/opensearch.py	368	CODE
LOW	mem0/vector_stores/qdrant.py	186	CODE
LOW	mem0/vector_stores/qdrant.py	265	CODE
LOW	mem0/vector_stores/qdrant.py	339	CODE
LOW	mem0/vector_stores/qdrant.py	500	CODE
LOW	mem0/vector_stores/neptune_analytics.py	218	CODE
LOW	mem0/vector_stores/faiss.py	377	CODE
69 more matches not shown…

Unused Imports94 hits · 92 pts

Severity	File	Line	Context
LOW	tests/test_oss_to_platform_migrate.py	1	CODE
LOW	server/alembic/env.py	9	CODE
LOW	cli/python/tests/conftest.py	3	CODE
LOW	cli/python/tests/test_output.py	3	CODE
LOW	cli/python/tests/test_branding.py	3	CODE
LOW	cli/python/tests/test_platform_backend.py	3	CODE
LOW	cli/python/tests/test_commands.py	3	CODE
LOW	cli/python/tests/test_init_internals.py	17	CODE
LOW	cli/python/tests/test_config.py	3	CODE
LOW	cli/python/tests/test_cli_integration.py	8	CODE
LOW	cli/python/tests/test_agent_mode.py	13	CODE
LOW	cli/python/tests/test_telemetry.py	3	CODE
LOW	cli/python/src/mem0_cli/config.py	10	CODE
LOW	cli/python/src/mem0_cli/telemetry.py	10	CODE
LOW	cli/python/src/mem0_cli/telemetry_sender.py	17	CODE
LOW	cli/python/src/mem0_cli/agent_detect.py	15	CODE
LOW	cli/python/src/mem0_cli/app.py	3	CODE
LOW	cli/python/src/mem0_cli/plugin_sync.py	27	CODE
LOW	cli/python/src/mem0_cli/output.py	3	CODE
LOW	cli/python/src/mem0_cli/state.py	3	CODE
LOW	cli/python/src/mem0_cli/backend/__init__.py	3	CODE
LOW	cli/python/src/mem0_cli/backend/__init__.py	3	CODE
LOW	cli/python/src/mem0_cli/backend/platform.py	3	CODE
LOW	cli/python/src/mem0_cli/backend/base.py	3	CODE
LOW	cli/python/src/mem0_cli/commands/config_cmd.py	3	CODE
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	3	CODE
LOW	cli/python/src/mem0_cli/commands/memory.py	3	CODE
LOW	cli/python/src/mem0_cli/commands/whoami_cmd.py	3	CODE
LOW	cli/python/src/mem0_cli/commands/agent_rush_cmd.py	7	CODE
LOW	cli/python/src/mem0_cli/commands/utils.py	3	CODE
LOW	cli/python/src/mem0_cli/commands/events_cmd.py	3	CODE
LOW	cli/python/src/mem0_cli/commands/identify_cmd.py	9	CODE
LOW	cli/python/src/mem0_cli/commands/entities.py	3	CODE
LOW	cli/python/src/mem0_cli/commands/agent_mode_cmd.py	3	CODE
LOW	…tions/mem0-plugin/tests/test_import_competing_tools.py	3	CODE
LOW	integrations/mem0-plugin/tests/conftest.py	3	CODE
LOW	integrations/mem0-plugin/tests/test_auto_capture.py	3	CODE
LOW	integrations/mem0-plugin/tests/test_search.py	3	CODE
LOW	integrations/mem0-plugin/tests/test_rubric_dedup.py	3	CODE
LOW	integrations/mem0-plugin/tests/test_session_stats.py	3	CODE
LOW	…tegrations/mem0-plugin/tests/test_parse_export_file.py	3	CODE
LOW	…tegrations/mem0-plugin/tests/test_coding_categories.py	3	CODE
LOW	integrations/mem0-plugin/tests/test_write_path.py	10	CODE
LOW	…tegrations/mem0-plugin/tests/test_parse_mem0_config.py	3	CODE
LOW	integrations/mem0-plugin/tests/test_project.py	3	CODE
LOW	integrations/mem0-plugin/tests/test_telemetry.py	3	CODE
LOW	…ions/mem0-plugin/tests/test_capture_session_summary.py	10	CODE
LOW	…ations/mem0-plugin/tests/test_auto_setup_categories.py	10	CODE
LOW	integrations/mem0-plugin/scripts/_formatting.py	7	CODE
LOW	integrations/mem0-plugin/scripts/install_codex_hooks.py	24	CODE
LOW	integrations/mem0-plugin/scripts/auto_import.py	13	CODE
LOW	integrations/mem0-plugin/scripts/load_settings.py	6	CODE
LOW	integrations/mem0-plugin/scripts/_chunking.py	3	CODE
LOW	integrations/mem0-plugin/scripts/parse_mem0_config.py	19	CODE
LOW	…egrations/mem0-plugin/scripts/auto_setup_categories.py	28	CODE
LOW	integrations/mem0-plugin/scripts/_search.py	7	CODE
LOW	integrations/mem0-plugin/scripts/telemetry.py	19	CODE
LOW	integrations/mem0-plugin/scripts/session_stats.py	14	CODE
LOW	…rations/mem0-plugin/scripts/capture_session_summary.py	14	CODE
LOW	integrations/mem0-plugin/scripts/file_context.py	16	CODE
34 more matches not shown…

Verbosity Indicators49 hits · 86 pts

Severity	File	Line	Snippet	Context
LOW	tests/vector_stores/test_e2e_threshold.py	63	# Step 1: Search without threshold (baseline)	COMMENT
LOW⚡	tests/vector_stores/test_e2e_threshold.py	74	# Step 2: Verify all scores are non-negative (similarity, not raw distance)	COMMENT
LOW⚡	tests/vector_stores/test_e2e_threshold.py	79	# Step 3: Simulate threshold filtering as Memory.search() does it	COMMENT
LOW⚡	tests/vector_stores/test_e2e_threshold.py	99	# Step 4: Very high threshold should return 0 or very few results	COMMENT
LOW	tests/vector_stores/test_databricks.py	636	# Step 1: Config validation (simulates what Memory.from_config does)	COMMENT
LOW	tests/vector_stores/test_databricks.py	654	# Step 2: Factory instantiation (same as MemoryBase.__init__)	COMMENT
LOW⚡	tests/memory/test_main.py	425	# Step 1: Create a memory — capture the payload stored in the vector store	COMMENT
LOW⚡	tests/memory/test_main.py	435	# Step 2: Simulate the vector store returning this memory for both search and get_all	COMMENT
LOW⚡	tests/memory/test_main.py	444	# Step 3: Call search and get_all, compare timestamps	COMMENT
LOW⚡	mem0-ts/src/oss/src/memory/index.ts	1393	// Step 1: Preprocess query	COMMENT
LOW⚡	mem0-ts/src/oss/src/memory/index.ts	1397	// Step 2: Embed query	COMMENT
LOW⚡	mem0-ts/src/oss/src/memory/index.ts	1400	// Step 3: Semantic search (over-fetch for scoring pool)	COMMENT
LOW⚡	mem0-ts/src/oss/src/memory/index.ts	1408	// Step 4: Keyword search (if store supports it)	COMMENT
LOW⚡	mem0-ts/src/oss/src/memory/index.ts	1520	// Step 7: Build candidate set from semantic results	COMMENT
LOW⚡	mem0-ts/src/oss/src/memory/index.ts	1529	// Step 8: Score and rank	COMMENT
LOW⚡	mem0-ts/src/oss/src/memory/index.ts	1539	// Step 9: Format results	COMMENT
LOW	mem0-ts/src/oss/src/memory/index.ts	1427	// Step 5: Compute BM25 scores from keyword results	COMMENT
LOW	mem0-ts/src/oss/src/memory/index.ts	1440	// Step 6: Compute entity boosts	COMMENT
LOW	mem0-ts/src/oss/src/memory/index.ts	1574	// Step 10: Optionally re-rank with the configured reranker. Opt-in per	COMMENT
LOW⚡	mem0-ts/src/oss/src/prompts/index.ts	902	// Step 1: Strip known noise tokens from OpenRouter/local models	COMMENT
LOW⚡	mem0-ts/src/oss/src/prompts/index.ts	910	// Step 2: Strip code fences and <think> blocks	COMMENT
LOW⚡	mem0-ts/src/oss/src/prompts/index.ts	916	// Step 3: Try to find valid JSON object by testing each `{` as potential start	COMMENT
LOW	mem0-ts/src/oss/src/prompts/index.ts	966	// Step 4: Fallback - try first/last brace (original behavior for edge cases)	COMMENT
LOW	mem0-ts/src/oss/src/prompts/index.ts	980	// Step 5: Try to locate a JSON array by testing each `[` as potential start	COMMENT
LOW⚡	cli/python/src/mem0_cli/commands/init_cmd.py	163	# Step 2: Get code from user	COMMENT
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	144	# Step 1: Request verification code	COMMENT
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	177	# Step 3: Verify code	COMMENT
LOW	cli/python/src/mem0_cli/commands/agent_mode_cmd.py	165	# Step 1: request OTP (unless --code provided)	COMMENT
LOW	cli/python/src/mem0_cli/commands/agent_mode_cmd.py	199	# Step 2: verify + claim in one shot	COMMENT
LOW	cli/node/src/commands/agent-mode.ts	180	// Step 1: request OTP (unless --code was supplied)	COMMENT
LOW	cli/node/src/commands/agent-mode.ts	222	// Step 2: verify + claim atomically	COMMENT
LOW⚡	mem0/memory/main.py	1591	# Step 1: Preprocess query	COMMENT
LOW⚡	mem0/memory/main.py	1595	# Step 2: Embed query	COMMENT
LOW⚡	mem0/memory/main.py	1598	# Step 3: Semantic search (over-fetch for scoring pool)	COMMENT
LOW⚡	mem0/memory/main.py	1604	# Step 4: Keyword search (if store supports it)	COMMENT
LOW⚡	mem0/memory/main.py	1609	# Step 5: Compute BM25 scores from keyword results	COMMENT
LOW⚡	mem0/memory/main.py	1619	# Step 6: Compute entity boosts	COMMENT
LOW⚡	mem0/memory/main.py	1624	# Step 7: Build candidate set from semantic results	COMMENT
LOW⚡	mem0/memory/main.py	1637	# Step 8: Score and rank	COMMENT
LOW⚡	mem0/memory/main.py	1647	# Step 9: Format results	COMMENT
LOW⚡	mem0/memory/main.py	3231	# Step 1: Preprocess query (CPU-bound)	COMMENT
LOW⚡	mem0/memory/main.py	3235	# Step 2: Embed query	COMMENT
LOW⚡	mem0/memory/main.py	3238	# Step 3: Semantic search (over-fetch)	COMMENT
LOW⚡	mem0/memory/main.py	3244	# Step 4: Keyword search (if store supports it)	COMMENT
LOW⚡	mem0/memory/main.py	3249	# Step 5: Compute BM25 scores	COMMENT
LOW⚡	mem0/memory/main.py	3259	# Step 6: Compute entity boosts	COMMENT
LOW⚡	mem0/memory/main.py	3264	# Step 7: Build candidate set from semantic results	COMMENT
LOW⚡	mem0/memory/main.py	3277	# Step 8: Score and rank	COMMENT
LOW⚡	mem0/memory/main.py	3287	# Step 9: Format results	COMMENT

Redundant / Tautological Comments49 hits · 76 pts

Severity	File	Line	Snippet	Context
LOW	server/scripts/seed.sh	15	# Check if setup is needed	COMMENT
LOW	…tions/mem0-plugin/scripts/enforce_metadata_defaults.sh	99	# Check if filters already contain user_id/app_id	COMMENT
LOW	integrations/mem0-plugin/scripts/ensure_deps.sh	45	# Check if the other process's install failed	COMMENT
LOW	examples/nemoclaw/install-mem0-plugin.sh	175	# Check if plugin is already installed	COMMENT
LOW	examples/nemoclaw/install-mem0-plugin.sh	255	# Check if mem0_api already exists	COMMENT
LOW⚡	examples/nemoclaw/setup-mem0-nemoclaw.sh	528	# Check if a sandbox already exists	COMMENT
LOW	examples/nemoclaw/setup-mem0-nemoclaw.sh	431	# Check if NemoClaw is installed in the container	COMMENT
LOW	examples/nemoclaw/setup-mem0-nemoclaw.sh	618	# Check if plugin is already installed by trying to download a known file from the sandbox.	COMMENT
LOW	examples/nemoclaw/setup-mem0-nemoclaw.sh	700	# Check if mem0_api already exists	COMMENT
LOW	mem0/vector_stores/valkey.py	207	# Check if the search module is available	COMMENT
LOW	mem0/vector_stores/valkey.py	221	# Check if the index already exists	COMMENT
LOW	mem0/vector_stores/opensearch.py	117	# Check if index is ready by attempting a simple search	COMMENT
LOW⚡	mem0/vector_stores/databricks.py	241	# Check if index exists and create if needed	COMMENT
LOW	mem0/vector_stores/langchain.py	49	# Check if input is a list of Document objects	COMMENT
LOW	mem0/vector_stores/langchain.py	95	# Check if client has add_embeddings method	COMMENT
LOW⚡	mem0/vector_stores/baidu.py	97	# Check if database exists	COMMENT
LOW	mem0/vector_stores/baidu.py	118	# Check if table already exists	COMMENT
LOW	mem0/embeddings/aws_bedrock.py	32	# Check if AWS config is provided in the config	COMMENT
LOW	mem0/memory/main.py	714	# Check if agent_id is present in metadata	COMMENT
LOW	mem0/memory/main.py	717	# Check if there are assistant role messages	COMMENT
LOW	mem0/memory/main.py	2365	# Check if agent_id is present in metadata	COMMENT
LOW	mem0/memory/main.py	2368	# Check if there are assistant role messages	COMMENT
LOW	mem0/proxy/main.py	182	# Check if self.mem0_client is an instance of Memory or MemoryClient	COMMENT
LOW	mem0/configs/vector_stores/elasticsearch.py	28	# Check if either cloud_id or host/port is provided	COMMENT
LOW	mem0/configs/vector_stores/elasticsearch.py	32	# Check if authentication is provided	COMMENT
LOW	mem0/configs/vector_stores/elasticsearch.py	44	# Check if headers is a dictionary	COMMENT
LOW	mem0/configs/vector_stores/elasticsearch.py	48	# Check if all keys and values are strings	COMMENT
LOW	mem0/configs/vector_stores/opensearch.py	31	# Check if host is provided	COMMENT
LOW	mem0/configs/vector_stores/chroma.py	27	# Check if cloud configuration is provided	COMMENT
LOW	mem0/configs/vector_stores/chroma.py	35	# Check if local/server configuration is provided	COMMENT
LOW	mem0/configs/llms/aws_bedrock.py	124	# Check if model follows provider.model-name format	COMMENT
LOW⚡	mem0/llms/aws_bedrock.py	111	# Check if our model is available	COMMENT
LOW	mem0/llms/base.py	39	# Check if API key is available via environment variable	COMMENT
LOW⚡	openmemory/run.sh	18	# Check if Docker is installed	COMMENT
LOW⚡	openmemory/run.sh	24	# Check if docker compose is available	COMMENT
LOW⚡	openmemory/run.sh	30	# Check if the container "mem0_ui" already exists and remove it if necessary	COMMENT
LOW	openmemory/run.sh	85	# Check if the compose file exists	COMMENT
LOW	openmemory/api/main.py	30	# Check if user exists	COMMENT
LOW	openmemory/api/main.py	53	# Check if app already exists	COMMENT
LOW⚡	openmemory/api/app/models.py	207	# Check if the memory-category association already exists	COMMENT
LOW	openmemory/api/app/mcp_server.py	85	# Check if app is active	COMMENT
LOW	openmemory/api/app/routers/memories.py	238	# Check if app is active	COMMENT
LOW	openmemory/api/app/routers/memories.py	281	# Check if memory already exists	COMMENT
LOW	openmemory/api/app/utils/memory.py	61	# Check if we're running inside Docker	COMMENT
LOW⚡	openmemory/api/app/utils/memory.py	478	# Check if config has changed by comparing hashes	COMMENT
LOW⚡	openmemory/api/app/utils/permissions.py	27	# Check if memory is active	COMMENT
LOW⚡	openmemory/api/app/utils/permissions.py	35	# Check if app exists and is active	COMMENT
LOW⚡	openmemory/api/app/utils/permissions.py	40	# Check if app is paused/inactive	COMMENT
LOW	openmemory/api/app/utils/permissions.py	52	# Check if memory is in the accessible set	COMMENT

Fake / Example Data73 hits · 72 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/test_telemetry_aliasing.py	142	setup_module.mark_aliased("oss-uuid", "user@example.com")	CODE
LOW⚡	tests/test_telemetry_aliasing.py	147	assert setup_module.is_aliased("oss-uuid", "user@example.com")	CODE
LOW⚡	tests/test_telemetry_aliasing.py	153	setup_module.mark_aliased("oss-uuid", "user@example.com")	CODE
LOW⚡	tests/test_telemetry_aliasing.py	161	setup_module.mark_aliased("oss-uuid", "user@example.com")	CODE
LOW⚡	tests/test_telemetry_aliasing.py	162	assert setup_module.is_aliased("oss-uuid", "user@example.com")	CODE
LOW⚡	tests/test_telemetry_aliasing.py	163	assert not setup_module.is_aliased("new-uuid", "user@example.com")	CODE
LOW⚡	tests/test_telemetry_aliasing.py	177	at.capture_identify("anon-123", "user@example.com")	CODE
LOW⚡	tests/test_telemetry_aliasing.py	181	assert kwargs["distinct_id"] == "user@example.com"	CODE
LOW⚡	tests/test_telemetry_aliasing.py	191	at.capture_identify("user@example.com", "user@example.com")	CODE
LOW⚡	tests/test_telemetry_aliasing.py	200	at.capture_identify("", "user@example.com")	CODE
LOW⚡	tests/test_telemetry_aliasing.py	209	at.capture_identify("anon-123", "user@example.com") # must not raise	CODE
LOW⚡	tests/test_telemetry_aliasing.py	219	at.capture_identify("anon-123", "user@example.com") # must not raise	CODE
LOW⚡	tests/test_telemetry_aliasing.py	250	client_main._maybe_alias_anon_to_email("user@example.com")	CODE
LOW⚡	tests/test_telemetry_aliasing.py	251	telemetry.capture_identify.assert_called_once_with("oss-uuid", "user@example.com")	CODE
LOW⚡	tests/test_telemetry_aliasing.py	252	mark.assert_called_once_with("oss-uuid", "user@example.com")	CODE
LOW⚡	tests/test_telemetry_aliasing.py	268	client_main._maybe_alias_anon_to_email("user@example.com")	CODE
LOW⚡	tests/test_telemetry_aliasing.py	269	telemetry.capture_identify.assert_called_once_with("cli-anon-xyz", "user@example.com")	CODE
LOW⚡	tests/test_telemetry_aliasing.py	285	client_main._maybe_alias_anon_to_email("user@example.com")	CODE
LOW⚡	tests/test_telemetry_aliasing.py	288	assert ("oss-uuid", "user@example.com") in calls	CODE
LOW⚡	tests/test_telemetry_aliasing.py	289	assert ("cli-anon", "user@example.com") in calls	CODE
LOW⚡	tests/test_telemetry_aliasing.py	304	client_main._maybe_alias_anon_to_email("user@example.com")	CODE
LOW⚡	tests/test_telemetry_aliasing.py	349	client_main._maybe_alias_anon_to_email("user@example.com") # must not raise	CODE
LOW⚡	tests/test_telemetry_aliasing.py	360	return_value={"oss": "user@example.com", "cli": None, "aliased_pairs": []},	CODE
LOW⚡	tests/test_telemetry_aliasing.py	366	client_main._maybe_alias_anon_to_email("user@example.com")	CODE
LOW⚡	tests/test_telemetry_aliasing.py	377	client_main._maybe_alias_anon_to_email("user@example.com") # must not raise	CODE
LOW	tests/test_telemetry_aliasing.py	329	client_main._maybe_alias_anon_to_email("user@example.com")	CODE
LOW	tests/test_telemetry_aliasing.py	402	client_main._maybe_alias_anon_to_email("user@example.com")	CODE
LOW	tests/test_telemetry_aliasing.py	407	client_main._maybe_alias_anon_to_email("user@example.com")	CODE
LOW	tests/test_server_params.py	39	with patch.dict(os.environ, {"OPENAI_API_KEY": "fake-key", "ADMIN_API_KEY": ""}):	CODE
LOW	tests/test_client_feedback.py	10	client.user_email = "user@example.com"	CODE
LOW	tests/test_client_feedback.py	39	client.user_email = "user@example.com"	CODE
LOW	tests/test_api_keys_router.py	55	fake_user = User(id=uuid.uuid4(), name="t", email="t@e.com", password_hash="x", role="admin")	CODE
LOW	tests/test_api_keys_router.py	56	app.dependency_overrides[require_auth] = lambda: fake_user	CODE
LOW	tests/test_client.py	19	json=lambda: {"org_id": "org1", "project_id": "proj1", "user_email": "test@test.com"},	CODE
LOW	tests/test_server_auth.py	44	with patch.dict(os.environ, {"OPENAI_API_KEY": "fake-key"}):	CODE
LOW	tests/vector_stores/test_mongodb.py	42	mock_collection.insert_one.assert_called_once_with({"_id": 0, "placeholder": True})	CODE
LOW	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	574	supabaseKey: "fake-key",	CODE
LOW	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	593	supabaseKey: "fake-key",	CODE
LOW	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	630	supabaseKey: "fake-key",	CODE
LOW	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	691	apiKey: "fake-key",	CODE
LOW	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	710	apiKey: "fake-key",	CODE
LOW	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	4482	apiToken: "fake-token",	CODE
LOW	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	4499	apiKey: "fake-token",	CODE
LOW	mem0-ts/src/oss/tests/vector-stores-compat.test.ts	4518	apiKey: "fake-token",	CODE
LOW⚡	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	107	await markMem0Aliased("oss-uuid", "user@example.com");	CODE
LOW⚡	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	114	expect(await isMem0Aliased("oss-uuid", "user@example.com")).toBe(true);	CODE
LOW⚡	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	122	await markMem0Aliased("oss-uuid", "user@example.com");	CODE
LOW⚡	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	134	await markMem0Aliased("oss-uuid", "user@example.com");	CODE
LOW⚡	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	135	expect(await isMem0Aliased("oss-uuid", "user@example.com")).toBe(true);	CODE
LOW⚡	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	136	expect(await isMem0Aliased("other-uuid", "user@example.com")).toBe(false);	CODE
LOW⚡	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	145	markMem0Aliased("oss-uuid", "user@example.com"),	CODE
LOW⚡	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	161	await telemetry.captureIdentify("anon-uuid", "user@example.com");	CODE
LOW⚡	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	167	expect(payload.distinct_id).toBe("user@example.com");	CODE
LOW⚡	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	175	await telemetry.captureIdentify("user@example.com", "user@example.com");	CODE
LOW⚡	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	182	await telemetry.captureIdentify("", "user@example.com");	CODE
LOW	cli/python/tests/test_cli_integration.py	175	["delete", "--api-key", "m0-fake-key"],	CODE
LOW	integrations/openclaw/openclaw.plugin.json	81	"placeholder": "m0-...",	CODE
LOW	integrations/openclaw/openclaw.plugin.json	86	"placeholder": "default",	CODE
LOW	integrations/openclaw/openclaw.plugin.json	99	"placeholder": "Only store user preferences and important facts...",	CODE
LOW	integrations/openclaw/openclaw.plugin.json	114	"placeholder": "0.3",	CODE
13 more matches not shown…

Modern Structural Boilerplate54 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW	tests/vector_stores/test_neptune_analytics.py	22	logger = logging.getLogger(__name__)	CODE
LOW	server/server_state.py	15	def set_session_factory(factory: Callable) -> None:	CODE
LOW	cli/python/src/mem0_cli/state.py	14	def set_agent_mode(val: bool) -> None:	CODE
LOW	cli/python/src/mem0_cli/state.py	23	def set_current_command(name: str) -> None:	CODE
LOW	cli/python/src/mem0_cli/backend/__init__.py	5	__all__ = ["Backend", "get_backend"]	CODE
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	505	def _setup_platform(config: Mem0Config) -> None:	CODE
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	523	def _setup_defaults(config: Mem0Config) -> None:	CODE
LOW	examples/misc/personalized_search.py	21	logger = logging.getLogger(__name__)	CODE
LOW	examples/misc/multillm_memory.py	28	logger = logging.getLogger(__name__)	CODE
LOW	examples/multiagents/llamaindex_learning_system.py	32	logger = logging.getLogger(__name__)	CODE
LOW	mem0/reranker/cohere_reranker.py	13	logger = logging.getLogger(__name__)	CODE
LOW	mem0/reranker/__init__.py	12	__all__ = [	CODE
LOW	mem0/reranker/huggingface_reranker.py	16	logger = logging.getLogger(__name__)	CODE
LOW	mem0/reranker/llm_reranker.py	10	logger = logging.getLogger(__name__)	CODE
LOW	mem0/reranker/zero_entropy_reranker.py	13	logger = logging.getLogger(__name__)	CODE
LOW	mem0/reranker/sentence_transformer_reranker.py	15	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/cassandra.py	21	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/valkey.py	15	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/elasticsearch.py	16	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/s3_vectors.py	15	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/milvus.py	24	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/azure_mysql.py	27	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/pinecone.py	16	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/opensearch.py	16	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/supabase.py	15	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/turbopuffer.py	16	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/qdrant.py	26	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/upstash_vector.py	14	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/mongodb.py	17	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/neptune_analytics.py	16	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/faiss.py	31	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/pgvector.py	34	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/redis.py	17	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/weaviate.py	22	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/azure_ai_search.py	34	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/databricks.py	30	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/langchain.py	15	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/baidu.py	41	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/chroma.py	14	logger = logging.getLogger(__name__)	CODE
LOW	mem0/vector_stores/vertex_ai_vector_search.py	26	logger = logging.getLogger(__name__)	CODE
LOW	mem0/memory/notices.py	883	def _update_first_run_variant(variant) -> None:	CODE
LOW	mem0/memory/utils.py	12	logger = logging.getLogger(__name__)	CODE
LOW	mem0/memory/storage.py	8	logger = logging.getLogger(__name__)	CODE
LOW	mem0/memory/main.py	82	logger = logging.getLogger(__name__)	CODE
LOW	mem0/memory/main.py	416	logger = logging.getLogger(__name__)	CODE
LOW	mem0/proxy/main.py	25	logger = logging.getLogger(__name__)	CODE
LOW	mem0/utils/spacy_models.py	12	logger = logging.getLogger(__name__)	CODE
LOW	mem0/utils/lemmatization.py	19	logger = logging.getLogger(__name__)	CODE
LOW	mem0/llms/aws_bedrock.py	17	logger = logging.getLogger(__name__)	CODE
LOW	mem0/llms/groq.py	15	logger = logging.getLogger(__name__)	CODE
LOW	mem0/client/utils.py	13	logger = logging.getLogger(__name__)	CODE
LOW	mem0/client/main.py	26	logger = logging.getLogger(__name__)	CODE
LOW	mem0/client/project.py	13	logger = logging.getLogger(__name__)	CODE
LOW	openmemory/api/app/routers/__init__.py	7	__all__ = ["memories_router", "apps_router", "stats_router", "config_router", "backup_router"]	CODE

AI Structural Patterns43 hits · 37 pts

Severity	File	Line	Context
LOW	cli/python/src/mem0_cli/app.py	255	CODE
LOW	cli/python/src/mem0_cli/app.py	323	CODE
LOW	cli/python/src/mem0_cli/app.py	441	CODE
LOW	cli/python/src/mem0_cli/app.py	547	CODE
LOW	cli/python/src/mem0_cli/app.py	730	CODE
LOW	cli/python/src/mem0_cli/app.py	850	CODE
LOW	cli/python/src/mem0_cli/backend/platform.py	77	CODE
LOW	cli/python/src/mem0_cli/backend/platform.py	162	CODE
LOW	cli/python/src/mem0_cli/backend/platform.py	210	CODE
LOW	cli/python/src/mem0_cli/backend/base.py	15	CODE
LOW	cli/python/src/mem0_cli/backend/base.py	32	CODE
LOW	cli/python/src/mem0_cli/backend/base.py	52	CODE
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	197	CODE
LOW	integrations/mem0-plugin/scripts/auto_capture.py	107	CODE
LOW	examples/misc/strands_agent_aws_elasticache_neptune.py	112	CODE
LOW	mem0/vector_stores/cassandra.py	42	CODE
LOW	mem0/vector_stores/milvus.py	235	CODE
LOW	mem0/vector_stores/milvus.py	325	CODE
LOW	mem0/vector_stores/qdrant.py	30	CODE
LOW	mem0/vector_stores/qdrant.py	592	CODE
LOW	mem0/vector_stores/mongodb.py	224	CODE
LOW	mem0/vector_stores/databricks.py	52	CODE
LOW	mem0/memory/utils.py	173	CODE
LOW	mem0/memory/main.py	723	CODE
LOW	mem0/memory/main.py	1972	CODE
LOW	mem0/memory/main.py	2374	CODE
LOW	mem0/memory/main.py	3638	CODE
LOW	mem0/proxy/main.py	52	CODE
LOW	mem0/configs/prompts.py	1016	CODE
LOW	mem0/configs/embeddings/base.py	14	CODE
LOW	mem0/configs/llms/vllm.py	12	CODE
LOW	mem0/configs/llms/minimax.py	12	CODE
LOW	mem0/configs/llms/lmstudio.py	12	CODE
LOW	mem0/configs/llms/azure.py	13	CODE
LOW	mem0/configs/llms/gemini.py	14	CODE
LOW	mem0/configs/llms/aws_bedrock.py	14	CODE
LOW	mem0/configs/llms/openai.py	12	CODE
LOW	mem0/configs/llms/deepseek.py	12	CODE
LOW	mem0/configs/llms/anthropic.py	12	CODE
LOW	mem0/configs/llms/xai.py	12	CODE
LOW	mem0/configs/llms/ollama.py	12	CODE
LOW	mem0/configs/llms/base.py	16	CODE
LOW	openmemory/api/app/routers/memories.py	102	CODE

Modern AI Meta-Vocabulary14 hits · 31 pts

Severity	File	Line	Snippet	Context
MEDIUM	…ations/mem0-plugin/tests/test_auto_setup_categories.py	24	# Fake client (dependency injection — apply_categories takes a client) #	COMMENT
MEDIUM	…ations/mem0-plugin/skills/mem0/references/use-cases.md	11	- [Multi-Agent / Multi-Tenant](#5-multi-agent--multi-tenant)	CODE
MEDIUM	examples/misc/movie_recommendation_grok3.py	31	"model": "all-MiniLM-L6-v2" # open embedding model	CODE
MEDIUM	examples/misc/strands_agent_aws_elasticache_neptune.py	15	- AWS Blog: https://aws.amazon.com/blogs/database/build-persistent-memory-for-agentic-ai-applications-with-mem0-open-sou	STRING
MEDIUM	examples/misc/strands_agent_aws_elasticache_neptune.py	16	- Mem0 Blog: https://mem0.ai/blog/build-persistent-memory-for-agentic-ai-applications-with-mem0-open-source-amazon-elast	STRING
MEDIUM	examples/multiagents/llamaindex_learning_system.py	136	# Create the multi-agent workflow	STRING
MEDIUM	examples/multiagents/llamaindex_learning_system.py	158	# The magic happens here - multi-agent memory is automatically shared!	STRING
MEDIUM	examples/multiagents/llamaindex_learning_system.py	190	# Second session - multi-agent memory will remember the first	COMMENT
MEDIUM	examples/multiagents/llamaindex_learning_system.py	195	# Show what the multi-agent system remembers	COMMENT
MEDIUM	.github/workflows/docs-llms-txt-check.yml	7	# python scripts/check-llms-txt-coverage.py --write # scaffold placeholders	COMMENT
MEDIUM	mem0/vector_stores/databricks.py	421	# so we inline using _format_sql_value (values are floats from the embedding model).	COMMENT
MEDIUM	mem0/memory/main.py	891	# Map UUIDs to integers (anti-hallucination)	COMMENT
MEDIUM	mem0/memory/main.py	2529	# Map UUIDs to integers (anti-hallucination)	COMMENT
MEDIUM	skills/mem0/references/use-cases.md	11	- [Multi-Agent / Multi-Tenant](#5-multi-agent--multi-tenant)	CODE

Over-Commented Block23 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	mem0-ts/src/global.d.ts	1	// Injected by tsup/esbuild's `define` at build time from package.json.	COMMENT
LOW	…tions/mem0-plugin/scripts/enforce_metadata_defaults.sh	1	#!/usr/bin/env bash	COMMENT
LOW	integrations/mem0-plugin/scripts/on_stop.sh	1	#!/usr/bin/env bash	COMMENT
LOW	integrations/mem0-plugin/scripts/_identity.sh	1	# Source this file. Sets MEM0_API_KEY, MEM0_RESOLVED_USER_ID, and settings.	COMMENT
LOW	integrations/mem0-plugin/scripts/on_file_read.sh	1	#!/usr/bin/env bash	COMMENT
LOW	integrations/mem0-plugin/scripts/on_bash_output.sh	1	#!/usr/bin/env bash	COMMENT
LOW	integrations/mem0-plugin/scripts/block_memory_write.sh	1	#!/usr/bin/env bash	COMMENT
LOW	integrations/mem0-plugin/scripts/_project.sh	1	# Source this file. Sets MEM0_PROJECT_ID and MEM0_BRANCH.	COMMENT
LOW	integrations/mem0-plugin/scripts/parse_export_file.py	41	"""	COMMENT
LOW	integrations/mem0-plugin/scripts/on_user_prompt.sh	1	#!/usr/bin/env bash	COMMENT
LOW	examples/mem0-demo/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	examples/nemoclaw/install-mem0-plugin.sh	1	#!/usr/bin/env bash	COMMENT
LOW	examples/nemoclaw/setup-mem0-nemoclaw.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/llms-txt-ignore.txt	1	# Page path prefixes (relative to docs/, without .mdx) that intentionally	COMMENT
LOW	.github/workflows/release.yml	1	name: Release Router 🚦	COMMENT
LOW	.github/workflows/ci-gate.yml	1	name: CI Gate	COMMENT
LOW	openmemory/ui/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	openmemory/backup-scripts/export_openmemory.sh	1	#!/usr/bin/env bash	COMMENT
LOW	openmemory/api/alembic.ini	1	# A generic, single database configuration.	COMMENT
LOW	openmemory/api/alembic.ini	21	# installed by adding `alembic[tz]` to the pip requirements	COMMENT
LOW	openmemory/api/alembic.ini	41		COMMENT
LOW	openmemory/api/alembic.ini	61	sqlalchemy.url = sqlite:///./openmemory.db	COMMENT
LOW	openmemory/api/app/__init__.py	1	# This file makes the app directory a Python package	COMMENT

Example Usage Blocks5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	examples/misc/test.py	83	# Example usage	COMMENT
LOW	examples/misc/study_buddy.py	63	# Example usage	COMMENT
LOW⚡	examples/nemoclaw/install-mem0-plugin.sh	8	# Usage:	COMMENT
LOW	examples/nemoclaw/setup-mem0-nemoclaw.sh	8	# Usage:	COMMENT
LOW	openmemory/backup-scripts/export_openmemory.sh	11	# Usage:	COMMENT

Slop Phrases2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	mem0-ts/src/oss/tests/extract-json.test.ts	37	'{"facts": ["Loves pizza"]}\nLet me know if you need anything else!';	CODE
LOW	openmemory/api/app/database.py	7	# load .env file (make sure you have DATABASE_URL set)	COMMENT

AI Slop Vocabulary2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	mem0/vector_stores/valkey.py	353	# No filters, just use the KNN search	COMMENT
LOW	mem0/memory/setup.py	142	# If no vector store provided, just return the user_id	COMMENT

Cross-Language Confusion1 hit · 2 pts

Severity	File	Line	Snippet	Context
HIGH	cli/python/src/mem0_cli/commands/agent_mode_cmd.py	35	A backend regression that returns ``{"api_key": null}`` would otherwise be	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings