From 08e7ae02decbfa65e76db5eae1fda15e5dc02985 Mon Sep 17 00:00:00 2001 From: Saket Aryan Date: Tue, 29 Jul 2025 00:26:59 +0530 Subject: [PATCH] docs: Async Add Announcement (#3231) --- docs/_snippets/async-memory-add.mdx | 5 +++++ docs/_snippets/blank-notif.mdx | 0 docs/api-reference.mdx | 2 +- docs/changelog.mdx | 2 +- docs/components/embedders/config.mdx | 2 +- docs/components/embedders/overview.mdx | 2 +- docs/components/llms/config.mdx | 2 +- docs/components/llms/models/anthropic.mdx | 2 +- docs/components/llms/models/aws_bedrock.mdx | 2 +- docs/components/llms/models/azure_openai.mdx | 2 +- docs/components/llms/models/deepseek.mdx | 2 +- docs/components/llms/models/gemini.mdx | 2 +- docs/components/llms/models/google_AI.mdx | 2 +- docs/components/llms/models/groq.mdx | 2 +- docs/components/llms/models/langchain.mdx | 2 +- docs/components/llms/models/litellm.mdx | 2 +- docs/components/llms/models/lmstudio.mdx | 2 +- docs/components/llms/models/mistral_AI.mdx | 2 +- docs/components/llms/models/ollama.mdx | 2 +- docs/components/llms/models/openai.mdx | 2 +- docs/components/llms/models/sarvam.mdx | 2 +- docs/components/llms/models/together.mdx | 2 +- docs/components/llms/models/vllm.mdx | 2 +- docs/components/llms/models/xAI.mdx | 2 +- docs/components/llms/overview.mdx | 2 +- docs/components/vectordbs/config.mdx | 2 +- docs/components/vectordbs/overview.mdx | 2 +- docs/contributing/development.mdx | 2 +- docs/contributing/documentation.mdx | 2 +- docs/core-concepts/memory-operations.mdx | 2 +- docs/core-concepts/memory-operations/add.mdx | 2 +- docs/core-concepts/memory-operations/delete.mdx | 2 +- docs/core-concepts/memory-operations/search.mdx | 2 +- docs/core-concepts/memory-operations/update.mdx | 2 +- docs/core-concepts/memory-types.mdx | 2 +- docs/examples.mdx | 2 +- docs/examples/ai_companion.mdx | 2 +- docs/examples/ai_companion_js.mdx | 2 +- docs/examples/aws_example.mdx | 2 +- docs/examples/chrome-extension.mdx | 2 +- docs/examples/collaborative-task-agent.mdx | 2 +- docs/examples/customer-support-agent.mdx | 2 +- docs/examples/eliza_os.mdx | 2 +- docs/examples/email_processing.mdx | 2 +- docs/examples/llama-index-mem0.mdx | 2 +- docs/examples/llamaindex-multiagent-learning-system.mdx | 2 +- docs/examples/mem0-agentic-tool.mdx | 2 +- docs/examples/mem0-demo.mdx | 2 +- docs/examples/mem0-google-adk-healthcare-assistant.mdx | 2 +- docs/examples/mem0-mastra.mdx | 2 +- docs/examples/mem0-openai-voice-demo.mdx | 2 +- docs/examples/mem0-with-ollama.mdx | 2 +- docs/examples/memory-guided-content-writing.mdx | 2 +- docs/examples/multimodal-demo.mdx | 2 +- docs/examples/openai-inbuilt-tools.mdx | 2 +- docs/examples/personal-ai-tutor.mdx | 2 +- docs/examples/personal-travel-assistant.mdx | 2 +- docs/examples/personalized-deep-research.mdx | 2 +- docs/examples/youtube-assistant.mdx | 2 +- docs/faqs.mdx | 2 +- docs/features.mdx | 2 +- docs/integrations.mdx | 2 +- docs/integrations/agentops.mdx | 2 +- docs/integrations/agno.mdx | 2 +- docs/integrations/autogen.mdx | 2 +- docs/integrations/aws-bedrock.mdx | 2 +- docs/integrations/crewai.mdx | 2 +- docs/integrations/dify.mdx | 2 +- docs/integrations/elevenlabs.mdx | 2 +- docs/integrations/flowise.mdx | 2 +- docs/integrations/google-ai-adk.mdx | 2 +- docs/integrations/keywords.mdx | 2 +- docs/integrations/langchain-tools.mdx | 2 +- docs/integrations/langchain.mdx | 2 +- docs/integrations/langgraph.mdx | 2 +- docs/integrations/livekit.mdx | 2 +- docs/integrations/llama-index.mdx | 2 +- docs/integrations/mastra.mdx | 2 +- docs/integrations/mcp-server.mdx | 2 +- docs/integrations/multion.mdx | 2 +- docs/integrations/openai-agents-sdk.mdx | 2 +- docs/integrations/pipecat.mdx | 2 +- docs/integrations/raycast.mdx | 2 +- docs/integrations/vercel-ai-sdk.mdx | 2 +- docs/open-source/features/async-memory.mdx | 2 +- docs/open-source/features/custom-fact-extraction-prompt.mdx | 2 +- docs/open-source/features/custom-update-memory-prompt.mdx | 2 +- docs/open-source/features/multimodal-support.mdx | 2 +- docs/open-source/features/openai_compatibility.mdx | 2 +- docs/open-source/features/rest-api.mdx | 2 +- docs/open-source/graph_memory/features.mdx | 2 +- docs/open-source/graph_memory/overview.mdx | 2 +- docs/open-source/multimodal-support.mdx | 2 +- docs/open-source/node-quickstart.mdx | 2 +- docs/open-source/overview.mdx | 2 +- docs/open-source/python-quickstart.mdx | 2 +- docs/openmemory/integrations.mdx | 2 +- docs/openmemory/overview.mdx | 2 +- docs/openmemory/quickstart.mdx | 2 +- docs/overview.mdx | 2 +- docs/platform/features/advanced-retrieval.mdx | 2 +- docs/platform/features/async-client.mdx | 2 +- docs/platform/features/contextual-add.mdx | 2 +- docs/platform/features/criteria-retrieval.mdx | 2 +- docs/platform/features/custom-categories.mdx | 2 +- docs/platform/features/custom-instructions.mdx | 2 +- docs/platform/features/direct-import.mdx | 2 +- docs/platform/features/expiration-date.mdx | 2 +- docs/platform/features/feedback-mechanism.mdx | 2 +- docs/platform/features/graph-memory.mdx | 2 +- docs/platform/features/memory-export.mdx | 2 +- docs/platform/features/multimodal-support.mdx | 2 +- docs/platform/features/platform-overview.mdx | 2 +- docs/platform/features/selective-memory.mdx | 2 +- docs/platform/features/timestamp.mdx | 2 +- docs/platform/features/webhooks.mdx | 2 +- docs/platform/overview.mdx | 2 +- docs/platform/quickstart.mdx | 2 +- docs/quickstart.mdx | 2 +- docs/what-is-mem0.mdx | 2 +- 120 files changed, 123 insertions(+), 118 deletions(-) create mode 100644 docs/_snippets/async-memory-add.mdx create mode 100644 docs/_snippets/blank-notif.mdx diff --git a/docs/_snippets/async-memory-add.mdx b/docs/_snippets/async-memory-add.mdx new file mode 100644 index 00000000..199c89fb --- /dev/null +++ b/docs/_snippets/async-memory-add.mdx @@ -0,0 +1,5 @@ + + 📢 Heads up! + We're moving to async memory add for a faster experience. + If you signed up after July 1st, 2025, your add requests will work in the background and return right away. + \ No newline at end of file diff --git a/docs/_snippets/blank-notif.mdx b/docs/_snippets/blank-notif.mdx new file mode 100644 index 00000000..e69de29b diff --git a/docs/api-reference.mdx b/docs/api-reference.mdx index ba78b0bc..18359539 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 0fd81fbb..0e87c7ca 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 a9639ba7..d2f55b62 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 92ee6231..6777bed2 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 39e65322..9399d0e7 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 dc6fbe99..fc06754b 100644 --- a/docs/components/llms/models/anthropic.mdx +++ b/docs/components/llms/models/anthropic.mdx @@ -2,7 +2,7 @@ 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). diff --git a/docs/components/llms/models/aws_bedrock.mdx b/docs/components/llms/models/aws_bedrock.mdx index ac513b79..d919f3cc 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 1f6eae76..0752a571 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 14fd967c..5098a4eb 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 91fe9383..182b25de 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 4c8966f8..f853e82f 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 a4677da8..b5e4451d 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 b5d0f321..62d4b389 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 4e860423..96839259 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 afbc4278..a0fe6893 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 c8060e82..6207306f 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 e3629bf0..e755d22f 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 b2eaa636..4682bce6 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 b6ab658e..eaa67a25 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 4c01bba9..7ad4ec66 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 c690ce73..901f6f25 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 5938dd7a..70e62435 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 e43eafe0..743b98b5 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 d4dcc4d0..ac4272ca 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 808e0958..1c0ac10d 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 f0df36da..c2a455c5 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 4f8495cd..067f13ad 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 19b4c531..e44c9433 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 4e34dccb..75e3c9a2 100644 --- a/docs/core-concepts/memory-operations/add.mdx +++ b/docs/core-concepts/memory-operations/add.mdx @@ -5,7 +5,7 @@ icon: "plus" iconType: "solid" --- - + ## Overview diff --git a/docs/core-concepts/memory-operations/delete.mdx b/docs/core-concepts/memory-operations/delete.mdx index db357454..7f49b57b 100644 --- a/docs/core-concepts/memory-operations/delete.mdx +++ b/docs/core-concepts/memory-operations/delete.mdx @@ -5,7 +5,7 @@ icon: "trash" iconType: "solid" --- - + ## Overview diff --git a/docs/core-concepts/memory-operations/search.mdx b/docs/core-concepts/memory-operations/search.mdx index cc10d33a..ad6802d7 100644 --- a/docs/core-concepts/memory-operations/search.mdx +++ b/docs/core-concepts/memory-operations/search.mdx @@ -5,7 +5,7 @@ icon: "magnifying-glass" iconType: "solid" --- - + ## Overview diff --git a/docs/core-concepts/memory-operations/update.mdx b/docs/core-concepts/memory-operations/update.mdx index 19349927..a3dcc8fd 100644 --- a/docs/core-concepts/memory-operations/update.mdx +++ b/docs/core-concepts/memory-operations/update.mdx @@ -5,7 +5,7 @@ icon: "pencil" iconType: "solid" --- - + ## Overview diff --git a/docs/core-concepts/memory-types.mdx b/docs/core-concepts/memory-types.mdx index 9aa4c6fb..599a0678 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 0248b4dd..63918c6f 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 56a786c4..4ce027ab 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 1a803efd..acd68b50 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 a9a50473..c85b16da 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 55181baa..e97a4d71 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 5410dd1c..7995bd2f 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 e517ae9a..74ec9563 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/eliza_os.mdx b/docs/examples/eliza_os.mdx index 7114aa19..3150eec1 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 a6ddab4e..ee42c4f7 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 19c867e1..5ddb2f42 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/llamaindex-multiagent-learning-system.mdx b/docs/examples/llamaindex-multiagent-learning-system.mdx index 4bca5efa..09c6e1c4 100644 --- a/docs/examples/llamaindex-multiagent-learning-system.mdx +++ b/docs/examples/llamaindex-multiagent-learning-system.mdx @@ -2,7 +2,7 @@ title: LlamaIndex Multi-Agent Learning System --- - + Build an intelligent multi-agent learning system that uses Mem0 to maintain persistent memory across multiple specialized agents. This example demonstrates how to create a tutoring system where different agents collaborate while sharing a unified memory layer. diff --git a/docs/examples/mem0-agentic-tool.mdx b/docs/examples/mem0-agentic-tool.mdx index 4b4ffdc1..e37cd250 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 430ed351..7e284046 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 11d3865f..68adb240 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 fa17edd7..735b2d0e 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 52d80edf..3a4b8e94 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 874f3e56..a4257ae2 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/memory-guided-content-writing.mdx b/docs/examples/memory-guided-content-writing.mdx index fbb32b9d..2d4ff524 100644 --- a/docs/examples/memory-guided-content-writing.mdx +++ b/docs/examples/memory-guided-content-writing.mdx @@ -1,7 +1,7 @@ --- title: Memory-Guided Content Writing --- - + This guide demonstrates how to leverage **Mem0** to streamline content writing by applying your unique writing style and preferences using persistent memory. diff --git a/docs/examples/multimodal-demo.mdx b/docs/examples/multimodal-demo.mdx index 1f034e82..b3259361 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 095ff49e..93d110ce 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 059bf6fb..3d38f481 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 d6714be9..1b2f0b40 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 a971a156..2eb7b13d 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 615124c9..be76e92c 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 c1efef9f..4d170278 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 08114c1a..055a4c2d 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 df366af8..c2d9b3e6 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 a9df90d7..9c891031 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 f0a1325c..b931feb2 100644 --- a/docs/integrations/agno.mdx +++ b/docs/integrations/agno.mdx @@ -1,7 +1,7 @@ --- title: Agno --- - + This integration of [**Mem0**](https://github.com/mem0ai/mem0) with [Agno](https://github.com/agno-agi/agno, enables persistent, multimodal memory for Agno-based agents - improving personalization, context awareness, and continuity across conversations. diff --git a/docs/integrations/autogen.mdx b/docs/integrations/autogen.mdx index af2b53dc..4f60059b 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/aws-bedrock.mdx b/docs/integrations/aws-bedrock.mdx index bc718fd0..89ba4c0f 100644 --- a/docs/integrations/aws-bedrock.mdx +++ b/docs/integrations/aws-bedrock.mdx @@ -2,7 +2,7 @@ title: AWS Bedrock --- - + This integration demonstrates how to use **Mem0** with **AWS Bedrock** and **Amazon OpenSearch Service (AOSS)** to enable persistent, semantic memory in intelligent agents. diff --git a/docs/integrations/crewai.mdx b/docs/integrations/crewai.mdx index fb1817b5..f9c5fd75 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 d21c962c..cfb3d2a7 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 44d55b5c..fbf21a08 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 ffac6dd8..d70ade14 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/google-ai-adk.mdx b/docs/integrations/google-ai-adk.mdx index dc547d65..1a3e8831 100644 --- a/docs/integrations/google-ai-adk.mdx +++ b/docs/integrations/google-ai-adk.mdx @@ -2,7 +2,7 @@ title: Google Agent Development Kit --- - + Integrate [**Mem0**](https://github.com/mem0ai/mem0) with [Google Agent Development Kit (ADK)](https://github.com/google/adk-python), an open-source framework for building multi-agent workflows. This integration enables agents to access persistent memory across conversations, enhancing context retention and personalization. diff --git a/docs/integrations/keywords.mdx b/docs/integrations/keywords.mdx index 90098a96..0590fefb 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 d2d42c84..abc3bb6e 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 1ac21518..c36b0727 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 e8f3667a..d393d875 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 0ae4923a..1a182114 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 77fe57ac..e3d37ccd 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 34582cce..173fd1f9 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 81213ba6..3119fd90 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 853e90eb..b134e71d 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/openai-agents-sdk.mdx b/docs/integrations/openai-agents-sdk.mdx index 592d6149..68109161 100644 --- a/docs/integrations/openai-agents-sdk.mdx +++ b/docs/integrations/openai-agents-sdk.mdx @@ -2,7 +2,7 @@ title: OpenAI Agents SDK --- - + Integrate [**Mem0**](https://github.com/mem0ai/mem0) with [OpenAI Agents SDK](https://github.com/openai/openai-agents-python), a lightweight framework for building multi-agent workflows. This integration enables agents to access persistent memory across conversations, enhancing context retention and personalization. diff --git a/docs/integrations/pipecat.mdx b/docs/integrations/pipecat.mdx index bf3f8b94..83f9bcb2 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 f0ffec9a..cf7b464d 100644 --- a/docs/integrations/raycast.mdx +++ b/docs/integrations/raycast.mdx @@ -3,7 +3,7 @@ title: "Raycast Extension" description: "Mem0 Raycast extension for intelligent memory management" --- - + 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. diff --git a/docs/integrations/vercel-ai-sdk.mdx b/docs/integrations/vercel-ai-sdk.mdx index e49cf8a4..3566f2e7 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 c550fa04..26d520c5 100644 --- a/docs/open-source/features/async-memory.mdx +++ b/docs/open-source/features/async-memory.mdx @@ -5,7 +5,7 @@ icon: "bolt" iconType: "solid" --- - + ## AsyncMemory diff --git a/docs/open-source/features/custom-fact-extraction-prompt.mdx b/docs/open-source/features/custom-fact-extraction-prompt.mdx index 44c08e11..5a37aa8f 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 ca846882..2365eed9 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 37844192..4ebcc4f7 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 0cd62d52..96b219b6 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 8b8e729d..00e3004b 100644 --- a/docs/open-source/features/rest-api.mdx +++ b/docs/open-source/features/rest-api.mdx @@ -4,7 +4,7 @@ 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 23d2b7db..f5253391 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 3e253bb2..0bb39f61 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 e1b0195a..3902261c 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 c66b213b..233c860e 