diff --git a/docs/_snippets/security-compliance.mdx b/docs/_snippets/security-compliance.mdx
new file mode 100644
index 000000000..c416eb740
--- /dev/null
+++ b/docs/_snippets/security-compliance.mdx
@@ -0,0 +1,3 @@
+
+ 🔐 Mem0 is now SOC 2 and HIPAA compliant! We're committed to the highest standards of data security and privacy, enabling secure memory for enterprises, healthcare, and beyond.
+
diff --git a/docs/api-reference.mdx b/docs/api-reference.mdx
index ef01d747f..2c93b1dee 100644
--- a/docs/api-reference.mdx
+++ b/docs/api-reference.mdx
@@ -4,7 +4,7 @@ icon: "info"
iconType: "solid"
---
-
+
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.
diff --git a/docs/changelog.mdx b/docs/changelog.mdx
index 9fbb7572b..70cd6d542 100644
--- a/docs/changelog.mdx
+++ b/docs/changelog.mdx
@@ -3,7 +3,7 @@ title: "Product Updates"
mode: "wide"
---
-
+
diff --git a/docs/components/embedders/config.mdx b/docs/components/embedders/config.mdx
index a8884c325..a9639ba73 100644
--- a/docs/components/embedders/config.mdx
+++ b/docs/components/embedders/config.mdx
@@ -4,7 +4,7 @@ icon: "gear"
iconType: "solid"
---
-
+
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.
diff --git a/docs/components/embedders/overview.mdx b/docs/components/embedders/overview.mdx
index 22f7308ee..92ee62310 100644
--- a/docs/components/embedders/overview.mdx
+++ b/docs/components/embedders/overview.mdx
@@ -4,7 +4,7 @@ icon: "info"
iconType: "solid"
---
-
+
Mem0 offers support for various embedding models, allowing users to choose the one that best suits their needs.
diff --git a/docs/components/llms/config.mdx b/docs/components/llms/config.mdx
index 22464b6ec..39e65322d 100644
--- a/docs/components/llms/config.mdx
+++ b/docs/components/llms/config.mdx
@@ -4,7 +4,7 @@ icon: "gear"
iconType: "solid"
---
-
+
## How to define configurations?
diff --git a/docs/components/llms/models/anthropic.mdx b/docs/components/llms/models/anthropic.mdx
index db7ed3d03..dc6fbe997 100644
--- a/docs/components/llms/models/anthropic.mdx
+++ b/docs/components/llms/models/anthropic.mdx
@@ -2,9 +2,9 @@
title: Anthropic
---
-
+
-To use anthropic's models, please set the `ANTHROPIC_API_KEY` which you find on their [Account Settings Page](https://console.anthropic.com/account/keys).
+To use Anthropic's models, please set the `ANTHROPIC_API_KEY` which you find on their [Account Settings Page](https://console.anthropic.com/account/keys).
## Usage
diff --git a/docs/components/llms/models/aws_bedrock.mdx b/docs/components/llms/models/aws_bedrock.mdx
index f0ff0a75e..ac513b793 100644
--- a/docs/components/llms/models/aws_bedrock.mdx
+++ b/docs/components/llms/models/aws_bedrock.mdx
@@ -2,7 +2,7 @@
title: AWS Bedrock
---
-
+
### Setup
- Before using the AWS Bedrock LLM, make sure you have the appropriate model access from [Bedrock Console](https://us-east-1.console.aws.amazon.com/bedrock/home?region=us-east-1#/modelaccess).
diff --git a/docs/components/llms/models/azure_openai.mdx b/docs/components/llms/models/azure_openai.mdx
index ac5aadae8..1f6eae767 100644
--- a/docs/components/llms/models/azure_openai.mdx
+++ b/docs/components/llms/models/azure_openai.mdx
@@ -2,7 +2,7 @@
title: Azure OpenAI
---
-
+
Mem0 Now Supports Azure OpenAI Models in TypeScript SDK
diff --git a/docs/components/llms/models/deepseek.mdx b/docs/components/llms/models/deepseek.mdx
index 56fc7f425..14fd967ce 100644
--- a/docs/components/llms/models/deepseek.mdx
+++ b/docs/components/llms/models/deepseek.mdx
@@ -2,7 +2,7 @@
title: DeepSeek
---
-
+
To use DeepSeek LLM models, you have to set the `DEEPSEEK_API_KEY` environment variable. You can also optionally set `DEEPSEEK_API_BASE` if you need to use a different API endpoint (defaults to "https://api.deepseek.com").
diff --git a/docs/components/llms/models/gemini.mdx b/docs/components/llms/models/gemini.mdx
index 89b576f96..fe45187d1 100644
--- a/docs/components/llms/models/gemini.mdx
+++ b/docs/components/llms/models/gemini.mdx
@@ -2,7 +2,7 @@
title: Gemini
---
-
+
To use the Gemini model, set the `GEMINI_API_KEY` environment variable. You can obtain the Gemini API key from [Google AI Studio](https://aistudio.google.com/app/apikey).
diff --git a/docs/components/llms/models/google_AI.mdx b/docs/components/llms/models/google_AI.mdx
index a3ed23930..4c8966f8f 100644
--- a/docs/components/llms/models/google_AI.mdx
+++ b/docs/components/llms/models/google_AI.mdx
@@ -2,7 +2,7 @@
title: Google AI
---
-
+
To use Google AI model, you have to set the `GOOGLE_API_KEY` environment variable. You can obtain the Google API key from the [Google Maker Suite](https://makersuite.google.com/app/apikey)
diff --git a/docs/components/llms/models/groq.mdx b/docs/components/llms/models/groq.mdx
index 556ac763d..a4677da8d 100644
--- a/docs/components/llms/models/groq.mdx
+++ b/docs/components/llms/models/groq.mdx
@@ -2,7 +2,7 @@
title: Groq
---
-
+
[Groq](https://groq.com/) is the creator of the world's first Language Processing Unit (LPU), providing exceptional speed performance for AI workloads running on their LPU Inference Engine.
diff --git a/docs/components/llms/models/langchain.mdx b/docs/components/llms/models/langchain.mdx
index 8f5744ac4..b5d0f3210 100644
--- a/docs/components/llms/models/langchain.mdx
+++ b/docs/components/llms/models/langchain.mdx
@@ -2,7 +2,7 @@
title: LangChain
---
-
+
Mem0 supports LangChain as a provider to access a wide range of LLM models. LangChain is a framework for developing applications powered by language models, making it easy to integrate various LLM providers through a consistent interface.
diff --git a/docs/components/llms/models/litellm.mdx b/docs/components/llms/models/litellm.mdx
index 4d6caa6f9..4e8604238 100644
--- a/docs/components/llms/models/litellm.mdx
+++ b/docs/components/llms/models/litellm.mdx
@@ -1,4 +1,4 @@
-
+
[Litellm](https://litellm.vercel.app/docs/) is compatible with over 100 large language models (LLMs), all using a standardized input/output format. You can explore the [available models](https://litellm.vercel.app/docs/providers) to use with Litellm. Ensure you set the `API_KEY` for the model you choose to use.
