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    "id": "mem0-docs-1",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/quickstart.md",
    "excerpt": "In about five minutes you will get an API key, store your first memory, and search it back.",
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  },
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    "id": "mem0-docs-2",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/mem0-mcp.md",
    "excerpt": "The Mem0 MCP server hands your agent a set of memory tools, so it can decide for itself when to save something, look something up, or update what it already knows.",
    "fetchedAt": "2026-09-05T00:31:01.981Z"
  },
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    "id": "mem0-docs-3",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/agent-signup.md",
    "excerpt": "a coding agent creates its own account from the terminal and starts storing memories immediately",
    "fetchedAt": "2026-09-05T00:31:01.981Z"
  },
  {
    "id": "mem0-docs-4",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/open-source/overview.md",
    "excerpt": "Mem0 Open Source is the same memory engine as the Platform, running on your own infrastructure. You own the stack, the data, and every component",
    "fetchedAt": "2026-09-05T00:31:01.981Z"
  },
  {
    "id": "mem0-docs-5",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/open-source/setup.md",
    "excerpt": "The self-hosted bundle ships the REST API and a web dashboard together... per-user API keys and a request audit log.",
    "fetchedAt": "2026-09-05T00:31:01.981Z"
  },
  {
    "id": "mem0-docs-6",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/core-concepts/how-it-works.md",
    "excerpt": "Store facts once, then retrieve them by query",
    "fetchedAt": "2026-09-05T00:31:01.981Z"
  },
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    "id": "mem0-docs-7",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/core-concepts/memory-operations/search.md",
    "excerpt": "Mem0's search operation lets agents ask natural-language questions and get back the memories that matter most.",
    "fetchedAt": "2026-09-05T00:31:01.981Z"
  },
  {
    "id": "mem0-docs-8",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/graph-memory.md",
    "excerpt": "Mem0 Platform automatically organizes your memories into a graph... with no external graph database to provision.",
    "fetchedAt": "2026-09-05T00:31:01.981Z"
  },
  {
    "id": "mem0-docs-9",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/entity-scoped-memory.md",
    "excerpt": "Mem0's Platform API lets you separate memories for different users, agents, and apps.",
    "fetchedAt": "2026-09-05T00:31:01.981Z"
  },
  {
    "id": "mem0-docs-10",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/advanced-retrieval.md",
    "excerpt": "Reorders results using deep semantic understanding to put the most relevant memories first.",
    "fetchedAt": "2026-09-05T00:31:01.981Z"
  },
  {
    "id": "mem0-docs-11",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/memory-expiration.md",
    "excerpt": "Set an expiration_date on a memory and Mem0 stops surfacing it once that date passes",
    "fetchedAt": "2026-09-05T00:31:01.981Z"
  },
  {
    "id": "mem0-docs-12",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/memory-export.md",
    "excerpt": "The Memory Export feature allows you to create structured exports of memories using customizable Pydantic schemas.",
    "fetchedAt": "2026-09-05T00:31:01.981Z"
  },
  {
    "id": "mem0-docs-13",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/webhooks.md",
    "excerpt": "Webhooks enable real-time notifications for memory events in your Mem0 project.",
    "fetchedAt": "2026-09-05T00:31:01.981Z"
  },
  {
    "id": "mem0-docs-14",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/cli.md",
    "excerpt": "The mem0 CLI lets you add, search, list, update, and delete memories directly from the terminal.",
    "fetchedAt": "2026-09-05T00:31:01.981Z"
  },
  {
    "id": "mem0-docs-15",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai",
    "excerpt": "Setup guides for 22 tools, including LangChain, CrewAI, LlamaIndex, and the Vercel AI SDK.",
    "fetchedAt": "2026-09-05T00:31:01.981Z"
  },
  {
    "id": "mem0-docs-16",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai",
    "excerpt": "Plugins that let Claude Code, Cursor, Codex, and other harnesses remember your project.",
    "fetchedAt": "2026-09-05T00:31:01.981Z"
  },
  {
    "id": "mem0-docs-17",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai",
    "excerpt": "Four terminal commands create an account and API key. No email, no dashboard.",
    "fetchedAt": "2026-09-05T00:33:20.695Z"
  },
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    "id": "mem0-docs-18",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/mem0-mcp.md",
    "excerpt": "Connect any AI client to Mem0 using Model Context Protocol in minutes",
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  },
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    "id": "mem0-docs-19",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/memory-expiration.md",
    "excerpt": "Set an expiration date on a Mem0 memory and it stops surfacing in search once that date passes. Nothing is deleted.",
    "fetchedAt": "2026-09-05T00:33:20.695Z"
  },
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    "id": "mem0-docs-20",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/webhooks.md",
    "excerpt": "You can configure webhooks to send HTTP POST requests to your specified URLs whenever memories are created, updated, deleted, or categorized.",
    "fetchedAt": "2026-09-05T00:33:20.695Z"
  },
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    "id": "mem0-docs-21",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/open-source/overview.md",
    "excerpt": "Self-host Mem0 with full control over your infrastructure and data",
    "fetchedAt": "2026-09-05T00:33:20.695Z"
  },
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    "id": "mem0-docs-22",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/open-source/overview.md",
    "excerpt": "A Docker stack with a dashboard, per-user API keys, and a request audit log.",
    "fetchedAt": "2026-09-05T00:33:20.695Z"
  },
  {
    "id": "mem0-docs-23",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/graph-memory.md",
    "excerpt": "Graph Memory is built in. There is no Neo4j, Memgraph, or other graph store to deploy, no connection strings to manage, and nothing to enable.",
    "fetchedAt": "2026-09-05T00:33:20.695Z"
  },
  {
    "id": "mem0-docs-24",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/graph-memory.md",
    "excerpt": "Earlier versions connected an external graph database (Neo4j and others) and exposed a relations field. Mem0 now builds the graph itself from your memories.",
    "fetchedAt": "2026-09-05T00:33:20.695Z"
  },
  {
    "id": "mem0-docs-25",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai",
    "excerpt": "get an API key, then save and search a memory in Python or JavaScript",
    "fetchedAt": "2026-09-05T00:35:45.288Z"
  },
  {
    "id": "mem0-docs-26",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/quickstart.md",
    "excerpt": "Mem0 pulls the individual facts out of the conversation and stores each one separately",
    "fetchedAt": "2026-09-05T00:35:45.288Z"
  },
  {
    "id": "mem0-docs-27",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/mem0-mcp.md",
    "excerpt": "Point your clients at the hosted server with a single command",
    "fetchedAt": "2026-09-05T00:35:45.288Z"
  },
  {
    "id": "mem0-docs-28",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/open-source/setup.md",
    "excerpt": "Stand up the Mem0 REST server and dashboard in a few minutes, with an admin account, API keys, and a live audit log included.",
    "fetchedAt": "2026-09-05T00:35:45.288Z"
  },
  {
    "id": "mem0-docs-29",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/graph-memory.md",
    "excerpt": "You ask entity-centric questions like \"what do we know about Alice?\" and expect facts pulled from many different conversations",
    "fetchedAt": "2026-09-05T00:35:45.288Z"
  },
  {
    "id": "mem0-docs-30",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/entity-scoped-memory.md",
    "excerpt": "Scope conversations by user, agent, app, and session so memories land exactly where they belong.",
    "fetchedAt": "2026-09-05T00:35:45.288Z"
  },
  {
    "id": "mem0-docs-31",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/advanced-retrieval.md",
    "excerpt": "Reranking Reorders results using deep semantic understanding to put the most relevant memories first.",
    "fetchedAt": "2026-09-05T00:35:45.288Z"
  },
  {
    "id": "mem0-docs-32",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/memory-export.md",
    "excerpt": "create structured exports of memories using customizable Pydantic schemas",
    "fetchedAt": "2026-09-05T00:35:45.288Z"
  },
  {
    "id": "mem0-docs-33",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/webhooks.md",
    "excerpt": "Configure and manage webhooks to receive real-time notifications about memory events",
    "fetchedAt": "2026-09-05T00:35:45.288Z"
  },
  {
    "id": "mem0-docs-34",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/cli.md",
    "excerpt": "lets you add, search, list, update, and delete memories directly from the terminal",
    "fetchedAt": "2026-09-05T00:35:45.288Z"
  },
  {
    "id": "mem0-docs-35",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/quickstart.md",
    "excerpt": "client.add(messages, user_id=\"user123\")",
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  },
  {
    "id": "mem0-docs-36",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/open-source/overview.md",
    "excerpt": "As a self-hosted server. A Docker stack with a dashboard, per-user API keys, and a request audit log.",
    "fetchedAt": "2026-09-05T00:38:13.265Z"
  },
  {
    "id": "mem0-docs-37",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/memory-expiration.md",
    "excerpt": "Set an expiration_date on a memory and Mem0 stops surfacing it once that date passes, so you don't need a cleanup job hunting for rows to delete.",
    "fetchedAt": "2026-09-05T00:38:13.265Z"
  },
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    "id": "mem0-docs-38",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/graph-memory.md",
    "excerpt": "Mem0 Platform builds a native graph linking people, places, and concepts across your memories, with no external graph database to provision.",
    "fetchedAt": "2026-09-05T00:38:13.265Z"
  },
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    "id": "mem0-docs-39",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/graph-memory.md",
    "excerpt": "You previously used an external graph store and want the same cross-memory connections with zero infrastructure",
    "fetchedAt": "2026-09-05T00:38:13.265Z"
  },
  {
    "id": "mem0-docs-40",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/agent-signup.md",
    "excerpt": "a coding agent creates its own account from the terminal and starts storing memories immediately.",
    "fetchedAt": "2026-09-16T01:26:49.782Z"
  },
  {
    "id": "mem0-docs-41",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/memory-expiration.md",
    "excerpt": "Set an `expiration_date` on a memory and Mem0 stops surfacing it once that date passes",
    "fetchedAt": "2026-09-16T01:26:49.782Z"
  },
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    "id": "mem0-docs-42",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/graph-memory.md",
    "excerpt": "Mem0 Platform automatically organizes your memories into a graph... without you defining any schema.",
    "fetchedAt": "2026-09-16T01:26:49.782Z"
  },
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    "id": "mem0-docs-43",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/core-concepts/how-it-works.md",
    "excerpt": "You send conversation turns to `add`, then call `search` before the next model request to fetch relevant context.",
    "fetchedAt": "2026-09-16T01:26:49.782Z"
  },
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    "id": "mem0-docs-44",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/quickstart.md",
    "excerpt": "Set up your Mem0 Platform account, install the SDK, and store your first memory in under five minutes.",
    "fetchedAt": "2026-09-16T04:22:10.755Z"
  },
  {
    "id": "mem0-docs-45",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/agent-signup.md",
    "excerpt": "Let an AI agent create its own Mem0 account and API key in four commands, with no email or dashboard needed.",
    "fetchedAt": "2026-09-16T04:22:10.755Z"
  },
  {
    "id": "mem0-docs-46",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/open-source/overview.md",
    "excerpt": "Mem0 Open Source is the same memory engine as the Platform, running on your own infrastructure. You own the stack",
    "fetchedAt": "2026-09-16T04:22:10.755Z"
  },
  {
    "id": "mem0-docs-47",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/core-concepts/how-it-works.md",
    "excerpt": "Mem0 sits between your application and your model. You send conversation turns to `add`, then call `sear",
    "fetchedAt": "2026-09-16T04:22:10.755Z"
  },
  {
    "id": "mem0-docs-48",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/core-concepts/memory-operations/search.md",
    "excerpt": "Mem0's search operation lets agents",
    "fetchedAt": "2026-09-16T04:22:10.755Z"
  },
  {
    "id": "mem0-docs-49",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/advanced-retrieval.md",
    "excerpt": "Advanced memory search with intelligent reranking for precise results",
    "fetchedAt": "2026-09-16T04:22:10.755Z"
  },
  {
    "id": "mem0-docs-50",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/memory-expiration.md",
    "excerpt": "Set an expiration date on a Mem0 memory and it stops surfacing in search once that date passes. Nothing is deleted. Works on Platform and Open Source.",
    "fetchedAt": "2026-09-16T04:22:10.755Z"
  },
  {
    "id": "mem0-docs-51",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/memory-export.md",
    "excerpt": "Export memories in a structured format using customizable Pydantic schemas",
    "fetchedAt": "2026-09-16T04:22:10.755Z"
  },
  {
    "id": "mem0-docs-52",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/webhooks.md",
    "excerpt": "Webhooks enable real-time notifications for memory events in your Mem0 projec",
    "fetchedAt": "2026-09-16T04:22:10.755Z"
  },
  {
    "id": "mem0-docs-53",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/cli.md",
    "excerpt": "The mem0 CLI lets you add, search, list, update, and delete memories directly from the terminal. It works with the Mem0 Platfor",
    "fetchedAt": "2026-09-16T04:22:10.755Z"
  },
  {
    "id": "mem0-docs-54",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/open-source/setup.md",
    "excerpt": "Stand up the Mem0 REST server and dashboard in a few minutes, with an admin account, API keys, and a live audit log",
    "fetchedAt": "2026-09-16T04:38:39.075Z"
  },
  {
    "id": "mem0-docs-55",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/core-concepts/how-it-works.md",
    "excerpt": "Mem0 sits between your application and your model",
    "fetchedAt": "2026-09-16T04:38:39.075Z"
  },
  {
    "id": "mem0-docs-56",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/core-concepts/memory-operations/search.md",
    "excerpt": "Retrieve relevant memories from Mem0 using powerful semantic and filtered search capabilities.",
    "fetchedAt": "2026-09-16T04:38:39.075Z"
  },
  {
    "id": "mem0-docs-57",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/graph-memory.md",
    "excerpt": "Mem0 Platform builds a native graph linking people, places, and concepts across your memories",
    "fetchedAt": "2026-09-16T04:38:39.075Z"
  },
  {
    "id": "mem0-docs-58",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/features/memory-expiration.md",
    "excerpt": "Set an expiration date on a Mem0 memory and it stops surfacing in search once that date passes.",
    "fetchedAt": "2026-09-16T04:38:39.075Z"
  },
  {
    "id": "mem0-docs-59",
    "tier": "claimed-docs",
    "url": "https://docs.mem0.ai/platform/cli.md",
    "excerpt": "Manage memories from your terminal, for both humans and AI agents.",
    "fetchedAt": "2026-09-16T04:38:39.075Z"
  },
  {
    "id": "mem0-comm-1",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=41447317",
    "excerpt": "Congrats on the launch. Adding a memory layer to LLMs is a real painpoint. I've been experimenting with mem0 and it solves a real problem that I failed to solve myself, and we're going to use it in production.",
    "fetchedAt": "2026-09-05T00:39:58.352Z"
  },
  {
    "id": "mem0-comm-2",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=41447317",
    "excerpt": "Memory is extremely useful and almost a requirement when it comes to building next level agents and Mem0 is probably the best designed/easiest way to get there.",
    "fetchedAt": "2026-09-05T00:39:58.352Z"
  },
  {
    "id": "mem0-comm-3",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=41447317",
    "excerpt": "Looks very over engineered to me.",
    "fetchedAt": "2026-09-05T00:39:58.352Z"
  },
  {
    "id": "mem0-comm-4",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=41447317",
    "excerpt": "I observed at least two brand new accounts posting some variety of \"kudos\", not flagged into oblivion (yet). Gives me the ick, i guess it's better to know mem0 is a shady marketer.",
    "fetchedAt": "2026-09-05T00:39:58.352Z"
  },
  {
    "id": "mem0-comm-5",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=41447317",
    "excerpt": "If I see this many questions that could have been taken straight from an FAQ, all followed up with 'great question, we do so and so..', my alarm bells go off. Shady marketing indeed.",
    "fetchedAt": "2026-09-05T00:39:58.352Z"
  },
  {
    "id": "mem0-comm-6",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=41447317",
    "excerpt": "Not sure if I'm seeing a clear value prop here. Why is this something that model providers won't build themselves? Can you link some clear use-cases/killer apps that leverage mem0?",
    "fetchedAt": "2026-09-05T00:39:58.352Z"
  },
  {
    "id": "mem0-comm-7",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=46891715",
    "excerpt": "We looked at Mem0, Letta/MemGPT, and similar memory solutions. They all solve storing facts from conversations - key-value memory with semantic search. Useful, but not what we needed - Mem0 doesn't learn patterns implicitly from user behavior.",
    "fetchedAt": "2026-09-05T00:39:58.352Z"
  },
  {
    "id": "mem0-probe-1",
    "tier": "probe",
    "url": "https://docs.mem0.ai/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://docs.mem0.ai/llms.txt # Mem0\n\n> Mem0 is a memory layer for LLM agents - persistent, self-improving context that survives across sessions. Two",
    "fetchedAt": "2026-09-16T04:38:41.892Z"
  },
  {
    "id": "mem0-probe-2",
    "tier": "probe",
    "url": "https://docs.mem0.ai/openapi.json",
    "excerpt": "PROBE openapi: HTTP 200 at https://docs.mem0.ai/openapi.json — contains \"openapi\" key",
    "fetchedAt": "2026-09-16T04:38:41.892Z"
  },
  {
    "id": "mem0-probe-3",
    "tier": "probe",
    "url": "https://docs.mem0.ai/platform/mem0-mcp",
    "excerpt": "official MCP server documented at https://docs.mem0.ai/platform/mem0-mcp",
    "fetchedAt": "2026-09-16T04:38:41.892Z"
  },
  {
    "id": "mem0-probe-4",
    "tier": "probe",
    "url": "https://docs.mem0.ai/platform/cli",
    "excerpt": "official CLI documented at https://docs.mem0.ai/platform/cli",
    "fetchedAt": "2026-09-16T04:38:41.892Z"
  }
]