├── .github
├── ISSUE_TEMPLATE
│ ├── bug_report.yml
│ ├── config.yml
│ ├── documentation_issue.yml
│ └── feature_request.yml
├── PULL_REQUEST_TEMPLATE.md
└── workflows
│ ├── cd.yml
│ └── ci.yml
├── .gitignore
├── .pre-commit-config.yaml
├── CONTRIBUTING.md
├── LICENSE
├── LLM.md
├── MIGRATION_GUIDE_v1.0.md
├── Makefile
├── README.md
├── cookbooks
├── customer-support-chatbot.ipynb
├── helper
│ ├── __init__.py
│ └── mem0_teachability.py
└── mem0-autogen.ipynb
├── docs
├── README.md
├── _snippets
│ ├── async-memory-add.mdx
│ ├── blank-notif.mdx
│ ├── get-help.mdx
│ └── paper-release.mdx
├── api-reference.mdx
├── api-reference
│ ├── entities
│ │ ├── delete-user.mdx
│ │ └── get-users.mdx
│ ├── events
│ │ ├── get-event.mdx
│ │ └── get-events.mdx
│ ├── memory
│ │ ├── add-memories.mdx
│ │ ├── batch-delete.mdx
│ │ ├── batch-update.mdx
│ │ ├── create-memory-export.mdx
│ │ ├── delete-memories.mdx
│ │ ├── delete-memory.mdx
│ │ ├── feedback.mdx
│ │ ├── get-memories.mdx
│ │ ├── get-memory-export.mdx
│ │ ├── get-memory.mdx
│ │ ├── history-memory.mdx
│ │ ├── search-memories.mdx
│ │ └── update-memory.mdx
│ ├── organization
│ │ ├── add-org-member.mdx
│ │ ├── create-org.mdx
│ │ ├── delete-org.mdx
│ │ ├── get-org-members.mdx
│ │ ├── get-org.mdx
│ │ └── get-orgs.mdx
│ ├── organizations-projects.mdx
│ ├── project
│ │ ├── add-project-member.mdx
│ │ ├── create-project.mdx
│ │ ├── delete-project.mdx
│ │ ├── get-project-members.mdx
│ │ ├── get-project.mdx
│ │ └── get-projects.mdx
│ └── webhook
│ │ ├── create-webhook.mdx
│ │ ├── delete-webhook.mdx
│ │ ├── get-webhook.mdx
│ │ └── update-webhook.mdx
├── changelog.mdx
├── components
│ ├── embedders
│ │ ├── config.mdx
│ │ ├── models
│ │ │ ├── aws_bedrock.mdx
│ │ │ ├── azure_openai.mdx
│ │ │ ├── google_AI.mdx
│ │ │ ├── huggingface.mdx
│ │ │ ├── langchain.mdx
│ │ │ ├── lmstudio.mdx
│ │ │ ├── ollama.mdx
│ │ │ ├── openai.mdx
│ │ │ ├── together.mdx
│ │ │ └── vertexai.mdx
│ │ └── overview.mdx
│ ├── llms
│ │ ├── config.mdx
│ │ ├── models
│ │ │ ├── anthropic.mdx
│ │ │ ├── aws_bedrock.mdx
│ │ │ ├── azure_openai.mdx
│ │ │ ├── deepseek.mdx
│ │ │ ├── google_AI.mdx
│ │ │ ├── groq.mdx
│ │ │ ├── langchain.mdx
│ │ │ ├── litellm.mdx
│ │ │ ├── lmstudio.mdx
│ │ │ ├── mistral_AI.mdx
│ │ │ ├── ollama.mdx
│ │ │ ├── openai.mdx
│ │ │ ├── sarvam.mdx
│ │ │ ├── together.mdx
│ │ │ ├── vllm.mdx
│ │ │ └── xAI.mdx
│ │ └── overview.mdx
│ ├── rerankers
│ │ ├── config.mdx
│ │ ├── custom-prompts.mdx
│ │ ├── models
│ │ │ ├── cohere.mdx
│ │ │ ├── huggingface.mdx
│ │ │ ├── llm.mdx
│ │ │ ├── llm_reranker.mdx
│ │ │ ├── sentence_transformer.mdx
│ │ │ └── zero_entropy.mdx
│ │ ├── optimization.mdx
│ │ └── overview.mdx
│ └── vectordbs
│ │ ├── config.mdx
│ │ ├── dbs
│ │ ├── azure.mdx
│ │ ├── azure_mysql.mdx
│ │ ├── baidu.mdx
│ │ ├── cassandra.mdx
│ │ ├── chroma.mdx
│ │ ├── databricks.mdx
│ │ ├── elasticsearch.mdx
│ │ ├── faiss.mdx
│ │ ├── langchain.mdx
│ │ ├── milvus.mdx
│ │ ├── mongodb.mdx
│ │ ├── neptune_analytics.mdx
│ │ ├── opensearch.mdx
│ │ ├── pgvector.mdx
│ │ ├── pinecone.mdx
│ │ ├── qdrant.mdx
│ │ ├── redis.mdx
│ │ ├── s3_vectors.mdx
│ │ ├── supabase.mdx
│ │ ├── upstash-vector.mdx
│ │ ├── valkey.mdx
│ │ ├── vectorize.mdx
│ │ ├── vertex_ai.mdx
│ │ └── weaviate.mdx
│ │ └── overview.mdx
├── contributing
│ ├── development.mdx
│ └── documentation.mdx
├── cookbooks
│ ├── companions
│ │ ├── ai-tutor.mdx
│ │ ├── local-companion-ollama.mdx
│ │ ├── nodejs-companion.mdx
│ │ ├── quickstart-demo.mdx
│ │ ├── travel-assistant.mdx
│ │ ├── voice-companion-openai.mdx
│ │ └── youtube-research.mdx
│ ├── essentials
│ │ ├── building-ai-companion.mdx
│ │ ├── choosing-memory-architecture-vector-vs-graph.mdx
│ │ ├── controlling-memory-ingestion.mdx
│ │ ├── entity-partitioning-playbook.mdx
│ │ ├── exporting-memories.mdx
│ │ ├── memory-expiration-short-and-long-term.mdx
│ │ └── tagging-and-organizing-memories.mdx
│ ├── frameworks
│ │ ├── chrome-extension.mdx
│ │ ├── eliza-os-character.mdx
│ │ ├── gemini-3-with-mem0-mcp.mdx
│ │ ├── llamaindex-multiagent.mdx
│ │ ├── llamaindex-react.mdx
│ │ └── multimodal-retrieval.mdx
│ ├── integrations
│ │ ├── agents-sdk-tool.mdx
│ │ ├── aws-bedrock.mdx
│ │ ├── healthcare-google-adk.mdx
│ │ ├── mastra-agent.mdx
│ │ ├── neptune-analytics.mdx
│ │ ├── openai-tool-calls.mdx
│ │ └── tavily-search.mdx
│ ├── operations
│ │ ├── content-writing.mdx
│ │ ├── deep-research.mdx
│ │ ├── email-automation.mdx
│ │ ├── support-inbox.mdx
│ │ └── team-task-agent.mdx
│ └── overview.mdx
├── core-concepts
│ ├── memory-operations
│ │ ├── add.mdx
│ │ ├── delete.mdx
│ │ ├── search.mdx
│ │ └── update.mdx
│ └── memory-types.mdx
├── docs.json
├── favicon.svg
├── images
│ ├── add_architecture.png
│ ├── banner-sm.png
│ ├── dify-mem0-integration.png
│ ├── docs thumbnails
│ │ ├── API.png
│ │ ├── Cookbooks.png
│ │ ├── Integrations.png
│ │ ├── Mem0 Open Source.png
│ │ ├── Mem0 OpenMemory.png
│ │ └── Mem0 Platform.png
│ ├── graph-platform.png
│ ├── graph_memory
│ │ ├── graph_example1.png
│ │ ├── graph_example2.png
│ │ ├── graph_example3.png
│ │ ├── graph_example4.png
│ │ ├── graph_example5.png
│ │ ├── graph_example6.png
│ │ ├── graph_example7.png
│ │ ├── graph_example8.png
│ │ └── graph_example9.png
│ ├── hero-dark.svg
│ ├── hero-light.svg
│ ├── mem0-bg.png
│ ├── memory-agent-stack.png
│ ├── platform
│ │ ├── activity.png
│ │ └── api-key.png
│ ├── playground
│ │ ├── pg-add-memory.png
│ │ └── pg-retrieve-memory.png
│ ├── rest-api-server.png
│ ├── search_architecture.png
│ ├── stateless-vs-stateful-agent-2.png
│ └── stateless-vs-stateful-agent.png
├── integrations.mdx
├── integrations
│ ├── agentops.mdx
│ ├── agno.mdx
│ ├── autogen.mdx
│ ├── aws-bedrock.mdx
│ ├── crewai.mdx
│ ├── dify.mdx
│ ├── elevenlabs.mdx
│ ├── flowise.mdx
│ ├── google-ai-adk.mdx
│ ├── keywords.mdx
│ ├── langchain-tools.mdx
│ ├── langchain.mdx
│ ├── langgraph.mdx
│ ├── livekit.mdx
│ ├── llama-index.mdx
│ ├── mastra.mdx
│ ├── openai-agents-sdk.mdx
│ ├── pipecat.mdx
│ ├── raycast.mdx
│ └── vercel-ai-sdk.mdx
├── introduction.mdx
├── llms.txt
├── logo
│ ├── Favicon copy.png
│ ├── dark.svg
│ ├── favicon.png
│ ├── favicon_old.png
│ ├── light.svg
│ ├── mem0 logo.svg
│ └── openmemory-icon.svg
├── migration
│ ├── api-changes.mdx
│ ├── breaking-changes.mdx
│ ├── oss-to-platform.mdx
│ └── v0-to-v1.mdx
├── open-source
│ ├── configuration.mdx
│ ├── features
│ │ ├── async-memory.mdx
│ │ ├── custom-fact-extraction-prompt.mdx
│ │ ├── custom-update-memory-prompt.mdx
│ │ ├── graph-memory.mdx
│ │ ├── metadata-filtering.mdx
│ │ ├── multimodal-support.mdx
│ │ ├── openai_compatibility.mdx
│ │ ├── overview.mdx
│ │ ├── reranker-search.mdx
│ │ ├── reranking.mdx
│ │ └── rest-api.mdx
│ ├── multimodal-support.mdx
│ ├── node-quickstart.mdx
│ ├── overview.mdx
│ └── python-quickstart.mdx
├── openapi.json
├── openmemory
│ ├── integrations.mdx
│ ├── overview.mdx
│ └── quickstart.mdx
├── platform
│ ├── advanced-memory-operations.mdx
│ ├── contribute.mdx
│ ├── faqs.mdx
│ ├── features
│ │ ├── advanced-retrieval.mdx
│ │ ├── async-client.mdx
│ │ ├── async-mode-default-change.mdx
│ │ ├── contextual-add.mdx
│ │ ├── criteria-retrieval.mdx
│ │ ├── custom-categories.mdx
│ │ ├── custom-instructions.mdx
│ │ ├── direct-import.mdx
│ │ ├── entity-scoped-memory.mdx
│ │ ├── expiration-date.mdx
│ │ ├── feedback-mechanism.mdx
│ │ ├── graph-memory.mdx
│ │ ├── graph-threshold.mdx
│ │ ├── group-chat.mdx
│ │ ├── memory-export.mdx
│ │ ├── multimodal-support.mdx
│ │ ├── platform-overview.mdx
│ │ ├── timestamp.mdx
│ │ ├── v2-memory-filters.mdx
│ │ └── webhooks.mdx
│ ├── overview.mdx
│ ├── platform-vs-oss.mdx
│ └── quickstart.mdx
├── templates
│ ├── api_reference_template.mdx
│ ├── concept_guide_template.mdx
│ ├── cookbook_template.mdx
│ ├── feature_guide_template.mdx
│ ├── integration_guide_template.mdx
│ ├── migration_guide_template.mdx
│ ├── operation_guide_template.mdx
│ ├── parameters_reference_template.mdx
│ ├── quickstart_template.mdx
│ ├── release_notes_template.mdx
│ ├── section_overview_template.mdx
│ └── troubleshooting_playbook_template.mdx
└── v0x
│ ├── components
│ ├── embedders
│ │ ├── config.mdx
│ │ ├── models
│ │ │ ├── aws_bedrock.mdx
│ │ │ ├── azure_openai.mdx
│ │ │ ├── google_AI.mdx
│ │ │ ├── huggingface.mdx
│ │ │ ├── langchain.mdx
│ │ │ ├── lmstudio.mdx
│ │ │ ├── ollama.mdx
│ │ │ ├── openai.mdx
│ │ │ ├── together.mdx
│ │ │ └── vertexai.mdx
│ │ └── overview.mdx
│ ├── llms
│ │ ├── config.mdx
│ │ ├── models
│ │ │ ├── anthropic.mdx
│ │ │ ├── aws_bedrock.mdx
│ │ │ ├── azure_openai.mdx
│ │ │ ├── deepseek.mdx
│ │ │ ├── google_AI.mdx
│ │ │ ├── groq.mdx
│ │ │ ├── langchain.mdx
│ │ │ ├── litellm.mdx
│ │ │ ├── lmstudio.mdx
│ │ │ ├── mistral_AI.mdx
│ │ │ ├── ollama.mdx
│ │ │ ├── openai.mdx
│ │ │ ├── sarvam.mdx
│ │ │ ├── together.mdx
│ │ │ ├── vllm.mdx
│ │ │ └── xAI.mdx
│ │ └── overview.mdx
│ └── vectordbs
│ │ ├── config.mdx
│ │ ├── dbs
│ │ ├── azure.mdx
│ │ ├── azure_mysql.mdx
│ │ ├── baidu.mdx
│ │ ├── chroma.mdx
│ │ ├── databricks.mdx
│ │ ├── elasticsearch.mdx
│ │ ├── faiss.mdx
│ │ ├── langchain.mdx
│ │ ├── milvus.mdx
│ │ ├── mongodb.mdx
│ │ ├── neptune_analytics.mdx
│ │ ├── opensearch.mdx
│ │ ├── pgvector.mdx
│ │ ├── pinecone.mdx
│ │ ├── qdrant.mdx
│ │ ├── redis.mdx
│ │ ├── s3_vectors.mdx
│ │ ├── supabase.mdx
│ │ ├── upstash-vector.mdx
│ │ ├── valkey.mdx
│ │ ├── vectorize.mdx
│ │ ├── vertex_ai.mdx
│ │ └── weaviate.mdx
│ │ └── overview.mdx
│ ├── core-concepts
│ ├── memory-operations
│ │ ├── add.mdx
│ │ ├── delete.mdx
│ │ ├── search.mdx
│ │ └── update.mdx
│ └── memory-types.mdx
│ ├── examples
│ ├── ai_companion_js.mdx
│ ├── aws_example.mdx
│ ├── aws_neptune_analytics_hybrid_store.mdx
│ ├── chrome-extension.mdx
│ ├── collaborative-task-agent.mdx
│ ├── customer-support-agent.mdx
│ ├── eliza_os.mdx
│ ├── email_processing.mdx
│ ├── llama-index-mem0.mdx
│ ├── llamaindex-multiagent-learning-system.mdx
│ ├── mem0-agentic-tool.mdx
│ ├── mem0-demo.mdx
│ ├── mem0-google-adk-healthcare-assistant.mdx
│ ├── mem0-mastra.mdx
│ ├── mem0-openai-voice-demo.mdx
│ ├── mem0-with-ollama.mdx
│ ├── memory-guided-content-writing.mdx
│ ├── multimodal-demo.mdx
│ ├── openai-inbuilt-tools.mdx
│ ├── personal-ai-tutor.mdx
│ ├── personal-travel-assistant.mdx
│ ├── personalized-deep-research.mdx
│ ├── personalized-search-tavily-mem0.mdx
│ └── youtube-assistant.mdx
│ ├── faqs.mdx
│ ├── images
│ ├── add_architecture.png
│ └── search_architecture.png
│ ├── integrations
│ ├── agentops.mdx
│ ├── agno.mdx
│ ├── autogen.mdx
│ ├── aws-bedrock.mdx
│ ├── crewai.mdx
│ ├── dify.mdx
│ ├── elevenlabs.mdx
│ ├── flowise.mdx
│ ├── google-ai-adk.mdx
│ ├── keywords.mdx
│ ├── langchain-tools.mdx
│ ├── langchain.mdx
│ ├── langgraph.mdx
│ ├── livekit.mdx
│ ├── llama-index.mdx
│ ├── mastra.mdx
│ ├── openai-agents-sdk.mdx
│ ├── pipecat.mdx
│ ├── raycast.mdx
│ └── vercel-ai-sdk.mdx
│ ├── introduction.mdx
│ ├── open-source
│ ├── node-quickstart.mdx
│ ├── overview.mdx
│ └── python-quickstart.mdx
│ └── quickstart.mdx
├── embedchain
├── CITATION.cff
├── CONTRIBUTING.md
├── LICENSE
├── Makefile
├── README.md
├── configs
│ ├── anthropic.yaml
│ ├── aws_bedrock.yaml
│ ├── azure_openai.yaml
│ ├── chroma.yaml
│ ├── chunker.yaml
│ ├── clarifai.yaml
│ ├── cohere.yaml
│ ├── full-stack.yaml
│ ├── google.yaml
│ ├── gpt4.yaml
│ ├── gpt4all.yaml
│ ├── huggingface.yaml
│ ├── jina.yaml
│ ├── llama2.yaml
│ ├── ollama.yaml
│ ├── opensearch.yaml
│ ├── opensource.yaml
│ ├── pinecone.yaml
│ ├── pipeline.yaml
│ ├── together.yaml
│ ├── vertexai.yaml
│ ├── vllm.yaml
│ └── weaviate.yaml
├── docs
│ ├── Makefile
│ ├── README.md
│ ├── _snippets
│ │ ├── get-help.mdx
│ │ ├── missing-data-source-tip.mdx
│ │ ├── missing-llm-tip.mdx
│ │ └── missing-vector-db-tip.mdx
│ ├── api-reference
│ │ ├── advanced
│ │ │ └── configuration.mdx
│ │ ├── app
│ │ │ ├── add.mdx
│ │ │ ├── chat.mdx
│ │ │ ├── delete.mdx
│ │ │ ├── deploy.mdx
│ │ │ ├── evaluate.mdx
│ │ │ ├── get.mdx
│ │ │ ├── overview.mdx
│ │ │ ├── query.mdx
│ │ │ ├── reset.mdx
│ │ │ └── search.mdx
│ │ ├── overview.mdx
│ │ └── store
│ │ │ ├── ai-assistants.mdx
│ │ │ └── openai-assistant.mdx
│ ├── community
│ │ └── connect-with-us.mdx
│ ├── components
│ │ ├── data-sources
│ │ │ ├── audio.mdx
│ │ │ ├── beehiiv.mdx
│ │ │ ├── csv.mdx
│ │ │ ├── custom.mdx
│ │ │ ├── data-type-handling.mdx
│ │ │ ├── directory.mdx
│ │ │ ├── discord.mdx
│ │ │ ├── discourse.mdx
│ │ │ ├── docs-site.mdx
│ │ │ ├── docx.mdx
│ │ │ ├── dropbox.mdx
│ │ │ ├── excel-file.mdx
│ │ │ ├── github.mdx
│ │ │ ├── gmail.mdx
│ │ │ ├── google-drive.mdx
│ │ │ ├── image.mdx
│ │ │ ├── json.mdx
│ │ │ ├── mdx.mdx
│ │ │ ├── mysql.mdx
│ │ │ ├── notion.mdx
│ │ │ ├── openapi.mdx
│ │ │ ├── overview.mdx
│ │ │ ├── pdf-file.mdx
│ │ │ ├── postgres.mdx
│ │ │ ├── qna.mdx
│ │ │ ├── sitemap.mdx
│ │ │ ├── slack.mdx
│ │ │ ├── substack.mdx
│ │ │ ├── text-file.mdx
│ │ │ ├── text.mdx
│ │ │ ├── web-page.mdx
│ │ │ ├── xml.mdx
│ │ │ ├── youtube-channel.mdx
│ │ │ └── youtube-video.mdx
│ │ ├── embedding-models.mdx
│ │ ├── evaluation.mdx
│ │ ├── introduction.mdx
│ │ ├── llms.mdx
│ │ ├── retrieval-methods.mdx
│ │ ├── vector-databases.mdx
│ │ └── vector-databases
│ │ │ ├── chromadb.mdx
│ │ │ ├── elasticsearch.mdx
│ │ │ ├── lancedb.mdx
│ │ │ ├── opensearch.mdx
│ │ │ ├── pinecone.mdx
│ │ │ ├── qdrant.mdx
│ │ │ ├── weaviate.mdx
│ │ │ └── zilliz.mdx
│ ├── contribution
│ │ ├── dev.mdx
│ │ ├── docs.mdx
│ │ ├── guidelines.mdx
│ │ └── python.mdx
│ ├── deployment
│ │ ├── fly_io.mdx
│ │ ├── gradio_app.mdx
│ │ ├── huggingface_spaces.mdx
│ │ ├── modal_com.mdx
│ │ ├── railway.mdx
│ │ ├── render_com.mdx
│ │ └── streamlit_io.mdx
│ ├── development.mdx
│ ├── examples
│ │ ├── chat-with-PDF.mdx
│ │ ├── community
│ │ │ └── showcase.mdx
│ │ ├── discord_bot.mdx
│ │ ├── full_stack.mdx
│ │ ├── nextjs-assistant.mdx
│ │ ├── notebooks-and-replits.mdx
│ │ ├── openai-assistant.mdx
│ │ ├── opensource-assistant.mdx
│ │ ├── poe_bot.mdx
│ │ ├── rest-api
│ │ │ ├── add-data.mdx
│ │ │ ├── chat.mdx
│ │ │ ├── check-status.mdx
│ │ │ ├── create.mdx
│ │ │ ├── delete.mdx
│ │ │ ├── deploy.mdx
│ │ │ ├── get-all-apps.mdx
│ │ │ ├── get-data.mdx
│ │ │ ├── getting-started.mdx
│ │ │ └── query.mdx
│ │ ├── showcase.mdx
│ │ ├── slack-AI.mdx
│ │ ├── slack_bot.mdx
│ │ ├── telegram_bot.mdx
│ │ └── whatsapp_bot.mdx
│ ├── favicon.png
│ ├── get-started
│ │ ├── deployment.mdx
│ │ ├── faq.mdx
│ │ ├── full-stack.mdx
│ │ ├── integrations.mdx
│ │ ├── introduction.mdx
│ │ └── quickstart.mdx
│ ├── images
│ │ ├── checks-passed.png
│ │ ├── cover.gif
│ │ ├── fly_io.png
│ │ ├── fullstack-api-server.png
│ │ ├── fullstack-chunks.png
│ │ ├── fullstack.png
│ │ ├── gradio_app.png
│ │ ├── helicone-embedchain.png
│ │ ├── langsmith.png
│ │ ├── og.png
│ │ ├── slack-ai.png
│ │ └── whatsapp.jpg
│ ├── integration
│ │ ├── chainlit.mdx
│ │ ├── helicone.mdx
│ │ ├── langsmith.mdx
│ │ ├── openlit.mdx
│ │ └── streamlit-mistral.mdx
│ ├── logo
│ │ ├── dark-rt.svg
│ │ ├── dark.svg
│ │ ├── light-rt.svg
│ │ └── light.svg
│ ├── mint.json
│ ├── product
│ │ └── release-notes.mdx
│ ├── rest-api.json
│ ├── support
│ │ └── get-help.mdx
│ └── use-cases
│ │ ├── chatbots.mdx
│ │ ├── introduction.mdx
│ │ ├── question-answering.mdx
│ │ └── semantic-search.mdx
├── embedchain
│ ├── __init__.py
│ ├── alembic.ini
│ ├── app.py
│ ├── bots
│ │ ├── __init__.py
│ │ ├── base.py
│ │ ├── discord.py
│ │ ├── poe.py
│ │ ├── slack.py
│ │ └── whatsapp.py
│ ├── cache.py
│ ├── chunkers
│ │ ├── __init__.py
│ │ ├── audio.py
│ │ ├── base_chunker.py
│ │ ├── beehiiv.py
│ │ ├── common_chunker.py
│ │ ├── discourse.py
│ │ ├── docs_site.py
│ │ ├── docx_file.py
│ │ ├── excel_file.py
│ │ ├── gmail.py
│ │ ├── google_drive.py
│ │ ├── image.py
│ │ ├── json.py
│ │ ├── mdx.py
│ │ ├── mysql.py
│ │ ├── notion.py
│ │ ├── openapi.py
│ │ ├── pdf_file.py
│ │ ├── postgres.py
│ │ ├── qna_pair.py
│ │ ├── rss_feed.py
│ │ ├── sitemap.py
│ │ ├── slack.py
│ │ ├── substack.py
│ │ ├── table.py
│ │ ├── text.py
│ │ ├── unstructured_file.py
│ │ ├── web_page.py
│ │ ├── xml.py
│ │ └── youtube_video.py
│ ├── cli.py
│ ├── client.py
│ ├── config
│ │ ├── __init__.py
│ │ ├── add_config.py
│ │ ├── app_config.py
│ │ ├── base_app_config.py
│ │ ├── base_config.py
│ │ ├── cache_config.py
│ │ ├── embedder
│ │ │ ├── __init__.py
│ │ │ ├── aws_bedrock.py
│ │ │ ├── base.py
│ │ │ ├── google.py
│ │ │ └── ollama.py
│ │ ├── evaluation
│ │ │ ├── __init__.py
│ │ │ └── base.py
│ │ ├── llm
│ │ │ ├── __init__.py
│ │ │ └── base.py
│ │ ├── mem0_config.py
│ │ ├── model_prices_and_context_window.json
│ │ ├── vector_db
│ │ │ ├── base.py
│ │ │ ├── chroma.py
│ │ │ ├── elasticsearch.py
│ │ │ ├── lancedb.py
│ │ │ ├── opensearch.py
│ │ │ ├── pinecone.py
│ │ │ ├── qdrant.py
│ │ │ ├── weaviate.py
│ │ │ └── zilliz.py
│ │ └── vectordb
│ │ │ └── __init__.py
│ ├── constants.py
│ ├── core
│ │ ├── __init__.py
│ │ └── db
│ │ │ ├── __init__.py
│ │ │ ├── database.py
│ │ │ └── models.py
│ ├── data_formatter
│ │ ├── __init__.py
│ │ └── data_formatter.py
│ ├── deployment
│ │ ├── fly.io
│ │ │ ├── .dockerignore
│ │ │ ├── .env.example
│ │ │ ├── Dockerfile
│ │ │ ├── app.py
│ │ │ └── requirements.txt
│ │ ├── gradio.app
│ │ │ ├── app.py
│ │ │ └── requirements.txt
│ │ ├── modal.com
│ │ │ ├── .env.example
│ │ │ ├── .gitignore
│ │ │ ├── app.py
│ │ │ └── requirements.txt
│ │ ├── render.com
│ │ │ ├── .env.example
│ │ │ ├── .gitignore
│ │ │ ├── app.py
│ │ │ ├── render.yaml
│ │ │ └── requirements.txt
│ │ └── streamlit.io
│ │ │ ├── .streamlit
│ │ │ └── secrets.toml
│ │ │ ├── app.py
│ │ │ └── requirements.txt
│ ├── embedchain.py
│ ├── embedder
│ │ ├── __init__.py
│ │ ├── aws_bedrock.py
│ │ ├── azure_openai.py
│ │ ├── base.py
│ │ ├── clarifai.py
│ │ ├── cohere.py
│ │ ├── google.py
│ │ ├── gpt4all.py
│ │ ├── huggingface.py
│ │ ├── mistralai.py
│ │ ├── nvidia.py
│ │ ├── ollama.py
│ │ ├── openai.py
│ │ └── vertexai.py
│ ├── evaluation
│ │ ├── __init__.py
│ │ ├── base.py
│ │ └── metrics
│ │ │ ├── __init__.py
│ │ │ ├── answer_relevancy.py
│ │ │ ├── context_relevancy.py
│ │ │ └── groundedness.py
│ ├── factory.py
│ ├── helpers
│ │ ├── __init__.py
│ │ ├── callbacks.py
│ │ └── json_serializable.py
│ ├── llm
│ │ ├── __init__.py
│ │ ├── anthropic.py
│ │ ├── aws_bedrock.py
│ │ ├── azure_openai.py
│ │ ├── base.py
│ │ ├── clarifai.py
│ │ ├── cohere.py
│ │ ├── google.py
│ │ ├── gpt4all.py
│ │ ├── groq.py
│ │ ├── huggingface.py
│ │ ├── jina.py
│ │ ├── llama2.py
│ │ ├── mistralai.py
│ │ ├── nvidia.py
│ │ ├── ollama.py
│ │ ├── openai.py
│ │ ├── together.py
│ │ ├── vertex_ai.py
│ │ └── vllm.py
│ ├── loaders
│ │ ├── __init__.py
│ │ ├── audio.py
│ │ ├── base_loader.py
│ │ ├── beehiiv.py
│ │ ├── csv.py
│ │ ├── directory_loader.py
│ │ ├── discord.py
│ │ ├── discourse.py
│ │ ├── docs_site_loader.py
│ │ ├── docx_file.py
│ │ ├── dropbox.py
│ │ ├── excel_file.py
│ │ ├── github.py
│ │ ├── gmail.py
│ │ ├── google_drive.py
│ │ ├── image.py
│ │ ├── json.py
│ │ ├── local_qna_pair.py
│ │ ├── local_text.py
│ │ ├── mdx.py
│ │ ├── mysql.py
│ │ ├── notion.py
│ │ ├── openapi.py
│ │ ├── pdf_file.py
│ │ ├── postgres.py
│ │ ├── rss_feed.py
│ │ ├── sitemap.py
│ │ ├── slack.py
│ │ ├── substack.py
│ │ ├── text_file.py
│ │ ├── unstructured_file.py
│ │ ├── web_page.py
│ │ ├── xml.py
│ │ ├── youtube_channel.py
│ │ └── youtube_video.py
│ ├── memory
│ │ ├── __init__.py
│ │ ├── base.py
│ │ ├── message.py
│ │ └── utils.py
│ ├── migrations
│ │ ├── env.py
│ │ ├── script.py.mako
│ │ └── versions
│ │ │ └── 40a327b3debd_create_initial_migrations.py
│ ├── models
│ │ ├── __init__.py
│ │ ├── data_type.py
│ │ ├── embedding_functions.py
│ │ ├── providers.py
│ │ └── vector_dimensions.py
│ ├── pipeline.py
│ ├── store
│ │ ├── __init__.py
│ │ └── assistants.py
│ ├── telemetry
│ │ ├── __init__.py
│ │ └── posthog.py
│ ├── utils
│ │ ├── __init__.py
│ │ ├── cli.py
│ │ ├── evaluation.py
│ │ └── misc.py
│ └── vectordb
│ │ ├── __init__.py
│ │ ├── base.py
│ │ ├── chroma.py
│ │ ├── elasticsearch.py
│ │ ├── lancedb.py
│ │ ├── opensearch.py
│ │ ├── pinecone.py
│ │ ├── qdrant.py
│ │ ├── weaviate.py
│ │ └── zilliz.py
├── examples
│ ├── api_server
│ │ ├── .dockerignore
│ │ ├── .gitignore
│ │ ├── Dockerfile
│ │ ├── README.md
│ │ ├── api_server.py
│ │ ├── docker-compose.yml
│ │ ├── requirements.txt
│ │ └── variables.env
│ ├── chainlit
│ │ ├── .gitignore
│ │ ├── README.md
│ │ ├── app.py
│ │ ├── chainlit.md
│ │ └── requirements.txt
│ ├── chat-pdf
│ │ ├── README.md
│ │ ├── app.py
│ │ ├── embedchain.json
│ │ └── requirements.txt
│ ├── discord_bot
│ │ ├── .dockerignore
│ │ ├── .gitignore
│ │ ├── Dockerfile
│ │ ├── README.md
│ │ ├── discord_bot.py
│ │ ├── docker-compose.yml
│ │ ├── requirements.txt
│ │ └── variables.env
│ ├── full_stack
│ │ ├── .dockerignore
│ │ ├── README.md
│ │ ├── backend
│ │ │ ├── .dockerignore
│ │ │ ├── .gitignore
│ │ │ ├── Dockerfile
│ │ │ ├── models.py
│ │ │ ├── paths.py
│ │ │ ├── requirements.txt
│ │ │ ├── routes
│ │ │ │ ├── chat_response.py
│ │ │ │ ├── dashboard.py
│ │ │ │ └── sources.py
│ │ │ └── server.py
│ │ ├── docker-compose.yml
│ │ └── frontend
│ │ │ ├── .dockerignore
│ │ │ ├── .eslintrc.json
│ │ │ ├── .gitignore
│ │ │ ├── Dockerfile
│ │ │ ├── jsconfig.json
│ │ │ ├── next.config.js
│ │ │ ├── package-lock.json
│ │ │ ├── package.json
│ │ │ ├── postcss.config.js
│ │ │ ├── public
│ │ │ ├── favicon.ico
│ │ │ ├── icons
│ │ │ │ ├── bot.svg
│ │ │ │ ├── close.svg
│ │ │ │ ├── cross.svg
│ │ │ │ ├── dashboard.svg
│ │ │ │ ├── doc.svg
│ │ │ │ ├── drawer.svg
│ │ │ │ ├── dropdown.svg
│ │ │ │ ├── dropup.svg
│ │ │ │ ├── github.svg
│ │ │ │ ├── linkedin.svg
│ │ │ │ ├── pdf.svg
│ │ │ │ ├── plus.svg
│ │ │ │ ├── settings.svg
│ │ │ │ ├── sitemap.svg
│ │ │ │ ├── text.svg
│ │ │ │ ├── twitter.svg
│ │ │ │ ├── web.svg
│ │ │ │ └── youtube.svg
│ │ │ └── images
│ │ │ │ └── embedchain.png
│ │ │ ├── src
│ │ │ ├── components
│ │ │ │ ├── PageWrapper.js
│ │ │ │ ├── chat
│ │ │ │ │ ├── BotWrapper.js
│ │ │ │ │ └── HumanWrapper.js
│ │ │ │ └── dashboard
│ │ │ │ │ ├── CreateBot.js
│ │ │ │ │ ├── DeleteBot.js
│ │ │ │ │ ├── PurgeChats.js
│ │ │ │ │ └── SetOpenAIKey.js
│ │ │ ├── containers
│ │ │ │ ├── ChatWindow.js
│ │ │ │ ├── SetSources.js
│ │ │ │ └── Sidebar.js
│ │ │ ├── pages
│ │ │ │ ├── [bot_slug]
│ │ │ │ │ └── app.js
│ │ │ │ ├── _app.js
│ │ │ │ ├── _document.js
│ │ │ │ └── index.js
│ │ │ └── styles
│ │ │ │ └── globals.css
│ │ │ └── tailwind.config.js
│ ├── mistral-streamlit
│ │ ├── README.md
│ │ ├── app.py
│ │ ├── config.yaml
│ │ └── requirements.txt
│ ├── nextjs
│ │ ├── README.md
│ │ ├── ec_app
│ │ │ ├── .dockerignore
│ │ │ ├── .env.example
│ │ │ ├── Dockerfile
│ │ │ ├── app.py
│ │ │ ├── embedchain.json
│ │ │ ├── fly.toml
│ │ │ └── requirements.txt
│ │ ├── nextjs_discord
│ │ │ ├── .dockerignore
│ │ │ ├── .env.example
│ │ │ ├── Dockerfile
│ │ │ ├── app.py
│ │ │ ├── embedchain.json
│ │ │ ├── fly.toml
│ │ │ └── requirements.txt
│ │ ├── nextjs_slack
│ │ │ ├── .dockerignore
│ │ │ ├── .env.example
│ │ │ ├── Dockerfile
│ │ │ ├── app.py
│ │ │ ├── embedchain.json
│ │ │ ├── fly.toml
│ │ │ └── requirements.txt
│ │ └── requirements.txt
│ ├── private-ai
│ │ ├── README.md
│ │ ├── config.yaml
│ │ ├── privateai.py
│ │ └── requirements.txt
│ ├── rest-api
│ │ ├── .dockerignore
│ │ ├── .gitignore
│ │ ├── Dockerfile
│ │ ├── README.md
│ │ ├── __init__.py
│ │ ├── bruno
│ │ │ └── ec-rest-api
│ │ │ │ ├── bruno.json
│ │ │ │ ├── default_add.bru
│ │ │ │ ├── default_chat.bru
│ │ │ │ ├── default_query.bru
│ │ │ │ └── ping.bru
│ │ ├── configs
│ │ │ └── README.md
│ │ ├── database.py
│ │ ├── default.yaml
│ │ ├── main.py
│ │ ├── models.py
│ │ ├── requirements.txt
│ │ ├── sample-config.yaml
│ │ ├── services.py
│ │ └── utils.py
│ ├── sadhguru-ai
│ │ ├── README.md
│ │ ├── app.py
│ │ └── requirements.txt
│ ├── slack_bot
│ │ ├── Dockerfile
│ │ └── requirements.txt
│ ├── telegram_bot
│ │ ├── .env.example
│ │ ├── .gitignore
│ │ ├── Dockerfile
│ │ ├── README.md
│ │ ├── requirements.txt
│ │ └── telegram_bot.py
│ ├── unacademy-ai
│ │ ├── README.md
│ │ ├── app.py
│ │ └── requirements.txt
│ └── whatsapp_bot
│ │ ├── .env.example
│ │ ├── .gitignore
│ │ ├── Dockerfile
│ │ ├── README.md
│ │ ├── requirements.txt
│ │ ├── run.py
│ │ └── whatsapp_bot.py
├── notebooks
│ ├── anthropic.ipynb
│ ├── aws-bedrock.ipynb
│ ├── azure-openai.ipynb
│ ├── azure_openai.yaml
│ ├── chromadb.ipynb
│ ├── clarifai.ipynb
│ ├── cohere.ipynb
│ ├── elasticsearch.ipynb
│ ├── embedchain-chromadb-server.ipynb
│ ├── embedchain-docs-site-example.ipynb
│ ├── gpt4all.ipynb
│ ├── hugging_face_hub.ipynb
│ ├── jina.ipynb
│ ├── lancedb.ipynb
│ ├── llama2.ipynb
│ ├── ollama.ipynb
│ ├── openai.ipynb
│ ├── openai_azure.yaml
│ ├── opensearch.ipynb
│ ├── pinecone.ipynb
│ ├── together.ipynb
│ └── vertex_ai.ipynb
├── poetry.lock
├── poetry.toml
├── pyproject.toml
└── tests
│ ├── __init__.py
│ ├── chunkers
│ ├── test_base_chunker.py
│ ├── test_chunkers.py
│ └── test_text.py
│ ├── conftest.py
│ ├── embedchain
│ ├── test_add.py
│ ├── test_embedchain.py
│ └── test_utils.py
│ ├── embedder
│ ├── test_aws_bedrock_embedder.py
│ ├── test_azure_openai_embedder.py
│ ├── test_embedder.py
│ └── test_huggingface_embedder.py
│ ├── evaluation
│ ├── test_answer_relevancy_metric.py
│ ├── test_context_relevancy_metric.py
│ └── test_groundedness_metric.py
│ ├── helper_classes
│ └── test_json_serializable.py
│ ├── llm
│ ├── conftest.py
│ ├── test_anthrophic.py
│ ├── test_aws_bedrock.py
│ ├── test_azure_openai.py
│ ├── test_base_llm.py
│ ├── test_chat.py
│ ├── test_clarifai.py
│ ├── test_cohere.py
│ ├── test_generate_prompt.py
│ ├── test_google.py
│ ├── test_gpt4all.py
│ ├── test_huggingface.py
│ ├── test_jina.py
│ ├── test_llama2.py
│ ├── test_mistralai.py
│ ├── test_ollama.py
│ ├── test_openai.py
│ ├── test_query.py
│ ├── test_together.py
│ └── test_vertex_ai.py
│ ├── loaders
│ ├── test_audio.py
│ ├── test_csv.py
│ ├── test_discourse.py
│ ├── test_docs_site.py
│ ├── test_docs_site_loader.py
│ ├── test_docx_file.py
│ ├── test_dropbox.py
│ ├── test_excel_file.py
│ ├── test_github.py
│ ├── test_gmail.py
│ ├── test_google_drive.py
│ ├── test_json.py
│ ├── test_local_qna_pair.py
│ ├── test_local_text.py
│ ├── test_mdx.py
│ ├── test_mysql.py
│ ├── test_notion.py
│ ├── test_openapi.py
│ ├── test_pdf_file.py
│ ├── test_postgres.py
│ ├── test_slack.py
│ ├── test_web_page.py
│ ├── test_xml.py
│ └── test_youtube_video.py
│ ├── memory
│ ├── test_chat_memory.py
│ └── test_memory_messages.py
│ ├── models
│ └── test_data_type.py
│ ├── telemetry
│ └── test_posthog.py
│ ├── test_app.py
│ ├── test_client.py
│ ├── test_factory.py
│ ├── test_utils.py
│ └── vectordb
│ ├── test_chroma_db.py
│ ├── test_elasticsearch_db.py
│ ├── test_lancedb.py
│ ├── test_pinecone.py
│ ├── test_qdrant.py
│ ├── test_weaviate.py
│ └── test_zilliz_db.py
├── evaluation
├── Makefile
├── README.md
├── evals.py
├── generate_scores.py
├── metrics
│ ├── llm_judge.py
│ └── utils.py
├── prompts.py
├── run_experiments.py
└── src
│ ├── langmem.py
│ ├── memzero
│ ├── add.py
│ └── search.py
│ ├── openai
│ └── predict.py
│ ├── rag.py
│ ├── utils.py
│ └── zep
│ ├── add.py
│ └── search.py
├── examples
├── graph-db-demo
│ ├── alice-memories.png
│ ├── kuzu-example.ipynb
│ ├── memgraph-example.ipynb
│ ├── neo4j-example.ipynb
│ ├── neptune-db-example.ipynb
│ ├── neptune-example-visualization-1.png
│ ├── neptune-example-visualization-2.png
│ ├── neptune-example-visualization-3.png
│ ├── neptune-example-visualization-4.png
│ └── neptune-example.ipynb
├── mem0-demo
│ ├── .env.example
│ ├── .gitignore
│ ├── app
│ │ ├── api
│ │ │ └── chat
│ │ │ │ └── route.ts
│ │ ├── assistant.tsx
│ │ ├── favicon.ico
│ │ ├── globals.css
│ │ ├── layout.tsx
│ │ └── page.tsx
│ ├── components.json
│ ├── components
│ │ ├── assistant-ui
│ │ │ ├── markdown-text.tsx
│ │ │ ├── memory-indicator.tsx
│ │ │ ├── memory-ui.tsx
│ │ │ ├── theme-aware-logo.tsx
│ │ │ ├── thread-list.tsx
│ │ │ ├── thread.tsx
│ │ │ └── tooltip-icon-button.tsx
│ │ ├── mem0
│ │ │ ├── github-button.tsx
│ │ │ ├── markdown.css
│ │ │ ├── markdown.tsx
│ │ │ └── theme-aware-logo.tsx
│ │ └── ui
│ │ │ ├── alert-dialog.tsx
│ │ │ ├── avatar.tsx
│ │ │ ├── badge.tsx
│ │ │ ├── button.tsx
│ │ │ ├── popover.tsx
│ │ │ ├── scroll-area.tsx
│ │ │ └── tooltip.tsx
│ ├── eslint.config.mjs
│ ├── images
│ │ ├── assistant-ui-dark.svg
│ │ ├── assistant-ui.svg
│ │ ├── dark.svg
│ │ └── light.svg
│ ├── lib
│ │ └── utils.ts
│ ├── next-env.d.ts
│ ├── next.config.ts
│ ├── package.json
│ ├── postcss.config.mjs
│ ├── public
│ │ ├── file.svg
│ │ ├── globe.svg
│ │ ├── next.svg
│ │ ├── vercel.svg
│ │ └── window.svg
│ ├── tailwind.config.ts
│ └── tsconfig.json
├── misc
│ ├── diet_assistant_voice_cartesia.py
│ ├── fitness_checker.py
│ ├── healthcare_assistant_google_adk.py
│ ├── movie_recommendation_grok3.py
│ ├── multillm_memory.py
│ ├── personal_assistant_agno.py
│ ├── personalized_search.py
│ ├── strands_agent_aws_elasticache_neptune.py
│ ├── study_buddy.py
│ ├── test.py
│ ├── vllm_example.py
│ └── voice_assistant_elevenlabs.py
├── multiagents
│ └── llamaindex_learning_system.py
├── multimodal-demo
│ ├── .gitattributes
│ ├── .gitignore
│ ├── components.json
│ ├── eslint.config.js
│ ├── index.html
│ ├── package.json
│ ├── postcss.config.js
│ ├── public
│ │ └── mem0_logo.jpeg
│ ├── src
│ │ ├── App.tsx
│ │ ├── assets
│ │ │ ├── mem0_logo.jpeg
│ │ │ ├── react.svg
│ │ │ └── user.jpg
│ │ ├── components
│ │ │ ├── api-settings-popup.tsx
│ │ │ ├── chevron-toggle.tsx
│ │ │ ├── header.tsx
│ │ │ ├── input-area.tsx
│ │ │ ├── memories.tsx
│ │ │ ├── messages.tsx
│ │ │ └── ui
│ │ │ │ ├── avatar.tsx
│ │ │ │ ├── badge.tsx
│ │ │ │ ├── button.tsx
│ │ │ │ ├── card.tsx
│ │ │ │ ├── dialog.tsx
│ │ │ │ ├── input.tsx
│ │ │ │ ├── label.tsx
│ │ │ │ ├── scroll-area.tsx
│ │ │ │ └── select.tsx
│ │ ├── constants
│ │ │ └── messages.ts
│ │ ├── contexts
│ │ │ └── GlobalContext.tsx
│ │ ├── hooks
│ │ │ ├── useAuth.ts
│ │ │ ├── useChat.ts
│ │ │ └── useFileHandler.ts
│ │ ├── index.css
│ │ ├── libs
│ │ │ └── utils.ts
│ │ ├── main.tsx
│ │ ├── page.tsx
│ │ ├── pages
│ │ │ └── home.tsx
│ │ ├── types.ts
│ │ ├── utils
│ │ │ └── fileUtils.ts
│ │ └── vite-env.d.ts
│ ├── tailwind.config.js
│ ├── tsconfig.app.json
│ ├── tsconfig.json
│ ├── tsconfig.node.json
│ ├── useChat.ts
│ └── vite.config.ts
├── openai-inbuilt-tools
│ ├── index.js
│ └── package.json
├── vercel-ai-sdk-chat-app
│ ├── .gitattributes
│ ├── .gitignore
│ ├── components.json
│ ├── eslint.config.js
│ ├── index.html
│ ├── package.json
│ ├── postcss.config.js
│ ├── public
│ │ └── mem0_logo.jpeg
│ ├── src
│ │ ├── App.tsx
│ │ ├── assets
│ │ │ ├── mem0_logo.jpeg
│ │ │ ├── react.svg
│ │ │ └── user.jpg
│ │ ├── components
│ │ │ ├── api-settings-popup.tsx
│ │ │ ├── chevron-toggle.tsx
│ │ │ ├── header.tsx
│ │ │ ├── input-area.tsx
│ │ │ ├── memories.tsx
│ │ │ ├── messages.tsx
│ │ │ └── ui
│ │ │ │ ├── avatar.tsx
│ │ │ │ ├── badge.tsx
│ │ │ │ ├── button.tsx
│ │ │ │ ├── card.tsx
│ │ │ │ ├── dialog.tsx
│ │ │ │ ├── input.tsx
│ │ │ │ ├── label.tsx
│ │ │ │ ├── scroll-area.tsx
│ │ │ │ └── select.tsx
│ │ ├── constants
│ │ │ └── messages.ts
│ │ ├── contexts
│ │ │ └── GlobalContext.tsx
│ │ ├── hooks
│ │ │ ├── useAuth.ts
│ │ │ ├── useChat.ts
│ │ │ └── useFileHandler.ts
│ │ ├── index.css
│ │ ├── libs
│ │ │ └── utils.ts
│ │ ├── main.tsx
│ │ ├── page.tsx
│ │ ├── pages
│ │ │ └── home.tsx
│ │ ├── types.ts
│ │ ├── utils
│ │ │ └── fileUtils.ts
│ │ └── vite-env.d.ts
│ ├── tailwind.config.js
│ ├── tsconfig.app.json
│ ├── tsconfig.json
│ ├── tsconfig.node.json
│ └── vite.config.ts
└── yt-assistant-chrome
│ ├── .gitignore
│ ├── README.md
│ ├── assets
│ └── dark.svg
│ ├── manifest.json
│ ├── package.json
│ ├── public
│ ├── options.html
│ └── popup.html
│ ├── src
│ ├── background.js
│ ├── content.js
│ ├── options.js
│ └── popup.js
│ ├── styles
│ ├── content.css
│ ├── options.css
│ └── popup.css
│ └── webpack.config.js
├── mem0-ts
├── README.md
├── jest.config.js
├── package.json
├── pnpm-lock.yaml
├── src
│ ├── client
│ │ ├── index.ts
│ │ ├── mem0.ts
│ │ ├── mem0.types.ts
│ │ ├── telemetry.ts
│ │ ├── telemetry.types.ts
│ │ └── tests
│ │ │ └── memoryClient.test.ts
│ ├── community
│ │ ├── .prettierignore
│ │ ├── package.json
│ │ ├── src
│ │ │ ├── index.ts
│ │ │ └── integrations
│ │ │ │ └── langchain
│ │ │ │ ├── index.ts
│ │ │ │ └── mem0.ts
│ │ └── tsconfig.json
│ └── oss
│ │ ├── .env.example
│ │ ├── .gitignore
│ │ ├── README.md
│ │ ├── examples
│ │ ├── basic.ts
│ │ ├── llms
│ │ │ └── mistral-example.ts
│ │ ├── local-llms.ts
│ │ ├── utils
│ │ │ └── test-utils.ts
│ │ └── vector-stores
│ │ │ ├── azure-ai-search.ts
│ │ │ ├── index.ts
│ │ │ ├── memory.ts
│ │ │ ├── pgvector.ts
│ │ │ ├── qdrant.ts
│ │ │ ├── redis.ts
│ │ │ └── supabase.ts
│ │ ├── package.json
│ │ ├── src
│ │ ├── config
│ │ │ ├── defaults.ts
│ │ │ └── manager.ts
│ │ ├── embeddings
│ │ │ ├── azure.ts
│ │ │ ├── base.ts
│ │ │ ├── google.ts
│ │ │ ├── langchain.ts
│ │ │ ├── ollama.ts
│ │ │ └── openai.ts
│ │ ├── graphs
│ │ │ ├── configs.ts
│ │ │ ├── tools.ts
│ │ │ └── utils.ts
│ │ ├── index.ts
│ │ ├── llms
│ │ │ ├── anthropic.ts
│ │ │ ├── azure.ts
│ │ │ ├── base.ts
│ │ │ ├── google.ts
│ │ │ ├── groq.ts
│ │ │ ├── langchain.ts
│ │ │ ├── mistral.ts
│ │ │ ├── ollama.ts
│ │ │ ├── openai.ts
│ │ │ └── openai_structured.ts
│ │ ├── memory
│ │ │ ├── graph_memory.ts
│ │ │ ├── index.ts
│ │ │ └── memory.types.ts
│ │ ├── prompts
│ │ │ └── index.ts
│ │ ├── storage
│ │ │ ├── DummyHistoryManager.ts
│ │ │ ├── MemoryHistoryManager.ts
│ │ │ ├── SQLiteManager.ts
│ │ │ ├── SupabaseHistoryManager.ts
│ │ │ ├── base.ts
│ │ │ └── index.ts
│ │ ├── types
│ │ │ └── index.ts
│ │ ├── utils
│ │ │ ├── bm25.ts
│ │ │ ├── factory.ts
│ │ │ ├── logger.ts
│ │ │ ├── memory.ts
│ │ │ ├── telemetry.ts
│ │ │ └── telemetry.types.ts
│ │ └── vector_stores
│ │ │ ├── azure_ai_search.ts
│ │ │ ├── base.ts
│ │ │ ├── langchain.ts
│ │ │ ├── memory.ts
│ │ │ ├── pgvector.ts
│ │ │ ├── qdrant.ts
│ │ │ ├── redis.ts
│ │ │ ├── supabase.ts
│ │ │ └── vectorize.ts
│ │ ├── tests
│ │ ├── factory.test.ts
│ │ └── memory.test.ts
│ │ └── tsconfig.json
├── tests
│ └── .gitkeep
├── tsconfig.json
├── tsconfig.test.json
└── tsup.config.ts
├── mem0
├── __init__.py
├── client
│ ├── __init__.py
│ ├── main.py
│ ├── project.py
│ └── utils.py
├── configs
│ ├── __init__.py
│ ├── base.py
│ ├── embeddings
│ │ ├── __init__.py
│ │ └── base.py
│ ├── enums.py
│ ├── llms
│ │ ├── __init__.py
│ │ ├── anthropic.py
│ │ ├── aws_bedrock.py
│ │ ├── azure.py
│ │ ├── base.py
│ │ ├── deepseek.py
│ │ ├── lmstudio.py
│ │ ├── ollama.py
│ │ ├── openai.py
│ │ └── vllm.py
│ ├── prompts.py
│ ├── rerankers
│ │ ├── __init__.py
│ │ ├── base.py
│ │ ├── cohere.py
│ │ ├── config.py
│ │ ├── huggingface.py
│ │ ├── llm.py
│ │ ├── sentence_transformer.py
│ │ └── zero_entropy.py
│ └── vector_stores
│ │ ├── __init__.py
│ │ ├── azure_ai_search.py
│ │ ├── azure_mysql.py
│ │ ├── baidu.py
│ │ ├── cassandra.py
│ │ ├── chroma.py
│ │ ├── databricks.py
│ │ ├── elasticsearch.py
│ │ ├── faiss.py
│ │ ├── langchain.py
│ │ ├── milvus.py
│ │ ├── mongodb.py
│ │ ├── neptune.py
│ │ ├── opensearch.py
│ │ ├── pgvector.py
│ │ ├── pinecone.py
│ │ ├── qdrant.py
│ │ ├── redis.py
│ │ ├── s3_vectors.py
│ │ ├── supabase.py
│ │ ├── upstash_vector.py
│ │ ├── valkey.py
│ │ ├── vertex_ai_vector_search.py
│ │ └── weaviate.py
├── embeddings
│ ├── __init__.py
│ ├── aws_bedrock.py
│ ├── azure_openai.py
│ ├── base.py
│ ├── configs.py
│ ├── fastembed.py
│ ├── gemini.py
│ ├── huggingface.py
│ ├── langchain.py
│ ├── lmstudio.py
│ ├── mock.py
│ ├── ollama.py
│ ├── openai.py
│ ├── together.py
│ └── vertexai.py
├── exceptions.py
├── graphs
│ ├── __init__.py
│ ├── configs.py
│ ├── neptune
│ │ ├── __init__.py
│ │ ├── base.py
│ │ ├── neptunedb.py
│ │ └── neptunegraph.py
│ ├── tools.py
│ └── utils.py
├── llms
│ ├── __init__.py
│ ├── anthropic.py
│ ├── aws_bedrock.py
│ ├── azure_openai.py
│ ├── azure_openai_structured.py
│ ├── base.py
│ ├── configs.py
│ ├── deepseek.py
│ ├── gemini.py
│ ├── groq.py
│ ├── langchain.py
│ ├── litellm.py
│ ├── lmstudio.py
│ ├── ollama.py
│ ├── openai.py
│ ├── openai_structured.py
│ ├── sarvam.py
│ ├── together.py
│ ├── vllm.py
│ └── xai.py
├── memory
│ ├── __init__.py
│ ├── base.py
│ ├── graph_memory.py
│ ├── kuzu_memory.py
│ ├── main.py
│ ├── memgraph_memory.py
│ ├── setup.py
│ ├── storage.py
│ ├── telemetry.py
│ └── utils.py
├── proxy
│ ├── __init__.py
│ └── main.py
├── reranker
│ ├── __init__.py
│ ├── base.py
│ ├── cohere_reranker.py
│ ├── huggingface_reranker.py
│ ├── llm_reranker.py
│ ├── sentence_transformer_reranker.py
│ └── zero_entropy_reranker.py
├── utils
│ ├── factory.py
│ └── gcp_auth.py
└── vector_stores
│ ├── __init__.py
│ ├── azure_ai_search.py
│ ├── azure_mysql.py
│ ├── baidu.py
│ ├── base.py
│ ├── cassandra.py
│ ├── chroma.py
│ ├── configs.py
│ ├── databricks.py
│ ├── elasticsearch.py
│ ├── faiss.py
│ ├── langchain.py
│ ├── milvus.py
│ ├── mongodb.py
│ ├── neptune_analytics.py
│ ├── opensearch.py
│ ├── pgvector.py
│ ├── pinecone.py
│ ├── qdrant.py
│ ├── redis.py
│ ├── s3_vectors.py
│ ├── supabase.py
│ ├── upstash_vector.py
│ ├── valkey.py
│ ├── vertex_ai_vector_search.py
│ └── weaviate.py
├── openmemory
├── .gitignore
├── CONTRIBUTING.md
├── Makefile
├── README.md
├── api
│ ├── .dockerignore
│ ├── .env.example
│ ├── .python-version
│ ├── Dockerfile
│ ├── README.md
│ ├── alembic.ini
│ ├── alembic
│ │ ├── README
│ │ ├── env.py
│ │ ├── script.py.mako
│ │ └── versions
│ │ │ ├── 0b53c747049a_initial_migration.py
│ │ │ ├── add_config_table.py
│ │ │ └── afd00efbd06b_add_unique_user_id_constraints.py
│ ├── app
│ │ ├── __init__.py
│ │ ├── config.py
│ │ ├── database.py
│ │ ├── mcp_server.py
│ │ ├── models.py
│ │ ├── routers
│ │ │ ├── __init__.py
│ │ │ ├── apps.py
│ │ │ ├── backup.py
│ │ │ ├── config.py
│ │ │ ├── memories.py
│ │ │ └── stats.py
│ │ ├── schemas.py
│ │ └── utils
│ │ │ ├── __init__.py
│ │ │ ├── categorization.py
│ │ │ ├── db.py
│ │ │ ├── memory.py
│ │ │ ├── permissions.py
│ │ │ └── prompts.py
│ ├── config.json
│ ├── default_config.json
│ ├── main.py
│ └── requirements.txt
├── backup-scripts
│ └── export_openmemory.sh
├── compose
│ ├── chroma.yml
│ ├── elasticsearch.yml
│ ├── faiss.yml
│ ├── milvus.yml
│ ├── opensearch.yml
│ ├── pgvector.yml
│ ├── qdrant.yml
│ ├── redis.yml
│ └── weaviate.yml
├── docker-compose.yml
├── run.sh
└── ui
│ ├── .dockerignore
│ ├── .env.example
│ ├── Dockerfile
│ ├── app
│ ├── apps
│ │ ├── [appId]
│ │ │ ├── components
│ │ │ │ ├── AppDetailCard.tsx
│ │ │ │ └── MemoryCard.tsx
│ │ │ └── page.tsx
│ │ ├── components
│ │ │ ├── AppCard.tsx
│ │ │ ├── AppFilters.tsx
│ │ │ └── AppGrid.tsx
│ │ └── page.tsx
│ ├── globals.css
│ ├── layout.tsx
│ ├── loading.tsx
│ ├── memories
│ │ ├── components
│ │ │ ├── CreateMemoryDialog.tsx
│ │ │ ├── FilterComponent.tsx
│ │ │ ├── MemoriesSection.tsx
│ │ │ ├── MemoryFilters.tsx
│ │ │ ├── MemoryPagination.tsx
│ │ │ ├── MemoryTable.tsx
│ │ │ └── PageSizeSelector.tsx
│ │ └── page.tsx
│ ├── memory
│ │ └── [id]
│ │ │ ├── components
│ │ │ ├── AccessLog.tsx
│ │ │ ├── MemoryActions.tsx
│ │ │ ├── MemoryDetails.tsx
│ │ │ └── RelatedMemories.tsx
│ │ │ └── page.tsx
│ ├── not-found.tsx
│ ├── page.tsx
│ ├── providers.tsx
│ └── settings
│ │ └── page.tsx
│ ├── components.json
│ ├── components
│ ├── Navbar.tsx
│ ├── dashboard
│ │ ├── Install.tsx
│ │ └── Stats.tsx
│ ├── form-view.tsx
│ ├── json-editor.tsx
│ ├── shared
│ │ ├── categories.tsx
│ │ ├── source-app.tsx
│ │ └── update-memory.tsx
│ ├── theme-provider.tsx
│ ├── types.ts
│ └── ui
│ │ ├── accordion.tsx
│ │ ├── alert-dialog.tsx
│ │ ├── alert.tsx
│ │ ├── aspect-ratio.tsx
│ │ ├── avatar.tsx
│ │ ├── badge.tsx
│ │ ├── breadcrumb.tsx
│ │ ├── button.tsx
│ │ ├── calendar.tsx
│ │ ├── card.tsx
│ │ ├── carousel.tsx
│ │ ├── chart.tsx
│ │ ├── checkbox.tsx
│ │ ├── collapsible.tsx
│ │ ├── command.tsx
│ │ ├── context-menu.tsx
│ │ ├── dialog.tsx
│ │ ├── drawer.tsx
│ │ ├── dropdown-menu.tsx
│ │ ├── form.tsx
│ │ ├── hover-card.tsx
│ │ ├── input-otp.tsx
│ │ ├── input.tsx
│ │ ├── label.tsx
│ │ ├── menubar.tsx
│ │ ├── navigation-menu.tsx
│ │ ├── pagination.tsx
│ │ ├── popover.tsx
│ │ ├── progress.tsx
│ │ ├── radio-group.tsx
│ │ ├── resizable.tsx
│ │ ├── scroll-area.tsx
│ │ ├── select.tsx
│ │ ├── separator.tsx
│ │ ├── sheet.tsx
│ │ ├── sidebar.tsx
│ │ ├── skeleton.tsx
│ │ ├── slider.tsx
│ │ ├── sonner.tsx
│ │ ├── switch.tsx
│ │ ├── table.tsx
│ │ ├── tabs.tsx
│ │ ├── textarea.tsx
│ │ ├── toast.tsx
│ │ ├── toaster.tsx
│ │ ├── toggle-group.tsx
│ │ ├── toggle.tsx
│ │ ├── tooltip.tsx
│ │ ├── use-mobile.tsx
│ │ └── use-toast.ts
│ ├── entrypoint.sh
│ ├── hooks
│ ├── use-mobile.tsx
│ ├── use-toast.ts
│ ├── useAppsApi.ts
│ ├── useConfig.ts
│ ├── useFiltersApi.ts
│ ├── useMemoriesApi.ts
│ ├── useStats.ts
│ └── useUI.ts
│ ├── lib
│ ├── helpers.ts
│ └── utils.ts
│ ├── next-env.d.ts
│ ├── next.config.dev.mjs
│ ├── next.config.mjs
│ ├── package.json
│ ├── pnpm-lock.yaml
│ ├── postcss.config.mjs
│ ├── public
│ ├── images
│ │ ├── augment.png
│ │ ├── claude.webp
│ │ ├── cline.png
│ │ ├── cursor.png
│ │ ├── default.png
│ │ ├── enconvo.png
│ │ ├── open-memory.svg
│ │ ├── roocline.png
│ │ ├── windsurf.png
│ │ └── witsy.png
│ ├── logo.svg
│ ├── placeholder-logo.png
│ ├── placeholder-logo.svg
│ ├── placeholder-user.jpg
│ ├── placeholder.jpg
│ └── placeholder.svg
│ ├── skeleton
│ ├── AppCardSkeleton.tsx
│ ├── AppDetailCardSkeleton.tsx
│ ├── AppFiltersSkeleton.tsx
│ ├── MemoryCardSkeleton.tsx
│ ├── MemorySkeleton.tsx
│ └── MemoryTableSkeleton.tsx
│ ├── store
│ ├── appsSlice.ts
│ ├── configSlice.ts
│ ├── filtersSlice.ts
│ ├── memoriesSlice.ts
│ ├── profileSlice.ts
│ ├── store.ts
│ └── uiSlice.ts
│ ├── styles
│ ├── animation.css
│ ├── globals.css
│ └── notfound.scss
│ ├── tailwind.config.ts
│ └── tsconfig.json
├── poetry.lock
├── pyproject.toml
├── server
├── .env.example
├── Dockerfile
├── Makefile
├── README.md
├── dev.Dockerfile
├── docker-compose.yaml
├── main.py
└── requirements.txt
├── tests
├── __init__.py
├── configs
│ └── test_prompts.py
├── embeddings
│ ├── test_azure_openai_embeddings.py
│ ├── test_fastembed_embeddings.py
│ ├── test_gemini_emeddings.py
│ ├── test_huggingface_embeddings.py
│ ├── test_lm_studio_embeddings.py
│ ├── test_ollama_embeddings.py
│ ├── test_openai_embeddings.py
│ └── test_vertexai_embeddings.py
├── llms
│ ├── test_azure_openai.py
│ ├── test_azure_openai_structured.py
│ ├── test_deepseek.py
│ ├── test_gemini.py
│ ├── test_groq.py
│ ├── test_langchain.py
│ ├── test_litellm.py
│ ├── test_lm_studio.py
│ ├── test_ollama.py
│ ├── test_openai.py
│ ├── test_together.py
│ └── test_vllm.py
├── memory
│ ├── test_kuzu.py
│ ├── test_main.py
│ ├── test_neo4j_cypher_syntax.py
│ ├── test_neptune_analytics_memory.py
│ ├── test_neptune_memory.py
│ └── test_storage.py
├── test_main.py
├── test_memory.py
├── test_memory_integration.py
├── test_proxy.py
├── test_telemetry.py
└── vector_stores
│ ├── test_azure_ai_search.py
│ ├── test_azure_mysql.py
│ ├── test_baidu.py
│ ├── test_cassandra.py
│ ├── test_chroma.py
│ ├── test_databricks.py
│ ├── test_elasticsearch.py
│ ├── test_faiss.py
│ ├── test_langchain_vector_store.py
│ ├── test_milvus.py
│ ├── test_mongodb.py
│ ├── test_neptune_analytics.py
│ ├── test_opensearch.py
│ ├── test_pgvector.py
│ ├── test_pinecone.py
│ ├── test_qdrant.py
│ ├── test_s3_vectors.py
│ ├── test_supabase.py
│ ├── test_upstash_vector.py
│ ├── test_valkey.py
│ ├── test_vertex_ai_vector_search.py
│ └── test_weaviate.py
└── vercel-ai-sdk
├── .gitattributes
├── .gitignore
├── README.md
├── config
└── test-config.ts
├── jest.config.js
├── nodemon.json
├── package.json
├── pnpm-lock.yaml
├── src
├── index.ts
├── mem0-facade.ts
├── mem0-generic-language-model.ts
├── mem0-provider-selector.ts
├── mem0-provider.ts
├── mem0-types.ts
├── mem0-utils.ts
├── provider-response-provider.ts
└── stream-utils.ts
├── teardown.ts
├── tests
├── generate-output.test.ts
├── mem0-provider-tests
│ ├── mem0-cohere.test.ts
│ ├── mem0-google.test.ts
│ ├── mem0-groq.test.ts
│ ├── mem0-openai-structured-ouput.test.ts
│ ├── mem0-openai.test.ts
│ └── mem0_anthropic.test.ts
├── mem0-toolcalls.test.ts
├── memory-core.test.ts
├── text-properties.test.ts
└── utils-test
│ ├── anthropic-integration.test.ts
│ ├── cohere-integration.test.ts
│ ├── google-integration.test.ts
│ ├── groq-integration.test.ts
│ └── openai-integration.test.ts
├── tsconfig.json
└── tsup.config.ts
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