mem0ai/mem0

Pattern Findings

2580 matches across 18 categories. Click a row to expand file-level details.

Decorative Section Separators373 hits · 1230 pts

Severity	File	Line	Snippet
MEDIUM	tests/test_telemetry_aliasing.py	36	# ─── setup_config idempotency ────────────────────────────────────────────────
MEDIUM	tests/test_telemetry_aliasing.py	76	# ─── read_anon_ids ───────────────────────────────────────────────────────────
MEDIUM	tests/test_telemetry_aliasing.py	128	# ─── mark_aliased ────────────────────────────────────────────────────────────
MEDIUM	tests/test_telemetry_aliasing.py	167	# ─── capture_identify ────────────────────────────────────────────────────────
MEDIUM	tests/test_telemetry_aliasing.py	228	# ─── _maybe_alias_anon_to_email integration ──────────────────────────────────
MEDIUM	tests/test_telemetry_aliasing.py	381	# ─── End-to-end idempotency through real config ──────────────────────────────
MEDIUM	tests/test_server_params.py	84	# ===========================================================================
MEDIUM	tests/test_server_params.py	86	# ===========================================================================
MEDIUM	tests/test_server_params.py	111	# ===========================================================================
MEDIUM	tests/test_server_params.py	113	# ===========================================================================
MEDIUM	tests/test_server_params.py	127	# ===========================================================================
MEDIUM	tests/test_server_params.py	129	# ===========================================================================
MEDIUM	tests/test_server_params.py	166	# ===========================================================================
MEDIUM	tests/test_server_params.py	168	# ===========================================================================
MEDIUM	tests/test_server_params.py	220	# ===========================================================================
MEDIUM	tests/test_server_params.py	222	# ===========================================================================
MEDIUM	tests/test_server_params.py	241	# ===========================================================================
MEDIUM	tests/test_server_params.py	243	# ===========================================================================
MEDIUM	tests/test_server_params.py	268	# ===========================================================================
MEDIUM	tests/test_server_params.py	270	# ===========================================================================
MEDIUM	tests/test_server_params.py	293	# ===========================================================================
MEDIUM	tests/test_server_params.py	295	# ===========================================================================
MEDIUM	tests/test_server_params.py	326	# ===========================================================================
MEDIUM	tests/test_server_params.py	328	# ===========================================================================
MEDIUM	tests/test_server_params.py	360	# ===========================================================================
MEDIUM	tests/test_server_params.py	362	# ===========================================================================
MEDIUM	tests/test_server_params.py	414	# ===========================================================================
MEDIUM	tests/test_server_params.py	416	# ===========================================================================
MEDIUM	tests/test_server_params.py	451	# ===========================================================================
MEDIUM	tests/test_server_params.py	453	# ===========================================================================
MEDIUM	tests/test_server_params.py	512	# ===========================================================================
MEDIUM	tests/test_server_params.py	514	# ===========================================================================
MEDIUM	tests/test_server_params.py	567	# ===========================================================================
MEDIUM	tests/test_server_params.py	569	# ===========================================================================
MEDIUM	tests/test_server_params.py	595	# ===========================================================================
MEDIUM	tests/test_server_params.py	597	# ===========================================================================
MEDIUM	tests/test_server_params.py	19	# ---------------------------------------------------------------------------
MEDIUM	tests/test_server_params.py	21	# ---------------------------------------------------------------------------
MEDIUM	tests/test_server_params.py	56	# ===========================================================================
MEDIUM	tests/test_server_params.py	58	# ===========================================================================
MEDIUM	tests/test_server_params.py	193	# ===========================================================================
MEDIUM	tests/test_server_params.py	195	# ===========================================================================
MEDIUM	tests/test_memory.py	822	# ─── Entity Param Rejection Tests ─────────────────────────────────────────────
MEDIUM	tests/test_memory.py	859	# ─── Regression: AsyncMemory._create_memory must store text_lemmatized ─────────
MEDIUM	tests/test_main.py	246	# =============================================================================
MEDIUM	tests/test_main.py	248	# =============================================================================
MEDIUM	tests/test_server_auth.py	472	# ---------------------------------------------------------------------------
MEDIUM	tests/test_server_auth.py	474	# ---------------------------------------------------------------------------
MEDIUM	tests/test_server_auth.py	23	# ---------------------------------------------------------------------------
MEDIUM	tests/test_server_auth.py	25	# ---------------------------------------------------------------------------
MEDIUM	tests/test_server_auth.py	58	# ---------------------------------------------------------------------------
MEDIUM	tests/test_server_auth.py	60	# ---------------------------------------------------------------------------
MEDIUM	tests/test_server_auth.py	148	# ---------------------------------------------------------------------------
MEDIUM	tests/test_server_auth.py	150	# ---------------------------------------------------------------------------
MEDIUM	tests/test_server_auth.py	303	# ---------------------------------------------------------------------------
MEDIUM	tests/test_server_auth.py	305	# ---------------------------------------------------------------------------
MEDIUM	tests/test_server_auth.py	397	# ---------------------------------------------------------------------------
MEDIUM	tests/test_server_auth.py	399	# ---------------------------------------------------------------------------
MEDIUM	tests/vector_stores/test_turbopuffer.py	116	# ── create_col ───────────────────────────────────────────────────────
MEDIUM	tests/vector_stores/test_turbopuffer.py	130	# ── insert ───────────────────────────────────────────────────────────
313 more matches not shown…

