docs: new algorithm migration guides + memory evaluation (#4811)
Co-authored-by: kartik-mem0 <kartik.labhshetwar@mem0.ai> Co-authored-by: Saket Aryan <saketaryan2002@gmail.com>
This commit is contained in:
Chaithanya Kumar
co-authored by
kartik-mem0
Saket Aryan
kartik-mem0
Saket Aryan
parent
50db9e428d
commit
30469aec17
+505
-7
@@ -1096,7 +1096,7 @@
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"x-code-samples": [
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{
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"lang": "Python",
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"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nclient = MemoryClient(api_key=\"your_api_key\")\n\n# Retrieve memories for a specific user\nuser_memories = client.get_all(user_id=\"<user_id>\")\n\nprint(user_memories)"
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"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nclient = MemoryClient(api_key=\"your_api_key\")\n\n# Retrieve memories for a specific user\nuser_memories = client.get_all(filters={\"user_id\": \"<user_id>\"})\n\nprint(user_memories)"
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},
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{
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"lang": "JavaScript",
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@@ -1232,7 +1232,7 @@
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"tags": [
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"memories"
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],
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"description": "Delete memories by filter. At least one filter is required \u2014 previously omitting all filters silently deleted everything; now it returns a validation error.",
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"description": "Delete memories by filter. At least one filter is required — previously omitting all filters silently deleted everything; now it returns a validation error.",
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"operationId": "memories_delete_all",
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"parameters": [
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{
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@@ -1315,15 +1315,15 @@
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"x-code-samples": [
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{
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"lang": "Python",
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"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nclient = MemoryClient(api_key=\"your_api_key\")\n\n# Delete all memories for a specific user\nclient.delete_all(user_id=\"<user_id>\")\n\n# Delete all memories for every user in the project (wildcard)\nclient.delete_all(user_id=\"*\")\n\n# Full project wipe \u2014 all four filters must be explicitly set to \"*\"\nclient.delete_all(user_id=\"*\", agent_id=\"*\", app_id=\"*\", run_id=\"*\")\n\n# NOTE: Calling delete_all() with no filters raises a validation error.\n# At least one filter is required to prevent accidental data loss."
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"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nclient = MemoryClient(api_key=\"your_api_key\")\n\n# Delete all memories for a specific user\nclient.delete_all(user_id=\"<user_id>\")\n\n# Delete all memories for every user in the project (wildcard)\nclient.delete_all(user_id=\"*\")\n\n# Full project wipe — all four filters must be explicitly set to \"*\"\nclient.delete_all(user_id=\"*\", agent_id=\"*\", app_id=\"*\", run_id=\"*\")\n\n# NOTE: Calling delete_all() with no filters raises a validation error.\n# At least one filter is required to prevent accidental data loss."
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},
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{
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"lang": "JavaScript",
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"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai';\nconst client = new MemoryClient({ apiKey: \"your-api-key\" });\n\n// Delete all memories for a specific user\nclient.deleteAll({ user_id: \"<user_id>\" })\n .then(result => console.log(result))\n .catch(error => console.error(error));\n\n// Delete all memories for every user in the project (wildcard)\nclient.deleteAll({ user_id: \"*\" })\n .then(result => console.log(result))\n .catch(error => console.error(error));\n\n// Full project wipe \u2014 all four filters must be explicitly set to \"*\"\nclient.deleteAll({ user_id: \"*\", agent_id: \"*\", app_id: \"*\", run_id: \"*\" })\n .then(result => console.log(result))\n .catch(error => console.error(error));"
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"source": "// To use the JavaScript SDK, install the package:\n// npm i mem0ai\n\nimport MemoryClient from 'mem0ai';\nconst client = new MemoryClient({ apiKey: \"your-api-key\" });\n\n// Delete all memories for a specific user\nclient.deleteAll({ user_id: \"<user_id>\" })\n .then(result => console.log(result))\n .catch(error => console.error(error));\n\n// Delete all memories for every user in the project (wildcard)\nclient.deleteAll({ user_id: \"*\" })\n .then(result => console.log(result))\n .catch(error => console.error(error));\n\n// Full project wipe — all four filters must be explicitly set to \"*\"\nclient.deleteAll({ user_id: \"*\", agent_id: \"*\", app_id: \"*\", run_id: \"*\" })\n .then(result => console.log(result))\n .catch(error => console.error(error));"
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},
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{
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"lang": "cURL",
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"source": "# Delete memories for a specific user\ncurl --request DELETE \\\n --url 'https://api.mem0.ai/v1/memories/?user_id=<user_id>' \\\n --header 'Authorization: Token <api-key>'\n\n# Delete memories for all users (wildcard)\ncurl --request DELETE \\\n --url 'https://api.mem0.ai/v1/memories/?user_id=*' \\\n --header 'Authorization: Token <api-key>'\n\n# Full project wipe \u2014 all four filters must be set to *\ncurl --request DELETE \\\n --url 'https://api.mem0.ai/v1/memories/?user_id=*&agent_id=*&app_id=*&run_id=*' \\\n --header 'Authorization: Token <api-key>'"
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"source": "# Delete memories for a specific user\ncurl --request DELETE \\\n --url 'https://api.mem0.ai/v1/memories/?user_id=<user_id>' \\\n --header 'Authorization: Token <api-key>'\n\n# Delete memories for all users (wildcard)\ncurl --request DELETE \\\n --url 'https://api.mem0.ai/v1/memories/?user_id=*' \\\n --header 'Authorization: Token <api-key>'\n\n# Full project wipe — all four filters must be set to *\ncurl --request DELETE \\\n --url 'https://api.mem0.ai/v1/memories/?user_id=*&agent_id=*&app_id=*&run_id=*' \\\n --header 'Authorization: Token <api-key>'"
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},
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{
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"lang": "Go",
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@@ -1589,7 +1589,7 @@
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"x-code-samples": [
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{
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"lang": "Python",
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"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nclient = MemoryClient(api_key=\"your_api_key\")\n\nquery = \"Your search query here\"\n\nresults = client.search(query, user_id=\"<user_id>\")\nprint(results)"
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"source": "# To use the Python SDK, install the package:\n# pip install mem0ai\n\nfrom mem0 import MemoryClient\nclient = MemoryClient(api_key=\"your_api_key\")\n\nquery = \"Your search query here\"\n\nresults = client.search(query, filters={\"user_id\": \"<user_id>\"})\nprint(results)"
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},
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{
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"lang": "JavaScript",
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@@ -1734,6 +1734,504 @@
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"x-codegen-request-body-name": "data"
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}
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},
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"/v3/memories/": {
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"post": {
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"tags": [
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"memories"
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],
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"summary": "Get all memories (V3, paginated)",
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"description": "List memories scoped by filters, paginated. Entity IDs **must** be passed inside the `filters` object — top-level `user_id` / `agent_id` / `run_id` are rejected with 400. `filters` supports the same operator set as V2 search (`AND`, `OR`, `NOT`, `in`, `gte`, `lte`, etc.). Response is a paginated envelope; pass `page` and `page_size` as query parameters to step through results.",
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"operationId": "memories_list_v3",
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"parameters": [
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{
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"in": "query",
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"name": "page",
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"schema": {
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"type": "integer",
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"minimum": 1,
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"default": 1
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},
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"description": "1-indexed page number."
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},
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{
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"in": "query",
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"name": "page_size",
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"schema": {
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"type": "integer",
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"minimum": 1,
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"maximum": 200,
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"default": 100
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},
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"description": "Results per page."
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}
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],
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"requestBody": {
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"required": true,
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"content": {
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"application/json": {
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"schema": {
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"type": "object",
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"required": [
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"filters"
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],
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"properties": {
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"filters": {
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"type": "object",
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"description": "Entity and metadata filters. Must include at least one entity ID (`user_id`, `agent_id`, `app_id`, or `run_id`).",
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"additionalProperties": true
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}
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}
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},
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"example": {
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"filters": {
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"user_id": "alice"
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}
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}
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}
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}
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},
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"responses": {
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"200": {
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"description": "Paginated envelope of memories.",
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"content": {
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"application/json": {
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"schema": {
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"type": "object",
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"properties": {
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"count": {
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"type": "integer",
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"description": "Total number of memories matching the filters."
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},
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"next": {
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"type": "string",
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"format": "uri",
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"nullable": true,
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"description": "URL for the next page, or `null` if this is the last page."
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},
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"previous": {
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"type": "string",
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"format": "uri",
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"nullable": true,
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"description": "URL for the previous page, or `null` if this is the first page."
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},
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"results": {
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"type": "array",
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"items": {
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"type": "object",
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"properties": {
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"id": {
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"type": "string",
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"format": "uuid",
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"description": "Unique memory identifier."
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},
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"memory": {
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"type": "string",
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"description": "The extracted memory fact."
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},
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"score": {
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"type": "number",
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"format": "float",
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"minimum": 0,
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"maximum": 1,
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"description": "Combined multi-signal relevance score in [0, 1] (search responses only)."
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},
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"metadata": {
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"type": "object",
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"additionalProperties": true,
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"description": "User-supplied metadata attached to the memory."
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},
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"categories": {
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"type": "array",
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"items": {
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"type": "string"
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}
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},
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"created_at": {
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"type": "string",
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"format": "date-time"
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},
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"updated_at": {
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"type": "string",
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"format": "date-time"
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}
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},
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"required": [
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"id",
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"memory",
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"created_at"
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]
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}
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}
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},
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"required": [
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"count",
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"next",
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"previous",
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"results"
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]
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},
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"example": {
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"count": 123,
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"next": "https://api.mem0.ai/v3/memories/?page=2&page_size=100",
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"previous": null,
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"results": [
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{
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"id": "mem-uuid",
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"memory": "User moved to San Francisco from New York in January 2026",
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"metadata": {},
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"categories": [
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"location"
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],
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"created_at": "2026-01-15T10:30:00Z",
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"updated_at": "2026-01-15T10:30:00Z"
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}
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]
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}
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}
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}
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},
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"400": {
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"description": "Validation error — e.g. empty `filters` or no positively-scoped entity ID."
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},
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"401": {
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"description": "Unauthorized — missing or invalid API key."
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}
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},
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"security": [
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{
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"tokenAuth": []
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}
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],
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"x-codeSamples": [
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{
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"lang": "cURL",
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"source": "curl -X POST 'https://api.mem0.ai/v3/memories/?page=1&page_size=50' \\\n -H \"Authorization: Token <api-key>\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\"filters\": {\"user_id\": \"alice\"}}'"
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},
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{
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"lang": "Python",
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"source": "from mem0 import MemoryClient\n\nclient = MemoryClient(api_key=\"your-api-key\")\n\npage = client.get_all(filters={\"user_id\": \"alice\"}, page=1, page_size=50)\n# page == {\"count\": 123, \"next\": \"...\", \"previous\": None, \"results\": [...]}\nprint(page[\"count\"], len(page[\"results\"]))"
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},
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{
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"lang": "JavaScript",
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"source": "import MemoryClient from \"mem0ai\";\n\nconst client = new MemoryClient({ apiKey: \"your-api-key\" });\n\nconst page = await client.getAll({\n filters: { userId: \"alice\" },\n page: 1,\n pageSize: 50,\n});\nconsole.log(page.count, page.results.length);"
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}
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]
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}
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},
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"/v3/memories/add/": {
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"post": {
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"tags": [
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"memories"
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],
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"summary": "Add memories (V3)",
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"description": "Extract and store memories from a conversation using the V3 additive pipeline. Entity IDs (`user_id` / `agent_id` / `run_id`) are accepted at the top level. At least one entity ID is required so the memory is scoped to a session.",
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"operationId": "memories_add_v3",
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"requestBody": {
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"required": true,
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"content": {
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"application/json": {
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"schema": {
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"type": "object",
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"required": [
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"messages"
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],
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"properties": {
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"messages": {
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"type": "array",
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"description": "Conversation messages to extract memories from.",
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"items": {
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"type": "object",
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"properties": {
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"role": {
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"type": "string",
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"enum": [
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"user",
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"assistant",
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"system"
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]
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},
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"content": {
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"type": "string"
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}
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},
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"required": [
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"role",
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"content"
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]
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}
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},
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"user_id": {
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"type": "string",
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"description": "Scope memories to this user."
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},
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"agent_id": {
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"type": "string",
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"description": "Scope memories to this agent."
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},
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"run_id": {
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"type": "string",
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"description": "Scope memories to this session / run."
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},
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"metadata": {
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"type": "object",
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"additionalProperties": true,
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"description": "User-supplied metadata to attach to each extracted memory."
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},
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"custom_instructions": {
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"type": "string",
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"description": "Project-level instructions that guide extraction for this call."
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},
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"infer": {
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"type": "boolean",
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"default": true,
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"description": "When `false`, stores each message verbatim without running the extraction LLM."
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}
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}
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},
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"example": {
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"messages": [
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{
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"role": "user",
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"content": "I just moved to San Francisco from New York."
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},
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{
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"role": "assistant",
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"content": "Got it — I'll update your location."
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}
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],
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"user_id": "alice"
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}
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}
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}
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},
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"responses": {
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"200": {
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"description": "Memory addition queued; returns an event identifier clients can poll via `GET /v1/event/{event_id}/`.",
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"content": {
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"application/json": {
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"schema": {
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"type": "object",
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"properties": {
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"message": {
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"type": "string"
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},
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"status": {
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"type": "string",
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"enum": [
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"PENDING",
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"SUCCEEDED",
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"FAILED"
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]
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},
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"event_id": {
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"type": "string",
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"format": "uuid"
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}
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}
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},
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"example": {
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"message": "Memory processing has been queued for background execution",
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"status": "PENDING",
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"event_id": "2c4d1f44-4f7b-4b2f-9f6e-7b5b4f5a1234"
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}
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}
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}
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},
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"400": {
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"description": "Validation error — e.g. missing `messages` or no entity ID supplied."
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},
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"401": {
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"description": "Unauthorized — missing or invalid API key."
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}
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},
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"security": [
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{
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"tokenAuth": []
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}
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],
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"x-codeSamples": [
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{
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"lang": "cURL",
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"source": "curl -X POST https://api.mem0.ai/v3/memories/add/ \\\n -H \"Authorization: Token <api-key>\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\n \"messages\": [\n {\"role\": \"user\", \"content\": \"I just moved to San Francisco from New York.\"},\n {\"role\": \"assistant\", \"content\": \"Got it — I\\u0027ll update your location.\"}\n ],\n \"user_id\": \"alice\"\n }'"
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},
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{
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"lang": "Python",
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"source": "from mem0 import MemoryClient\n\nclient = MemoryClient(api_key=\"your-api-key\")\n\nresult = client.add(\n messages=[\n {\"role\": \"user\", \"content\": \"I just moved to San Francisco from New York.\"},\n {\"role\": \"assistant\", \"content\": \"Got it — I'll update your location.\"}\n ],\n user_id=\"alice\",\n)\nprint(result)"
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},
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{
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"lang": "JavaScript",
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"source": "import MemoryClient from \"mem0ai\";\n\nconst client = new MemoryClient({ apiKey: \"your-api-key\" });\n\nconst result = await client.add(\n [\n { role: \"user\", content: \"I just moved to San Francisco from New York.\" },\n { role: \"assistant\", content: \"Got it — I'll update your location.\" },\n ],\n { userId: \"alice\" }\n);\nconsole.log(result);"
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}
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]
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}
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},
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"/v3/memories/search/": {
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"post": {
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"tags": [
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"memories"
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],
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"summary": "Search memories (V3)",
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"description": "Relevance-ranked search across stored memories. V3 uses hybrid retrieval — the returned `score` is a combined `[0, 1]` value; per-signal component scores are not exposed on the response. Entity IDs **must** be passed inside the `filters` object — top-level `user_id` / `agent_id` / `run_id` are rejected with 400. At least one entity ID is required.",
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"operationId": "memories_search_v3",
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"requestBody": {
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"required": true,
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||||
"content": {
|
||||
"application/json": {
|
||||
"schema": {
|
||||
"type": "object",
|
||||
"required": [
|
||||
"query",
|
||||
"filters"
|
||||
],
|
||||
"properties": {
|
||||
"query": {
|
||||
"type": "string",
|
||||
"minLength": 1,
|
||||
"description": "Natural-language search query."
|
||||
},
|
||||
"filters": {
|
||||
"type": "object",
|
||||
"description": "Entity and metadata filters. Must include at least one entity ID (`user_id`, `agent_id`, `app_id`, or `run_id`). Supports `AND`, `OR`, `NOT`, and comparison operators (`in`, `gte`, `lte`, `gt`, `lt`, `contains`, `icontains`, `ne`).",
|
||||
"additionalProperties": true
|
||||
},
|
||||
"top_k": {
|
||||
"type": "integer",
|
||||
"minimum": 1,
|
||||
"maximum": 1000,
|
||||
"default": 10,
|
||||
"description": "Number of results to return."
|
||||
},
|
||||
"threshold": {
|
||||
"type": "number",
|
||||
"minimum": 0.0,
|
||||
"maximum": 1.0,
|
||||
"default": 0.1,
|
||||
"description": "Minimum semantic relevance score. Pass `0.0` to disable filtering."
|
||||
},
|
||||
"rerank": {
|
||||
"type": "boolean",
|
||||
"default": false,
|
||||
"description": "Apply the managed reranker for better ordering (adds latency)."
|
||||
}
|
||||
}
|
||||
},
|
||||
"example": {
|
||||
"query": "where does the user live?",
|
||||
"filters": {
|
||||
"user_id": "alice"
|
||||
},
|
||||
"top_k": 10
|
||||
}
|
||||
}
|
||||
}
|
||||
},
|
||||
"responses": {
|
||||
"200": {
|
||||
"description": "Ranked search results.",
|
||||
"content": {
|
||||
"application/json": {
|
||||
"schema": {
|
||||
"type": "object",
|
||||
"properties": {
|
||||
"results": {
|
||||
"type": "array",
|
||||
"items": {
|
||||
"type": "object",
|
||||
"properties": {
|
||||
"id": {
|
||||
"type": "string",
|
||||
"format": "uuid",
|
||||
"description": "Unique memory identifier."
|
||||
},
|
||||
"memory": {
|
||||
"type": "string",
|
||||
"description": "The extracted memory fact."
|
||||
},
|
||||
"score": {
|
||||
"type": "number",
|
||||
"format": "float",
|
||||
"minimum": 0,
|
||||
"maximum": 1,
|
||||
"description": "Combined multi-signal relevance score in [0, 1] (search responses only)."
|
||||
},
|
||||
"metadata": {
|
||||
"type": "object",
|
||||
"additionalProperties": true,
|
||||
"description": "User-supplied metadata attached to the memory."
|
||||
},
|
||||
"categories": {
|
||||
"type": "array",
|
||||
"items": {
|
||||
"type": "string"
|
||||
}
|
||||
},
|
||||
"created_at": {
|
||||
"type": "string",
|
||||
"format": "date-time"
|
||||
},
|
||||
"updated_at": {
|
||||
"type": "string",
|
||||
"format": "date-time"
|
||||
}
|
||||
},
|
||||
"required": [
|
||||
"id",
|
||||
"memory",
|
||||
"created_at"
|
||||
]
|
||||
}
|
||||
}
|
||||
},
|
||||
"required": [
|
||||
"results"
|
||||
]
|
||||
},
|
||||
"example": {
|
||||
"results": [
|
||||
{
|
||||
"id": "mem-uuid",
|
||||
"memory": "User moved to San Francisco from New York in January 2026",
|
||||
"score": 0.82,
|
||||
"metadata": {},
|
||||
"categories": [
|
||||
"location"
|
||||
],
|
||||
"created_at": "2026-01-15T10:30:00Z",
|
||||
"updated_at": "2026-01-15T10:30:00Z"
|
||||
}
|
||||
]
|
||||
}
|
||||
}
|
||||
}
|
||||
},
|
||||
"400": {
|
||||
"description": "Validation error — e.g. empty `query`, missing `filters`, or no positively-scoped entity ID."
|
||||
},
|
||||
"401": {
|
||||
"description": "Unauthorized — missing or invalid API key."
|
||||
}
|
||||
},
|
||||
"security": [
|
||||
{
|
||||
"tokenAuth": []
|
||||
}
|
||||
],
|
||||
"x-codeSamples": [
|
||||
{
|
||||
"lang": "cURL",
|
||||
"source": "curl -X POST https://api.mem0.ai/v3/memories/search/ \\\n -H \"Authorization: Token <api-key>\" \\\n -H \"Content-Type: application/json\" \\\n -d '{\n \"query\": \"where does the user live?\",\n \"filters\": {\"user_id\": \"alice\"},\n \"top_k\": 10\n }'"
|
||||
},
|
||||
{
|
||||
"lang": "Python",
|
||||
"source": "from mem0 import MemoryClient\n\nclient = MemoryClient(api_key=\"your-api-key\")\n\nresults = client.search(\n \"where does the user live?\",\n filters={\"user_id\": \"alice\"},\n top_k=10,\n)\nfor r in results[\"results\"]:\n print(r[\"memory\"], r[\"score\"])"
|
||||
},
|
||||
{
|
||||
"lang": "JavaScript",
|
||||
"source": "import MemoryClient from \"mem0ai\";\n\nconst client = new MemoryClient({ apiKey: \"your-api-key\" });\n\nconst results = await client.search(\"where does the user live?\", {\n filters: { userId: \"alice\" },\n topK: 10,\n});\nfor (const r of results.results) {\n console.log(r.memory, r.score);\n}"
|
||||
}
|
||||
]
|
||||
}
|
||||
},
|
||||
"/v1/memories/{entity_type}/{entity_id}/": {
|
||||
"get": {
|
||||
"tags": [
|
||||
@@ -5743,4 +6241,4 @@
|
||||
}
|
||||
},
|
||||
"x-original-swagger-version": "2.0"
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user