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storage" / "graph features" / "graph writes" / "graph toggles"; drop "graph" from Entity Search description; remove outdated add/search architecture diagrams (replacement pending) - Open source features (overview, rest-api): remove "graph relationships" and "graph backend(s)" from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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@@ -64,7 +64,7 @@ const memory = new Memory({ apiKey: process.env.MEM0_API_KEY!, async: true });
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</Tab>
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</Tabs>
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## Add memories with metadata and graph context
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## Add memories with metadata
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<Tabs>
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<Tab title="Python">
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@@ -109,7 +109,7 @@ const result = await memory.add(conversation, {
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</Tabs>
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<Info icon="check">
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Successful calls return memories tagged with the metadata you passed. In the dashboard, confirm a graph edge between “Morgan” and “Tokyo” and verify the `trip=japan-2025` tag exists.
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Successful calls return memories tagged with the metadata you passed. In the dashboard, verify the `trip=japan-2025` tag exists on the new memory.
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</Info>
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## Retrieve and refine
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@@ -201,7 +201,7 @@ await memory.deleteAll({ userId: "traveler-42", runId: "planning-call-1" });
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/>
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<Card
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title="Explore Reranker Search"
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description="See how rerankers boost accuracy after vector + graph retrieval."
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description="See how rerankers boost accuracy after advanced retrieval."
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icon="sparkles"
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href="/open-source/features/reranker-search"
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/>
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