MemOS Memory Management
MemOS (Memory Operating System) is a memory management operating system designed for AI applications. Its goal is: to enable your AI system to have long-term memory like a human, not only remembering what users have said but also actively invoking, updating, and scheduling these memories.
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MemTensor
Source: mcp.so
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EMBEDDING_API_KEYEMBEDDING_ENDPOINTEMBEDDING_MODELMEMOS_ARMS_ENDPOINTMEMOS_ARMS_ENVMEMOS_ARMS_PIDMEMOS_SKIP_SETUPOPENCLAW_CONFIG_PATHOPENCLAW_DIAGNOSTIC_MODEOPENCLAW_STATE_DIRSUMMARIZER_API_KEYSUMMARIZER_ENDPOINTSUMMARIZER_MODELTELEMETRY_ENABLEDVIEWER_PORTMEMOS_NODE_BINARYOPENAI_API_KEYThe ,MOS_EMBEDDER_API_KEY,MEMRADER_API_KEY and others can be applied for through [BaiLian](https://bailian.console.aliyun.com/?spm=a2c4g.11186623.0.0.2f2165b08fRk4l&tab=api#/api).OPENAI_BASE_URLMODEL_NAMEMEM0_API_KEYSUPERMEMORY_API_KEYEVAL_MODELMODELCHAT_MODELCHAT_MODEL_API_KEYCHAT_MODEL_BASE_URLMEMOS_URLZEP_API_KEYMEMOBASE_PROJECT_URLMEMOBASE_API_KEYMEMOS_KEYSEARCH_MODEMEMOS_ONLINE_URLMEMU_API_KEYMEMOS_IS_GLOBALMEMOS_BASE_URLMEMOS_API_KEYNACOS_ENABLE_WATCHNACOS_WATCH_INTERVALNACOS_SERVER_ADDRNACOS_DATA_IDNACOS_GROUPNACOS_NAMESPACEAKSKMOS_CHAT_MODELMOS_CHAT_TEMPERATUREMOS_MAX_TOKENSMOS_TOP_PMOS_TOP_KOPENAI_API_BASEMINIMAX_API_KEYMINIMAX_API_BASEVLLM_API_KEYVLLM_API_BASEMOS_MODEL_SCHEMAMEMRADER_MODELMEMRADER_MAX_TOKENSMEMRADER_API_KEYThe OPENAI_API_KEY,MOS_EMBEDDER_API_KEY, and others can be applied for through [BaiLian](https://bailian.console.aliyun.com/?spm=a2c4g.11186623.0.0.2f2165b08fRk4l&tab=api#/api).MEMRADER_API_BASEMEMREADER_GENERAL_MODELMEMREADER_ENABLE_BACKUPQWEN_API_KEYQWEN_MODELQWEN_TEMPERATUREQWEN_MAX_TOKENSQWEN_TOP_PQWEN_TOP_KQWEN_REMOVE_THINK_PREFIXQWEN_API_BASEQWEN_MODEL_SCHEMAMEMREADER_GENERAL_BACKENDMEMREADER_GENERAL_MAX_TOKENSIMAGE_PARSER_MODELIMAGE_PARSER_BACKENDIMAGE_PARSER_MAX_TOKENSPREFERENCE_EXTRACTOR_MODELPREFERENCE_EXTRACTOR_BACKENDPREFERENCE_EXTRACTOR_MAX_TOKENSMOS_RERANKER_BACKENDMOS_RERANKER_URLMOS_RERANKER_MODELMOS_RERANKER_HEADERS_EXTRAMOS_RERANK_SOURCEMOS_RERANKER_STRATEGYMOS_FEEDBACK_RERANKER_BACKENDMOS_FEEDBACK_RERANKER_MODELMOS_RERANKER_MAX_TOKENSMOS_RERANKER_CONCAT_LENMOS_EMBEDDER_BACKENDMOS_EMBEDDER_PROVIDERMOS_EMBEDDER_API_KEYThe OPENAI_API_KEY,,MEMRADER_API_KEY and others can be applied for through [BaiLian](https://bailian.console.aliyun.com/?spm=a2c4g.11186623.0.0.2f2165b08fRk4l&tab=api#/api).MOS_EMBEDDER_MODELMOS_EMBEDDER_HEADERS_EXTRAMOS_EMBEDDER_API_BASEMOS_EMBEDDER_BACKUP_CLIENTMOS_EMBEDDER_BACKUP_API_KEYMOS_EMBEDDER_BACKUP_HEADERS_EXTRAOLLAMA_API_BASEMEM_READER_BACKENDMEM_READER_CHAT_CHUNK_TYPEMEM_READER_CHAT_CHUNK_TOKEN_SIZEMEM_READER_CHAT_CHUNK_SESS_SIZEMEM_READER_CHAT_CHUNK_OVERLAPOSS_ENDPOINTOSS_ACCESS_KEY_IDOSS_ACCESS_KEY_SECRETOSS_REGIONOSS_BUCKET_NAMEINTERNET_SEARCH_BACKENDTAVILY_API_KEYTAVILY_SEARCH_DEPTHTAVILY_INCLUDE_ANSWERBOCHA_API_KEYMEM_VERSION_RELATION_JUDGE_PROVIDERNLI_MODEL_BASE_URLNEO4J_URINEO4J_USERNEO4J_DB_NAMENEO4J_PASSWORDEMBEDDING_DIMENSIONQDRANT_HOSTQDRANT_PORTQDRANT_PATHQDRANT_URLQDRANT_API_KEYMOS_NEO4J_SHARED_DBMILVUS_URIMILVUS_USER_NAMEMILVUS_PASSWORDPOLAR_DB_USE_MULTI_DBPOLAR_DB_DB_NAMEPOLAR_DB_HOSTPOLAR_DB_PORTPOLAR_DB_USERPOLAR_DB_PASSWORDPOLARDB_POOL_MAX_CONNCONNECTION_WAIT_TIMEOUTWARM_UP_ON_STARTUP_BY_FULLWARM_UP_ON_STARTUP_BY_ALLMEMOS_USER_NAMEPOSTGRES_HOSTPOSTGRES_PORTPOSTGRES_USERPOSTGRES_PASSWORDPOSTGRES_DBMEMOS_SCHEMAPOSTGRES_MAX_CONNMYSQL_HOSTMYSQL_PORTMYSQL_USERNAMEMYSQL_PASSWORDMYSQL_DATABASEMYSQL_CHARSETMOS_SCHEDULER_TOP_KMOS_SCHEDULER_ACT_MEM_UPDATE_INTERVALMOS_SCHEDULER_CONTEXT_WINDOW_SIZEMOS_SCHEDULER_THREAD_POOL_MAX_WORKERSMOS_SCHEDULER_CONSUME_INTERVAL_SECONDSMEMSCHEDULER_USE_REDIS_QUEUEMOS_ENABLE_SCHEDULERMOS_ENABLE_DEFAULT_CUBE_CONFIGENABLE_DINGDING_BOTDINGDING_ACCESS_TOKEN_USERDINGDING_SECRET_USERDINGDING_ACCESS_TOKEN_ERRORDINGDING_SECRET_ERRORDINGDING_ROBOT_CODEDINGDING_APP_KEYDINGDING_APP_SECRETOSS_PUBLIC_BASE_URLMOS_CHAT_MODEL_PROVIDERSupported LLM providers: OpenAI, Azure OpenAI, Qwen (DashScope), DeepSeek, MiniMax, Ollama, HuggingFace, vLLM. Set to select the backend (e.g., openai, qwen, deepseek, minimax).MOS_USER_IDMEM_READER_SAVE_RAWFILENODESKILLS_OSS_DIRMEM_READER_MEM_VERSION_SWITCHENABLE_ACTIVATION_MEMORYENABLE_PREFERENCE_MEMORYMOS_MAX_TURNS_WINDOWMOS_USER_MANAGER_BACKENDMOS_SESSION_IDENABLE_INTERNETNEO4J_BACKENDMOS_ENABLE_REORGANIZEMOS_WORKING_MEMORYMOS_LONGTERM_MEMORYMOS_USER_MEMORYFAST_GRAPHBM25_CALLVEC_COT_CALLFULLTEXT_CALLINCLUDE_EMBEDDINGASYNC_MODEBUSINESS_CHAT_KEYSMEMSCHEDULER_STREAM_KEY_PREFIXMEMSCHEDULER_REDIS_STREAM_KEY_PREFIXENABLE_CHAT_APIAPI_SCHEDULER_ONEMBEDDER_MODELAUTH_ENABLEDMASTER_KEY_HASHINTERNAL_SERVICE_SECRETRATE_LIMITRATE_WINDOW_SECFILE_LOCAL_PATHCORS_ORIGINSRATE_LIMIT_ENABLEDMOS_EMBEDDER_TIMEOUTREDIS_URLTool annotations
No tools have read-only/destructive annotations
Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.
All four hints declared on every tool
16/16 tools missing one or more hints — chat (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); create_user (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); create_cube (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +13 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.
For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.
Tool test coverage
Only 1/16 tools referenced in tests (6%)
Write tests that reference each tool by name so every tool has at least one test.
Shell command execution
90 child_process calls — runs shell commands
Prefer library functions over shell-outs. If you must shell out, ensure all inputs are properly escaped.
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