docs: remove deprecated Graph Memory references
Graph Memory was deprecated on April 16, 2026. This removes remaining mentions across docs that could mislead readers into thinking it is still a supported feature. - Platform pages (overview, quickstart, faqs, platform-vs-oss, vibecoding): remove graph memory from feature lists, comparison table, and intro copy - Platform features (platform-overview, mcp-integration, advanced-memory-operations): rephrase "graph-powered retrieval" to "advanced retrieval"; drop "Enable graph memories" tip; remove graph-edge verification step from the metadata example - Core concepts (add, search, memory-types, memory-evaluation): remove "optional graph storage" / "graph features" / "graph writes" / "graph toggles"; drop "graph" from Entity Search description; remove outdated add/search architecture diagrams (replacement pending) - Open source features (overview, rest-api): remove "graph relationships" and "graph backend(s)" from REST server config narrative - API reference (organizations-projects): drop "graph settings" from Update Project Settings description - Cookbooks: remove "Graph Memory on Neptune" card (page removed) and Neptune mention from AWS Bedrock card; remove "Graph Capabilities" bullet from Gemini cookbook; remove graph-memory conditional bullet from controlling-memory-ingestion - CLI: remove --graph / --no-graph flags from mem0 add / mem0 search flag tables and MEM0_ENABLE_GRAPH env var - Images: delete orphan add_architecture.png and search_architecture.png
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@@ -6,7 +6,7 @@ icon: "list"
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# Self-Hosting Features Overview
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Mem0 Open Source ships with capabilities that adapt memory behavior for production workloads—async operations, graph relationships, multimodal inputs, and fine-tuned retrieval. Configure these features with code or YAML to match your application's needs.
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Mem0 Open Source ships with capabilities that adapt memory behavior for production workloads—async operations, multimodal inputs, and fine-tuned retrieval. Configure these features with code or YAML to match your application's needs.
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<Info>
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Start with the <Link href="/open-source/python-quickstart">Python quickstart</Link> to validate basic memory operations, then enable the features below when you need them.
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@@ -119,7 +119,7 @@ docker build -t mem0-api-server .
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</Tip>
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<Note>
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The REST server reads the same configuration you use locally, so you can point it at your preferred LLM, vector store, graph backend, and reranker without changing code.
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The REST server reads the same configuration you use locally, so you can point it at your preferred LLM, vector store, and reranker without changing code.
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</Note>
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---
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@@ -319,7 +319,7 @@ The `/auth/*`, `/api-keys`, `/requests`, and `/entities` routes are new to the s
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<CardGroup cols={2}>
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<Card title="Configure OSS Components" icon="sliders" href="/open-source/configuration">
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Fine-tune LLMs, vector stores, and graph backends that power the REST server.
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Fine-tune LLMs, vector stores, and rerankers that power the REST server.
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</Card>
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<Card title="Automate Agent Integrations" icon="plug" href="/cookbooks/integrations/agents-sdk-tool">
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See how services call the REST endpoints as part of an automation pipeline.
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