Hyper-Verbose Identifiers1078 hits · 1080 pts

Severity	File	Line	Snippet
LOW	openclaw/public-artifacts.ts	22	export function createPublicArtifactsProvider(ctx: PublicArtifactsContext) {
LOW	openclaw/skill-loader.ts	477	export function resolveCredentialPatterns(config: SkillsConfig = {}): string[] {
LOW	openclaw/telemetry.ts	38	function getOrCreateAnonymousId(): string {
LOW	openclaw/filtering.ts	161	export function isGenericAssistantMessage(content: string): boolean {
LOW	openclaw/filtering.ts	196	export function filterMessagesForExtraction(
LOW	openclaw/tools/memory-event-list.ts	4	export function createMemoryEventListTool(deps: ToolDeps) {
LOW	openclaw/tools/memory-event-status.ts	4	export function createMemoryEventStatusTool(deps: ToolDeps) {
LOW	openclaw/cli/config-file.ts	241	export function clearAnonymousTelemetryId(): void {
LOW	tests/test_oss_to_platform_migrate.py	378	def test_existing_api_key_authenticates_and_stitches_ids(tmp_path: Path) -> None:
LOW	tests/test_oss_to_platform_migrate.py	409	def test_email_code_authenticates_without_persisting_credentials(tmp_path: Path) -> None:
LOW	tests/test_oss_to_platform_migrate.py	439	def test_invalid_stored_key_falls_back_to_email_code(tmp_path: Path) -> None:
LOW	tests/test_oss_to_platform_migrate.py	472	def test_email_code_failure_reports_failed_telemetry(tmp_path: Path) -> None:
LOW	tests/test_oss_to_platform_migrate.py	498	def test_malformed_config_does_not_crash_and_authenticates(tmp_path: Path) -> None:
LOW	tests/test_oss_to_platform_migrate.py	518	def test_weird_telemetry_shape_does_not_crash(tmp_path: Path) -> None:
LOW	tests/test_oss_to_platform_migrate.py	555	def test_curl_piped_help_works() -> None:
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:
LOW	tests/test_oss_to_platform_migrate.py	652	def test_export_requires_scope_or_all(tmp_path: Path) -> None:
LOW	tests/test_oss_to_platform_migrate.py	662	def test_export_all_uses_no_qdrant_filter(tmp_path: Path) -> None:
LOW	tests/test_oss_to_platform_migrate.py	675	def test_export_invalid_qdrant_credentials_fail_clearly(tmp_path: Path) -> None:
LOW	tests/test_oss_to_platform_migrate.py	690	def test_import_platform_memories_from_export_json(tmp_path: Path) -> None:
LOW	tests/test_oss_to_platform_migrate.py	735	def test_import_skips_existing_identical_memory(tmp_path: Path) -> None:
LOW	tests/test_oss_to_platform_migrate.py	764	def test_import_reports_changed_existing_without_update_or_add(tmp_path: Path) -> None:
LOW	tests/test_oss_to_platform_migrate.py	798	def test_full_flow_auth_export_and_imports_memories(tmp_path: Path) -> None:
LOW	tests/test_telemetry_aliasing.py	40	def test_creates_config_when_missing(self, tmp_mem0_dir):
LOW	tests/test_telemetry_aliasing.py	47	def test_backfills_user_id_when_only_telemetry_present(self, tmp_mem0_dir):
LOW	tests/test_telemetry_aliasing.py	59	def test_does_not_overwrite_existing_user_id(self, tmp_mem0_dir):
LOW	tests/test_telemetry_aliasing.py	67	def test_handles_malformed_json(self, tmp_mem0_dir):
LOW	tests/test_telemetry_aliasing.py	114	def test_no_config_returns_all_none(self, tmp_mem0_dir):
LOW	tests/test_telemetry_aliasing.py	120	def test_malformed_json_does_not_raise(self, tmp_mem0_dir):
LOW	tests/test_telemetry_aliasing.py	132	def test_writes_aliased_pair_preserving_other_fields(self, tmp_mem0_dir):
LOW	tests/test_telemetry_aliasing.py	149	def test_creates_telemetry_section_when_missing(self, tmp_mem0_dir):
LOW	tests/test_telemetry_aliasing.py	157	def test_tracks_each_pair_independently(self, tmp_mem0_dir):
LOW	tests/test_telemetry_aliasing.py	171	def test_fires_identify_with_anon_distinct_id(self):
LOW	tests/test_telemetry_aliasing.py	185	def test_skips_when_anon_equals_email(self):
LOW	tests/test_telemetry_aliasing.py	194	def test_skips_when_inputs_empty(self):
LOW	tests/test_telemetry_aliasing.py	204	def test_noop_when_telemetry_disabled(self):
LOW	tests/test_telemetry_aliasing.py	212	def test_does_not_raise_on_posthog_error(self):
LOW	tests/test_telemetry_aliasing.py	221	def test_identify_is_in_lifecycle_events(self):
LOW	tests/test_telemetry_aliasing.py	236	def test_fires_identify_for_oss_uuid(self):
LOW	tests/test_telemetry_aliasing.py	254	def test_fires_identify_for_cli_anon(self):
LOW	tests/test_telemetry_aliasing.py	271	def test_fires_identify_for_both_anon_ids(self):
LOW	tests/test_telemetry_aliasing.py	291	def test_skips_when_pair_already_aliased(self):
LOW	tests/test_telemetry_aliasing.py	308	def test_skips_when_email_invalid(self):
LOW	tests/test_telemetry_aliasing.py	317	def test_skips_when_telemetry_disabled(self):
LOW	tests/test_telemetry_aliasing.py	352	def test_skips_anon_id_equal_to_email(self):
LOW	tests/test_telemetry_aliasing.py	369	def test_does_not_raise_on_read_failure(self):
LOW	tests/test_telemetry_aliasing.py	388	def test_second_call_is_noop_after_pair_marker_persisted(self, tmp_mem0_dir):
LOW	tests/test_telemetry_aliasing.py	334	def test_does_not_raise_on_telemetry_failure(self):
LOW	tests/test_telemetry_sampling.py	32	def test_invalid_values_fall_back_to_default(self, raw):
LOW	tests/test_telemetry_sampling.py	45	def test_lifecycle_event_passes_through_at_high_random(self):
LOW	tests/test_telemetry_sampling.py	53	def test_hot_path_event_dropped_when_random_above_rate(self):
LOW	tests/test_telemetry_sampling.py	59	def test_hot_path_event_passes_when_random_below_rate(self):
LOW	tests/test_telemetry_sampling.py	67	def test_hot_path_annotates_sample_rate(self):
LOW	tests/test_telemetry_sampling.py	73	def test_lifecycle_annotates_sample_rate_one(self):
LOW	tests/test_telemetry_sampling.py	77	def test_rate_zero_drops_all_hot_path(self):
LOW	tests/test_telemetry_sampling.py	84	def test_rate_zero_still_passes_lifecycle(self):
LOW	tests/test_telemetry_sampling.py	89	def test_rate_one_passes_all_events(self):
LOW	tests/test_telemetry_sampling.py	95	def test_does_not_override_caller_supplied_sample_rate_for_hot_path(self):
LOW	tests/test_telemetry_sampling.py	104	def test_handles_missing_properties_dict(self):
LOW	tests/test_telemetry_sampling.py	111	def test_handles_missing_event_field(self):
1018 more matches not shown…

Magic Placeholder Names149 hits · 741 pts

Severity	File	Line	Snippet
HIGH	LLM.md	50	client = MemoryClient(api_key="your-api-key")
HIGH	LLM.md	65	const client = new MemoryClient({ apiKey: 'your-api-key' });
HIGH	LLM.md	170	api_key="your-api-key", # or set MEM0_API_KEY env var
HIGH	LLM.md	406	"api_key": "your-api-key",
HIGH	LLM.md	478	apiKey: 'your-api-key',
HIGH	LLM.md	1141	memory_client = MemoryClient(api_key="your-api-key")
HIGH	tests/vector_stores/test_azure_ai_search.py	614	# Test with api_key="your-api-key"
HIGH	tests/vector_stores/test_azure_ai_search.py	618	api_key="your-api-key",
HIGH	tests/embeddings/test_azure_openai_embeddings.py	144	base_embedder_config.azure_kwargs.api_key = "your-api-key"
HIGH	tests/llms/test_azure_openai_structured.py	92	config = DummyConfig(model=None, azure_kwargs=DummyAzureKwargs(api_key="your-api-key"))
HIGH	tests/llms/test_azure_openai.py	328	config.azure_kwargs.api_key = "your-api-key"
HIGH	mem0-ts/src/oss/src/vector_stores/azure_ai_search.ts	100	this.apiKey && this.apiKey !== "" && this.apiKey !== "your-api-key"
HIGH	…m0-ts/src/community/src/integrations/langchain/mem0.ts	135	* apiKey: "your-api-key",
HIGH	docs/llms.txt	50	client = MemoryClient(api_key="your-api-key")
HIGH	docs/llms.txt	80	const client = new MemoryClient({ apiKey: "your-api-key" });
HIGH	docs/openapi.json	1444	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc
HIGH	docs/openapi.json	1448	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai
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
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\"\
HIGH	docs/openapi.json	1460	"source": "<?php\n\n$curl = curl_init();\n\n$filters = [\n 'AND' => [\n ['user_id' => 'alex'],\n ['created_
HIGH	docs/openapi.json	1464	"source": "import com.konghq.unirest.http.HttpResponse;\nimport com.konghq.unirest.http.Unirest;\nimport org.json.
HIGH	docs/openapi.json	4124	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\n\
HIGH	docs/openapi.json	4128	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai
HIGH	docs/openapi.json	4136	"source": "// To use the Go SDK, install the package:\n// go get github.com/mem0ai/mem0-go\n\npackage main\n\nimpo
HIGH	docs/openapi.json	4140	"source": "<?php\n// To use the PHP SDK, install the package:\n// composer require mem0ai/mem0-php\n\nrequire_once
HIGH	docs/openapi.json	4144	"source": "// To use the Java SDK, add this dependency to your pom.xml:\n// <dependency>\n// <groupId>ai.mem0<
HIGH	docs/openapi.json	4249	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\n\
HIGH	docs/openapi.json	4253	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai
HIGH	docs/openapi.json	4261	"source": "// To use the Go SDK, install the package:\n// go get github.com/mem0ai/mem0-go\n\npackage main\n\nimpo
HIGH	docs/openapi.json	4265	"source": "<?php\n// To use the PHP SDK, install the package:\n// composer require mem0ai/mem0-php\n\nrequire_once
HIGH	docs/openapi.json	4269	"source": "// To use the Java SDK, add this dependency to your pom.xml:\n// <dependency>\n// <groupId>ai.mem0<
HIGH	docs/openapi.json	4927	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc
HIGH	docs/openapi.json	4931	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai
HIGH	docs/openapi.json	4935	"source": "curl -X PUT \"https://api.mem0.ai/v1/batch/\" \\\n -H \"Authorization: Token your-api-key\" \\\n
HIGH	docs/openapi.json	5006	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc
HIGH	docs/openapi.json	5010	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai
HIGH	docs/openapi.json	5014	"source": "curl -X DELETE \"https://api.mem0.ai/v1/batch/\" \\\n -H \"Authorization: Token your-api-key\" \\\n
HIGH	docs/openapi.json	5111	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc
HIGH	docs/openapi.json	5115	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai
HIGH	docs/openapi.json	5119	"source": "# Get all webhooks\ncurl --request GET \\\n --url 'https://api.mem0.ai/api/v1/webhooks/your_project_id
HIGH	docs/openapi.json	5123	"source": "<?php\n\n$curl = curl_init();\n\n// Get all webhooks\ncurl_setopt_array($curl, [\n CURLOPT_URL => \"ht
HIGH	docs/openapi.json	5127	"source": "package main\n\nimport (\n\t\"fmt\"\n\t\"strings\"\n\t\"net/http\"\n\t\"io/ioutil\"\n)\n\nfunc main() {
HIGH	docs/openapi.json	5131	"source": "// Get all webhooks\nHttpResponse<String> response = Unirest.get(\"https://api.mem0.ai/api/v1/webhooks/
HIGH	docs/openapi.json	5274	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc
HIGH	docs/openapi.json	5278	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai
HIGH	docs/openapi.json	5282	"source": "curl -X POST \"https://api.mem0.ai/api/v1/webhooks/your_project_id/webhook/\" \\\n -H \"Authorizati
HIGH	docs/openapi.json	5286	"source": "<?php\n\n$curl = curl_init();\n\ncurl_setopt_array($curl, [\n CURLOPT_URL => \"https://api.mem0.ai/a
HIGH	docs/openapi.json	5290	"source": "package main\n\nimport (\n \"fmt\"\n \"strings\"\n \"net/http\"\n \"io/ioutil\"\n)\n\nfunc
HIGH	docs/openapi.json	5294	"source": "import com.konghq.unirest.http.HttpResponse;\nimport com.konghq.unirest.http.Unirest;\n\n// Create a we
HIGH	docs/openapi.json	5419	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc
HIGH	docs/openapi.json	5423	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai
HIGH	docs/openapi.json	5427	"source": "# Update a webhook\ncurl --request PUT \\\n --url 'https://api.mem0.ai/api/v1/webhooks/your_webhook_id
HIGH	docs/openapi.json	5431	"source": "<?php\n\n$curl = curl_init();\n\n// Update a webhook\ncurl_setopt_array($curl, [\n CURLOPT_URL => \"ht
HIGH	docs/openapi.json	5435	"source": "package main\n\nimport (\n\t\"fmt\"\n\t\"strings\"\n\t\"net/http\"\n\t\"io/ioutil\"\n)\n\nfunc main() {
HIGH	docs/openapi.json	5439	"source": "// Update a webhook\nHttpResponse<String> response = Unirest.put(\"https://api.mem0.ai/api/v1/webhooks/
HIGH	docs/openapi.json	5514	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc
HIGH	docs/openapi.json	5518	"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai
HIGH	docs/openapi.json	5522	"source": "curl -X DELETE \"https://api.mem0.ai/api/v1/webhooks/your_webhook_id/webhook/\" \\\n -H \"Authoriza
HIGH	docs/openapi.json	5526	"source": "<?php\n\n$curl = curl_init();\n\ncurl_setopt_array($curl, [\n CURLOPT_URL => \"https://api.mem0.ai/a
HIGH	docs/openapi.json	5530	"source": "package main\n\nimport (\n \"fmt\"\n \"net/http\"\n \"io/ioutil\"\n)\n\nfunc main() {\n req
89 more matches not shown…

Cross-File Repetition89 hits · 445 pts

Severity	File	Line	Snippet
HIGH	…pencode-skills/mem0/references/integration-patterns.md	0	you are a helpful personal assistant with memory capabilities. use search_memory to recall past conversations. use save_
HIGH	…-plugin/skills/mem0/references/integration-patterns.md	0	you are a helpful personal assistant with memory capabilities. use search_memory to recall past conversations. use save_
HIGH	skills/mem0/references/integration-patterns.md	0	you are a helpful personal assistant with memory capabilities. use search_memory to recall past conversations. use save_
HIGH	…pencode-skills/mem0/references/integration-patterns.md	0	route travel questions to travel planner, health questions to health advisor.
HIGH	…-plugin/skills/mem0/references/integration-patterns.md	0	route travel questions to travel planner, health questions to health advisor.
HIGH	skills/mem0/references/integration-patterns.md	0	route travel questions to travel planner, health questions to health advisor.
HIGH	…pencode-skills/mem0/references/integration-patterns.md	0	answer considering previous interactions: previous context: {context} question: {question}
HIGH	…-plugin/skills/mem0/references/integration-patterns.md	0	answer considering previous interactions: previous context: {context} question: {question}
HIGH	skills/mem0/references/integration-patterns.md	0	answer considering previous interactions: previous context: {context} question: {question}
HIGH	…de-plugin/opencode-skills/mem0/references/use-cases.md	0	you are ray, a personal fitness coach. use these known facts about the user to personalize your response: {context if co
HIGH	mem0-plugin/skills/mem0/references/use-cases.md	0	you are ray, a personal fitness coach. use these known facts about the user to personalize your response: {context if co
HIGH	skills/mem0/references/use-cases.md	0	you are ray, a personal fitness coach. use these known facts about the user to personalize your response: {context if co
HIGH	…de-plugin/opencode-skills/mem0/references/use-cases.md	0	search memories for a specific user within a specific session.
HIGH	mem0-plugin/skills/mem0/references/use-cases.md	0	search memories for a specific user within a specific session.
HIGH	skills/mem0/references/use-cases.md	0	search memories for a specific user within a specific session.
HIGH	…de-plugin/opencode-skills/mem0/references/use-cases.md	0	infer user preferences and facts from their search queries. extract dietary preferences, location, interests, and purcha
HIGH	mem0-plugin/skills/mem0/references/use-cases.md	0	infer user preferences and facts from their search queries. extract dietary preferences, location, interests, and purcha
HIGH	skills/mem0/references/use-cases.md	0	infer user preferences and facts from their search queries. extract dietary preferences, location, interests, and purcha
HIGH	mem0/vector_stores/cassandra.py	0	insert vectors into the collection. args: vectors (list[list[float]]): list of vectors to insert payloads (list[dict], o
HIGH	mem0/vector_stores/azure_mysql.py	0	insert vectors into the collection. args: vectors (list[list[float]]): list of vectors to insert payloads (list[dict], o
HIGH	mem0/vector_stores/supabase.py	0	insert vectors into the collection. args: vectors (list[list[float]]): list of vectors to insert payloads (list[dict], o
HIGH	mem0/vector_stores/cassandra.py	0	delete a vector by id. args: vector_id (str): id of the vector to delete
HIGH	mem0/vector_stores/azure_mysql.py	0	delete a vector by id. args: vector_id (str): id of the vector to delete
HIGH	mem0/vector_stores/supabase.py	0	delete a vector by id. args: vector_id (str): id of the vector to delete
HIGH	mem0/vector_stores/milvus.py	0	parse the output data. args: data (dict): output data. returns: list[outputdata]: parsed output data.
HIGH	mem0/vector_stores/weaviate.py	0	parse the output data. args: data (dict): output data. returns: list[outputdata]: parsed output data.
HIGH	mem0/vector_stores/chroma.py	0	parse the output data. args: data (dict): output data. returns: list[outputdata]: parsed output data.
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.
HIGH	mem0/vector_stores/milvus.py	0	delete a vector by id. args: vector_id (str): id of the vector to delete.
HIGH	mem0/vector_stores/mongodb.py	0	delete a vector by id. args: vector_id (str): id of the vector to delete.
HIGH	mem0/vector_stores/faiss.py	0	delete a vector by id. args: vector_id (str): id of the vector to delete.
HIGH	mem0/vector_stores/pgvector.py	0	delete a vector by id. args: vector_id (str): id of the vector to delete.
HIGH	mem0/vector_stores/azure_ai_search.py	0	delete a vector by id. args: vector_id (str): id of the vector to delete.
HIGH	mem0/vector_stores/baidu.py	0	delete a vector by id. args: vector_id (str): id of the vector to delete.
HIGH	mem0/vector_stores/chroma.py	0	delete a vector by id. args: vector_id (str): id of the vector to delete.
HIGH	mem0/vector_stores/milvus.py	0	update a vector and its payload. args: vector_id (str): id of the vector to update. vector (list[float], optional): upda
HIGH	mem0/vector_stores/mongodb.py	0	update a vector and its payload. args: vector_id (str): id of the vector to update. vector (list[float], optional): upda
HIGH	mem0/vector_stores/pgvector.py	0	update a vector and its payload. args: vector_id (str): id of the vector to update. vector (list[float], optional): upda
HIGH	mem0/vector_stores/azure_ai_search.py	0	update a vector and its payload. args: vector_id (str): id of the vector to update. vector (list[float], optional): upda
HIGH	mem0/vector_stores/baidu.py	0	update a vector and its payload. args: vector_id (str): id of the vector to update. vector (list[float], optional): upda
HIGH	mem0/vector_stores/milvus.py	0	retrieve a vector by id. args: vector_id (str): id of the vector to retrieve. returns: outputdata: retrieved vector.
HIGH	mem0/vector_stores/faiss.py	0	retrieve a vector by id. args: vector_id (str): id of the vector to retrieve. returns: outputdata: retrieved vector.
HIGH	mem0/vector_stores/pgvector.py	0	retrieve a vector by id. args: vector_id (str): id of the vector to retrieve. returns: outputdata: retrieved vector.
HIGH	mem0/vector_stores/azure_ai_search.py	0	retrieve a vector by id. args: vector_id (str): id of the vector to retrieve. returns: outputdata: retrieved vector.
HIGH	mem0/vector_stores/baidu.py	0	retrieve a vector by id. args: vector_id (str): id of the vector to retrieve. returns: outputdata: retrieved vector.
HIGH	mem0/vector_stores/chroma.py	0	retrieve a vector by id. args: vector_id (str): id of the vector to retrieve. returns: outputdata: retrieved vector.
HIGH	mem0/vector_stores/milvus.py	0	list all collections. returns: list[str]: list of collection names.
HIGH	mem0/vector_stores/faiss.py	0	list all collections. returns: list[str]: list of collection names.
HIGH	mem0/vector_stores/pgvector.py	0	list all collections. returns: list[str]: list of collection names.
HIGH	mem0/vector_stores/qdrant.py	0	get information about a collection. returns: dict: collection information.
HIGH	mem0/vector_stores/faiss.py	0	get information about a collection. returns: dict: collection information.
HIGH	mem0/vector_stores/weaviate.py	0	get information about a collection. returns: dict: collection information.
HIGH	mem0/vector_stores/chroma.py	0	get information about a collection. returns: dict: collection information.
HIGH	mem0/embeddings/openai.py	0	get the embedding for the given text using openai. args: text (str): the text to embed. memory_action (optional): the ty
HIGH	mem0/embeddings/azure_openai.py	0	get the embedding for the given text using openai. args: text (str): the text to embed. memory_action (optional): the ty
HIGH	mem0/embeddings/together.py	0	get the embedding for the given text using openai. args: text (str): the text to embed. memory_action (optional): the ty
HIGH	mem0/llms/vllm.py	0	process the response based on whether tools are used or not. args: response: the raw response from api. tools: the list
HIGH	mem0/llms/minimax.py	0	process the response based on whether tools are used or not. args: response: the raw response from api. tools: the list
HIGH	mem0/llms/lmstudio.py	0	process the response based on whether tools are used or not. args: response: the raw response from api. tools: the list
HIGH	mem0/llms/azure_openai_structured.py	0	process the response based on whether tools are used or not. args: response: the raw response from api. tools: the list
29 more matches not shown…

Excessive Try-Catch Wrapping381 hits · 384 pts

Severity	File	Line	Snippet
LOW	LLM.md	987	except Exception as e:
LOW	LLM.md	1167	except Exception as e:
LOW	LLM.md	1179	except Exception as e:
LOW	LLM.md	1187	except Exception as e:
LOW	LLM.md	1195	except Exception as e:
LOW	LLM.md	1234	except Exception as e:
LOW	LLM.md	1250	except Exception as e:
MEDIUM	LLM.md	984	def safe_memory_operation(memory_client, operation, args, *kwargs):
MEDIUM	openclaw/scripts/configure.py	16	print("Error: MEM0_API_KEY not set.", file=sys.stderr)
MEDIUM	openclaw/scripts/configure.py	20	print(f"Error: {config_path} not found. Run 'openclaw configure' first.", file=sys.stderr)
LOW	tests/utils/test_entity_extraction.py	10	except Exception:
LOW	tests/utils/test_lemmatization.py	10	except Exception:
LOW	server/telemetry.py	103	except Exception:
LOW	server/main.py	71	except Exception:
LOW	server/main.py	271	except Exception:
LOW	server/main.py	291	except Exception:
LOW	server/main.py	349	except Exception:
LOW	server/main.py	363	except Exception:
LOW	server/main.py	407	except Exception:
LOW	server/main.py	416	except Exception:
LOW	server/main.py	443	except Exception:
LOW	server/main.py	454	except Exception:
LOW	server/main.py	463	except Exception:
LOW	server/main.py	473	except Exception:
LOW	server/main.py	493	except Exception:
LOW	server/main.py	503	except Exception:
LOW	server/server_state.py	34	except Exception:
LOW	server/server_state.py	60	except Exception:
MEDIUM	server/server_state.py	20	def _load_overrides() -> Dict[str, Any]:
LOW	server/routers/entities.py	75	except Exception:
LOW	cli/python/src/mem0_cli/config.py	192	except Exception:
LOW	cli/python/src/mem0_cli/branding.py	136	except Exception:
LOW	cli/python/src/mem0_cli/branding.py	144	except Exception:
LOW	cli/python/src/mem0_cli/telemetry.py	65	except Exception:
LOW	cli/python/src/mem0_cli/telemetry.py	69	except Exception:
LOW	cli/python/src/mem0_cli/telemetry.py	147	except Exception:
LOW	cli/python/src/mem0_cli/telemetry_sender.py	72	except Exception:
LOW	cli/python/src/mem0_cli/telemetry_sender.py	86	except Exception:
LOW	cli/python/src/mem0_cli/telemetry_sender.py	100	except Exception:
LOW	cli/python/src/mem0_cli/app.py	75	except Exception:
LOW	cli/python/src/mem0_cli/app.py	149	except Exception:
LOW	cli/python/src/mem0_cli/app.py	203	except Exception:
LOW	cli/python/src/mem0_cli/plugin_sync.py	116	except Exception:
LOW	cli/python/src/mem0_cli/backend/platform.py	45	except Exception:
LOW	cli/python/src/mem0_cli/backend/platform.py	331	except Exception as e:
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	156	except Exception:
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	189	except Exception:
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	313	except Exception:
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	557	except Exception:
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	565	except Exception as e:
LOW	cli/python/src/mem0_cli/commands/memory.py	46	except Exception:
LOW	cli/python/src/mem0_cli/commands/memory.py	148	except Exception as e:
LOW	cli/python/src/mem0_cli/commands/memory.py	270	except Exception as e:
LOW	cli/python/src/mem0_cli/commands/memory.py	333	except Exception as e:
LOW	cli/python/src/mem0_cli/commands/memory.py	384	except Exception as e:
LOW	cli/python/src/mem0_cli/commands/memory.py	469	except Exception as e:
LOW	cli/python/src/mem0_cli/commands/memory.py	505	except Exception as e:
LOW	cli/python/src/mem0_cli/commands/memory.py	516	except Exception as e:
LOW	cli/python/src/mem0_cli/commands/memory.py	577	except Exception as e:
LOW	cli/python/src/mem0_cli/commands/memory.py	607	except Exception as e:
321 more matches not shown…

Docstring Block Structure68 hits · 308 pts

Severity	File	Line	Snippet
HIGH	mem0/vector_stores/faiss.py	64	Safely load a pickle file using restricted unpickler. Args: file_path: Path to the pickle file. R
HIGH	mem0/vector_stores/faiss.py	81	Validate that loaded data has the expected structure. Args: data: The loaded data to validate. Re
HIGH	mem0/vector_stores/vertex_ai_vector_search.py	331	Update a vector and its payload. Args: vector_id: ID of the vector to update vector: Op
HIGH	mem0/vector_stores/vertex_ai_vector_search.py	546	Add texts to the vector store. Args: texts: List of texts to add metadatas: Optional li
HIGH	mem0/memory/main.py	114	Validates and normalizes an entity ID. - Trims leading/trailing whitespace - Rejects empty or whitespace-on
HIGH	mem0/memory/main.py	585	Create a new memory. Adds new memories scoped to a single session id (e.g. `user_id`, `agent_id`, or `
HIGH	mem0/memory/main.py	1023	List all memories. Args: filters (dict): Filter dict containing entity IDs and optional me
HIGH	mem0/memory/main.py	1136	Searches for memories based on a query. Args: query (str): Query to search for.
HIGH	mem0/memory/main.py	2438	List all memories. Args: filters (dict): Filter dict containing entity IDs and optional me
HIGH	mem0/memory/main.py	2551	Searches for memories based on a query. Args: query (str): Query to search for.
HIGH	mem0/utils/gcp_auth.py	30	Get Google credentials using the priority order defined above. Args: service_account_json:
HIGH	mem0/utils/gcp_auth.py	99	Initialize Vertex AI with proper authentication. Args: service_account_json: Service accou
HIGH	mem0/utils/factory.py	60	Create an LLM instance with the appropriate configuration. Args: provider_name (str): The
HIGH	mem0/utils/factory.py	230	Create a reranker instance based on the provider and configuration. Args: provider_name: T
HIGH	mem0/client/main.py	165	Add a new memory. Args: messages: A list of message dictionaries, a single message dictionary,
HIGH	mem0/client/main.py	206	Retrieve a specific memory by ID. Args: memory_id: The ID of the memory to retrieve. Retur
HIGH	mem0/client/main.py	230	Retrieve all memories, with optional filtering. Args: options: Typed options for the get_all operat
HIGH	mem0/client/main.py	281	Search memories based on a query. Args: query: The search query string. options: Typed
HIGH	mem0/client/main.py	332	Update a memory by ID. Args: memory_id: The ID of the memory to update. options: Typed
HIGH	mem0/client/main.py	364	Delete a specific memory by ID. Args: memory_id: The ID of the memory to delete. delete
HIGH	mem0/client/main.py	395	Delete all memories, with optional filtering. Args: options: Typed options for the delete_all opera
HIGH	mem0/client/main.py	426	Retrieve the history of a specific memory. Args: memory_id: The ID of the memory to retrieve histor
HIGH	mem0/client/main.py	465	Delete specific entities or all entities if no filters provided. Args: user_id: Optional user ID to
HIGH	mem0/client/main.py	549	Batch update memories. Args: memories: List of memory dictionaries to update. Each dictionary must
HIGH	mem0/client/main.py	576	Batch delete memories. Args: memories: List of memory dictionaries to delete. Each dictionary
HIGH	mem0/client/main.py	664	Get instructions or categories for the current project. Args: fields: List of fields to retrieve
HIGH	mem0/client/main.py	711	Update the project settings. Args: options: Typed options for the update operation (ProjectUpdateOp
HIGH	mem0/client/main.py	781	Get webhooks configuration for the project. Args: project_id: The ID of the project to get webhooks
HIGH	mem0/client/main.py	806	Create a webhook for the current project. Args: url: The URL to send the webhook to. na
HIGH	mem0/client/main.py	840	Update a webhook configuration. Args: webhook_id: ID of the webhook to update name: Opt
HIGH	mem0/client/main.py	868	Delete a webhook configuration. Args: webhook_id: ID of the webhook to delete Returns:
HIGH	mem0/client/main.py	1096	Add a new memory. Args: messages: A list of message dictionaries, a single message dictionary,
HIGH	mem0/client/main.py	1145	Retrieve all memories, with optional filtering. Args: options: Typed options for the get_all operat
HIGH	mem0/client/main.py	1196	Search memories based on a query. Args: query: The search query string. options: Typed
HIGH	mem0/client/main.py	1247	Update a memory by ID asynchronously. Args: memory_id: The ID of the memory to update.
HIGH	mem0/client/main.py	1279	Delete a specific memory by ID. Args: memory_id: The ID of the memory to delete. delete
HIGH	mem0/client/main.py	1310	Delete all memories, with optional filtering. Args: options: Typed options for the delete_all opera
HIGH	mem0/client/main.py	1336	Retrieve the history of a specific memory. Args: memory_id: The ID of the memory to retrieve histor
HIGH	mem0/client/main.py	1375	Delete specific entities or all entities if no filters provided. Args: user_id: Optional user ID to
HIGH	mem0/client/main.py	1458	Batch update memories. Args: memories: List of memory dictionaries to update. Each dictionary must
HIGH	mem0/client/main.py	1485	Batch delete memories. Args: memories: List of memory dictionaries to delete. Each dictionary
HIGH	mem0/client/main.py	1560	Get instructions or categories for the current project. Args: fields: List of fields to retrieve
HIGH	mem0/client/main.py	1603	Update the project settings. Args: options: Typed options for the update operation (ProjectUpdateOp
HIGH	mem0/client/main.py	1673	Get webhooks configuration for the project. Args: project_id: The ID of the project to get webhooks
HIGH	mem0/client/main.py	1698	Create a webhook for the current project. Args: url: The URL to send the webhook to. na
HIGH	mem0/client/main.py	1732	Update a webhook configuration. Args: webhook_id: ID of the webhook to update name: Opt
HIGH	mem0/client/main.py	1760	Delete a webhook configuration. Args: webhook_id: ID of the webhook to delete Returns:
HIGH	mem0/client/project.py	86	Prepare query parameters for API requests. Args: kwargs: Additional keyword arguments.
HIGH	mem0/client/project.py	111	Prepare query parameters for organization-level API requests. Args: kwargs: Additional key
HIGH	mem0/client/project.py	136	Get project details. Args: fields: List of fields to retrieve Returns:
HIGH	mem0/client/project.py	156	Create a new project within the organization. Args: name: Name of the project to be create
HIGH	mem0/client/project.py	182	Update project settings. Args: custom_instructions: New instructions for the project
HIGH	mem0/client/project.py	238	Add a new member to the current project. Args: email: Email address of the user to add
HIGH	mem0/client/project.py	259	Update a member's role in the current project. Args: email: Email address of the user to u
HIGH	mem0/client/project.py	280	Remove a member from the current project. Args: email: Email address of the user to remove
HIGH	mem0/client/project.py	327	Get project details. Args: fields: List of fields to retrieve Returns:
HIGH	mem0/client/project.py	358	Create a new project within the organization. Args: name: Name of the project to be create
HIGH	mem0/client/project.py	403	Update project settings. Args: custom_instructions: New instructions for the project
HIGH	mem0/client/project.py	520	Add a new member to the current project. Args: email: Email address of the user to add
HIGH	mem0/client/project.py	556	Update a member's role in the current project. Args: email: Email address of the user to u
8 more matches not shown…

Self-Referential Comments50 hits · 147 pts

Severity	File	Line	Snippet
MEDIUM	tests/test_client.py	12	# Create a mock client instance
MEDIUM	tests/vector_stores/test_azure_ai_search.py	60	# Create an instance with dummy parameters.
MEDIUM	tests/vector_stores/test_elasticsearch.py	36	# Create a mock Elasticsearch client with proper attributes
MEDIUM	tests/vector_stores/test_supabase.py	98	# Create a Mock object to represent the record
MEDIUM	tests/vector_stores/test_mongodb.py	18	# Create a proper mock cursor
MEDIUM	tests/vector_stores/test_pinecone.py	108	# Create a mock Vector object
MEDIUM	tests/vector_stores/test_valkey.py	515	# Create a mock result with all fields
MEDIUM	tests/vector_stores/test_faiss.py	322	# Create a legitimate pickle with basic types
MEDIUM	tests/vector_stores/test_faiss.py	35	# Create a FAISS instance with a temporary directory
MEDIUM	tests/vector_stores/test_faiss.py	356	# Create a malicious pickle that tries to use subprocess
MEDIUM	tests/vector_stores/test_faiss.py	373	# Create a malicious pickle that tries to use eval
MEDIUM	tests/vector_stores/test_faiss.py	390	# Create a pickle that tries to load a class from a non-builtins module
MEDIUM	tests/vector_stores/test_faiss.py	564	# Create a malicious pickle file (RCE payload)
MEDIUM	tests/vector_stores/test_faiss.py	604	# Create a legitimate legacy pickle file
MEDIUM	tests/embeddings/test_huggingface_embeddings.py	85	# Create a mock for the response object and its attributes
MEDIUM	tests/memory/test_storage.py	255	# Create a legacy 'history' table missing new columns
MEDIUM	tests/memory/test_main.py	373	# Create a memory
MEDIUM	tests/llms/test_langchain.py	29	# Create a config with the model instance directly
MEDIUM	tests/llms/test_langchain.py	41	# Create a config with the model instance
MEDIUM	server/init-db.sh	4	# Create the mem0_app database for user/auth/api-key data.
MEDIUM	docs/openapi.json	5111	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc
MEDIUM	docs/openapi.json	5119	"source": "# Get all webhooks\ncurl --request GET \\\n --url 'https://api.mem0.ai/api/v1/webhooks/your_project_id
MEDIUM	docs/openapi.json	5274	"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nc
MEDIUM	mem0-plugin/tests/test_import_competing_tools.py	93	# Create a temporary memory-bank directory with .md files
MEDIUM	examples/misc/personal_assistant_agno.py	21	# Define the agent
MEDIUM	examples/misc/healthcare_assistant_google_adk.py	74	# Create the Healthcare Assistant Agent
MEDIUM	examples/misc/healthcare_assistant_google_adk.py	105	# Create a session
MEDIUM	examples/misc/healthcare_assistant_google_adk.py	108	# Create the runner
MEDIUM	examples/misc/strands_agent_aws_elasticache_neptune.py	138	# Create a simple message format for mem0 vector storage
MEDIUM	examples/misc/strands_agent_aws_elasticache_neptune.py	350	# Create a container with the chat frame styling
MEDIUM	examples/multiagents/llamaindex_learning_system.py	136	# Create the multi-agent workflow
MEDIUM	mem0/vector_stores/valkey.py	98	# Create the index schema
MEDIUM	mem0/vector_stores/valkey.py	286	# Create the key for the hash
MEDIUM	mem0/vector_stores/valkey.py	394	# Create the payload
MEDIUM	mem0/vector_stores/valkey.py	418	# Create the result
MEDIUM	mem0/vector_stores/valkey.py	558	# Create the payload with error handling
MEDIUM	mem0/vector_stores/redis.py	95	# Create a new schema with the specified parameters
MEDIUM	mem0/vector_stores/redis.py	106	# Create the schema
MEDIUM	mem0/vector_stores/redis.py	109	# Create the index
MEDIUM	mem0/vector_stores/azure_ai_search.py	420	# Create the collection
MEDIUM	mem0/vector_stores/vertex_ai_vector_search.py	508	# This method is included only to satisfy the abstract base class
MEDIUM	mem0/vector_stores/vertex_ai_vector_search.py	521	# Create the payload with all necessary fields
MEDIUM	mem0/memory/storage.py	65	# Create the new history table with updated schema
MEDIUM	mem0/memory/main.py	382	# Create the config object using the same class as the original
MEDIUM	openmemory/api/app/models.py	216	# Create the association
MEDIUM	openmemory/api/app/mcp_server.py	58	# Create a router for MCP endpoints
MEDIUM	openmemory/api/app/mcp_server.py	479	# Create a simple receive function that returns the body
MEDIUM	openmemory/api/app/mcp_server.py	483	# Create a simple send function that does nothing
MEDIUM	openmemory/api/app/routers/apps.py	30	# Create a subquery for memory counts
MEDIUM	openmemory/api/app/routers/apps.py	38	# Create a subquery for access counts

Hallucination Indicators10 hits · 120 pts

Severity	File	Line	Snippet
CRITICAL	tests/vector_stores/test_azure_ai_search.py	586	mock_search_client._client._config.user_agent_policy.add_user_agent.assert_called_with("mem0")
CRITICAL	tests/vector_stores/test_azure_ai_search.py	587	mock_index_client._client._config.user_agent_policy.add_user_agent.assert_called_with("mem0")
CRITICAL	tests/vector_stores/test_azure_ai_search.py	5	from azure.core.exceptions import HttpResponseError
CRITICAL	tests/vector_stores/test_weaviate.py	151	self.client_mock.collections.get.return_value.data.delete_by_id.assert_called_once_with("id1")
CRITICAL	mem0/vector_stores/azure_ai_search.py	13	from azure.core.exceptions import ResourceNotFoundError
CRITICAL	mem0/vector_stores/azure_ai_search.py	98	self.search_client._client._config.user_agent_policy.add_user_agent("mem0")
CRITICAL	mem0/vector_stores/azure_ai_search.py	99	self.index_client._client._config.user_agent_policy.add_user_agent("mem0")
CRITICAL	mem0/vector_stores/azure_ai_search.py	417	self.search_client._client._config.user_agent_policy.add_user_agent("mem0")
CRITICAL	mem0/vector_stores/azure_ai_search.py	418	self.index_client._client._config.user_agent_policy.add_user_agent("mem0")
CRITICAL	mem0/llms/openai_structured.py	51	response = self.client.beta.chat.completions.parse(**params)

Deep Nesting118 hits · 102 pts

Severity	File	Line
LOW	tests/test_telemetry_sampling.py	137
LOW	tests/test_memory_integration.py	6
LOW	tests/test_telemetry.py	157
LOW	tests/test_telemetry.py	167
LOW	tests/test_telemetry.py	187
LOW	tests/test_telemetry.py	199
LOW	tests/test_telemetry.py	217
LOW	tests/test_telemetry.py	265
LOW	tests/vector_stores/test_faiss.py	487
LOW	cli/python/src/mem0_cli/app.py	100
LOW	cli/python/src/mem0_cli/output.py	143
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	34
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	125
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	197
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	537
LOW	cli/python/src/mem0_cli/commands/memory.py	534
LOW	cli/python/src/mem0_cli/commands/agent_mode_cmd.py	143
LOW	mem0-plugin/scripts/auto_import.py	124
LOW	mem0-plugin/scripts/auto_import.py	157
LOW	mem0-plugin/scripts/parse_mem0_config.py	231
LOW	mem0-plugin/scripts/telemetry.py	117
LOW	mem0-plugin/scripts/session_stats.py	109
LOW	mem0-plugin/scripts/on_pre_compact.py	72
LOW	mem0-plugin/scripts/_identity.py	26
LOW	mem0-plugin/scripts/capture_compact_summary.py	69
LOW	mem0-plugin/scripts/capture_compact_summary.py	138
LOW	mem0-plugin/scripts/_project.py	21
LOW	mem0-plugin/scripts/auto_capture.py	63
LOW	mem0-plugin/skills/mem0/scripts/mem0_doc_search.py	160
LOW	examples/misc/voice_assistant_elevenlabs.py	159
LOW	examples/misc/voice_assistant_elevenlabs.py	205
LOW	examples/misc/personalized_search.py	155
LOW	examples/misc/strands_agent_aws_elasticache_neptune.py	179
LOW	examples/misc/strands_agent_aws_elasticache_neptune.py	225
LOW	examples/misc/strands_agent_aws_elasticache_neptune.py	280
LOW	evaluation/evals.py	45
LOW	evaluation/run_experiments.py	23
LOW	evaluation/metrics/llm_judge.py	58
LOW	evaluation/src/memzero/add.py	85
LOW	mem0/reranker/cohere_reranker.py	34
LOW	mem0/reranker/huggingface_reranker.py	59
LOW	mem0/reranker/llm_reranker.py	104
LOW	mem0/reranker/zero_entropy_reranker.py	39
LOW	mem0/reranker/sentence_transformer_reranker.py	46
LOW	mem0/vector_stores/cassandra.py	225
LOW	mem0/vector_stores/cassandra.py	437
LOW	mem0/vector_stores/valkey.py	275
LOW	mem0/vector_stores/valkey.py	546
LOW	mem0/vector_stores/valkey.py	682
LOW	mem0/vector_stores/valkey.py	781
LOW	mem0/vector_stores/opensearch.py	76
LOW	mem0/vector_stores/opensearch.py	345
LOW	mem0/vector_stores/qdrant.py	178
LOW	mem0/vector_stores/qdrant.py	224
LOW	mem0/vector_stores/qdrant.py	298
LOW	mem0/vector_stores/qdrant.py	459
LOW	mem0/vector_stores/faiss.py	360
LOW	mem0/vector_stores/pgvector.py	48
LOW	mem0/vector_stores/pgvector.py	123
LOW	mem0/vector_stores/pgvector.py	197
58 more matches not shown…

Verbosity Indicators44 hits · 84 pts

Severity	File	Line	Snippet
LOW	tests/vector_stores/test_databricks.py	636	# Step 1: Config validation (simulates what Memory.from_config does)
LOW	tests/vector_stores/test_databricks.py	654	# Step 2: Factory instantiation (same as MemoryBase.__init__)
LOW	tests/memory/test_main.py	328	# Step 1: Create a memory — capture the payload stored in the vector store
LOW	tests/memory/test_main.py	338	# Step 2: Simulate the vector store returning this memory for both search and get_all
LOW	tests/memory/test_main.py	347	# Step 3: Call search and get_all, compare timestamps
LOW	mem0-ts/src/oss/src/memory/index.ts	1108	// Step 1: Preprocess query
LOW	mem0-ts/src/oss/src/memory/index.ts	1112	// Step 2: Embed query
LOW	mem0-ts/src/oss/src/memory/index.ts	1115	// Step 3: Semantic search (over-fetch for scoring pool)
LOW	mem0-ts/src/oss/src/memory/index.ts	1123	// Step 4: Keyword search (if store supports it)
LOW	mem0-ts/src/oss/src/memory/index.ts	1142	// Step 5: Compute BM25 scores from keyword results
LOW	mem0-ts/src/oss/src/memory/index.ts	1155	// Step 6: Compute entity boosts
LOW	mem0-ts/src/oss/src/memory/index.ts	1217	// Step 7: Build candidate set from semantic results
LOW	mem0-ts/src/oss/src/memory/index.ts	1224	// Step 8: Score and rank
LOW	mem0-ts/src/oss/src/memory/index.ts	1233	// Step 9: Format results
LOW	mem0-ts/src/oss/src/prompts/index.ts	902	// Step 1: Strip known noise tokens from OpenRouter/local models
LOW	mem0-ts/src/oss/src/prompts/index.ts	910	// Step 2: Strip code fences and <think> blocks
LOW	mem0-ts/src/oss/src/prompts/index.ts	916	// Step 3: Try to find valid JSON object by testing each `{` as potential start
LOW	mem0-ts/src/oss/src/prompts/index.ts	966	// Step 4: Fallback - try first/last brace (original behavior for edge cases)
LOW	mem0-ts/src/oss/src/prompts/index.ts	980	// Step 5: Try to locate a JSON array by testing each `[` as potential start
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	144	# Step 1: Request verification code
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	163	# Step 2: Get code from user
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	177	# Step 3: Verify code
LOW	cli/python/src/mem0_cli/commands/agent_mode_cmd.py	165	# Step 1: request OTP (unless --code provided)
LOW	cli/python/src/mem0_cli/commands/agent_mode_cmd.py	199	# Step 2: verify + claim in one shot
LOW	cli/node/src/commands/agent-mode.ts	180	// Step 1: request OTP (unless --code was supplied)
LOW	cli/node/src/commands/agent-mode.ts	222	// Step 2: verify + claim atomically
LOW	mem0/memory/main.py	1348	# Step 1: Preprocess query
LOW	mem0/memory/main.py	1352	# Step 2: Embed query
LOW	mem0/memory/main.py	1355	# Step 3: Semantic search (over-fetch for scoring pool)
LOW	mem0/memory/main.py	1361	# Step 4: Keyword search (if store supports it)
LOW	mem0/memory/main.py	1366	# Step 5: Compute BM25 scores from keyword results
LOW	mem0/memory/main.py	1376	# Step 6: Compute entity boosts
LOW	mem0/memory/main.py	1381	# Step 7: Build candidate set from semantic results
LOW	mem0/memory/main.py	1391	# Step 8: Score and rank
LOW	mem0/memory/main.py	1400	# Step 9: Format results
LOW	mem0/memory/main.py	2767	# Step 1: Preprocess query (CPU-bound)
LOW	mem0/memory/main.py	2771	# Step 2: Embed query
LOW	mem0/memory/main.py	2774	# Step 3: Semantic search (over-fetch)
LOW	mem0/memory/main.py	2780	# Step 4: Keyword search (if store supports it)
LOW	mem0/memory/main.py	2785	# Step 5: Compute BM25 scores
LOW	mem0/memory/main.py	2795	# Step 6: Compute entity boosts
LOW	mem0/memory/main.py	2800	# Step 7: Build candidate set from semantic results
LOW	mem0/memory/main.py	2810	# Step 8: Score and rank
LOW	mem0/memory/main.py	2819	# Step 9: Format results

Unused Imports84 hits · 82 pts

Severity	File	Line
LOW	tests/test_oss_to_platform_migrate.py	1
LOW	server/alembic/env.py	9
LOW	cli/python/tests/conftest.py	3
LOW	cli/python/tests/test_output.py	3
LOW	cli/python/tests/test_branding.py	3
LOW	cli/python/tests/test_commands.py	3
LOW	cli/python/tests/test_init_internals.py	17
LOW	cli/python/tests/test_config.py	3
LOW	cli/python/tests/test_cli_integration.py	8
LOW	cli/python/tests/test_agent_mode.py	13
LOW	cli/python/src/mem0_cli/config.py	10
LOW	cli/python/src/mem0_cli/telemetry.py	10
LOW	cli/python/src/mem0_cli/telemetry_sender.py	16
LOW	cli/python/src/mem0_cli/agent_detect.py	15
LOW	cli/python/src/mem0_cli/app.py	3
LOW	cli/python/src/mem0_cli/plugin_sync.py	27
LOW	cli/python/src/mem0_cli/output.py	3
LOW	cli/python/src/mem0_cli/state.py	3
LOW	cli/python/src/mem0_cli/backend/__init__.py	3
LOW	cli/python/src/mem0_cli/backend/__init__.py	3
LOW	cli/python/src/mem0_cli/backend/platform.py	3
LOW	cli/python/src/mem0_cli/backend/base.py	3
LOW	cli/python/src/mem0_cli/commands/config_cmd.py	3
LOW	cli/python/src/mem0_cli/commands/init_cmd.py	3
LOW	cli/python/src/mem0_cli/commands/memory.py	3
LOW	cli/python/src/mem0_cli/commands/whoami_cmd.py	3
LOW	cli/python/src/mem0_cli/commands/agent_rush_cmd.py	7
LOW	cli/python/src/mem0_cli/commands/utils.py	3
LOW	cli/python/src/mem0_cli/commands/events_cmd.py	3
LOW	cli/python/src/mem0_cli/commands/identify_cmd.py	9
LOW	cli/python/src/mem0_cli/commands/entities.py	3
LOW	cli/python/src/mem0_cli/commands/agent_mode_cmd.py	3
LOW	mem0-plugin/tests/test_import_competing_tools.py	3
LOW	mem0-plugin/tests/conftest.py	3
LOW	mem0-plugin/tests/test_auto_capture.py	3
LOW	mem0-plugin/tests/test_search.py	3
LOW	mem0-plugin/tests/test_rubric_dedup.py	3
LOW	mem0-plugin/tests/test_session_stats.py	3
LOW	mem0-plugin/tests/test_parse_export_file.py	3
LOW	mem0-plugin/tests/test_coding_categories.py	3
LOW	mem0-plugin/tests/test_write_path.py	10
LOW	mem0-plugin/tests/test_parse_mem0_config.py	3
LOW	mem0-plugin/tests/test_project.py	3
LOW	mem0-plugin/tests/test_telemetry.py	3
LOW	mem0-plugin/tests/test_auto_setup_categories.py	10
LOW	mem0-plugin/scripts/install_codex_hooks.py	24
LOW	mem0-plugin/scripts/auto_import.py	13
LOW	mem0-plugin/scripts/load_settings.py	6
LOW	mem0-plugin/scripts/_chunking.py	3
LOW	mem0-plugin/scripts/parse_mem0_config.py	19
LOW	mem0-plugin/scripts/auto_setup_categories.py	28
LOW	mem0-plugin/scripts/_search.py	7
LOW	mem0-plugin/scripts/telemetry.py	19
LOW	mem0-plugin/scripts/session_stats.py	14
LOW	mem0-plugin/scripts/on_pre_compact.py	15
LOW	mem0-plugin/scripts/import_competing_tools.py	18
LOW	mem0-plugin/scripts/setup_coding_categories.py	18
LOW	mem0-plugin/scripts/parse_export_file.py	26
LOW	mem0-plugin/scripts/_identity.py	19
LOW	mem0-plugin/scripts/_identity.py	95
24 more matches not shown…

Redundant / Tautological Comments50 hits · 78 pts

Severity	File	Line	Snippet
LOW	server/scripts/seed.sh	15	# Check if setup is needed
LOW	mem0-plugin/scripts/enforce_metadata_defaults.sh	99	# Check if filters already contain user_id/app_id
LOW	mem0-plugin/scripts/ensure_deps.sh	45	# Check if the other process's install failed
LOW	examples/nemoclaw/install-mem0-plugin.sh	175	# Check if plugin is already installed
LOW	examples/nemoclaw/install-mem0-plugin.sh	255	# Check if mem0_api already exists
LOW	examples/nemoclaw/setup-mem0-nemoclaw.sh	528	# Check if a sandbox already exists
LOW	examples/nemoclaw/setup-mem0-nemoclaw.sh	431	# Check if NemoClaw is installed in the container
LOW	examples/nemoclaw/setup-mem0-nemoclaw.sh	618	# Check if plugin is already installed by trying to download a known file from the sandbox.
LOW	examples/nemoclaw/setup-mem0-nemoclaw.sh	700	# Check if mem0_api already exists
LOW	evaluation/generate_scores.py	26	# Print the results
LOW	mem0/vector_stores/valkey.py	194	# Check if the search module is available
LOW	mem0/vector_stores/valkey.py	208	# Check if the index already exists
LOW	mem0/vector_stores/opensearch.py	102	# Check if index is ready by attempting a simple search
LOW	mem0/vector_stores/databricks.py	235	# Check if index exists and create if needed
LOW	mem0/vector_stores/langchain.py	39	# Check if input is a list of Document objects
LOW	mem0/vector_stores/langchain.py	85	# Check if client has add_embeddings method
LOW	mem0/vector_stores/baidu.py	94	# Check if database exists
LOW	mem0/vector_stores/baidu.py	115	# Check if table already exists
LOW	mem0/embeddings/aws_bedrock.py	32	# Check if AWS config is provided in the config
LOW	mem0/memory/main.py	564	# Check if agent_id is present in metadata
LOW	mem0/memory/main.py	567	# Check if there are assistant role messages
LOW	mem0/memory/main.py	1994	# Check if agent_id is present in metadata
LOW	mem0/memory/main.py	1997	# Check if there are assistant role messages
LOW	mem0/proxy/main.py	180	# Check if self.mem0_client is an instance of Memory or MemoryClient
LOW	mem0/configs/vector_stores/elasticsearch.py	28	# Check if either cloud_id or host/port is provided
LOW	mem0/configs/vector_stores/elasticsearch.py	32	# Check if authentication is provided
LOW	mem0/configs/vector_stores/elasticsearch.py	44	# Check if headers is a dictionary
LOW	mem0/configs/vector_stores/elasticsearch.py	48	# Check if all keys and values are strings
LOW	mem0/configs/vector_stores/opensearch.py	25	# Check if host is provided
LOW	mem0/configs/vector_stores/chroma.py	27	# Check if cloud configuration is provided
LOW	mem0/configs/vector_stores/chroma.py	35	# Check if local/server configuration is provided
LOW	mem0/configs/llms/aws_bedrock.py	124	# Check if model follows provider.model-name format
LOW	mem0/llms/aws_bedrock.py	111	# Check if our model is available
LOW	mem0/llms/base.py	39	# Check if API key is available via environment variable
LOW	openmemory/run.sh	18	# Check if Docker is installed
LOW	openmemory/run.sh	24	# Check if docker compose is available
LOW	openmemory/run.sh	30	# Check if the container "mem0_ui" already exists and remove it if necessary
LOW	openmemory/run.sh	85	# Check if the compose file exists
LOW	openmemory/api/main.py	30	# Check if user exists
LOW	openmemory/api/main.py	53	# Check if app already exists
LOW	openmemory/api/app/models.py	207	# Check if the memory-category association already exists
LOW	openmemory/api/app/mcp_server.py	85	# Check if app is active
LOW	openmemory/api/app/routers/memories.py	238	# Check if app is active
LOW	openmemory/api/app/routers/memories.py	281	# Check if memory already exists
LOW	openmemory/api/app/utils/memory.py	61	# Check if we're running inside Docker
LOW	openmemory/api/app/utils/memory.py	478	# Check if config has changed by comparing hashes
LOW	openmemory/api/app/utils/permissions.py	27	# Check if memory is active
LOW	openmemory/api/app/utils/permissions.py	35	# Check if app exists and is active
LOW	openmemory/api/app/utils/permissions.py	40	# Check if app is paused/inactive
LOW	openmemory/api/app/utils/permissions.py	52	# Check if memory is in the accessible set

Fake / Example Data56 hits · 62 pts

Severity	File	Line	Snippet
LOW	openclaw/tests/cli-commands.test.ts	454	email: "user@example.com",
LOW	openclaw/tests/cli-commands.test.ts	463	body: JSON.stringify({ email: "user@example.com", code: "123456" }),
LOW	openclaw/tests/cli-commands.test.ts	490	await initCmd._action!({ email: "user@example.com", code: "000000" });
LOW	openclaw/tests/cli-commands.test.ts	618	await initCmd._action!({ email: "user@example.com", json: true });
LOW	openclaw/tests/cli-commands.test.ts	629	expect(parsed.email).toBe("user@example.com");
LOW	tests/test_telemetry_aliasing.py	142	setup_module.mark_aliased("oss-uuid", "user@example.com")
LOW	tests/test_telemetry_aliasing.py	147	assert setup_module.is_aliased("oss-uuid", "user@example.com")
LOW	tests/test_telemetry_aliasing.py	153	setup_module.mark_aliased("oss-uuid", "user@example.com")
LOW	tests/test_telemetry_aliasing.py	161	setup_module.mark_aliased("oss-uuid", "user@example.com")
LOW	tests/test_telemetry_aliasing.py	162	assert setup_module.is_aliased("oss-uuid", "user@example.com")
LOW	tests/test_telemetry_aliasing.py	163	assert not setup_module.is_aliased("new-uuid", "user@example.com")
LOW	tests/test_telemetry_aliasing.py	177	at.capture_identify("anon-123", "user@example.com")
LOW	tests/test_telemetry_aliasing.py	181	assert kwargs["distinct_id"] == "user@example.com"
LOW	tests/test_telemetry_aliasing.py	191	at.capture_identify("user@example.com", "user@example.com")
LOW	tests/test_telemetry_aliasing.py	200	at.capture_identify("", "user@example.com")
LOW	tests/test_telemetry_aliasing.py	209	at.capture_identify("anon-123", "user@example.com") # must not raise
LOW	tests/test_telemetry_aliasing.py	219	at.capture_identify("anon-123", "user@example.com") # must not raise
LOW	tests/test_telemetry_aliasing.py	250	client_main._maybe_alias_anon_to_email("user@example.com")
LOW	tests/test_telemetry_aliasing.py	251	telemetry.capture_identify.assert_called_once_with("oss-uuid", "user@example.com")
LOW	tests/test_telemetry_aliasing.py	252	mark.assert_called_once_with("oss-uuid", "user@example.com")
LOW	tests/test_telemetry_aliasing.py	268	client_main._maybe_alias_anon_to_email("user@example.com")
LOW	tests/test_telemetry_aliasing.py	269	telemetry.capture_identify.assert_called_once_with("cli-anon-xyz", "user@example.com")
LOW	tests/test_telemetry_aliasing.py	285	client_main._maybe_alias_anon_to_email("user@example.com")
LOW	tests/test_telemetry_aliasing.py	288	assert ("oss-uuid", "user@example.com") in calls
LOW	tests/test_telemetry_aliasing.py	289	assert ("cli-anon", "user@example.com") in calls
LOW	tests/test_telemetry_aliasing.py	304	client_main._maybe_alias_anon_to_email("user@example.com")
LOW	tests/test_telemetry_aliasing.py	349	client_main._maybe_alias_anon_to_email("user@example.com") # must not raise
LOW	tests/test_telemetry_aliasing.py	360	return_value={"oss": "user@example.com", "cli": None, "aliased_pairs": []},
LOW	tests/test_telemetry_aliasing.py	366	client_main._maybe_alias_anon_to_email("user@example.com")
LOW	tests/test_telemetry_aliasing.py	377	client_main._maybe_alias_anon_to_email("user@example.com") # must not raise
LOW	tests/test_telemetry_aliasing.py	329	client_main._maybe_alias_anon_to_email("user@example.com")
LOW	tests/test_telemetry_aliasing.py	402	client_main._maybe_alias_anon_to_email("user@example.com")
LOW	tests/test_telemetry_aliasing.py	407	client_main._maybe_alias_anon_to_email("user@example.com")
LOW	tests/test_client_feedback.py	10	client.user_email = "user@example.com"
LOW	tests/test_client_feedback.py	39	client.user_email = "user@example.com"
LOW	tests/test_client.py	15	json=lambda: {"org_id": "org1", "project_id": "proj1", "user_email": "test@test.com"},
LOW	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	107	await markMem0Aliased("oss-uuid", "user@example.com");
LOW	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	114	expect(await isMem0Aliased("oss-uuid", "user@example.com")).toBe(true);
LOW	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	122	await markMem0Aliased("oss-uuid", "user@example.com");
LOW	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	134	await markMem0Aliased("oss-uuid", "user@example.com");
LOW	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	135	expect(await isMem0Aliased("oss-uuid", "user@example.com")).toBe(true);
LOW	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	136	expect(await isMem0Aliased("other-uuid", "user@example.com")).toBe(false);
LOW	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	145	markMem0Aliased("oss-uuid", "user@example.com"),
LOW	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	161	await telemetry.captureIdentify("anon-uuid", "user@example.com");
LOW	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	167	expect(payload.distinct_id).toBe("user@example.com");
LOW	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	175	await telemetry.captureIdentify("user@example.com", "user@example.com");
LOW	mem0-ts/src/client/tests/telemetry-aliasing.test.ts	182	await telemetry.captureIdentify("", "user@example.com");
LOW	….opencode-plugin/opencode-skills/mem0/client/python.md	316	client.project.add_member(email="user@example.com", role="READER") # READER or OWNER
LOW	….opencode-plugin/opencode-skills/mem0/client/python.md	317	client.project.update_member(email="user@example.com", role="OWNER")
LOW	….opencode-plugin/opencode-skills/mem0/client/python.md	318	client.project.remove_member(email="user@example.com")
LOW	mem0-plugin/skills/mem0/client/python.md	316	client.project.add_member(email="user@example.com", role="READER") # READER or OWNER
LOW	mem0-plugin/skills/mem0/client/python.md	317	client.project.update_member(email="user@example.com", role="OWNER")
LOW	mem0-plugin/skills/mem0/client/python.md	318	client.project.remove_member(email="user@example.com")
LOW	skills/mem0/client/python.md	316	client.project.add_member(email="user@example.com", role="READER") # READER or OWNER
LOW	skills/mem0/client/python.md	317	client.project.update_member(email="user@example.com", role="OWNER")
LOW	skills/mem0/client/python.md	318	client.project.remove_member(email="user@example.com")

Over-Commented Block19 hits · 18 pts

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

Example Usage Blocks5 hits · 8 pts

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

AI Slop Vocabulary3 hits · 4 pts

Severity	File	Line	Snippet
MEDIUM	evaluation/metrics/utils.py	117	"""Calculate comprehensive evaluation metrics for a prediction."""
LOW	mem0/vector_stores/valkey.py	340	# No filters, just use the KNN search
LOW	mem0/memory/setup.py	130	# If no vector store provided, just return the user_id

Slop Phrases2 hits · 4 pts

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

Cross-Language Confusion1 hit · 2 pts

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

Score History

Severity Breakdown

Pattern Findings