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Mastra Memory\n\nMemory management for Mastra agents. Visit [the docs](https://mastra.ai/docs/memory/overview) for more information.\n\n## Token counting for file parts\n\nObservational Memory uses a built-in Token Counter to decide when to observe and reflect. You can attach an explicit estimate to an `image` or `file` part using `providerMetadata.mastra.tokenEstimate`:\n\n```typescript\nconst filePart = {\n  type: 'file',\n  data: 'storage://bucket/large-report.pdf',\n  mimeType: 'application/pdf',\n  filename: 'large-report.pdf',\n  providerMetadata: {\n    mastra: {\n      tokenEstimate: {\n        v: 0,\n        source: 'client',\n        key: 'client',\n        tokens: 100_000,\n      },\n    },\n  },\n};\n```\n\nThe Token Counter honors caller-supplied estimates verbatim on `image` and `file` parts. See [Caller-supplied token estimates for file parts](https://mastra.ai/docs/memory/observational-memory#caller-supplied-token-estimates-for-file-parts) for details.","users":{}}