diff --git a/docs/components/llms/models/lmstudio.mdx b/docs/components/llms/models/lmstudio.mdx
index fa3b23474..afbc42781 100644
--- a/docs/components/llms/models/lmstudio.mdx
+++ b/docs/components/llms/models/lmstudio.mdx
@@ -2,7 +2,7 @@
title: LM Studio
---
-
+
To use LM Studio with Mem0, you'll need to have LM Studio running locally with its server enabled. LM Studio provides a way to run local LLMs with an OpenAI-compatible API.
diff --git a/docs/components/llms/models/mistral_AI.mdx b/docs/components/llms/models/mistral_AI.mdx
index 855ccaefe..c8060e820 100644
--- a/docs/components/llms/models/mistral_AI.mdx
+++ b/docs/components/llms/models/mistral_AI.mdx
@@ -2,7 +2,7 @@
title: Mistral AI
---
-
+
To use mistral's models, please obtain the Mistral AI api key from their [console](https://console.mistral.ai/). Set the `MISTRAL_API_KEY` environment variable to use the model as given below in the example.
diff --git a/docs/components/llms/models/ollama.mdx b/docs/components/llms/models/ollama.mdx
index 8eb14e3f6..e3629bf07 100644
--- a/docs/components/llms/models/ollama.mdx
+++ b/docs/components/llms/models/ollama.mdx
@@ -1,4 +1,4 @@
-
+
You can use LLMs from Ollama to run Mem0 locally. These [models](https://ollama.com/search?c=tools) support tool support.
diff --git a/docs/components/llms/models/openai.mdx b/docs/components/llms/models/openai.mdx
index 44e4e3d31..b2eaa636f 100644
--- a/docs/components/llms/models/openai.mdx
+++ b/docs/components/llms/models/openai.mdx
@@ -2,7 +2,7 @@
title: OpenAI
---
-
+
To use OpenAI LLM models, you have to set the `OPENAI_API_KEY` environment variable. You can obtain the OpenAI API key from the [OpenAI Platform](https://platform.openai.com/account/api-keys).
diff --git a/docs/components/llms/models/sarvam.mdx b/docs/components/llms/models/sarvam.mdx
index daaa03636..b6ab658e3 100644
--- a/docs/components/llms/models/sarvam.mdx
+++ b/docs/components/llms/models/sarvam.mdx
@@ -2,7 +2,7 @@
title: Sarvam AI
---
-
+
**Sarvam AI** is an Indian AI company developing language models with a focus on Indian languages and cultural context. Their latest model **Sarvam-M** is designed to understand and generate content in multiple Indian languages while maintaining high performance in English.
diff --git a/docs/components/llms/models/together.mdx b/docs/components/llms/models/together.mdx
index 2cbca70d5..4c01bba99 100644
--- a/docs/components/llms/models/together.mdx
+++ b/docs/components/llms/models/together.mdx
@@ -1,4 +1,4 @@
-
+
To use TogetherAI LLM models, you have to set the `TOGETHER_API_KEY` environment variable. You can obtain the TogetherAI API key from their [Account settings page](https://api.together.xyz/settings/api-keys).
diff --git a/docs/components/llms/models/vllm.mdx b/docs/components/llms/models/vllm.mdx
index e26a8211a..c690ce739 100644
--- a/docs/components/llms/models/vllm.mdx
+++ b/docs/components/llms/models/vllm.mdx
@@ -2,7 +2,7 @@
title: vLLM
---
-
+
[vLLM](https://docs.vllm.ai/) is a high-performance inference engine for large language models that provides significant performance improvements for local inference. It's designed to maximize throughput and memory efficiency for serving LLMs.
diff --git a/docs/components/llms/models/xAI.mdx b/docs/components/llms/models/xAI.mdx
index 6b267e258..5938dd7a6 100644
--- a/docs/components/llms/models/xAI.mdx
+++ b/docs/components/llms/models/xAI.mdx
@@ -2,7 +2,7 @@
title: xAI
---
-
+
[xAI](https://x.ai/) is a new AI company founded by Elon Musk that develops large language models, including Grok. Grok is trained on real-time data from X (formerly Twitter) and aims to provide accurate, up-to-date responses with a touch of wit and humor.
diff --git a/docs/components/llms/overview.mdx b/docs/components/llms/overview.mdx
index 41b5fd8c6..e43eafe01 100644
--- a/docs/components/llms/overview.mdx
+++ b/docs/components/llms/overview.mdx
@@ -4,7 +4,7 @@ icon: "info"
iconType: "solid"
---
-
+
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.
diff --git a/docs/components/vectordbs/config.mdx b/docs/components/vectordbs/config.mdx
index abe9647e4..d4dcc4d02 100644
--- a/docs/components/vectordbs/config.mdx
+++ b/docs/components/vectordbs/config.mdx
@@ -4,7 +4,7 @@ icon: "gear"
iconType: "solid"
---
-
+
## How to define configurations?
diff --git a/docs/components/vectordbs/overview.mdx b/docs/components/vectordbs/overview.mdx
index 3309b7a4e..808e09585 100644
--- a/docs/components/vectordbs/overview.mdx
+++ b/docs/components/vectordbs/overview.mdx
@@ -4,7 +4,7 @@ icon: "info"
iconType: "solid"
---
-
+
Mem0 includes built-in support for various popular databases. Memory can utilize the database provided by the user, ensuring efficient use for specific needs.
diff --git a/docs/contributing/development.mdx b/docs/contributing/development.mdx
index 5bcbc918b..a7f04b678 100644
--- a/docs/contributing/development.mdx
+++ b/docs/contributing/development.mdx
@@ -3,7 +3,7 @@ title: Development
icon: "code"
---
-
+
# Development Contributions
diff --git a/docs/contributing/documentation.mdx b/docs/contributing/documentation.mdx
index e3dcb19df..4f8495cd3 100644
--- a/docs/contributing/documentation.mdx
+++ b/docs/contributing/documentation.mdx
@@ -3,7 +3,7 @@ title: Documentation
icon: "book"
---
-
+
# Documentation Contributions
diff --git a/docs/core-concepts/memory-operations.mdx b/docs/core-concepts/memory-operations.mdx
index 804c3b99f..19b4c531f 100644
--- a/docs/core-concepts/memory-operations.mdx
+++ b/docs/core-concepts/memory-operations.mdx
@@ -5,7 +5,7 @@ icon: "gear"
iconType: "solid"
---
-
+
Mem0 provides two core operations for managing memories in AI applications: adding new memories and searching existing ones. This guide covers how these operations work and how to use them effectively in your application.
diff --git a/docs/core-concepts/memory-operations/add.mdx b/docs/core-concepts/memory-operations/add.mdx
index d0a8b8496..4e34dccb3 100644
--- a/docs/core-concepts/memory-operations/add.mdx
+++ b/docs/core-concepts/memory-operations/add.mdx
@@ -5,6 +5,8 @@ icon: "plus"
iconType: "solid"
---
+
+
## Overview
The `add` operation is how you store memory into Mem0. Whether you're working with a chatbot, a voice assistant, or a multi-agent system, this is the entry point to create long-term memory.
diff --git a/docs/core-concepts/memory-operations/delete.mdx b/docs/core-concepts/memory-operations/delete.mdx
index bdfd35637..db3574544 100644
--- a/docs/core-concepts/memory-operations/delete.mdx
+++ b/docs/core-concepts/memory-operations/delete.mdx
@@ -5,6 +5,8 @@ icon: "trash"
iconType: "solid"
---
+
+
## Overview
Memories can become outdated, irrelevant, or need to be removed for privacy or compliance reasons. Mem0 offers flexible ways to delete memory:
diff --git a/docs/core-concepts/memory-operations/search.mdx b/docs/core-concepts/memory-operations/search.mdx
index 496c1eb00..cc10d33a3 100644
--- a/docs/core-concepts/memory-operations/search.mdx
+++ b/docs/core-concepts/memory-operations/search.mdx
@@ -5,6 +5,8 @@ icon: "magnifying-glass"
iconType: "solid"
---
+
+
## Overview
The `search` operation allows you to retrieve relevant memories based on a natural language query and optional filters like user ID, agent ID, categories, and more. This is the foundation of giving your agents memory-aware behavior.
diff --git a/docs/core-concepts/memory-operations/update.mdx b/docs/core-concepts/memory-operations/update.mdx
index 94d22c3aa..193499272 100644
--- a/docs/core-concepts/memory-operations/update.mdx
+++ b/docs/core-concepts/memory-operations/update.mdx
@@ -5,6 +5,8 @@ icon: "pencil"
iconType: "solid"
---
+
+
## Overview
User preferences, interests, and behaviors often evolve over time. The `update` operation lets you revise a stored memory, whether it's updating facts and memories, rephrasing a message, or enriching metadata.
diff --git a/docs/core-concepts/memory-types.mdx b/docs/core-concepts/memory-types.mdx
index fa63a0e50..9aa4c6fb3 100644
--- a/docs/core-concepts/memory-types.mdx
+++ b/docs/core-concepts/memory-types.mdx
@@ -5,7 +5,7 @@ icon: "memory"
iconType: "solid"
---
-
+
To build useful AI applications, we need to understand how different memory systems work together. This guide explores the fundamental types of memory in AI systems and shows how Mem0 implements these concepts.
diff --git a/docs/examples.mdx b/docs/examples.mdx
index 319de1605..0248b4dda 100644
--- a/docs/examples.mdx
+++ b/docs/examples.mdx
@@ -3,7 +3,7 @@ title: Overview
description: How to use mem0 in your existing applications?
---
-
+
With Mem0, you can create stateful LLM-based applications such as chatbots, virtual assistants, or AI agents. Mem0 enhances your applications by providing a memory layer that makes responses:
diff --git a/docs/examples/ai_companion.mdx b/docs/examples/ai_companion.mdx
index 55aecc7bc..945a6da4a 100644
--- a/docs/examples/ai_companion.mdx
+++ b/docs/examples/ai_companion.mdx
@@ -2,7 +2,7 @@
title: AI Companion
---
-
+
You can create a personalised AI Companion using Mem0. This guide will walk you through the necessary steps and provide the complete code to get you started.
diff --git a/docs/examples/ai_companion_js.mdx b/docs/examples/ai_companion_js.mdx
index 599246974..1a803efd5 100644
--- a/docs/examples/ai_companion_js.mdx
+++ b/docs/examples/ai_companion_js.mdx
@@ -2,7 +2,7 @@
title: AI Companion in Node.js
---
-
+
You can create a personalised AI Companion using Mem0. This guide will walk you through the necessary steps and provide the complete code to get you started.
diff --git a/docs/examples/aws_example.mdx b/docs/examples/aws_example.mdx
index ce7b5f420..a9a504737 100644
--- a/docs/examples/aws_example.mdx
+++ b/docs/examples/aws_example.mdx
@@ -2,7 +2,7 @@
title: AWS Bedrock and AOSS
---
-
+
This example demonstrates how to configure and use the `mem0ai` SDK with **AWS Bedrock** and **OpenSearch Service (AOSS)** for persistent memory capabilities in Python.
diff --git a/docs/examples/chrome-extension.mdx b/docs/examples/chrome-extension.mdx
index 3177b4652..55181baa4 100644
--- a/docs/examples/chrome-extension.mdx
+++ b/docs/examples/chrome-extension.mdx
@@ -1,6 +1,6 @@
# Mem0 Chrome Extension
-
+
Enhance your AI interactions with **Mem0**, a Chrome extension that introduces a universal memory layer across platforms like `ChatGPT`, `Claude`, and `Perplexity`. Mem0 ensures seamless context sharing, making your AI experiences more personalized and efficient.
diff --git a/docs/examples/collaborative-task-agent.mdx b/docs/examples/collaborative-task-agent.mdx
index 4bd76805d..5410dd1cb 100644
--- a/docs/examples/collaborative-task-agent.mdx
+++ b/docs/examples/collaborative-task-agent.mdx
@@ -2,7 +2,7 @@
title: Multi-User Collaboration with Mem0
---
-
+
## Overview
diff --git a/docs/examples/customer-support-agent.mdx b/docs/examples/customer-support-agent.mdx
index 1d234c3dc..e517ae9ad 100644
--- a/docs/examples/customer-support-agent.mdx
+++ b/docs/examples/customer-support-agent.mdx
@@ -2,7 +2,7 @@
title: Customer Support AI Agent
---
-
+
You can create a personalized Customer Support AI Agent using Mem0. This guide will walk you through the necessary steps and provide the complete code to get you started.
diff --git a/docs/examples/document-writing.mdx b/docs/examples/document-writing.mdx
index 81361459b..658f70d10 100644
--- a/docs/examples/document-writing.mdx
+++ b/docs/examples/document-writing.mdx
@@ -1,7 +1,7 @@
---
title: Document Editing with Mem0
---
-
+
This guide demonstrates how to leverage **Mem0** to edit documents efficiently, ensuring they align with your unique writing style and preferences.
diff --git a/docs/examples/eliza_os.mdx b/docs/examples/eliza_os.mdx
index c590a2bd5..7114aa19c 100644
--- a/docs/examples/eliza_os.mdx
+++ b/docs/examples/eliza_os.mdx
@@ -2,7 +2,7 @@
title: Eliza OS Character
---
-
+
You can create a personalised Eliza OS Character using Mem0. This guide will walk you through the necessary steps and provide the complete code to get you started.
diff --git a/docs/examples/email_processing.mdx b/docs/examples/email_processing.mdx
index c3afa2ab9..a6ddab4ee 100644
--- a/docs/examples/email_processing.mdx
+++ b/docs/examples/email_processing.mdx
@@ -2,7 +2,7 @@
title: Email Processing with Mem0
---
-
+
This guide demonstrates how to build an intelligent email processing system using Mem0's memory capabilities. You'll learn how to store, categorize, retrieve, and analyze emails to create a smart email management solution.
diff --git a/docs/examples/llama-index-mem0.mdx b/docs/examples/llama-index-mem0.mdx
index 7712ad451..371b3e526 100644
--- a/docs/examples/llama-index-mem0.mdx
+++ b/docs/examples/llama-index-mem0.mdx
@@ -1,7 +1,7 @@
---
title: LlamaIndex ReAct Agent
---
-
+
Create a ReAct Agent with LlamaIndex which uses Mem0 as the memory store.
diff --git a/docs/examples/mem0-agentic-tool.mdx b/docs/examples/mem0-agentic-tool.mdx
index c6dafd9ae..4b4ffdc10 100644
--- a/docs/examples/mem0-agentic-tool.mdx
+++ b/docs/examples/mem0-agentic-tool.mdx
@@ -2,7 +2,7 @@
title: Mem0 as an Agentic Tool
---
-
+
Integrate Mem0's memory capabilities with OpenAI's Agents SDK to create AI agents with persistent memory.
You can create agents that remember past conversations and use that context to provide better responses.
diff --git a/docs/examples/mem0-demo.mdx b/docs/examples/mem0-demo.mdx
index cf6f00dc0..430ed3517 100644
--- a/docs/examples/mem0-demo.mdx
+++ b/docs/examples/mem0-demo.mdx
@@ -3,7 +3,7 @@ title: Mem0 Demo
---
-
+
You can create a personalized AI Companion using Mem0. This guide will walk you through the necessary steps and provide the complete setup instructions to get you started.
diff --git a/docs/examples/mem0-google-adk-healthcare-assistant.mdx b/docs/examples/mem0-google-adk-healthcare-assistant.mdx
index a9aaa857b..11d3865fe 100644
--- a/docs/examples/mem0-google-adk-healthcare-assistant.mdx
+++ b/docs/examples/mem0-google-adk-healthcare-assistant.mdx
@@ -3,7 +3,7 @@ title: 'Healthcare Assistant with Mem0 and Google ADK'
description: 'Build a personalized healthcare agent that remembers patient information across conversations using Mem0 and Google ADK'
---
-
+
# Healthcare Assistant with Memory
diff --git a/docs/examples/mem0-mastra.mdx b/docs/examples/mem0-mastra.mdx
index dacee4edc..fa17edd7f 100644
--- a/docs/examples/mem0-mastra.mdx
+++ b/docs/examples/mem0-mastra.mdx
@@ -2,7 +2,7 @@
title: Mem0 with Mastra
---
-
+
In this example you'll learn how to use the Mem0 to add long-term memory capabilities to [Mastra's agent](https://mastra.ai/) via tool-use.
This memory integration can work alongside Mastra's [agent memory features](https://mastra.ai/docs/agents/01-agent-memory).
diff --git a/docs/examples/mem0-openai-voice-demo.mdx b/docs/examples/mem0-openai-voice-demo.mdx
index 3e64196d7..52d80edf0 100644
--- a/docs/examples/mem0-openai-voice-demo.mdx
+++ b/docs/examples/mem0-openai-voice-demo.mdx
@@ -3,7 +3,7 @@ title: 'Mem0 with OpenAI Agents SDK for Voice'
description: 'Integrate memory capabilities into your voice agents using Mem0 and OpenAI Agents SDK'
---
-
+
# Building Voice Agents with Memory using Mem0 and OpenAI Agents SDK
diff --git a/docs/examples/mem0-with-ollama.mdx b/docs/examples/mem0-with-ollama.mdx
index 84a700904..874f3e564 100644
--- a/docs/examples/mem0-with-ollama.mdx
+++ b/docs/examples/mem0-with-ollama.mdx
@@ -2,7 +2,7 @@
title: Mem0 with Ollama
---
-
+
## Running Mem0 Locally with Ollama
diff --git a/docs/examples/multimodal-demo.mdx b/docs/examples/multimodal-demo.mdx
index 054d51978..935e616ef 100644
--- a/docs/examples/multimodal-demo.mdx
+++ b/docs/examples/multimodal-demo.mdx
@@ -2,7 +2,7 @@
title: Multimodal Demo with Mem0
---
-
+
Enhance your AI interactions with **Mem0**'s multimodal capabilities. Mem0 now supports image understanding, allowing for richer context and more natural interactions across supported AI platforms.
diff --git a/docs/examples/openai-inbuilt-tools.mdx b/docs/examples/openai-inbuilt-tools.mdx
index c5c0d0c1b..095ff49e8 100644
--- a/docs/examples/openai-inbuilt-tools.mdx
+++ b/docs/examples/openai-inbuilt-tools.mdx
@@ -2,7 +2,7 @@
title: OpenAI Inbuilt Tools
---
-
+
Integrate Mem0’s memory capabilities with OpenAI’s Inbuilt Tools to create AI agents with persistent memory.
diff --git a/docs/examples/personal-ai-tutor.mdx b/docs/examples/personal-ai-tutor.mdx
index c62bf4a65..059bf6fb9 100644
--- a/docs/examples/personal-ai-tutor.mdx
+++ b/docs/examples/personal-ai-tutor.mdx
@@ -2,7 +2,7 @@
title: Personalized AI Tutor
---
-
+
You can create a personalized AI Tutor using Mem0. This guide will walk you through the necessary steps and provide the complete code to get you started.
diff --git a/docs/examples/personal-travel-assistant.mdx b/docs/examples/personal-travel-assistant.mdx
index 3be2c7db4..d6714be92 100644
--- a/docs/examples/personal-travel-assistant.mdx
+++ b/docs/examples/personal-travel-assistant.mdx
@@ -2,7 +2,7 @@
title: Personal AI Travel Assistant
---
-
+
Create a personalized AI Travel Assistant using Mem0. This guide provides step-by-step instructions and the complete code to get you started.
diff --git a/docs/examples/personalized-deep-research.mdx b/docs/examples/personalized-deep-research.mdx
index 89428a87f..a4a215c10 100644
--- a/docs/examples/personalized-deep-research.mdx
+++ b/docs/examples/personalized-deep-research.mdx
@@ -2,7 +2,7 @@
title: Personalized Deep Research
---
-
+
Deep Research is an intelligent agent that synthesizes large amounts of online data and completes complex research tasks, customized to your unique preferences and insights. Built on Mem0's technology, it enhances AI-driven online exploration with personalized memories.
diff --git a/docs/examples/youtube-assistant.mdx b/docs/examples/youtube-assistant.mdx
index ce3823940..615124c93 100644
--- a/docs/examples/youtube-assistant.mdx
+++ b/docs/examples/youtube-assistant.mdx
@@ -2,7 +2,7 @@
title: YouTube Assistant Extension
---
-
+
Enhance your YouTube experience with Mem0's **YouTube Assistant**, a Chrome extension that brings AI-powered chat directly to your YouTube videos. Get instant, personalized answers about video content while leveraging your own knowledge and memories - all without leaving the page.
diff --git a/docs/faqs.mdx b/docs/faqs.mdx
index b1d6674a1..edf9bc361 100644
--- a/docs/faqs.mdx
+++ b/docs/faqs.mdx
@@ -4,7 +4,7 @@ icon: "question"
iconType: "solid"
---
-
+
diff --git a/docs/features.mdx b/docs/features.mdx
index 491bc2b42..6d758f263 100644
--- a/docs/features.mdx
+++ b/docs/features.mdx
@@ -4,7 +4,7 @@ icon: "wrench"
iconType: "solid"
---
-
+
## Core features
diff --git a/docs/integrations.mdx b/docs/integrations.mdx
index b4ca06045..df366af8f 100644
--- a/docs/integrations.mdx
+++ b/docs/integrations.mdx
@@ -3,7 +3,7 @@ title: Overview
description: How to integrate Mem0 into other frameworks
---
-
+
Mem0 seamlessly integrates with popular AI frameworks and tools to enhance your LLM-based applications with persistent memory capabilities. By integrating Mem0, your applications benefit from:
diff --git a/docs/integrations/agentops.mdx b/docs/integrations/agentops.mdx
index 80b95ac44..a9df90d76 100644
--- a/docs/integrations/agentops.mdx
+++ b/docs/integrations/agentops.mdx
@@ -1,7 +1,7 @@
---
title: AgentOps
---
-
+
Integrate [**Mem0**](https://github.com/mem0ai/mem0) with [AgentOps](https://agentops.ai), a comprehensive monitoring and analytics platform for AI agents. This integration enables automatic tracking and analysis of memory operations, providing insights into agent performance and memory usage patterns.
diff --git a/docs/integrations/agno.mdx b/docs/integrations/agno.mdx
index ddc992f92..77ff91401 100644
--- a/docs/integrations/agno.mdx
+++ b/docs/integrations/agno.mdx
@@ -1,7 +1,7 @@
---
title: Agno
---
-
+
Integrate [**Mem0**](https://github.com/mem0ai/mem0) with [Agno](https://github.com/agno-agi/agno), a Python framework for building autonomous agents. This integration enables Agno agents to access persistent memory across conversations, enhancing context retention and personalization.
diff --git a/docs/integrations/autogen.mdx b/docs/integrations/autogen.mdx
index da85955b5..af2b53dc6 100644
--- a/docs/integrations/autogen.mdx
+++ b/docs/integrations/autogen.mdx
@@ -1,6 +1,6 @@
Build conversational AI agents with memory capabilities. This integration combines AutoGen for creating AI agents with Mem0 for memory management, enabling context-aware and personalized interactions.
-
+
## Overview
diff --git a/docs/integrations/crewai.mdx b/docs/integrations/crewai.mdx
index e3a6310a1..22339764a 100644
--- a/docs/integrations/crewai.mdx
+++ b/docs/integrations/crewai.mdx
@@ -2,7 +2,7 @@
title: CrewAI
---
-
+
Build an AI system that combines CrewAI's agent-based architecture with Mem0's memory capabilities. This integration enables persistent memory across agent interactions and personalized task execution based on user history.
diff --git a/docs/integrations/dify.mdx b/docs/integrations/dify.mdx
index 734113bb7..d21c962c2 100644
--- a/docs/integrations/dify.mdx
+++ b/docs/integrations/dify.mdx
@@ -2,7 +2,7 @@
title: Dify
---
-
+
# Integrating Mem0 with Dify AI
diff --git a/docs/integrations/elevenlabs.mdx b/docs/integrations/elevenlabs.mdx
index a265d6812..44d55b5c6 100644
--- a/docs/integrations/elevenlabs.mdx
+++ b/docs/integrations/elevenlabs.mdx
@@ -2,7 +2,7 @@
title: ElevenLabs
---
-
+
Create voice-based conversational AI agents with memory capabilities by integrating ElevenLabs and Mem0. This integration enables persistent, context-aware voice interactions that remember past conversations.
diff --git a/docs/integrations/flowise.mdx b/docs/integrations/flowise.mdx
index 7e0d1906c..ffac6dd82 100644
--- a/docs/integrations/flowise.mdx
+++ b/docs/integrations/flowise.mdx
@@ -2,7 +2,7 @@
title: Flowise
---
-
+
The [**Mem0 Memory**](https://github.com/mem0ai/mem0) integration with [Flowise](https://github.com/FlowiseAI/Flowise) enables persistent memory capabilities for your AI chatflows. [Flowise](https://flowiseai.com/) is an open-source low-code tool for developers to build customized LLM orchestration flows & AI agents using a drag & drop interface.
diff --git a/docs/integrations/keywords.mdx b/docs/integrations/keywords.mdx
index e9518383f..548099607 100644
--- a/docs/integrations/keywords.mdx
+++ b/docs/integrations/keywords.mdx
@@ -2,7 +2,7 @@
title: Keywords AI
---
-
+
Build AI applications with persistent memory and comprehensive LLM observability by integrating Mem0 with Keywords AI.
diff --git a/docs/integrations/langchain-tools.mdx b/docs/integrations/langchain-tools.mdx
index f0b72444a..d2d42c84b 100644
--- a/docs/integrations/langchain-tools.mdx
+++ b/docs/integrations/langchain-tools.mdx
@@ -3,7 +3,7 @@ title: Langchain Tools
description: 'Integrate Mem0 with LangChain tools to enable AI agents to store, search, and manage memories through structured interfaces'
---
-
+
## Overview
diff --git a/docs/integrations/langchain.mdx b/docs/integrations/langchain.mdx
index 928ee06fa..f507e7963 100644
--- a/docs/integrations/langchain.mdx
+++ b/docs/integrations/langchain.mdx
@@ -2,7 +2,7 @@
title: Langchain
---
-
+
Build a personalized Travel Agent AI using LangChain for conversation flow and Mem0 for memory retention. This integration enables context-aware and efficient travel planning experiences.
diff --git a/docs/integrations/langgraph.mdx b/docs/integrations/langgraph.mdx
index 158e98d52..208978efa 100644
--- a/docs/integrations/langgraph.mdx
+++ b/docs/integrations/langgraph.mdx
@@ -2,7 +2,7 @@
title: LangGraph
---
-
+
Build a personalized Customer Support AI Agent using LangGraph for conversation flow and Mem0 for memory retention. This integration enables context-aware and efficient support experiences.
diff --git a/docs/integrations/livekit.mdx b/docs/integrations/livekit.mdx
index dc55fa5c6..d704093a6 100644
--- a/docs/integrations/livekit.mdx
+++ b/docs/integrations/livekit.mdx
@@ -2,7 +2,7 @@
title: Livekit
---
-
+
This guide demonstrates how to create a memory-enabled voice assistant using LiveKit, Deepgram, OpenAI, and Mem0, focusing on creating an intelligent, context-aware travel planning agent.
diff --git a/docs/integrations/llama-index.mdx b/docs/integrations/llama-index.mdx
index 725b91f9a..2364add17 100644
--- a/docs/integrations/llama-index.mdx
+++ b/docs/integrations/llama-index.mdx
@@ -2,7 +2,7 @@
title: LlamaIndex
---
-
+
LlamaIndex supports Mem0 as a [memory store](https://llamahub.ai/l/memory/llama-index-memory-mem0). In this guide, we'll show you how to use it.
diff --git a/docs/integrations/mastra.mdx b/docs/integrations/mastra.mdx
index 78bccc76f..a6982d547 100644
--- a/docs/integrations/mastra.mdx
+++ b/docs/integrations/mastra.mdx
@@ -2,7 +2,7 @@
title: Mastra
---
-
+
The [**Mastra**](https://mastra.ai/) integration demonstrates how to use Mastra's agent system with Mem0 as the memory backend through custom tools. This enables agents to remember and recall information across conversations.
diff --git a/docs/integrations/mcp-server.mdx b/docs/integrations/mcp-server.mdx
index 2c5b746a1..81213ba67 100644
--- a/docs/integrations/mcp-server.mdx
+++ b/docs/integrations/mcp-server.mdx
@@ -2,7 +2,7 @@
title: MCP Server
---
-
+
## Integrating mem0 as an MCP Server in Cursor
[mem0](https://github.com/mem0ai/mem0-mcp) is a powerful tool designed to enhance AI-driven workflows, particularly in code generation and contextual memory. In this guide, we'll walk through integrating mem0 as an **MCP (Model Context Protocol) server** within [Cursor](https://cursor.sh/), an AI-powered coding editor.
diff --git a/docs/integrations/multion.mdx b/docs/integrations/multion.mdx
index df646d3fa..853e90ebc 100644
--- a/docs/integrations/multion.mdx
+++ b/docs/integrations/multion.mdx
@@ -2,7 +2,7 @@
title: MultiOn
---
-
+
Build a personal browser agent that remembers user preferences and automates web tasks. It integrates Mem0 for memory management with MultiOn for executing browser actions, enabling personalized and efficient web interactions.
diff --git a/docs/integrations/pipecat.mdx b/docs/integrations/pipecat.mdx
index 964181bea..bf3f8b940 100644
--- a/docs/integrations/pipecat.mdx
+++ b/docs/integrations/pipecat.mdx
@@ -3,7 +3,7 @@ title: 'Pipecat'
description: 'Integrate Mem0 with Pipecat for conversational memory in AI agents'
---
-
+
# Pipecat Integration
diff --git a/docs/integrations/raycast.mdx b/docs/integrations/raycast.mdx
index fc12cda01..f0ffec9a7 100644
--- a/docs/integrations/raycast.mdx
+++ b/docs/integrations/raycast.mdx
@@ -3,11 +3,11 @@ title: "Raycast Extension"
description: "Mem0 Raycast extension for intelligent memory management"
---
-# Mem0
+
Mem0 is a self-improving memory layer for LLM applications, enabling personalized AI experiences that save costs and delight users. This extension lets you store and retrieve text snippets using Mem0's intelligent memory system. Find Mem0 in [Raycast Store](https://www.raycast.com/dev_khant/mem0) for using it.
-## 🚀 Getting Started
+## Getting Started
**Get your API Key**: You'll need a Mem0 API key to use this extension:
diff --git a/docs/integrations/vercel-ai-sdk.mdx b/docs/integrations/vercel-ai-sdk.mdx
index 4d7cbb177..f89d38fa0 100644
--- a/docs/integrations/vercel-ai-sdk.mdx
+++ b/docs/integrations/vercel-ai-sdk.mdx
@@ -2,7 +2,7 @@
title: Vercel AI SDK
---
-
+
The [**Mem0 AI SDK Provider**](https://www.npmjs.com/package/@mem0/vercel-ai-provider) is a library developed by **Mem0** to integrate with the Vercel AI SDK. This library brings enhanced AI interaction capabilities to your applications by introducing persistent memory functionality.
diff --git a/docs/open-source/features/async-memory.mdx b/docs/open-source/features/async-memory.mdx
index a6c7860ac..c550fa04f 100644
--- a/docs/open-source/features/async-memory.mdx
+++ b/docs/open-source/features/async-memory.mdx
@@ -5,6 +5,8 @@ icon: "bolt"
iconType: "solid"
---
+
+
## AsyncMemory
The `AsyncMemory` class is a direct asynchronous interface to Mem0's in-process memory operations. Unlike the memory, which interacts with an API, `AsyncMemory` works directly with the underlying storage systems. This makes it ideal for applications where you want to embed Mem0 directly into your codebase.
diff --git a/docs/open-source/features/custom-fact-extraction-prompt.mdx b/docs/open-source/features/custom-fact-extraction-prompt.mdx
index fa9a66845..44c08e110 100644
--- a/docs/open-source/features/custom-fact-extraction-prompt.mdx
+++ b/docs/open-source/features/custom-fact-extraction-prompt.mdx
@@ -5,7 +5,7 @@ icon: "pencil"
iconType: "solid"
---
-
+
## Introduction to Custom Fact Extraction Prompt
diff --git a/docs/open-source/features/custom-update-memory-prompt.mdx b/docs/open-source/features/custom-update-memory-prompt.mdx
index 0c17ddc5c..ca8468828 100644
--- a/docs/open-source/features/custom-update-memory-prompt.mdx
+++ b/docs/open-source/features/custom-update-memory-prompt.mdx
@@ -4,7 +4,7 @@ icon: "pencil"
iconType: "solid"
---
-
+
Update memory prompt is a prompt used to determine the action to be performed on the memory.
By customizing this prompt, you can control how the memory is updated.
diff --git a/docs/open-source/features/multimodal-support.mdx b/docs/open-source/features/multimodal-support.mdx
index 10f99a3f2..378441922 100644
--- a/docs/open-source/features/multimodal-support.mdx
+++ b/docs/open-source/features/multimodal-support.mdx
@@ -5,7 +5,7 @@ icon: "image"
iconType: "solid"
---
-
+
Mem0 extends its capabilities beyond text by supporting multimodal data. With this feature, users can seamlessly integrate images into their interactions—allowing Mem0 to extract relevant information.
diff --git a/docs/open-source/features/openai_compatibility.mdx b/docs/open-source/features/openai_compatibility.mdx
index 7afaa27fd..0cd62d527 100644
--- a/docs/open-source/features/openai_compatibility.mdx
+++ b/docs/open-source/features/openai_compatibility.mdx
@@ -4,7 +4,7 @@ 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.
diff --git a/docs/open-source/features/rest-api.mdx b/docs/open-source/features/rest-api.mdx
index 4198bcacc..8b8e729df 100644
--- a/docs/open-source/features/rest-api.mdx
+++ b/docs/open-source/features/rest-api.mdx
@@ -4,6 +4,8 @@ icon: "server"
iconType: "solid"
---
+
+
Mem0 provides a REST API server (written using FastAPI). Users can perform all operations through REST endpoints. The API also includes OpenAPI documentation, accessible at `/docs` when the server is running.
diff --git a/docs/open-source/graph_memory/features.mdx b/docs/open-source/graph_memory/features.mdx
index e4b734a99..23d2b7dbc 100644
--- a/docs/open-source/graph_memory/features.mdx
+++ b/docs/open-source/graph_memory/features.mdx
@@ -5,7 +5,7 @@ icon: "list-check"
iconType: "solid"
---
-
+
Graph Memory is a powerful feature that allows users to create and utilize complex relationships between pieces of information.
diff --git a/docs/open-source/graph_memory/overview.mdx b/docs/open-source/graph_memory/overview.mdx
index eaf600bfc..6f891e424 100644
--- a/docs/open-source/graph_memory/overview.mdx
+++ b/docs/open-source/graph_memory/overview.mdx
@@ -5,7 +5,7 @@ icon: "info"
iconType: "solid"
---
-
+
Mem0 now supports **Graph Memory**.
With Graph Memory, users can now create and utilize complex relationships between pieces of information, allowing for more nuanced and context-aware responses.
diff --git a/docs/open-source/multimodal-support.mdx b/docs/open-source/multimodal-support.mdx
index 390fd79b6..e1b0195aa 100644
--- a/docs/open-source/multimodal-support.mdx
+++ b/docs/open-source/multimodal-support.mdx
@@ -4,7 +4,7 @@ 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.
diff --git a/docs/open-source/node-quickstart.mdx b/docs/open-source/node-quickstart.mdx
index 3d1b27425..c66b213b8 100644
--- a/docs/open-source/node-quickstart.mdx
+++ b/docs/open-source/node-quickstart.mdx
@@ -5,7 +5,7 @@ icon: "node"
iconType: "solid"
---
-
+
> Welcome to the Mem0 quickstart guide. This guide will help you get up and running with Mem0 in no time.
diff --git a/docs/open-source/overview.mdx b/docs/open-source/overview.mdx
index e3649475d..69713c02f 100644
--- a/docs/open-source/overview.mdx
+++ b/docs/open-source/overview.mdx
@@ -4,7 +4,7 @@ icon: "eye"
iconType: "solid"
---
-
+
Welcome to Mem0 Open Source - a powerful, self-hosted memory management solution for AI agents and assistants. With Mem0 OSS, you get full control over your infrastructure while maintaining complete customization flexibility.
diff --git a/docs/open-source/python-quickstart.mdx b/docs/open-source/python-quickstart.mdx
index a53907c5d..5de6ec565 100644
--- a/docs/open-source/python-quickstart.mdx
+++ b/docs/open-source/python-quickstart.mdx
@@ -5,7 +5,7 @@ icon: "python"
iconType: "solid"
---
-
+
> Welcome to the Mem0 quickstart guide. This guide will help you get up and running with Mem0 in no time.
diff --git a/docs/openmemory/integrations.mdx b/docs/openmemory/integrations.mdx
index 25fbf7bb9..b55cd682e 100644
--- a/docs/openmemory/integrations.mdx
+++ b/docs/openmemory/integrations.mdx
@@ -4,6 +4,8 @@ icon: "plug"
iconType: "solid"
---
+
+
## Connecting an MCP Client
Once your OpenMemory server is running locally, you can connect any compatible MCP client to your personal memory stream. This enables a seamless memory layer integration for AI tools and agents.
diff --git a/docs/openmemory/overview.mdx b/docs/openmemory/overview.mdx
index a5f50ccab..9ea19ac77 100644
--- a/docs/openmemory/overview.mdx
+++ b/docs/openmemory/overview.mdx
@@ -4,7 +4,7 @@ icon: "info"
iconType: "solid"
---
-
+
## 🚀 Hosted OpenMemory MCP Now Available!
diff --git a/docs/openmemory/quickstart.mdx b/docs/openmemory/quickstart.mdx
index c86c74c2a..b8628dfae 100644
--- a/docs/openmemory/quickstart.mdx
+++ b/docs/openmemory/quickstart.mdx
@@ -4,7 +4,7 @@ icon: "terminal"
iconType: "solid"
---
-
+
## 🚀 Hosted OpenMemory MCP Now Available!
diff --git a/docs/overview.mdx b/docs/overview.mdx
index 9f6f0ccc4..ea1eec2ca 100644
--- a/docs/overview.mdx
+++ b/docs/overview.mdx
@@ -4,10 +4,7 @@ icon: "info"
iconType: "solid"
---
-
-
-🎉 We're excited to announce that Claude 4 is now available with Mem0! Check it out [here](components/llms/models/anthropic).
-
+
# Introduction
diff --git a/docs/platform/features/advanced-retrieval.mdx b/docs/platform/features/advanced-retrieval.mdx
index 1e01ae4ba..1bc7b863a 100644
--- a/docs/platform/features/advanced-retrieval.mdx
+++ b/docs/platform/features/advanced-retrieval.mdx
@@ -4,7 +4,7 @@ icon: "magnifying-glass"
iconType: "solid"
---
-
+
Mem0’s **Advanced Retrieval** provides additional control over how memories are selected and ranked during search. While the default search uses embedding-based semantic similarity, Advanced Retrieval introduces specialized options to improve recall, ranking accuracy, or filtering based on specific use case.
diff --git a/docs/platform/features/async-client.mdx b/docs/platform/features/async-client.mdx
index 0082edbdb..7f96a7289 100644
--- a/docs/platform/features/async-client.mdx
+++ b/docs/platform/features/async-client.mdx
@@ -5,7 +5,7 @@ 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.
## Initialization
diff --git a/docs/platform/features/contextual-add.mdx b/docs/platform/features/contextual-add.mdx
index 3dc35dc5a..a36a03126 100644
--- a/docs/platform/features/contextual-add.mdx
+++ b/docs/platform/features/contextual-add.mdx
@@ -4,7 +4,7 @@ icon: "square-plus"
iconType: "solid"
---
-
+
Mem0 now supports an contextual add version (v2). To use it, set `version="v2"` during the add call. The default version is v1, which is deprecated now. We recommend migrating to `v2` for new applications.
diff --git a/docs/platform/features/criteria-retrieval.mdx b/docs/platform/features/criteria-retrieval.mdx
index 8ac028014..037547e86 100644
--- a/docs/platform/features/criteria-retrieval.mdx
+++ b/docs/platform/features/criteria-retrieval.mdx
@@ -4,7 +4,7 @@ icon: "magnifying-glass-plus"
iconType: "solid"
---
-
+
Mem0’s **Criteria Retrieval** feature allows you to retrieve memories based on your defined criteria. It goes beyond generic semantic relevance and rank memories based on what matters to your application - emotional tone, intent, behavioral signals, or other custom traits.
diff --git a/docs/platform/features/custom-categories.mdx b/docs/platform/features/custom-categories.mdx
index 4679c1331..e5480ba7f 100644
--- a/docs/platform/features/custom-categories.mdx
+++ b/docs/platform/features/custom-categories.mdx
@@ -5,7 +5,7 @@ icon: "tags"
iconType: "solid"
---
-
+
## How to set custom categories?
diff --git a/docs/platform/features/custom-instructions.mdx b/docs/platform/features/custom-instructions.mdx
index ab8ec5558..e5b9b59be 100644
--- a/docs/platform/features/custom-instructions.mdx
+++ b/docs/platform/features/custom-instructions.mdx
@@ -5,7 +5,7 @@ icon: "pencil"
iconType: "solid"
---
-
+
## Introduction to Custom Instructions
diff --git a/docs/platform/features/direct-import.mdx b/docs/platform/features/direct-import.mdx
index 3946ea7a3..cc9f6954f 100644
--- a/docs/platform/features/direct-import.mdx
+++ b/docs/platform/features/direct-import.mdx
@@ -5,7 +5,7 @@ icon: "arrow-right"
iconType: "solid"
---
-
+
## How to use Direct Import?
The Direct Import feature allows users to skip the memory deduction phase and directly input pre-defined memories into the system for storage and retrieval.
diff --git a/docs/platform/features/expiration-date.mdx b/docs/platform/features/expiration-date.mdx
index cd39e5057..d06e57732 100644
--- a/docs/platform/features/expiration-date.mdx
+++ b/docs/platform/features/expiration-date.mdx
@@ -5,7 +5,7 @@ icon: "clock"
iconType: "solid"
---
-
+
## Benefits of Memory Expiration
diff --git a/docs/platform/features/feedback-mechanism.mdx b/docs/platform/features/feedback-mechanism.mdx
index 55a3ae9c2..0fde5ce95 100644
--- a/docs/platform/features/feedback-mechanism.mdx
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Mem0's **Feedback Mechanism** allows you to provide feedback on the memories generated by your application. This feedback is used to improve the accuracy of the memories and the search results.
diff --git a/docs/platform/features/graph-memory.mdx b/docs/platform/features/graph-memory.mdx
index d4080a6fc..c3d5e8390 100644
--- a/docs/platform/features/graph-memory.mdx
+++ b/docs/platform/features/graph-memory.mdx
@@ -5,7 +5,7 @@ iconType: "solid"
description: "Enable graph-based memory retrieval for more contextually relevant results"
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## Overview
diff --git a/docs/platform/features/memory-export.mdx b/docs/platform/features/memory-export.mdx
index fb479519f..fa870a1a2 100644
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@@ -5,7 +5,7 @@ icon: "file-export"
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## Overview
diff --git a/docs/platform/features/multimodal-support.mdx b/docs/platform/features/multimodal-support.mdx
index 6f48f15a4..f705d8bed 100644
--- a/docs/platform/features/multimodal-support.mdx
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@@ -5,7 +5,7 @@ icon: "image"
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Mem0 extends its capabilities beyond text by supporting multimodal data, including images and documents. With this feature, users can seamlessly integrate visual and document content into their interactions—allowing Mem0 to extract relevant information from various media types and enrich the memory system.
diff --git a/docs/platform/features/platform-overview.mdx b/docs/platform/features/platform-overview.mdx
index 401e2d0df..9fa1d39fc 100644
--- a/docs/platform/features/platform-overview.mdx
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@@ -4,7 +4,7 @@ icon: "info"
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Learn about the key features and capabilities that make Mem0 a powerful platform for memory management and retrieval.
diff --git a/docs/platform/features/selective-memory.mdx b/docs/platform/features/selective-memory.mdx
index bdb65b645..3a43113ea 100644
--- a/docs/platform/features/selective-memory.mdx
+++ b/docs/platform/features/selective-memory.mdx
@@ -5,7 +5,7 @@ icon: "filter"
iconType: "solid"
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## Benefits of Memory Customization
diff --git a/docs/platform/features/timestamp.mdx b/docs/platform/features/timestamp.mdx
index ac38de13b..3369b8897 100644
--- a/docs/platform/features/timestamp.mdx
+++ b/docs/platform/features/timestamp.mdx
@@ -5,7 +5,7 @@ icon: "clock"
iconType: "solid"
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## Overview
diff --git a/docs/platform/features/webhooks.mdx b/docs/platform/features/webhooks.mdx
index 6988e643d..4754a347d 100644
--- a/docs/platform/features/webhooks.mdx
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@@ -5,7 +5,7 @@ icon: "webhook"
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## Overview
diff --git a/docs/platform/overview.mdx b/docs/platform/overview.mdx
index 37b6d2781..9ffd98c8e 100644
--- a/docs/platform/overview.mdx
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@@ -5,7 +5,7 @@ icon: "eye"
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## Welcome to Mem0 Platform
diff --git a/docs/platform/quickstart.mdx b/docs/platform/quickstart.mdx
index 3b7249c69..768939d11 100644
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🎉 Looking for TypeScript support? Mem0 has you covered! Check out an example [here](/platform/quickstart/#4-11-working-with-mem0-in-typescript).
diff --git a/docs/quickstart.mdx b/docs/quickstart.mdx
index fc5e1e39d..71dc294a8 100644
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Mem0 offers two powerful ways to leverage our technology: [our managed platform](#mem0-platform-managed-solution) and [our open source solution](#mem0-open-source).
diff --git a/docs/what-is-mem0.mdx b/docs/what-is-mem0.mdx
index dcb978f99..edfac1b0d 100644
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@@ -4,6 +4,7 @@ icon: "brain"
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Mem0 is a memory layer designed for modern AI agents. It acts as a persistent memory layer that agents can use to: