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It can also be used to restore chat context when a user refreshes or reopens the app, ensuring a seamless user experience and supporting personalized interactions.",{"required":45,"content":1287},{"application\u002Fjson":1288},{"schema":1289,"example":1290},{"$ref":84},{"user_id":51,"conversation_id":86,"message_limit_number":87},{"200":1292},{"description":70,"content":1293},{"application\u002Fjson":1294},{"schema":1295},{"$ref":93},{"post":1297},{"summary":96,"description":1298,"operationId":98,"requestBody":1299,"responses":1305},"This API allows you to query a user’s memory and returns the fragments most relevant to the input. These can serve as references for the model when generating responses. As shown in the examples bellow, You can retrieve memory in real time during a user’s conversation with the AI, or perform a global search across their entire memory to create user profiles or support personalized recommendations, improving both dialogue coherence and personalization.\u003Cbr>\u003Cbr>In the latest update, in addition to “Fact Memory”, the system now supports “Preference Memory”, enabling LLM to respond in a way that better understands the user.",{"required":45,"content":1300},{"application\u002Fjson":1301},{"schema":1302,"example":1303},{"$ref":103},{"query":1304,"user_id":51,"conversation_id":86},"Any suggestions for where to go during National Day?",{"200":1306},{"description":70,"content":1307},{"application\u002Fjson":1308},{"schema":1309},{"$ref":111},{"post":1311},{"summary":114,"description":11,"operationId":115,"requestBody":1312,"responses":1327},{"required":45,"content":1313},{"application\u002Fjson":1314},{"schema":1315,"example":1316},{"$ref":120},{"user_id":51,"stream":122,"query":1317,"model_name":124,"conversation_id":125,"knowledgebase_ids":1318,"filter":1319,"system_prompt":1323,"add_message_on_answer":122,"allow_public":122,"allow_knowledgebase_ids":1324,"agent_id":135,"app_id":136,"tags":1325,"info":1326,"max_tokens":139,"temperature":140,"top_p":141},"What fun places are in Shanghai?",[127],{"and":1320},[1321],{"create_time":1322},{"gt":132},"Recommend parks",[],[],{},{"200":1328},{"description":70,"content":1329},{"application\u002Fjson":1330,"text\u002Fevent-stream":1332},{"schema":1331},{"$ref":147},{"schema":1333},{"$ref":150},{"post":1335},{"summary":153,"description":1336,"operationId":155,"requestBody":1337,"responses":1341},"Retrieve a user’s memories, including factual, preference, and tool memories.",{"required":45,"content":1338},{"application\u002Fjson":1339},{"schema":1340},{"$ref":160},{"200":1342},{"description":70,"content":1343},{"application\u002Fjson":1344},{"schema":1345},{"$ref":166},{"post":1347},{"summary":169,"description":1348,"operationId":171,"requestBody":1349,"responses":1353},"This API is used to delete specified user memories, supporting batch deletion.",{"required":45,"content":1350},{"application\u002Fjson":1351},{"schema":1352},{"$ref":176},{"200":1354},{"description":70,"content":1355},{"application\u002Fjson":1356},{"schema":1357},{"$ref":182},{"post":1359},{"summary":185,"description":1360,"operationId":187,"requestBody":1361,"responses":1365},"This API is used to add feedback to current session messages, allowing MemOS to correct memories based on user feedback.",{"required":45,"content":1362},{"application\u002Fjson":1363},{"schema":1364},{"$ref":192},{"200":1366},{"description":70,"content":1367},{"application\u002Fjson":1368},{"schema":1369},{"$ref":198},{"post":1371},{"summary":5,"description":1372,"operationId":202,"requestBody":1373,"responses":1388},"Uses MemOS’s self-developed extraction model to extract and return fact and preference memories directly from conversation messages.",{"required":45,"content":1374},{"application\u002Fjson":1375},{"schema":1376,"example":1377},{"$ref":207},{"messages":1378,"extraction_types":1387},[1379,1381,1383,1385],{"role":55,"content":1380},"I’ve planned a summer trip to Guangzhou. What chain hotels can you recommend for accommodation?",{"role":58,"content":1382},"You can consider options like 7 Days Inn, All Seasons, Hilton, and others.",{"role":55,"content":1384},"I’ll go with 7 Days Inn.",{"role":58,"content":1386},"Alright—ask me anytime if you have more questions.",[219,220],{"200":1389},{"description":70,"content":1390},{"application\u002Fjson":1391},{"schema":1392},{"$ref":226},{"post":1394},{"summary":229,"description":1395,"operationId":231,"requestBody":1396,"responses":1400},"Get the status of an asynchronous processing task.",{"required":45,"content":1397},{"application\u002Fjson":1398},{"schema":1399},{"$ref":236},{"200":1401},{"description":70,"content":1402},{"application\u002Fjson":1403},{"schema":1404},{"$ref":242},{"post":1406},{"summary":1407,"description":1408,"operationId":247,"requestBody":1409,"responses":1413},"Create Knowledgebase","Create a knowledgebase associated with the project.",{"required":45,"content":1410},{"application\u002Fjson":1411},{"schema":1412},{"$ref":252},{"200":1414},{"description":70,"content":1415},{"application\u002Fjson":1416},{"schema":1417},{"$ref":258},{"post":1419},{"summary":1420,"description":1421,"operationId":263,"requestBody":1422,"responses":1426},"Delete Knowledgebase","Delete a knowledgebase from the current project. To permanently delete it, please operate from the Console - Knowledgebase page.",{"required":45,"content":1423},{"application\u002Fjson":1424},{"schema":1425},{"$ref":268},{"200":1427},{"description":70,"content":1428},{"application\u002Fjson":1429},{"schema":1430},{"$ref":274},{"post":1432},{"summary":1433,"description":1434,"operationId":279,"requestBody":1435,"responses":1439},"Create Knowledgebase File","Upload a document to a specified knowledgebase.",{"required":45,"content":1436},{"application\u002Fjson":1437},{"schema":1438},{"$ref":284},{"200":1440},{"description":70,"content":1441},{"application\u002Fjson":1442},{"schema":1443},{"$ref":290},{"post":1445},{"summary":1446,"description":1447,"operationId":295,"requestBody":1448,"responses":1452},"Get Knowledgebase File","Get information about a specified document.",{"required":45,"content":1449},{"application\u002Fjson":1450},{"schema":1451},{"$ref":300},{"200":1453},{"description":70,"content":1454},{"application\u002Fjson":1455},{"schema":1456},{"$ref":306},{"post":1458},{"summary":1459,"description":1460,"operationId":311,"requestBody":1461,"responses":1465},"Delete Knowledgebase File","Delete a document from a specified knowledgebase.",{"required":45,"content":1462},{"application\u002Fjson":1463},{"schema":1464},{"$ref":316},{"200":1466},{"description":70,"content":1467},{"application\u002Fjson":1468},{"schema":1469},{"$ref":322},{"securitySchemes":1471,"schemas":1474},{"TokenAuth":1472},{"type":326,"name":327,"in":328,"description":1473},"Token API_key, available in \u003Ca href=\"https:\u002F\u002Fmemos-dashboard.openmem.net\u002Fapikeys\u002F\" class=\"text-primary border-b border-transparent hover:border-primary font-medium focus-visible:outline-primary [&>code]:border-dashed hover:[&>code]:border-primary hover:[&>code]:text-primary transition-colors [&>code]:transition-colors\" target=\"_blank\">API Console > API Keys\u003C\u002Fa>",{"ChatRequest":1475,"ChatResponseData":1527,"ChatResponse":1531,"ChatStreamResponse":1538,"AddMessageRequest":1550,"MessageInput":1584,"AddMessageResponse":1635,"OpenMemAddMessageResponse":1643,"GetMessageRequest":1653,"GetMessageResponse":1662,"GetMessageResponseData":1670,"MessageDetail":1676,"SearchMemoryRequest":1687,"SearchMemoryResponse":1714,"SearchMemoryResponseData":1721,"MemoryDetail":1738,"PreferenceDetail":1765,"ToolUsedStatus":1787,"ToolMemoryDetail":1797,"SkillValue":1822,"SkillDetail":1843,"GetMemoryRequest":1870,"GetMemoryResponseData":1884,"GetMemoryResponse":1966,"DeleteMemoryRequest":1974,"DeleteMemoryResponse":1981,"AddFeedbackRequest":1991,"AddFeedbackResponse":2011,"GetStatusRequest":2023,"GetStatusResponse":2028,"CreateKnowledgebaseRequest":2037,"CreateKnowledgebaseResponse":2043,"DeleteKnowledgebaseRequest":2052,"DeleteKnowledgebaseResponse":2057,"UploadFileRequest":2066,"UploadFileResponse":2079,"GetFileRequest":2095,"GetFileResponse":2101,"DeleteFileRequest":2116,"DeleteFileResponse":2122,"ExtractMemoryItem":2130,"ExtractPreferenceItem":2147,"ExtractMemoryResponseData":2158,"ExtractMemoryMessage":2168,"ExtractMemoryRequest":2176,"ExtractMemoryResponse":2186},{"type":332,"required":1476,"properties":1477,"title":422},[334,335,336],{"user_id":1478,"conversation_id":1480,"query":1482,"filter":1484,"knowledgebase_ids":1486,"memory_limit_number":1489,"include_preference":1491,"preference_limit_number":1493,"relativity":1495,"model_name":1497,"system_prompt":1500,"stream":1502,"max_tokens":1504,"temperature":1506,"top_p":1508,"add_message_on_answer":1510,"app_id":1512,"agent_id":1514,"tags":1516,"info":1519,"allow_public":1522,"allow_knowledgebase_ids":1524},{"type":339,"title":340,"description":1479},"Unique identifier of the user associated with the conversation.",{"type":339,"title":343,"description":1481},"Unique identifier of the conversation. Providing this clarifies the current session, prioritizing its memory over historical sessions. If omitted, cross-session memory retrieval is performed for more relevant responses.",{"type":339,"title":346,"description":1483},"User input content.",{"type":332,"title":349,"description":1485,"example":351},"Filter conditions, used to precisely limit the memory scope before retrieval. Available fields include: \"agent_id\", \"app_id\", \"create_time\", \"update_time\", and specific fields in \"info\". Supports logical operators (and, or) and comparison operators (gte, lte, gt, lt). For the \"info\" field, supports filtering by \"business_type\", \"biz_id\", \"scene\", and other custom fields.",{"type":353,"items":1487,"title":355,"description":1488},{"type":339},"Specifies the scope of knowledge bases accessible for the current search. Defaults to empty, meaning no knowledge bases are searched.Pass specific Knowledgebase IDs to search within that designated repository; pass \"all\" to search across all associated knowledgebases within the project.",{"type":358,"title":359,"description":1490,"default":361},"Maximum number of memories that can be recalled: as long as the relevance threshold (relativity) is met, up to this many memories may be returned. Default is 9, maximum is 25.",{"type":363,"title":364,"description":1492,"default":45},"Whether to recall preference memories. When enabled, the system intelligently recalls memories related to user preferences based on the query. Default = true.",{"type":358,"title":367,"description":1494,"default":361},"Maximum number of preferred memories that can be recalled: as long as the relevance threshold (relativity) is met, up to this many preference memories may be returned. Default is 9, maximum is 25.",{"type":370,"minimum":371,"maximum":372,"title":373,"description":1496,"default":375},"Relevance threshold (0–1) for recalled memories. Filters out low-relevance memories and, together with the maximum counts for factual and preferred recalls, constrains the final results. When omitted, the system default threshold is used. A value of 0 disables relevance filtering.",{"type":339,"enum":1498,"title":380,"description":1499,"default":379},[378,124,379],"Specifies the concrete conversation model.",{"type":339,"title":384,"description":1501},"Custom system instructions.",{"type":363,"title":387,"description":1503,"default":122},"Whether to enable streaming response.",{"type":358,"title":390,"description":1505,"default":139},"Indicates the maximum number of generated tokens.",{"type":370,"title":393,"description":1507,"default":140},"Controls generation randomness. Range: 0 ≤ x ≤ 2.",{"type":370,"title":396,"description":1509,"default":141},"Nucleus sampling parameter. Range: 0 ≤ x ≤ 1.",{"type":363,"title":399,"description":1511,"default":45},"Whether to automatically write user and assistant conversation content into memory. When enabled, developers do not need to call the add\u002Fmessage API to add messages as memory.",{"type":339,"title":402,"description":1513},"Unique identifier of the application associated with the conversation.",{"type":339,"title":405,"description":1515},"Unique identifier of the Agent associated with the conversation.",{"type":353,"items":1517,"title":409,"description":1518},{"type":339},"List of custom tags used to mark the topic or category of the conversation.",{"type":332,"additionalProperties":1520,"title":413,"description":1521},{"type":339},"Custom metadata field capable of storing any structured data related to the conversation, such as location, source, version, etc., primarily for precise filtering or source tracking during retrieval.",{"type":363,"title":416,"description":1523,"default":122},"Whether to allow adding to public memory.",{"type":353,"items":1525,"title":420,"description":1526},{"type":339},"List of knowledgebases where memories generated from added messages are allowed to be written.",{"type":332,"title":424,"properties":1528},{"response":1529},{"type":339,"title":427,"description":1530},"Specific content of the answer.",{"type":332,"required":1532,"properties":1533,"title":442},[431,432],{"code":1534,"data":1536,"message":1537},{"type":358,"title":435,"description":1535},"API status code. See \u003Ca href=\"\u002Fapi_docs\u002Fhelp\u002Ferror_codes\" class=\"text-primary border-b border-transparent hover:border-primary font-medium focus-visible:outline-primary [&>code]:border-dashed hover:[&>code]:border-primary hover:[&>code]:text-primary transition-colors [&>code]:transition-colors\">Error Code List\u003C\u002Fa> for details.",{"$ref":438},{"type":339,"title":440,"description":440},{"type":332,"properties":1539,"title":458},{"event":1540,"data":1542},{"type":339,"description":1541,"default":432},"Stream event name, currently defaults to message.",{"type":332,"description":1543,"properties":1544},"Streamed data content.",{"type":1545,"data":1548},{"type":339,"description":1546,"enum":1547},"Stream message type, used to identify the semantic category of the current data.\u003Cbr>reasoning: Reasoning content\u003Cbr>text: Normal text content\u003Cbr>end: End of stream indicator",[453,454,455],{"type":339,"description":1549},"Streamed text content.",{"type":332,"required":1551,"properties":1552,"title":558},[334,335,523],{"user_id":1553,"conversation_id":1555,"messages":1557,"agent_id":1560,"app_id":1562,"tags":1564,"info":1568,"allow_public":1576,"allow_knowledgebase_ids":1578,"async_mode":1582},{"type":339,"title":340,"description":1554},"Unique identifier of the user associated with the message.",{"type":339,"title":343,"description":1556},"Unique identifier of the conversation.",{"type":353,"title":530,"description":1558,"items":1559},"Array of message objects representing the memory content. The total token limit for the message array is 8k. Each object contains:",{"$ref":533},{"type":339,"description":1561},"Unique identifier of the Agent associated with the added message, primarily used to query exclusive memories between a user and that Agent during retrieval.",{"type":339,"description":1563},"Unique identifier of the App associated with the added message, primarily used to query exclusive memories of a user under that App during retrieval.",{"type":353,"items":1565,"description":1566,"default":1567},{"type":339},"List of custom tags used to mark the topic or category of the added message.",[],{"type":332,"additionalProperties":1569,"description":1575},{"oneOf":1570},[1571,1572,1574],{"type":339},{"type":353,"items":1573},{"type":339},{"type":370},"Custom metadata field capable of storing any structured data related to the added message, such as location, source, version, etc., primarily for precise filtering or source tracking during retrieval.",{"type":363,"description":1577,"default":122},"Whether memories generated from the added message are allowed to be written to the public memory store. When enabled, generated memories can be retrieved by other users in the project.",{"type":353,"items":1579,"description":1580,"default":1581},{"type":339},"Scope of knowledgebases where memories generated from the added message are allowed to be written.",[],{"type":363,"description":1583,"default":45},"Whether to enable asynchronous memory addition. When enabled, memory will be added asynchronously in the background to avoid blocking the call chain.",{"type":332,"required":1585,"properties":1586,"title":520},[461,462],{"chat_time":1587,"role":1589,"content":1592,"tool_call_id":1617,"tool_calls":1619},{"type":339,"title":465,"description":1588},"Time of the conversation, as a structured timestamp or Chinese text. Providing this parameter allows memory to include time information.",{"type":339,"enum":1590,"title":471,"description":1591},[55,58,469,470],"Sender role.",{"title":603,"description":1593,"oneOf":1594},"Content of the message.",[1595,1597],{"type":339,"description":1596},"Message text content",{"type":353,"items":1598,"description":1616},{"type":332,"properties":1599,"required":1615},{"type":1600,"text":1603,"image_url":1605,"file":1610},{"type":339,"enum":1601,"description":1602},[454,482,483],"Type of the message sent",{"type":339,"description":1604},"Text message content. Required when type is text.",{"type":332,"description":1606,"properties":1607},"Image message content object.",{"url":1608},{"type":339,"description":1609},"Image message URL. Required when type is image_url.",{"type":332,"description":1611,"properties":1612},"File message content object.",{"file_data":1613},{"type":339,"description":1614},"Accessible file URL or base64. Supports txt \u002F pdf \u002F doc \u002F docx \u002F json \u002F md \u002F xml. Single file max 100MB, 500 pages, total max 20 files. Required when type is file.",[498],"List of multi-modal content",{"type":339,"description":1618},"Unique identifier for the tool call message when role is tool.",{"type":353,"items":1620,"description":1634},{"type":332,"properties":1621},{"id":1622,"type":1624,"function":1627},{"type":339,"description":1623},"Unique identifier for the tool call, used to associate with this tool call. Required in tool_calls.",{"type":339,"description":1625,"enum":1626},"Tool call type, currently only supports function. Required in tool_calls.",[511],{"type":332,"description":1628,"properties":1629},"Defined tool to be called. Required in tool_calls.",{"name":1630,"arguments":1632},{"type":339,"description":1631},"Tool (function) name. Required in tool_calls.",{"type":339,"description":1633},"Tool call arguments, must be a JSON formatted string. Required in tool_calls.","List of tool call information when role is assistant, used to pass when triggering tool calls.",{"type":332,"required":1636,"properties":1637,"title":585},[431,432],{"code":1638,"data":1640,"message":1641},{"type":358,"format":579,"title":435,"description":1639,"example":371},"API status code. See \u003Ca href=\"https:\u002F\u002Fmemos-dashboard.openmem.net\u002Fapikeys\u002F\" class=\"text-primary border-b border-transparent hover:border-primary font-medium focus-visible:outline-primary [&>code]:border-dashed hover:[&>code]:border-primary hover:[&>code]:text-primary transition-colors [&>code]:transition-colors\">Error Code\u003C\u002Fa> for details",{"$ref":581},{"type":339,"title":440,"description":1642,"example":584},"API response message, e.g., \"Message added successfully\".",{"type":332,"properties":1644,"title":574,"description":1652},{"success":1645,"task_id":1647,"status":1649},{"type":363,"title":562,"description":1646,"example":45},"Indicates if the message was added successfully. true = success, false = failure.",{"type":339,"title":565,"description":1648},"Unique identifier of the memory processing task.",{"type":339,"title":568,"enum":1650,"description":1651},[570,571,572],"Current status of the memory processing task.","Object representing the result of adding the message.",{"type":332,"required":1654,"properties":1655,"title":596},[334,335],{"user_id":1656,"conversation_id":1658,"message_limit_number":1660},{"type":339,"title":340,"description":1657},"Unique identifier of the user associated with the messages being retrieved.",{"type":339,"title":343,"description":1659},"Unique identifier of the conversation associated with the messages.",{"type":358,"format":579,"title":594,"description":1661,"default":87},"Limits the number of messages returned, controlling the length of the message list. Defaults to 6 if not provided. The maximum allowed value is 50.",{"type":332,"required":1663,"properties":1664,"title":626},[431,432],{"code":1665,"data":1667,"message":1668},{"type":358,"format":579,"title":435,"description":1666,"example":371},"API status code. See \u003Ca href=\"https:\u002F\u002Fmemos-dashboard.openmem.net\u002Fapikeys\u002F\" class=\"text-primary border-b border-transparent hover:border-primary font-medium focus-visible:outline-primary [&>code]:border-dashed hover:[&>code]:border-primary hover:[&>code]:text-primary transition-colors [&>code]:transition-colors\">Error Code\u003C\u002Fa> for details.",{"$ref":624},{"type":339,"title":440,"description":1669},"API response message.",{"type":332,"properties":1671,"title":618,"description":1675},{"message_detail_list":1672},{"type":353,"title":614,"description":1673,"items":1674},"List of retrieved message details. Each item includes:",{"$ref":617},"Object containing the retrieved messages.",{"type":332,"properties":1677,"title":610,"description":1673},{"role":1678,"content":1681,"create_time":1683,"update_time":1685},{"type":339,"enum":1679,"title":471,"description":1680,"example":55},[55,58],"Role of the message sender.",{"type":339,"title":603,"description":1682},"Text content of the message.",{"type":339,"title":605,"description":1684},"Creation time of the message.",{"type":339,"title":608,"description":1686},"Last update time of the message.",{"type":332,"required":1688,"properties":1689,"title":657},[334,336],{"user_id":1690,"conversation_id":1692,"query":1694,"filter":1696,"knowledgebase_ids":1698,"memory_limit_number":1700,"include_preference":1701,"preference_limit_number":1703,"include_tool_memory":1705,"tool_memory_limit_number":1707,"include_skill":1709,"skill_limit_number":1711,"relativity":1713},{"type":339,"title":340,"description":1691},"Unique identifier of the user associated with the memory being queried.",{"type":339,"title":343,"description":1693},"Unique identifier of the conversation containing the memory. Providing this ensures the current conversation’s memories have higher priority over other historical.",{"type":339,"title":346,"description":1695},"Text content to search within the memories.The token limit for a single query is 4k.",{"type":332,"title":349,"description":1697,"example":351},"Filter conditions, used to precisely limit the memory scope before retrieval.Available fields include: \"agent_id\", \"app_id\", \"create_time\", \"update_time\", and specific fields in \"info\". Supports logical operators (and, or) and comparison operators (gte, lte, gt, lt). For the \"info\" field, supports filtering by \"business_type\", \"biz_id\", \"scene\", and other custom fields.",{"type":353,"items":1699,"description":1488},{"type":339},{"type":358,"format":579,"title":359,"description":1490,"default":361},{"type":363,"title":364,"description":1702,"default":45},"Whether to enable preference memory recall. When enabled, the system will intelligently retrieve the user’s preference memories based on the query. Defaults to true if not provided.",{"type":358,"format":579,"title":367,"description":1704,"default":361},"Maximum number of preference memories that can be recalled: as long as the relevance threshold (relativity) is met, up to this many preferred memories may be returned. Default is 9, maximum is 25.",{"type":363,"title":646,"description":1706,"default":122},"Whether to enable tool memory recall. When enabled, the system will intelligently retrieve tool-related memories based on the query. Default is false if not provided.",{"type":358,"format":579,"title":649,"description":1708,"default":87},"Limits the number of tool memory items returned, controlling the count of recalled tool memories. Effective only when include_tool_memory=true. Default is 6 if not provided, max is 25.",{"type":363,"title":652,"description":1710},"Whether to enable Skill recall. When enabled, the system will intelligently recall memories related to tools based on the query content. Default is disabled if not provided.",{"type":370,"title":652,"description":1712},"Limits the number of returned Skills, controlling the count of recalled skills. Effective only when `include_skill=true`. Default is 6 if not provided, max is 25.",{"type":370,"minimum":371,"maximum":372,"title":373,"description":1496,"default":375},{"type":332,"required":1715,"properties":1716,"title":864},[431,432],{"code":1717,"data":1719,"message":1720},{"type":358,"format":579,"title":435,"description":1718,"example":371},"API status code. See \u003Ca href=\"\u002Fapi_docs\u002Fhelp\u002Ferror_codes\" class=\"text-primary border-b border-transparent hover:border-primary font-medium focus-visible:outline-primary [&>code]:border-dashed hover:[&>code]:border-primary hover:[&>code]:text-primary transition-colors [&>code]:transition-colors\">Error Code\u003C\u002Fa> for details.",{"$ref":862},{"type":339,"title":440,"description":1669},{"type":332,"title":832,"properties":1722,"description":1737},{"memory_detail_list":1723,"preference_detail_list":1726,"tool_memory_detail_list":1729,"preference_note":1732,"skill_detail_list":1734},{"type":353,"title":835,"description":1724,"items":1725},"List of memory fragment details returned. Each item includes:",{"$ref":838},{"type":353,"title":840,"description":1727,"items":1728},"List of preference memory details returned. Each item includes:",{"$ref":843},{"type":353,"title":845,"description":1730,"items":1731},"List of tool memory fragment details returned.",{"$ref":848},{"type":339,"title":850,"description":1733},"Preference memory usage note when it is retrieved.",{"type":353,"title":853,"description":1735,"items":1736},"List of skill details returned.",{"$ref":856},"Object containing the query result.",{"type":332,"properties":1739,"title":695,"description":1724},{"id":1740,"memory_key":1742,"memory_value":1744,"memory_type":1746,"create_time":1749,"conversation_id":1751,"status":1753,"confidence":1756,"tags":1758,"update_time":1761,"relativity":1763},{"type":339,"title":661,"description":1741},"Unique identifier of fact memory, used internally by the system.",{"type":339,"title":664,"description":1743},"Title or keyword summarizing fact memory.",{"type":339,"title":667,"description":1745},"Detailed content of fact memory.",{"type":339,"enum":1747,"title":674,"description":1748,"example":672},[671,672,673],"WorkingMemory: short-term working memory, temporarily stored.\u003Cbr>LongTermMemory: long-term memory, important information or facts stored persistently.\u003Cbr>UserMemory: user-specific memory, personalized information related to a specific user.",{"type":339,"title":605,"description":1750},"Creation time of fact memory, usually in ISO 8601 format.",{"type":339,"title":343,"description":1752},"Unique identifier of the conversation associated with fact memory.",{"type":339,"enum":1754,"title":568,"description":1755,"example":682},[682],"Fact memory status. All retrieved fact memories are currently activated.\u003Cbr>activated: active fact memory, available for retrieval and use.",{"type":370,"minimum":371,"maximum":372,"title":685,"description":1757,"example":141},"Confidence score of fact memory, ranging from 0 to 1. Values closer to 1 indicate higher reliability. \u003Cbr>The score may gradually decay over time or with repeated model reasoning to reflect uncertainty.",{"type":353,"title":409,"description":1759,"items":1760},"List of tags associated with fact memory for categorization or retrieval. Each element is a string, e.g., [\"person\", \"event\", \"work\"].",{"type":339},{"type":339,"title":608,"description":1762},"Last modification or update time of fact memory, usually in ISO 8601 format.",{"type":370,"minimum":371,"maximum":372,"title":373,"description":1764,"example":694},"Relevance score of fact memory to the query, ranging from 0 to 1. Higher values indicate stronger relevance.",{"type":332,"properties":1766,"title":723},{"id":1767,"preference":1769,"preference_type":1771,"reasoning":1774,"create_time":1776,"conversation_id":1778,"status":1780,"update_time":1783,"relativity":1785},{"type":339,"title":661,"description":1768},"Unique identifier of preference memory, used internally by the system.",{"type":339,"title":707,"description":1770},"Detailed content of preference memory.",{"type":339,"enum":1772,"title":704,"description":1773,"example":702},[702,703],"explicit_preference: Explicit preference memory.\u003Cbr>implicit_preference: Implicit preference memory.",{"type":339,"title":710,"description":1775},"The reason why preference memory was extracted.",{"type":339,"title":605,"description":1777},"Creation time of preference memory, usually in ISO 8601 format.",{"type":339,"title":343,"description":1779},"Unique identifier of the conversation associated with preference memory.",{"type":339,"enum":1781,"title":568,"description":1782,"example":682},[682],"Preference memory status. 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Currently, all retrieved Skills are 'activated'. activated: Active status, the Skill is currently retrievable and usable.",[682],{"type":370,"title":685,"description":1862},"The confidence score of the Skill, ranging from 0 to 1. A value closer to 1 indicates the Skill is more accurate and reliable.\nThe confidence score gradually decays as the model infers this Skill more times, reflecting the uncertainty that may arise over time or usage frequency.",{"type":353,"items":1864,"description":1865},{"type":339},"A list of tags associated with the Skill, used for classification, retrieval, or topic marking. Each element in the array is a string, e.g., [\"Person\", \"Event\", \"Work\"].",{"type":339,"title":608,"description":1867},"The time when the Skill was last modified or updated, usually in ISO 8601 format.",{"type":339,"title":373,"description":1869},"The relevance score between the query content and the Skill, ranging from 0 to 1. 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each document must be no larger than 100 MB, 500 pages, or 20,000 tokens.",{"type":332,"required":2080,"properties":2081,"title":1131},[431,432],{"code":2082,"data":2083,"message":2094},{"type":358,"title":435,"description":1718},{"type":332,"title":994,"properties":2084},{"id":2085,"name":2087,"sizeMB":2089,"status":2091},{"type":339,"title":661,"description":2086},"Document ID",{"type":339,"title":775,"description":2088},"Document Name",{"type":358,"title":1124,"description":2090},"Document Size",{"type":339,"title":568,"description":2092,"enum":2093},"Document processing status",[570,571,572],{"type":339,"title":440,"description":1990},{"type":332,"required":2096,"properties":2097,"title":1140},[1134],{"file_ids":2098},{"type":353,"items":2099,"title":1138,"description":2100},{"type":339},"List of file IDs",{"type":332,"required":2102,"properties":2103,"title":1157},[431,432],{"code":2104,"data":2105,"message":2115},{"type":358,"title":435,"description":1718},{"type":332,"title":994,"properties":2106},{"file_detail_list":2107},{"type":353,"items":2108,"title":1155},{"type":332,"properties":2109},{"id":2110,"name":2111,"size":2112,"status":2113},{"type":339,"title":661,"description":2086},{"type":339,"title":775,"description":2088},{"type":339,"title":874,"description":2090},{"type":339,"title":568,"description":2092,"enum":2114},[570,571,572],{"type":339,"title":440,"description":1990},{"type":332,"required":2117,"properties":2118,"title":1164},[1134],{"file_ids":2119},{"type":353,"items":2120,"title":1138,"description":2121},{"type":339},"List of document IDs to delete",{"type":332,"required":2123,"properties":2124,"title":1173},[431,432],{"code":2125,"data":2126,"message":2129},{"type":358,"title":435,"description":1718},{"type":332,"title":994,"properties":2127},{"success":2128},{"type":363,"title":562,"description":1987},{"type":339,"title":440,"description":1990},{"type":332,"title":1175,"properties":2131},{"memory_key":2132,"memory_value":2135,"memory_type":2138,"tags":2140},{"type":339,"title":664,"description":2133,"example":2134},"High-level topic or title summarizing the extracted factual memory.","User profile basics",{"type":339,"title":667,"description":2136,"example":2137},"Detailed content of the extracted factual memory.","User Zhang San, 28, backend developer in Hangzhou, enjoys badminton.",{"type":339,"title":674,"description":2139,"example":673},"Memory type classifier.\u003Cbr>Examples: UserMemory, LongTermMemory.",{"type":353,"items":2141,"title":409,"description":2142,"example":2143},{"type":339},"Tags for categorizing the memory content.",[2144,2145,2146],"person","job","hobby",{"type":332,"title":1193,"properties":2148},{"preference":2149,"reasoning":2152,"preference_type":2155},{"type":339,"title":707,"description":2150,"example":2151},"Concrete preference text extracted from the dialogue.","The user asked for replies to stay concise.",{"type":339,"title":710,"description":2153,"example":2154},"How this preference was inferred from the conversation.","The user stated this preference explicitly in the chat.",{"type":339,"title":704,"description":2156,"enum":2157,"example":702},"explicit_preference: clearly stated by the user; implicit_preference: inferred from behavior or context.",[702,703],{"type":332,"title":1205,"properties":2159},{"success":2160,"memory_detail_list":2162,"preference_detail_list":2165},{"type":363,"title":562,"description":2161},"Whether extraction succeeded.",{"type":353,"title":835,"description":2163,"items":2164},"Factual memories. Returned when the request includes memory in extraction_types, or when extraction_types is omitted.",{"$ref":1212},{"type":353,"title":840,"description":2166,"items":2167},"Preference memories. Returned when the request includes preference in extraction_types, or when extraction_types is omitted; may mix explicit and implicit preferences.",{"$ref":1216},{"type":332,"required":2169,"title":1219,"properties":2170},[461,462],{"role":2171,"content":2174},{"type":339,"title":471,"enum":2172,"description":2173},[55,58,469],"Creator role of the message.",{"type":339,"title":603,"description":2175},"Message body text.",{"type":332,"required":2177,"title":1226,"properties":2178},[523],{"messages":2179,"extraction_types":2182},{"type":353,"title":530,"description":2180,"items":2181},"Array of message objects from which to extract memories. The combined Token count of all messages must not exceed 8k.",{"$ref":1231},{"type":353,"title":1233,"description":2183,"items":2184},"\u003Cp>Limits which memory types to extract; omit to extract all supported types.\u003C\u002Fp>\u003Cul>\u003Cli>\u003Ccode>memory\u003C\u002Fcode>: factual memories—user-related factual information extracted from the dialogue.\u003C\u002Fli>\u003Cli>\u003Ccode>preference\u003C\u002Fcode>: preference memories—user preferences from the dialogue, including explicit preferences (clearly stated) and implicit preferences (inferred from behavior).\u003C\u002Fli>\u003C\u002Ful>",{"type":339,"enum":2185},[219,220],{"type":332,"required":2187,"title":1239,"properties":2188},[431,432],{"code":2189,"data":2190,"message":2191},{"type":358,"format":579,"title":435,"description":1718,"example":371},{"$ref":1243},{"type":339,"title":440,"description":1669,"example":584},"en\u002Fapi_docs\u002Fapi","_XwQiA_EgOVczRN1UfNUlqUfF24JVubQZDQhgcnLEHk",[2195,2200],{"title":185,"path":2196,"stem":2197,"icon":2198,"framework":6,"module":6,"class":2199,"target":-1,"active":122,"defaultOpen":122,"children":-1,"description":-1},"\u002Fapi_docs\u002Fmessage\u002Fadd_feedback","api_docs\u002Fmessage\u002Fadd_feedback","i-ri-feedback-line",[],{"title":77,"path":2201,"stem":2202,"icon":2203,"framework":6,"module":6,"class":2204,"target":-1,"active":122,"defaultOpen":122,"children":-1,"description":-1},"\u002Fapi_docs\u002Fmessage\u002Fget_message","api_docs\u002Fmessage\u002Fget_message","i-ri-file-list-line",[],{"id":2206,"title":2207,"avatar":6,"banner":6,"body":2208,"category":6,"desc":6,"description":11,"extension":14,"links":6,"meta":2895,"navigation":6,"path":2896,"seo":2897,"stem":2898,"__hash__":2899},"docs\u002Fen\u002Fapi_docs\u002Fsnippets\u002Fextract_memory.md","ExtractMemory",{"type":8,"value":2209,"toc":2893},[2210,2889],[2211,2212,2213,2776],"code-group",{},[2214,2215,2220],"pre",{"className":2216,"code":2217,"filename":2218,"language":2219,"meta":11,"style":11},"language-python shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","import os\nimport requests\nimport json\n\n# Replace with your API Key\nos.environ[\"MEMOS_API_KEY\"] = \"YOUR_API_KEY\"\nos.environ[\"MEMOS_BASE_URL\"] = \"https:\u002F\u002Fmemos.memtensor.cn\u002Fapi\u002Fopenmem\u002Fv1\"\n\ndata = {\n    \"messages\": [\n        {\"role\": \"user\", \"content\": \"I’ve booked a summer trip to Guangzhou. What chain hotels can you recommend for accommodation?\"},\n        {\"role\": \"assistant\", \"content\": \"You can consider options like 7 Days Inn, All Seasons, Hilton, and others.\"},\n        {\"role\": \"user\", \"content\": \"I’ll go with 7 Days Inn.\"},\n        {\"role\": \"assistant\", \"content\": \"Alright—ask me anytime if you have more questions.\"}\n    ],\n    \"extraction_types\": [\"memory\", \"preference\"]\n}\nheaders = {\n    \"Content-Type\": \"application\u002Fjson\",\n    \"Authorization\": f\"Token {os.environ['MEMOS_API_KEY']}\"\n}\nurl = f\"{os.environ['MEMOS_BASE_URL']}\u002Fextract\u002Fmemory\"\n\nres = requests.post(url=url, headers=headers, data=json.dumps(data))\n\nprint(f\"result: {res.json()}\")\n","Python (HTTP)","python",[431,2221,2222,2234,2241,2249,2255,2262,2302,2330,2335,2346,2361,2402,2439,2476,2514,2520,2552,2557,2567,2589,2633,2638,2673,2678,2738,2743],{"__ignoreMap":11},[2223,2224,2226,2230],"span",{"class":2225,"line":372},"line",[2223,2227,2229],{"class":2228},"s7zQu","import",[2223,2231,2233],{"class":2232},"sTEyZ"," os\n",[2223,2235,2236,2238],{"class":2225,"line":12},[2223,2237,2229],{"class":2228},[2223,2239,2240],{"class":2232}," requests\n",[2223,2242,2244,2246],{"class":2225,"line":2243},3,[2223,2245,2229],{"class":2228},[2223,2247,2248],{"class":2232}," json\n",[2223,2250,2252],{"class":2225,"line":2251},4,[2223,2253,2254],{"emptyLinePlaceholder":45},"\n",[2223,2256,2258],{"class":2225,"line":2257},5,[2223,2259,2261],{"class":2260},"sHwdD","# Replace with your API Key\n",[2223,2263,2264,2267,2271,2275,2278,2281,2285,2287,2290,2293,2296,2299],{"class":2225,"line":87},[2223,2265,2266],{"class":2232},"os",[2223,2268,2270],{"class":2269},"sMK4o",".",[2223,2272,2274],{"class":2273},"swJcz","environ",[2223,2276,2277],{"class":2269},"[",[2223,2279,2280],{"class":2269},"\"",[2223,2282,2284],{"class":2283},"sfazB","MEMOS_API_KEY",[2223,2286,2280],{"class":2269},[2223,2288,2289],{"class":2269},"]",[2223,2291,2292],{"class":2269}," =",[2223,2294,2295],{"class":2269}," \"",[2223,2297,2298],{"class":2283},"YOUR_API_KEY",[2223,2300,2301],{"class":2269},"\"\n",[2223,2303,2305,2307,2309,2311,2313,2315,2318,2320,2322,2324,2326,2328],{"class":2225,"line":2304},7,[2223,2306,2266],{"class":2232},[2223,2308,2270],{"class":2269},[2223,2310,2274],{"class":2273},[2223,2312,2277],{"class":2269},[2223,2314,2280],{"class":2269},[2223,2316,2317],{"class":2283},"MEMOS_BASE_URL",[2223,2319,2280],{"class":2269},[2223,2321,2289],{"class":2269},[2223,2323,2292],{"class":2269},[2223,2325,2295],{"class":2269},[2223,2327,33],{"class":2283},[2223,2329,2301],{"class":2269},[2223,2331,2333],{"class":2225,"line":2332},8,[2223,2334,2254],{"emptyLinePlaceholder":45},[2223,2336,2337,2340,2343],{"class":2225,"line":361},[2223,2338,2339],{"class":2232},"data ",[2223,2341,2342],{"class":2269},"=",[2223,2344,2345],{"class":2269}," {\n",[2223,2347,2348,2351,2353,2355,2358],{"class":2225,"line":876},[2223,2349,2350],{"class":2269},"    \"",[2223,2352,523],{"class":2283},[2223,2354,2280],{"class":2269},[2223,2356,2357],{"class":2269},":",[2223,2359,2360],{"class":2269}," [\n",[2223,2362,2364,2367,2369,2371,2373,2375,2377,2379,2381,2384,2386,2388,2390,2392,2394,2397,2399],{"class":2225,"line":2363},11,[2223,2365,2366],{"class":2269},"        {",[2223,2368,2280],{"class":2269},[2223,2370,461],{"class":2283},[2223,2372,2280],{"class":2269},[2223,2374,2357],{"class":2269},[2223,2376,2295],{"class":2269},[2223,2378,55],{"class":2283},[2223,2380,2280],{"class":2269},[2223,2382,2383],{"class":2269},",",[2223,2385,2295],{"class":2269},[2223,2387,462],{"class":2283},[2223,2389,2280],{"class":2269},[2223,2391,2357],{"class":2269},[2223,2393,2295],{"class":2269},[2223,2395,2396],{"class":2283},"I’ve booked a summer trip to Guangzhou. What chain hotels can you recommend for accommodation?",[2223,2398,2280],{"class":2269},[2223,2400,2401],{"class":2269},"},\n",[2223,2403,2405,2407,2409,2411,2413,2415,2417,2419,2421,2423,2425,2427,2429,2431,2433,2435,2437],{"class":2225,"line":2404},12,[2223,2406,2366],{"class":2269},[2223,2408,2280],{"class":2269},[2223,2410,461],{"class":2283},[2223,2412,2280],{"class":2269},[2223,2414,2357],{"class":2269},[2223,2416,2295],{"class":2269},[2223,2418,58],{"class":2283},[2223,2420,2280],{"class":2269},[2223,2422,2383],{"class":2269},[2223,2424,2295],{"class":2269},[2223,2426,462],{"class":2283},[2223,2428,2280],{"class":2269},[2223,2430,2357],{"class":2269},[2223,2432,2295],{"class":2269},[2223,2434,1382],{"class":2283},[2223,2436,2280],{"class":2269},[2223,2438,2401],{"class":2269},[2223,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474],{"class":2225,"line":2441},13,[2223,2443,2366],{"class":2269},[2223,2445,2280],{"class":2269},[2223,2447,461],{"class":2283},[2223,2449,2280],{"class":2269},[2223,2451,2357],{"class":2269},[2223,2453,2295],{"class":2269},[2223,2455,55],{"class":2283},[2223,2457,2280],{"class":2269},[2223,2459,2383],{"class":2269},[2223,2461,2295],{"class":2269},[2223,2463,462],{"class":2283},[2223,2465,2280],{"class":2269},[2223,2467,2357],{"class":2269},[2223,2469,2295],{"class":2269},[2223,2471,1384],{"class":2283},[2223,2473,2280],{"class":2269},[2223,2475,2401],{"class":2269},[2223,2477,2479,2481,2483,2485,2487,2489,2491,2493,2495,2497,2499,2501,2503,2505,2507,2509,2511],{"class":2225,"line":2478},14,[2223,2480,2366],{"class":2269},[2223,2482,2280],{"class":2269},[2223,2484,461],{"class":2283},[2223,2486,2280],{"class":2269},[2223,2488,2357],{"class":2269},[2223,2490,2295],{"class":2269},[2223,2492,58],{"class":2283},[2223,2494,2280],{"class":2269},[2223,2496,2383],{"class":2269},[2223,2498,2295],{"class":2269},[2223,2500,462],{"class":2283},[2223,2502,2280],{"class":2269},[2223,2504,2357],{"class":2269},[2223,2506,2295],{"class":2269},[2223,2508,1386],{"class":2283},[2223,2510,2280],{"class":2269},[2223,2512,2513],{"class":2269},"}\n",[2223,2515,2517],{"class":2225,"line":2516},15,[2223,2518,2519],{"class":2269},"    ],\n",[2223,2521,2523,2525,2528,2530,2532,2535,2537,2539,2541,2543,2545,2547,2549],{"class":2225,"line":2522},16,[2223,2524,2350],{"class":2269},[2223,2526,2527],{"class":2283},"extraction_types",[2223,2529,2280],{"class":2269},[2223,2531,2357],{"class":2269},[2223,2533,2534],{"class":2269}," [",[2223,2536,2280],{"class":2269},[2223,2538,219],{"class":2283},[2223,2540,2280],{"class":2269},[2223,2542,2383],{"class":2269},[2223,2544,2295],{"class":2269},[2223,2546,220],{"class":2283},[2223,2548,2280],{"class":2269},[2223,2550,2551],{"class":2269},"]\n",[2223,2553,2555],{"class":2225,"line":2554},17,[2223,2556,2513],{"class":2269},[2223,2558,2560,2563,2565],{"class":2225,"line":2559},18,[2223,2561,2562],{"class":2232},"headers ",[2223,2564,2342],{"class":2269},[2223,2566,2345],{"class":2269},[2223,2568,2570,2572,2575,2577,2579,2581,2584,2586],{"class":2225,"line":2569},19,[2223,2571,2350],{"class":2269},[2223,2573,2574],{"class":2283},"Content-Type",[2223,2576,2280],{"class":2269},[2223,2578,2357],{"class":2269},[2223,2580,2295],{"class":2269},[2223,2582,2583],{"class":2283},"application\u002Fjson",[2223,2585,2280],{"class":2269},[2223,2587,2588],{"class":2269},",\n",[2223,2590,2592,2594,2596,2598,2600,2604,2607,2611,2613,2615,2617,2619,2622,2624,2626,2628,2631],{"class":2225,"line":2591},20,[2223,2593,2350],{"class":2269},[2223,2595,327],{"class":2283},[2223,2597,2280],{"class":2269},[2223,2599,2357],{"class":2269},[2223,2601,2603],{"class":2602},"spNyl"," f",[2223,2605,2606],{"class":2283},"\"Token ",[2223,2608,2610],{"class":2609},"sbssI","{",[2223,2612,2266],{"class":2232},[2223,2614,2270],{"class":2269},[2223,2616,2274],{"class":2273},[2223,2618,2277],{"class":2269},[2223,2620,2621],{"class":2269},"'",[2223,2623,2284],{"class":2283},[2223,2625,2621],{"class":2269},[2223,2627,2289],{"class":2269},[2223,2629,2630],{"class":2609},"}",[2223,2632,2301],{"class":2283},[2223,2634,2636],{"class":2225,"line":2635},21,[2223,2637,2513],{"class":2269},[2223,2639,2641,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670],{"class":2225,"line":2640},22,[2223,2642,2643],{"class":2232},"url ",[2223,2645,2342],{"class":2269},[2223,2647,2603],{"class":2602},[2223,2649,2280],{"class":2283},[2223,2651,2610],{"class":2609},[2223,2653,2266],{"class":2232},[2223,2655,2270],{"class":2269},[2223,2657,2274],{"class":2273},[2223,2659,2277],{"class":2269},[2223,2661,2621],{"class":2269},[2223,2663,2317],{"class":2283},[2223,2665,2621],{"class":2269},[2223,2667,2289],{"class":2269},[2223,2669,2630],{"class":2609},[2223,2671,2672],{"class":2283},"\u002Fextract\u002Fmemory\"\n",[2223,2674,2676],{"class":2225,"line":2675},23,[2223,2677,2254],{"emptyLinePlaceholder":45},[2223,2679,2681,2684,2686,2689,2691,2695,2698,2702,2704,2706,2708,2711,2713,2716,2718,2721,2723,2725,2727,2730,2732,2735],{"class":2225,"line":2680},24,[2223,2682,2683],{"class":2232},"res ",[2223,2685,2342],{"class":2269},[2223,2687,2688],{"class":2232}," requests",[2223,2690,2270],{"class":2269},[2223,2692,2694],{"class":2693},"s2Zo4","post",[2223,2696,2697],{"class":2269},"(",[2223,2699,2701],{"class":2700},"sHdIc","url",[2223,2703,2342],{"class":2269},[2223,2705,2701],{"class":2693},[2223,2707,2383],{"class":2269},[2223,2709,2710],{"class":2700}," headers",[2223,2712,2342],{"class":2269},[2223,2714,2715],{"class":2693},"headers",[2223,2717,2383],{"class":2269},[2223,2719,2720],{"class":2700}," data",[2223,2722,2342],{"class":2269},[2223,2724,24],{"class":2693},[2223,2726,2270],{"class":2269},[2223,2728,2729],{"class":2693},"dumps",[2223,2731,2697],{"class":2269},[2223,2733,2734],{"class":2693},"data",[2223,2736,2737],{"class":2269},"))\n",[2223,2739,2741],{"class":2225,"line":2740},25,[2223,2742,2254],{"emptyLinePlaceholder":45},[2223,2744,2746,2749,2751,2754,2757,2759,2762,2764,2766,2769,2771,2773],{"class":2225,"line":2745},26,[2223,2747,2748],{"class":2693},"print",[2223,2750,2697],{"class":2269},[2223,2752,2753],{"class":2602},"f",[2223,2755,2756],{"class":2283},"\"result: ",[2223,2758,2610],{"class":2609},[2223,2760,2761],{"class":2693},"res",[2223,2763,2270],{"class":2269},[2223,2765,24],{"class":2693},[2223,2767,2768],{"class":2269},"()",[2223,2770,2630],{"class":2609},[2223,2772,2280],{"class":2283},[2223,2774,2775],{"class":2269},")\n",[2214,2777,2782],{"className":2778,"code":2779,"filename":2780,"language":2781,"meta":11,"style":11},"language-bash shiki 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