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 69713c02..bbc8fab1 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 5de6ec56..00f54703 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 b55cd682..475285b4 100644 --- a/docs/openmemory/integrations.mdx +++ b/docs/openmemory/integrations.mdx @@ -4,7 +4,7 @@ icon: "plug" iconType: "solid" --- - + ## Connecting an MCP Client diff --git a/docs/openmemory/overview.mdx b/docs/openmemory/overview.mdx index 9ea19ac7..b9d1ea3b 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 b8628dfa..4bdc8236 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 ea1eec2c..92ec026b 100644 --- a/docs/overview.mdx +++ b/docs/overview.mdx @@ -4,7 +4,7 @@ icon: "info" iconType: "solid" --- - + # Introduction diff --git a/docs/platform/features/advanced-retrieval.mdx b/docs/platform/features/advanced-retrieval.mdx index 1bc7b863..d3db8f44 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 7f96a728..b3604094 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 a36a0312..ec5162db 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 28da1b6c..f52cc38d 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 9de550c8..c1ce5ad2 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 25afaf5b..b9281272 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 cc9f6954..ec3c2a65 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 d06e5773..abc02f63 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 0fde5ce9..c28a939c 100644 --- a/docs/platform/features/feedback-mechanism.mdx +++ b/docs/platform/features/feedback-mechanism.mdx @@ -4,7 +4,7 @@ icon: "thumbs-up" iconType: "solid" --- - + 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 6b40e482..89c0d57c 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" --- - + ## Overview diff --git a/docs/platform/features/memory-export.mdx b/docs/platform/features/memory-export.mdx index 2776fe5a..bca4d9f0 100644 --- a/docs/platform/features/memory-export.mdx +++ b/docs/platform/features/memory-export.mdx @@ -5,7 +5,7 @@ icon: "file-export" iconType: "solid" --- - + ## Overview diff --git a/docs/platform/features/multimodal-support.mdx b/docs/platform/features/multimodal-support.mdx index f705d8be..24b33c1b 100644 --- a/docs/platform/features/multimodal-support.mdx +++ b/docs/platform/features/multimodal-support.mdx @@ -5,7 +5,7 @@ icon: "image" iconType: "solid" --- - + 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 9fa1d39f..1500019e 100644 --- a/docs/platform/features/platform-overview.mdx +++ b/docs/platform/features/platform-overview.mdx @@ -4,7 +4,7 @@ icon: "info" iconType: "solid" --- - + 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 3a43113e..01e9599b 100644 --- a/docs/platform/features/selective-memory.mdx +++ b/docs/platform/features/selective-memory.mdx @@ -5,7 +5,7 @@ icon: "filter" iconType: "solid" --- - + ## Benefits of Memory Customization diff --git a/docs/platform/features/timestamp.mdx b/docs/platform/features/timestamp.mdx index 3369b889..4484268f 100644 --- a/docs/platform/features/timestamp.mdx +++ b/docs/platform/features/timestamp.mdx @@ -5,7 +5,7 @@ icon: "clock" iconType: "solid" --- - + ## Overview diff --git a/docs/platform/features/webhooks.mdx b/docs/platform/features/webhooks.mdx index 4754a347..bc4ba71d 100644 --- a/docs/platform/features/webhooks.mdx +++ b/docs/platform/features/webhooks.mdx @@ -5,7 +5,7 @@ icon: "webhook" iconType: "solid" --- - + ## Overview diff --git a/docs/platform/overview.mdx b/docs/platform/overview.mdx index 9ffd98c8..2b63c5e7 100644 --- a/docs/platform/overview.mdx +++ b/docs/platform/overview.mdx @@ -5,7 +5,7 @@ icon: "eye" iconType: "solid" --- - + ## Welcome to Mem0 Platform diff --git a/docs/platform/quickstart.mdx b/docs/platform/quickstart.mdx index 768939d1..82e61e27 100644 --- a/docs/platform/quickstart.mdx +++ b/docs/platform/quickstart.mdx @@ -5,7 +5,7 @@ icon: "bolt" iconType: "solid" --- - + 🎉 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 71dc294a..a56b3434 100644 --- a/docs/quickstart.mdx +++ b/docs/quickstart.mdx @@ -4,7 +4,7 @@ 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). diff --git a/docs/what-is-mem0.mdx b/docs/what-is-mem0.mdx index edfac1b0..e299cab7 100644 --- a/docs/what-is-mem0.mdx +++ b/docs/what-is-mem0.mdx @@ -4,7 +4,7 @@ icon: "brain" iconType: "solid" --- - + Mem0 is a memory layer designed for modern AI agents. It acts as a persistent memory layer that agents can use to: