Update docs (#2222)
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# Mem0 API Overview
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---
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title: Overview
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icon: "info"
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iconType: "solid"
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---
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Mem0 provides a powerful set of APIs that allow you to integrate advanced memory management capabilities into your applications. Our APIs are designed to be intuitive, efficient, and scalable, enabling you to create, retrieve, update, and delete memories across various entities such as users, agents, apps, and runs.
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@@ -1,15 +1,19 @@
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## What is Config?
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---
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title: Configurations
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icon: "gear"
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iconType: "solid"
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---
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Config in mem0 is a dictionary that specifies the settings for your embedding models. It allows you to customize the behavior and connection details of your chosen embedder.
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## How to Define Config
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## How to define configurations?
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The config is defined as a Python dictionary with two main keys:
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- `embedder`: Specifies the embedder provider and its configuration
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- `provider`: The name of the embedder (e.g., "openai", "ollama")
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- `config`: A nested dictionary containing provider-specific settings
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## How to Use Config
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## How to use configurations?
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Here's a general example of how to use the config with mem0:
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@@ -1,5 +1,7 @@
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---
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title: Overview
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icon: "info"
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iconType: "solid"
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---
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Mem0 offers support for various embedding models, allowing users to choose the one that best suits their needs.
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@@ -1,10 +1,12 @@
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## What is Config?
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---
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title: Configurations
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icon: "gear"
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iconType: "solid"
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---
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Config in mem0 is a dictionary that specifies the settings for your llms. It allows you to customize the behavior and connection details of your chosen llm.
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## How to define configurations?
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## How to Define Config
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The config is defined as a Python dictionary with two main keys:
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The `config` is defined as a Python dictionary with two main keys:
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- `llm`: Specifies the llm provider and its configuration
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- `provider`: The name of the llm (e.g., "openai", "groq")
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- `config`: A nested dictionary containing provider-specific settings
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@@ -1,5 +1,7 @@
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---
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title: Overview
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icon: "info"
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iconType: "solid"
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---
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Mem0 includes built-in support for various popular large language models. Memory can utilize the LLM provided by the user, ensuring efficient use for specific needs.
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@@ -1,10 +1,12 @@
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## What is Config?
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---
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title: Configurations
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icon: "gear"
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iconType: "solid"
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---
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Config in mem0 is a dictionary that specifies the settings for your vector database. It allows you to customize the behavior and connection details of your chosen vector store.
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## How to define configurations?
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## How to Define Config
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The config is defined as a Python dictionary with two main keys:
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The `config` is defined as a Python dictionary with two main keys:
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- `vector_store`: Specifies the vector database provider and its configuration
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- `provider`: The name of the vector database (e.g., "chroma", "pgvector", "qdrant", "milvus","azure_ai_search")
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- `config`: A nested dictionary containing provider-specific settings
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@@ -1,5 +1,7 @@
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---
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title: Overview
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icon: "info"
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iconType: "solid"
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---
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Mem0 includes built-in support for various popular databases. Memory can utilize the database provided by the user, ensuring efficient use for specific needs.
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295
docs/docs.json
Normal file
295
docs/docs.json
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@@ -0,0 +1,295 @@
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{
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"$schema": "https://mintlify.com/docs.json",
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"theme": "maple",
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"name": "Mem0",
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"description": "Mem0 is a self-improving memory layer for LLM applications, enabling personalized AI experiences that save costs and delight users.",
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"colors": {
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"primary": "#6c60f0",
|
||||
"light": "#E6FFA2",
|
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"dark": "#a3df02"
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||||
},
|
||||
"favicon": "/logo/favicon.png",
|
||||
"navigation": {
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||||
"anchors": [
|
||||
{
|
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"anchor": "Documentation",
|
||||
"icon": "book-open",
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"tabs": [
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{
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"tab": "Documentation",
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"groups": [
|
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{
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"group": "Get Started",
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"icon": "rocket",
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"pages": [
|
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"overview",
|
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"quickstart",
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"faqs"
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]
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},
|
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{
|
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"group": "Platform",
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"icon": "cogs",
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"pages": [
|
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"platform/overview",
|
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"platform/quickstart",
|
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{
|
||||
"group": "Features",
|
||||
"icon": "star",
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||||
"pages": [
|
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"features/platform-overview",
|
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"features/advanced-retrieval",
|
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"features/multimodal-support",
|
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"features/selective-memory",
|
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"features/custom-categories",
|
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"features/custom-instructions",
|
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"features/direct-import",
|
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"features/async-client",
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"features/memory-export"
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]
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}
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]
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},
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{
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"group": "Open Source",
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"icon": "code-branch",
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"pages": [
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"open-source/quickstart",
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{
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"group": "Features",
|
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"icon": "wrench",
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"pages": [
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"features/openai_compatibility",
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"features/custom-prompts",
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"open-source/multimodal-support"
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]
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},
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{
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"group": "Graph Memory",
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"icon": "spider-web",
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"pages": [
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"open-source/graph_memory/overview",
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"open-source/graph_memory/features"
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]
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},
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{
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"group": "LLMs",
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"icon": "brain",
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"pages": [
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"components/llms/overview",
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"components/llms/config",
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{
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"group": "Supported LLMs",
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"icon": "list",
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"pages": [
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"components/llms/models/openai",
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"components/llms/models/anthropic",
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"components/llms/models/azure_openai",
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"components/llms/models/ollama",
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"components/llms/models/together",
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"components/llms/models/groq",
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"components/llms/models/litellm",
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"components/llms/models/mistral_AI",
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"components/llms/models/google_AI",
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"components/llms/models/aws_bedrock",
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"components/llms/models/gemini"
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]
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}
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]
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},
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{
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"group": "Vector Databases",
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"icon": "database",
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"pages": [
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"components/vectordbs/overview",
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"components/vectordbs/config",
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{
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"group": "Supported Vector Databases",
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"icon": "server",
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"pages": [
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"components/vectordbs/dbs/qdrant",
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"components/vectordbs/dbs/chroma",
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"components/vectordbs/dbs/pgvector",
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"components/vectordbs/dbs/milvus",
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"components/vectordbs/dbs/azure_ai_search",
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"components/vectordbs/dbs/redis",
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"components/vectordbs/dbs/elasticsearch"
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]
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}
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]
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},
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{
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"group": "Embedding Models",
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"icon": "layer-group",
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"pages": [
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"components/embedders/overview",
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"components/embedders/config",
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{
|
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"group": "Supported Embedding Models",
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"icon": "list",
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"pages": [
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"components/embedders/models/openai",
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"components/embedders/models/azure_openai",
|
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"components/embedders/models/ollama",
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"components/embedders/models/huggingface",
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"components/embedders/models/vertexai",
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"components/embedders/models/gemini"
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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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]
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},
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{
|
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"tab": "Examples",
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"groups": [
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{
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"group": "💡 Examples",
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"icon": "lightbulb",
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"pages": [
|
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"examples/overview",
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"examples/mem0-with-ollama",
|
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"examples/personal-ai-tutor",
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"examples/customer-support-agent",
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"examples/personal-travel-assistant",
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"examples/llama-index-mem0"
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]
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}
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]
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||||
},
|
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{
|
||||
"tab": "Integrations",
|
||||
"groups": [
|
||||
{
|
||||
"group": "Integrations",
|
||||
"icon": "plug",
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||||
"pages": [
|
||||
"integrations/overview",
|
||||
"integrations/vercel-ai-sdk",
|
||||
"integrations/crewai",
|
||||
"integrations/autogen",
|
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"integrations/langchain",
|
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"integrations/langgraph",
|
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"integrations/llama-index",
|
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"integrations/langchain-tools"
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||||
]
|
||||
}
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]
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||||
},
|
||||
{
|
||||
"tab": "API Reference",
|
||||
"icon": "square-terminal",
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||||
"groups": [
|
||||
{
|
||||
"group": "API Reference",
|
||||
"icon": "terminal",
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||||
"pages": [
|
||||
"api-reference/overview",
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||||
{
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||||
"group": "Memory APIs",
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||||
"icon": "microchip",
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||||
"pages": [
|
||||
"api-reference/memory/v1-get-memories",
|
||||
"api-reference/memory/v2-get-memories",
|
||||
"api-reference/memory/add-memories",
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"api-reference/memory/delete-memories",
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"api-reference/memory/get-memory",
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"api-reference/memory/update-memory",
|
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"api-reference/memory/delete-memory",
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||||
"api-reference/memory/v1-search-memories",
|
||||
"api-reference/memory/v2-search-memories",
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||||
"api-reference/memory/history-memory",
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||||
"api-reference/memory/batch-update",
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||||
"api-reference/memory/batch-delete",
|
||||
"api-reference/memory/create-memory-export",
|
||||
"api-reference/memory/get-memory-export"
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||||
]
|
||||
},
|
||||
{
|
||||
"group": "Entities APIs",
|
||||
"icon": "users",
|
||||
"pages": [
|
||||
"api-reference/entities/get-users",
|
||||
"api-reference/entities/delete-user"
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||||
]
|
||||
},
|
||||
{
|
||||
"group": "Organizations APIs",
|
||||
"icon": "building",
|
||||
"pages": [
|
||||
"api-reference/organization/get-orgs",
|
||||
"api-reference/organization/get-org",
|
||||
"api-reference/organization/create-org",
|
||||
"api-reference/organization/update-org",
|
||||
"api-reference/organization/delete-org",
|
||||
"api-reference/organization/get-org-members",
|
||||
"api-reference/organization/add-org-member",
|
||||
"api-reference/organization/remove-org-member",
|
||||
"api-reference/organization/get-org-projects",
|
||||
"api-reference/organization/add-org-project",
|
||||
"api-reference/organization/remove-org-project"
|
||||
]
|
||||
}
|
||||
]
|
||||
}
|
||||
]
|
||||
}
|
||||
]
|
||||
},
|
||||
{
|
||||
"anchor": "Your Dashboard",
|
||||
"href": "https://app.mem0.ai",
|
||||
"icon": "chart-simple"
|
||||
},
|
||||
{
|
||||
"anchor": "Discord",
|
||||
"href": "https://mem0.dev/DiD",
|
||||
"icon": "discord"
|
||||
},
|
||||
{
|
||||
"anchor": "GitHub",
|
||||
"href": "https://github.com/mem0ai/mem0",
|
||||
"icon": "github"
|
||||
},
|
||||
{
|
||||
"anchor": "Support",
|
||||
"href": "mailto:founders@mem0.ai",
|
||||
"icon": "envelope"
|
||||
}
|
||||
]
|
||||
},
|
||||
"logo": {
|
||||
"light": "/logo/light.svg",
|
||||
"dark": "/logo/dark.svg",
|
||||
"href": "https://github.com/mem0ai/mem0"
|
||||
},
|
||||
"background": {
|
||||
"color": {
|
||||
"light": "#fff",
|
||||
"dark": "#0f1117"
|
||||
}
|
||||
},
|
||||
"navbar": {
|
||||
"primary": {
|
||||
"type": "button",
|
||||
"label": "Your Dashboard",
|
||||
"href": "https://app.mem0.ai"
|
||||
}
|
||||
},
|
||||
"footer": {
|
||||
"socials": {
|
||||
"discord": "https://mem0.dev/DiD",
|
||||
"x": "https://x.com/mem0ai",
|
||||
"github": "https://github.com/mem0ai",
|
||||
"linkedin": "https://www.linkedin.com/company/mem0/"
|
||||
}
|
||||
},
|
||||
"integrations": {
|
||||
"posthog": {
|
||||
"apiKey": "phc_hgJkUVJFYtmaJqrvf6CYN67TIQ8yhXAkWzUn9AMU4yX",
|
||||
"apiHost": "https://mango.mem0.ai"
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -1,5 +1,7 @@
|
||||
---
|
||||
title: FAQs
|
||||
icon: "question"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
|
||||
|
||||
@@ -1,5 +1,7 @@
|
||||
---
|
||||
title: Features
|
||||
icon: "wrench"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
## Core features
|
||||
|
||||
@@ -1,5 +1,7 @@
|
||||
---
|
||||
title: Advanced Retrieval
|
||||
icon: "magnifying-glass"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
Mem0's **Advanced Retrieval** feature delivers superior search results by leveraging state-of-the-art search algorithms. Beyond the default search functionality, Mem0 offers the following advanced retrieval modes:
|
||||
|
||||
@@ -1,6 +1,8 @@
|
||||
---
|
||||
title: Async Client
|
||||
description: 'Asynchronous client for Mem0'
|
||||
icon: "bolt"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
The `AsyncMemoryClient` is an asynchronous client for interacting with the Mem0 API. It provides similar functionality to the synchronous `MemoryClient` but allows for non-blocking operations, which can be beneficial in applications that require high concurrency.
|
||||
|
||||
@@ -1,6 +1,8 @@
|
||||
---
|
||||
title: Custom Categories
|
||||
description: 'Enhance your product experience by adding custom categories tailored to your needs'
|
||||
icon: "tags"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
## How to set custom categories?
|
||||
|
||||
@@ -1,6 +1,8 @@
|
||||
---
|
||||
title: Custom Instructions
|
||||
description: 'Enhance your product experience by adding custom instructions tailored to your needs'
|
||||
icon: "pencil"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
## Introduction to Custom Instructions
|
||||
|
||||
@@ -1,6 +1,8 @@
|
||||
---
|
||||
title: Custom Prompts
|
||||
description: 'Enhance your product experience by adding custom prompts tailored to your needs'
|
||||
icon: "pencil"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
## Introduction to Custom Prompts
|
||||
|
||||
@@ -1,6 +1,8 @@
|
||||
---
|
||||
title: Direct Import
|
||||
description: 'Bypass the memory deduction phase and directly store pre-defined memories for efficient retrieval'
|
||||
icon: "arrow-right"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
## How to use Direct Import?
|
||||
|
||||
@@ -1,6 +1,8 @@
|
||||
---
|
||||
title: Memory Export
|
||||
description: 'Export memories in a structured format using customizable Pydantic schemas'
|
||||
icon: "file-export"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
## Overview
|
||||
|
||||
@@ -1,5 +1,7 @@
|
||||
---
|
||||
title: Multimodal Support
|
||||
icon: "image"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
Mem0 extends its capabilities beyond text by supporting multimodal data, including images. Users can seamlessly integrate images into their interactions, allowing Mem0 to extract pertinent information from visual content and enrich the memory system.
|
||||
|
||||
@@ -1,5 +1,7 @@
|
||||
---
|
||||
title: OpenAI Compatibility
|
||||
icon: "code"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
Mem0 can be easily integrated into chat applications to enhance conversational agents with structured memory. Mem0's APIs are designed to be compatible with OpenAI's, with the goal of making it easy to leverage Mem0 in applications you may have already built.
|
||||
|
||||
@@ -1,5 +1,7 @@
|
||||
---
|
||||
title: Overview
|
||||
icon: "info"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
Learn about the key features and capabilities that make Mem0 a powerful platform for memory management and retrieval.
|
||||
|
||||
@@ -1,6 +1,8 @@
|
||||
---
|
||||
title: Memory Customization
|
||||
description: 'Mem0 supports customizing the memories you store, allowing you to focus on pertinent information while omitting irrelevant data.'
|
||||
icon: "filter"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
## Benefits of Memory Customization
|
||||
|
||||
262
docs/mint.json
262
docs/mint.json
@@ -1,262 +0,0 @@
|
||||
{
|
||||
"$schema": "https://mintlify.com/schema.json",
|
||||
"name": "Mem0.ai",
|
||||
"favicon": "/logo/favicon.png",
|
||||
"colors": {
|
||||
"primary": "#6c60f0",
|
||||
"light": "#E6FFA2",
|
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"dark": "#a3df02",
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{
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"tabs": [{
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"components/llms/models/aws_bedrock",
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"components/llms/models/gemini"
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{
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"group": "Vector Databases",
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{
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"group": "Supported Vector Databases",
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"pages": [
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"components/vectordbs/dbs/qdrant",
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"components/vectordbs/dbs/chroma",
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"components/vectordbs/dbs/milvus",
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"components/vectordbs/dbs/azure_ai_search",
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"components/vectordbs/dbs/redis",
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"components/vectordbs/dbs/elasticsearch"
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]
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]
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},
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{
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||||
"group": "Embedding Models",
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"pages": [
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"components/embedders/overview",
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"components/embedders/config",
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{
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"group": "Supported Embedding Models",
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"pages": [
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"components/embedders/models/openai",
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"components/embedders/models/azure_openai",
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"components/embedders/models/ollama",
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||||
"components/embedders/models/huggingface",
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||||
"components/embedders/models/vertexai",
|
||||
"components/embedders/models/gemini"
|
||||
]
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||||
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||||
]
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||||
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{
|
||||
"group": "Features",
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||||
"pages": ["features/openai_compatibility", "features/custom-prompts", "open-source/multimodal-support"]
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}
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]
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{
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"group": "API Reference",
|
||||
"pages": [
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||||
"api-reference/overview",
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{
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"group": "Memory APIs",
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"pages": [
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"api-reference/memory/v1-get-memories",
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"api-reference/memory/v2-get-memories",
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"api-reference/memory/add-memories",
|
||||
"api-reference/memory/delete-memories",
|
||||
"api-reference/memory/get-memory",
|
||||
"api-reference/memory/update-memory",
|
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"api-reference/memory/delete-memory",
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"api-reference/memory/v1-search-memories",
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"api-reference/memory/v2-search-memories",
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"api-reference/memory/history-memory",
|
||||
"api-reference/memory/batch-update",
|
||||
"api-reference/memory/batch-delete",
|
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"api-reference/memory/create-memory-export",
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"api-reference/memory/get-memory-export"
|
||||
]
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{
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"group": "Entities APIs",
|
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"pages": [
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"api-reference/entities/get-users",
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"api-reference/entities/delete-user"
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]
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},
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{
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"group": "Organizations APIs",
|
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"pages": [
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"api-reference/organization/get-orgs",
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"api-reference/organization/get-org",
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"api-reference/organization/create-org",
|
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"api-reference/organization/delete-org",
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{
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"group": "Members APIs",
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"pages": [
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"api-reference/organization/get-org-members",
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"api-reference/organization/add-org-member",
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"api-reference/organization/update-org-member",
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"api-reference/organization/delete-org-member"
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]
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]
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{
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"group": "Projects APIs",
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"pages": [
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"api-reference/project/get-projects",
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"api-reference/project/get-project",
|
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"api-reference/project/update-project",
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"api-reference/project/create-project",
|
||||
"api-reference/project/delete-project",
|
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{
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"group": "Members APIs",
|
||||
"pages":[
|
||||
"api-reference/project/get-project-members",
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"api-reference/project/add-project-member",
|
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"api-reference/project/update-project-member",
|
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"api-reference/project/delete-project-member"
|
||||
]
|
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}
|
||||
]
|
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}
|
||||
]
|
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},
|
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{
|
||||
"group": "Integrations",
|
||||
"pages": [
|
||||
"integrations/overview",
|
||||
"integrations/vercel-ai-sdk",
|
||||
"integrations/crewai",
|
||||
"integrations/autogen",
|
||||
"integrations/langchain",
|
||||
"integrations/langgraph",
|
||||
"integrations/llama-index",
|
||||
"integrations/langchain-tools"
|
||||
]
|
||||
},
|
||||
{
|
||||
"group": "💡 Examples",
|
||||
"pages": [
|
||||
"examples/overview",
|
||||
"examples/mem0-with-ollama",
|
||||
"examples/personal-ai-tutor",
|
||||
"examples/customer-support-agent",
|
||||
"examples/personal-travel-assistant",
|
||||
"examples/llama-index-mem0"
|
||||
]
|
||||
}
|
||||
],
|
||||
"footerSocials": {
|
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"discord": "https://mem0.dev/DiD",
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"x": "https://x.com/mem0ai",
|
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"github": "https://github.com/mem0ai",
|
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"linkedin": "https://www.linkedin.com/company/mem0/"
|
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},
|
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"analytics": {
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"posthog": {
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"apiKey": "phc_hgJkUVJFYtmaJqrvf6CYN67TIQ8yhXAkWzUn9AMU4yX",
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"apiHost": "https://mango.mem0.ai"
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}
|
||||
}
|
||||
}
|
||||
@@ -1,6 +1,8 @@
|
||||
---
|
||||
title: Features
|
||||
description: 'Graph Memory features'
|
||||
icon: "list-check"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
Graph Memory is a powerful feature that allows users to create and utilize complex relationships between pieces of information.
|
||||
|
||||
@@ -1,6 +1,8 @@
|
||||
---
|
||||
title: Overview
|
||||
description: 'Enhance your memory system with graph-based knowledge representation and retrieval'
|
||||
icon: "database"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
Mem0 now supports **Graph Memory**.
|
||||
|
||||
@@ -1,5 +1,7 @@
|
||||
---
|
||||
title: Multimodal Support
|
||||
icon: "image"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
Mem0 extends its capabilities beyond text by supporting multimodal data, including images. Users can seamlessly integrate images into their interactions, allowing Mem0 to extract pertinent information from visual content and enrich the memory system.
|
||||
|
||||
@@ -1,6 +1,8 @@
|
||||
---
|
||||
title: Guide
|
||||
description: 'Get started with Mem0 quickly!'
|
||||
icon: "book"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
> Welcome to the Mem0 quickstart guide. This guide will help you get up and running with Mem0 in no time.
|
||||
|
||||
@@ -1,5 +1,7 @@
|
||||
---
|
||||
title: Overview
|
||||
icon: "info"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
<Note type="info">
|
||||
|
||||
@@ -1,6 +1,8 @@
|
||||
---
|
||||
title: Introduction
|
||||
description: 'Empower your AI applications with long-term memory and personalization'
|
||||
icon: "eye"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
## Welcome to Mem0 Platform
|
||||
|
||||
@@ -1,6 +1,8 @@
|
||||
---
|
||||
title: Guide
|
||||
description: 'Get started with Mem0 Platform in minutes'
|
||||
icon: "book"
|
||||
iconType: "solid"
|
||||
---
|
||||
|
||||
<Note type="info">
|
||||
|
||||
@@ -1,5 +1,7 @@
|
||||
---
|
||||
title: Quickstart
|
||||
icon: "bolt"
|
||||
iconType: "solid"
|
||||
---
|
||||
Mem0 offers two powerful ways to leverage our technology: [our managed platform](#mem0-platform-managed-solution) and [our open source solution](#mem0-open-source).
|
||||
|
||||
|
||||
Reference in New Issue
Block a user