@mastra/rag/dist/utils/vector-prompts.d.ts

The Retrieval-Augmented Generation (RAG) module contains document processing and embedding utilities.

/**
 * @deprecated These prompts have been moved to their respective vector store packages.
 * Import them directly from the vector store package instead:
 * - ASTRA_PROMPT: @mastra/astra/vector/prompt
 * - CHROMA_PROMPT: @mastra/chroma/vector/prompt
 * - LIBSQL_PROMPT: @mastra/libsql/vector/prompt
 * - PGVECTOR_PROMPT: @mastra/pg/vector/prompt
 * - PINECONE_PROMPT: @mastra/pinecone/vector/prompt
 * - QDRANT_PROMPT: @mastra/qdrant/vector/prompt
 * - UPSTASH_PROMPT: @mastra/upstash/vector/prompt
 * - VECTORIZE_PROMPT: @mastra/vectorize/vector/prompt
 * - MONGODB_PROMPT: @mastra/mongodb/vector/prompt
 */
/** @deprecated Import from @mastra/astra instead */
export declare const ASTRA_PROMPT = "When querying Astra, you can ONLY use the operators listed below. Any other operators will be rejected.\nImportant: Don't explain how to construct the filter - use the specified operators and fields to search the content and return relevant results.\nIf a user tries to give an explicit operator that is not supported, reject the filter entirely and let them know that the operator is not supported.\n\nBasic Comparison Operators:\n- $eq: Exact match (default when using field: value)\n  Example: { \"category\": \"electronics\" }\n- $ne: Not equal\n  Example: { \"category\": { \"$ne\": \"electronics\" } }\n- $gt: Greater than\n  Example: { \"price\": { \"$gt\": 100 } }\n- $gte: Greater than or equal\n  Example: { \"price\": { \"$gte\": 100 } }\n- $lt: Less than\n  Example: { \"price\": { \"$lt\": 100 } }\n- $lte: Less than or equal\n  Example: { \"price\": { \"$lte\": 100 } }\n\nArray Operators:\n- $in: Match any value in array\n  Example: { \"category\": { \"$in\": [\"electronics\", \"books\"] } }\n- $nin: Does not match any value in array\n  Example: { \"category\": { \"$nin\": [\"electronics\", \"books\"] } }\n- $all: Match all values in array\n  Example: { \"tags\": { \"$all\": [\"premium\", \"sale\"] } }\n\nLogical Operators:\n- $and: Logical AND (can be implicit or explicit)\n  Implicit Example: { \"price\": { \"$gt\": 100 }, \"category\": \"electronics\" }\n  Explicit Example: { \"$and\": [{ \"price\": { \"$gt\": 100 } }, { \"category\": \"electronics\" }] }\n- $or: Logical OR\n  Example: { \"$or\": [{ \"price\": { \"$lt\": 50 } }, { \"category\": \"books\" }] }\n- $not: Logical NOT\n  Example: { \"$not\": { \"category\": \"electronics\" } }\n\nElement Operators:\n- $exists: Check if field exists\n  Example: { \"rating\": { \"$exists\": true } }\n\nSpecial Operators:\n- $size: Array length check\n  Example: { \"tags\": { \"$size\": 2 } }\n\nRestrictions:\n- Regex patterns are not supported\n- Only $and, $or, and $not logical operators are supported\n- Nested fields are supported using dot notation\n- Multiple conditions on the same field are supported with both implicit and explicit $and\n- Empty arrays in $in/$nin will return no results\n- A non-empty array is required for $all operator\n- Only logical operators ($and, $or, $not) can be used at the top level\n- All other operators must be used within a field condition\n  Valid: { \"field\": { \"$gt\": 100 } }\n  Valid: { \"$and\": [...] }\n  Invalid: { \"$gt\": 100 }\n- Logical operators must contain field conditions, not direct operators\n  Valid: { \"$and\": [{ \"field\": { \"$gt\": 100 } }] }\n  Invalid: { \"$and\": [{ \"$gt\": 100 }] }\n- $not operator:\n  - Must be an object\n  - Cannot be empty\n  - Can be used at field level or top level\n  - Valid: { \"$not\": { \"field\": \"value\" } }\n  - Valid: { \"field\": { \"$not\": { \"$eq\": \"value\" } } }\n- Other logical operators ($and, $or):\n  - Can only be used at top level or nested within other logical operators\n  - Can not be used on a field level, or be nested inside a field\n  - Can not be used inside an operator\n  - Valid: { \"$and\": [{ \"field\": { \"$gt\": 100 } }] }\n  - Valid: { \"$or\": [{ \"$and\": [{ \"field\": { \"$gt\": 100 } }] }] }\n  - Invalid: { \"field\": { \"$and\": [{ \"$gt\": 100 }] } }\n  - Invalid: { \"field\": { \"$or\": [{ \"$gt\": 100 }] } }\n  - Invalid: { \"field\": { \"$gt\": { \"$and\": [{...}] } } }\n\nExample Complex Query:\n{\n  \"$and\": [\n    { \"category\": { \"$in\": [\"electronics\", \"computers\"] } },\n    { \"price\": { \"$gte\": 100, \"$lte\": 1000 } },\n    { \"tags\": { \"$all\": [\"premium\"] } },\n    { \"rating\": { \"$exists\": true, \"$gt\": 4 } },\n    { \"$or\": [\n      { \"stock\": { \"$gt\": 0 } },\n      { \"preorder\": true }\n    ]}\n  ]\n}";
/** @deprecated Import from @mastra/chroma instead */
export declare const CHROMA_PROMPT = "When querying Chroma, you can ONLY use the operators listed below. Any other operators will be rejected.\nImportant: Don't explain how to construct the filter - use the specified operators and fields to search the content and return relevant results.\nIf a user tries to give an explicit operator that is not supported, reject the filter entirely and let them know that the operator is not supported.\n\nBasic Comparison Operators:\n- $eq: Exact match (default when using field: value)\n  Example: { \"category\": \"electronics\" }\n- $ne: Not equal\n  Example: { \"category\": { \"$ne\": \"electronics\" } }\n- $gt: Greater than\n  Example: { \"price\": { \"$gt\": 100 } }\n- $gte: Greater than or equal\n  Example: { \"price\": { \"$gte\": 100 } }\n- $lt: Less than\n  Example: { \"price\": { \"$lt\": 100 } }\n- $lte: Less than or equal\n  Example: { \"price\": { \"$lte\": 100 } }\n\nArray Operators:\n- $in: Match any value in array\n  Example: { \"category\": { \"$in\": [\"electronics\", \"books\"] } }\n- $nin: Does not match any value in array\n  Example: { \"category\": { \"$nin\": [\"electronics\", \"books\"] } }\n\nLogical Operators:\n- $and: Logical AND\n  Example: { \"$and\": [{ \"price\": { \"$gt\": 100 } }, { \"category\": \"electronics\" }] }\n- $or: Logical OR\n  Example: { \"$or\": [{ \"price\": { \"$lt\": 50 } }, { \"category\": \"books\" }] }\n\nRestrictions:\n- Regex patterns are not supported\n- Element operators are not supported\n- Only $and and $or logical operators are supported\n- Nested fields are supported using dot notation\n- Multiple conditions on the same field are supported with both implicit and explicit $and\n- Empty arrays in $in/$nin will return no results\n- If multiple top-level fields exist, they're wrapped in $and\n- Only logical operators ($and, $or) can be used at the top level\n- All other operators must be used within a field condition\n  Valid: { \"field\": { \"$gt\": 100 } }\n  Valid: { \"$and\": [...] }\n  Invalid: { \"$gt\": 100 }\n  Invalid: { \"$in\": [...] }\n- Logical operators must contain field conditions, not direct operators\n  Valid: { \"$and\": [{ \"field\": { \"$gt\": 100 } }] }\n  Invalid: { \"$and\": [{ \"$gt\": 100 }] }\n- Logical operators ($and, $or):\n  - Can only be used at top level or nested within other logical operators\n  - Can not be used on a field level, or be nested inside a field\n  - Can not be used inside an operator\n  - Valid: { \"$and\": [{ \"field\": { \"$gt\": 100 } }] }\n  - Valid: { \"$or\": [{ \"$and\": [{ \"field\": { \"$gt\": 100 } }] }] }\n  - Invalid: { \"field\": { \"$and\": [{ \"$gt\": 100 }] } }\n  - Invalid: { \"field\": { \"$or\": [{ \"$gt\": 100 }] } }\n  - Invalid: { \"field\": { \"$gt\": { \"$and\": [{...}] } } }\nExample Complex Query:\n{\n  \"$and\": [\n    { \"category\": { \"$in\": [\"electronics\", \"computers\"] } },\n    { \"price\": { \"$gte\": 100, \"$lte\": 1000 } },\n    { \"$or\": [\n      { \"inStock\": true },\n      { \"preorder\": true }\n    ]}\n  ]\n}";
/** @deprecated Import from @mastra/libsql instead */
export declare const LIBSQL_PROMPT = "When querying LibSQL Vector, you can ONLY use the operators listed below. Any other operators will be rejected.\nImportant: Don't explain how to construct the filter - use the specified operators and fields to search the content and return relevant results.\nIf a user tries to give an explicit operator that is not supported, reject the filter entirely and let them know that the operator is not supported.\n\nBasic Comparison Operators:\n- $eq: Exact match (default when using field: value)\n  Example: { \"category\": \"electronics\" }\n- $ne: Not equal\n  Example: { \"category\": { \"$ne\": \"electronics\" } }\n- $gt: Greater than\n  Example: { \"price\": { \"$gt\": 100 } }\n- $gte: Greater than or equal\n  Example: { \"price\": { \"$gte\": 100 } }\n- $lt: Less than\n  Example: { \"price\": { \"$lt\": 100 } }\n- $lte: Less than or equal\n  Example: { \"price\": { \"$lte\": 100 } }\n\nArray Operators:\n- $in: Match any value in array\n  Example: { \"category\": { \"$in\": [\"electronics\", \"books\"] } }\n- $nin: Does not match any value in array\n  Example: { \"category\": { \"$nin\": [\"electronics\", \"books\"] } }\n- $all: Match all values in array\n  Example: { \"tags\": { \"$all\": [\"premium\", \"sale\"] } }\n- $elemMatch: Match array elements that meet all specified conditions\n  Example: { \"items\": { \"$elemMatch\": { \"price\": { \"$gt\": 100 } } } }\n- $contains: Check if array contains value\n  Example: { \"tags\": { \"$contains\": \"premium\" } }\n\nLogical Operators:\n- $and: Logical AND (implicit when using multiple conditions)\n  Example: { \"$and\": [{ \"price\": { \"$gt\": 100 } }, { \"category\": \"electronics\" }] }\n- $or: Logical OR\n  Example: { \"$or\": [{ \"price\": { \"$lt\": 50 } }, { \"category\": \"books\" }] }\n- $not: Logical NOT\n  Example: { \"$not\": { \"category\": \"electronics\" } }\n- $nor: Logical NOR\n  Example: { \"$nor\": [{ \"price\": { \"$lt\": 50 } }, { \"category\": \"books\" }] }\n\nElement Operators:\n- $exists: Check if field exists\n  Example: { \"rating\": { \"$exists\": true } }\n\nSpecial Operators:\n- $size: Array length check\n  Example: { \"tags\": { \"$size\": 2 } }\n\nRestrictions:\n- Regex patterns are not supported\n- Direct RegExp patterns will throw an error\n- Nested fields are supported using dot notation\n- Multiple conditions on the same field are supported with both implicit and explicit $and\n- Array operations work on array fields only\n- Basic operators handle array values as JSON strings\n- Empty arrays in conditions are handled gracefully\n- Only logical operators ($and, $or, $not, $nor) can be used at the top level\n- All other operators must be used within a field condition\n  Valid: { \"field\": { \"$gt\": 100 } }\n  Valid: { \"$and\": [...] }\n  Invalid: { \"$gt\": 100 }\n  Invalid: { \"$contains\": \"value\" }\n- Logical operators must contain field conditions, not direct operators\n  Valid: { \"$and\": [{ \"field\": { \"$gt\": 100 } }] }\n  Invalid: { \"$and\": [{ \"$gt\": 100 }] }\n- $not operator:\n  - Must be an object\n  - Cannot be empty\n  - Can be used at field level or top level\n  - Valid: { \"$not\": { \"field\": \"value\" } }\n  - Valid: { \"field\": { \"$not\": { \"$eq\": \"value\" } } }\n- Other logical operators ($and, $or, $nor):\n  - Can only be used at top level or nested within other logical operators\n  - Can not be used on a field level, or be nested inside a field\n  - Can not be used inside an operator\n  - Valid: { \"$and\": [{ \"field\": { \"$gt\": 100 } }] }\n  - Valid: { \"$or\": [{ \"$and\": [{ \"field\": { \"$gt\": 100 } }] }] }\n  - Invalid: { \"field\": { \"$and\": [{ \"$gt\": 100 }] } }\n  - Invalid: { \"field\": { \"$or\": [{ \"$gt\": 100 }] } }\n  - Invalid: { \"field\": { \"$gt\": { \"$and\": [{...}] } } }\n- $elemMatch requires an object with conditions\n  Valid: { \"array\": { \"$elemMatch\": { \"field\": \"value\" } } }\n  Invalid: { \"array\": { \"$elemMatch\": \"value\" } }\n\nExample Complex Query:\n{\n  \"$and\": [\n    { \"category\": { \"$in\": [\"electronics\", \"computers\"] } },\n    { \"price\": { \"$gte\": 100, \"$lte\": 1000 } },\n    { \"tags\": { \"$all\": [\"premium\", \"sale\"] } },\n    { \"items\": { \"$elemMatch\": { \"price\": { \"$gt\": 50 }, \"inStock\": true } } },\n    { \"$or\": [\n      { \"stock\": { \"$gt\": 0 } },\n      { \"preorder\": true }\n    ]}\n  ]\n}";
/** @deprecated Import from @mastra/pg instead */
export declare const PGVECTOR_PROMPT = "When querying PG Vector, you can ONLY use the operators listed below. Any other operators will be rejected.\nImportant: Don't explain how to construct the filter - use the specified operators and fields to search the content and return relevant results.\nIf a user tries to give an explicit operator that is not supported, reject the filter entirely and let them know that the operator is not supported.\n\nBasic Comparison Operators:\n- $eq: Exact match (default when using field: value)\n  Example: { \"category\": \"electronics\" }\n- $ne: Not equal\n  Example: { \"category\": { \"$ne\": \"electronics\" } }\n- $gt: Greater than\n  Example: { \"price\": { \"$gt\": 100 } }\n- $gte: Greater than or equal\n  Example: { \"price\": { \"$gte\": 100 } }\n- $lt: Less than\n  Example: { \"price\": { \"$lt\": 100 } }\n- $lte: Less than or equal\n  Example: { \"price\": { \"$lte\": 100 } }\n\nArray Operators:\n- $in: Match any value in array\n  Example: { \"category\": { \"$in\": [\"electronics\", \"books\"] } }\n- $nin: Does not match any value in array\n  Example: { \"category\": { \"$nin\": [\"electronics\", \"books\"] } }\n- $all: Match all values in array\n  Example: { \"tags\": { \"$all\": [\"premium\", \"sale\"] } }\n- $elemMatch: Match array elements that meet all specified conditions\n  Example: { \"items\": { \"$elemMatch\": { \"price\": { \"$gt\": 100 } } } }\n- $contains: Check if array contains value\n  Example: { \"tags\": { \"$contains\": \"premium\" } }\n\nLogical Operators:\n- $and: Logical AND\n  Example: { \"$and\": [{ \"price\": { \"$gt\": 100 } }, { \"category\": \"electronics\" }] }\n- $or: Logical OR\n  Example: { \"$or\": [{ \"price\": { \"$lt\": 50 } }, { \"category\": \"books\" }] }\n- $not: Logical NOT\n  Example: { \"$not\": { \"category\": \"electronics\" } }\n- $nor: Logical NOR\n  Example: { \"$nor\": [{ \"price\": { \"$lt\": 50 } }, { \"category\": \"books\" }] }\n\nElement Operators:\n- $exists: Check if field exists\n  Example: { \"rating\": { \"$exists\": true } }\n\nSpecial Operators:\n- $size: Array length check\n  Example: { \"tags\": { \"$size\": 2 } }\n- $regex: Pattern matching (PostgreSQL regex syntax)\n  Example: { \"name\": { \"$regex\": \"^iphone\" } }\n- $options: Regex options (used with $regex)\n  Example: { \"name\": { \"$regex\": \"iphone\", \"$options\": \"i\" } }\n\nRestrictions:\n- Direct RegExp patterns are supported\n- Nested fields are supported using dot notation\n- Multiple conditions on the same field are supported with both implicit and explicit $and\n- Array operations work on array fields only\n- Regex patterns must follow PostgreSQL syntax\n- Empty arrays in conditions are handled gracefully\n- Only logical operators ($and, $or, $not, $nor) can be used at the top level\n- All other operators must be used within a field condition\n  Valid: { \"field\": { \"$gt\": 100 } }\n  Valid: { \"$and\": [...] }\n  Invalid: { \"$gt\": 100 }\n  Invalid: { \"$regex\": \"pattern\" }\n- Logical operators must contain field conditions, not direct operators\n  Valid: { \"$and\": [{ \"field\": { \"$gt\": 100 } }] }\n  Invalid: { \"$and\": [{ \"$gt\": 100 }] }\n- $not operator:\n  - Must be an object\n  - Cannot be empty\n  - Can be used at field level or top level\n  - Valid: { \"$not\": { \"field\": \"value\" } }\n  - Valid: { \"field\": { \"$not\": { \"$eq\": \"value\" } } }\n- Other logical operators ($and, $or, $nor):\n  - Can only be used at top level or nested within other logical operators\n  - Can not be used on a field level, or be nested inside a field\n  - Can not be used inside an operator\n  - Valid: { \"$and\": [{ \"field\": { \"$gt\": 100 } }] }\n  - Valid: { \"$or\": [{ \"$and\": [{ \"field\": { \"$gt\": 100 } }] }] }\n  - Invalid: { \"field\": { \"$and\": [{ \"$gt\": 100 }] } }\n  - Invalid: { \"field\": { \"$or\": [{ \"$gt\": 100 }] } }\n  - Invalid: { \"field\": { \"$gt\": { \"$and\": [{...}] } } }\n- $elemMatch requires an object with conditions\n  Valid: { \"array\": { \"$elemMatch\": { \"field\": \"value\" } } }\n  Invalid: { \"array\": { \"$elemMatch\": \"value\" } }\n\nExample Complex Query:\n{\n  \"$and\": [\n    { \"category\": { \"$in\": [\"electronics\", \"computers\"] } },\n    { \"price\": { \"$gte\": 100, \"$lte\": 1000 } },\n    { \"tags\": { \"$all\": [\"premium\", \"sale\"] } },\n    { \"items\": { \"$elemMatch\": { \"price\": { \"$gt\": 50 }, \"inStock\": true } } },\n    { \"$or\": [\n      { \"name\": { \"$regex\": \"^iphone\", \"$options\": \"i\" } },\n      { \"description\": { \"$regex\": \".*apple.*\" } }\n    ]}\n  ]\n}";
/** @deprecated Import from @mastra/pinecone instead */
export declare const PINECONE_PROMPT = "When querying Pinecone, you can ONLY use the operators listed below. Any other operators will be rejected.\nImportant: Don't explain how to construct the filter - use the specified operators and fields to search the content and return relevant results.\nIf a user tries to give an explicit operator that is not supported, reject the filter entirely and let them know that the operator is not supported.\n\nBasic Comparison Operators:\n- $eq: Exact match (default when using field: value)\n  Example: { \"category\": \"electronics\" }\n- $ne: Not equal\n  Example: { \"category\": { \"$ne\": \"electronics\" } }\n- $gt: Greater than\n  Example: { \"price\": { \"$gt\": 100 } }\n- $gte: Greater than or equal\n  Example: { \"price\": { \"$gte\": 100 } }\n- $lt: Less than\n  Example: { \"price\": { \"$lt\": 100 } }\n- $lte: Less than or equal\n  Example: { \"price\": { \"$lte\": 100 } }\n\nArray Operators:\n- $in: Match any value in array\n  Example: { \"category\": { \"$in\": [\"electronics\", \"books\"] } }\n- $nin: Does not match any value in array\n  Example: { \"category\": { \"$nin\": [\"electronics\", \"books\"] } }\n- $all: Match all values in array\n  Example: { \"tags\": { \"$all\": [\"premium\", \"sale\"] } }\n\nLogical Operators:\n- $and: Logical AND (can be implicit or explicit)\n  Implicit Example: { \"price\": { \"$gt\": 100 }, \"category\": \"electronics\" }\n  Explicit Example: { \"$and\": [{ \"price\": { \"$gt\": 100 } }, { \"category\": \"electronics\" }] }\n- $or: Logical OR\n  Example: { \"$or\": [{ \"price\": { \"$lt\": 50 } }, { \"category\": \"books\" }] }\n\nElement Operators:\n- $exists: Check if field exists\n  Example: { \"rating\": { \"$exists\": true } }\n\nRestrictions:\n- Regex patterns are not supported\n- Only $and and $or logical operators are supported at the top level\n- Empty arrays in $in/$nin will return no results\n- A non-empty array is required for $all operator\n- Nested fields are supported using dot notation\n- Multiple conditions on the same field are supported with both implicit and explicit $and\n- At least one key-value pair is required in filter object\n- Empty objects and undefined values are treated as no filter\n- Invalid types in comparison operators will throw errors\n- All non-logical operators must be used within a field condition\n  Valid: { \"field\": { \"$gt\": 100 } }\n  Valid: { \"$and\": [...] }\n  Invalid: { \"$gt\": 100 }\n- Logical operators must contain field conditions, not direct operators\n  Valid: { \"$and\": [{ \"field\": { \"$gt\": 100 } }] }\n  Invalid: { \"$and\": [{ \"$gt\": 100 }] }\n- Logical operators ($and, $or):\n  - Can only be used at top level or nested within other logical operators\n  - Can not be used on a field level, or be nested inside a field\n  - Can not be used inside an operator\n  - Valid: { \"$and\": [{ \"field\": { \"$gt\": 100 } }] }\n  - Valid: { \"$or\": [{ \"$and\": [{ \"field\": { \"$gt\": 100 } }] }] }\n  - Invalid: { \"field\": { \"$and\": [{ \"$gt\": 100 }] } }\n  - Invalid: { \"field\": { \"$or\": [{ \"$gt\": 100 }] } }\n  - Invalid: { \"field\": { \"$gt\": { \"$and\": [{...}] } } }\nExample Complex Query:\n{\n  \"$and\": [\n    { \"category\": { \"$in\": [\"electronics\", \"computers\"] } },\n    { \"price\": { \"$gte\": 100, \"$lte\": 1000 } },\n    { \"tags\": { \"$all\": [\"premium\", \"sale\"] } },\n    { \"rating\": { \"$exists\": true, \"$gt\": 4 } },\n    { \"$or\": [\n      { \"stock\": { \"$gt\": 0 } },\n      { \"preorder\": true }\n    ]}\n  ]\n}";
/** @deprecated Import from @mastra/qdrant instead */
export declare const QDRANT_PROMPT = "When querying Qdrant, you can ONLY use the operators listed below. Any other operators will be rejected.\nImportant: Don't explain how to construct the filter - use the specified operators and fields to search the content and return relevant results.\nIf a user tries to give an explicit operator that is not supported, reject the filter entirely and let them know that the operator is not supported.\n\nBasic Comparison Operators:\n- $eq: Exact match (default when using field: value)\n  Example: { \"category\": \"electronics\" }\n- $ne: Not equal\n  Example: { \"category\": { \"$ne\": \"electronics\" } }\n- $gt: Greater than\n  Example: { \"price\": { \"$gt\": 100 } }\n- $gte: Greater than or equal\n  Example: { \"price\": { \"$gte\": 100 } }\n- $lt: Less than\n  Example: { \"price\": { \"$lt\": 100 } }\n- $lte: Less than or equal\n  Example: { \"price\": { \"$lte\": 100 } }\n\nArray Operators:\n- $in: Match any value in array\n  Example: { \"category\": { \"$in\": [\"electronics\", \"books\"] } }\n- $nin: Does not match any value in array\n  Example: { \"category\": { \"$nin\": [\"electronics\", \"books\"] } }\n\nLogical Operators:\n- $and: Logical AND (implicit when using multiple conditions)\n  Example: { \"$and\": [{ \"price\": { \"$gt\": 100 } }, { \"category\": \"electronics\" }] }\n- $or: Logical OR\n  Example: { \"$or\": [{ \"price\": { \"$lt\": 50 } }, { \"category\": \"books\" }] }\n- $not: Logical NOT\n  Example: { \"$not\": { \"category\": \"electronics\" } }\n\nElement Operators:\n- $exists: Check if field exists\n  Example: { \"rating\": { \"$exists\": true } }\n\nSpecial Operators:\n- $regex: Pattern matching\n  Example: { \"name\": { \"$regex\": \"iphone.*\" } }\n- $count: Array length/value count\n  Example: { \"tags\": { \"$count\": { \"$gt\": 2 } } }\n- $geo: Geographical filters (supports radius, box, polygon)\n  Example: {\n    \"location\": {\n      \"$geo\": {\n        \"type\": \"radius\",\n        \"center\": { \"lat\": 52.5, \"lon\": 13.4 },\n        \"radius\": 10000\n      }\n    }\n  }\n- $hasId: Match specific document IDs\n  Example: { \"$hasId\": [\"doc1\", \"doc2\"] }\n- $hasVector: Check vector existence\n  Example: { \"$hasVector\": \"\" }\n- $datetime: RFC 3339 datetime range\n  Example: {\n    \"created_at\": {\n      \"$datetime\": {\n        \"range\": {\n          \"gt\": \"2024-01-01T00:00:00Z\",\n          \"lt\": \"2024-12-31T23:59:59Z\"\n        }\n      }\n    }\n  }\n- $null: Check for null values\n  Example: { \"field\": { \"$null\": true } }\n- $empty: Check for empty values\n  Example: { \"array\": { \"$empty\": true } }\n- $nested: Nested object filters\n  Example: {\n    \"items[]\": {\n      \"$nested\": {\n        \"price\": { \"$gt\": 100 },\n        \"stock\": { \"$gt\": 0 }\n      }\n    }\n  }\n\nRestrictions:\n- Only logical operators ($and, $or, $not) and collection operators ($hasId, $hasVector) can be used at the top level\n- All other operators must be used within a field condition\n  Valid: { \"field\": { \"$gt\": 100 } }\n  Valid: { \"$and\": [...] }\n  Valid: { \"$hasId\": [...] }\n  Invalid: { \"$gt\": 100 }\n- Nested fields are supported using dot notation\n- Array fields with nested objects use [] suffix: \"items[]\"\n- Geo filtering requires specific format for radius, box, or polygon\n- Datetime values must be in RFC 3339 format\n- Empty arrays in conditions are handled as empty values\n- Null values are handled with $null operator\n- Empty values are handled with $empty operator\n- $regex uses standard regex syntax\n- $count can only be used with numeric comparison operators\n- $nested requires an object with conditions\n- Logical operators must contain field conditions, not direct operators\n  Valid: { \"$and\": [{ \"field\": { \"$gt\": 100 } }] }\n  Invalid: { \"$and\": [{ \"$gt\": 100 }] }\n- $not operator:\n  - Must be an object\n  - Cannot be empty\n  - Can be used at field level or top level\n  - Valid: { \"$not\": { \"field\": \"value\" } }\n  - Valid: { \"field\": { \"$not\": { \"$eq\": \"value\" } } }\n- Other logical operators ($and, $or):\n  - Can only be used at top level or nested within other logical operators\n  - Can not be used on a field level, or be nested inside a field\n  - Can not be used inside an operator\n  - Valid: { \"$and\": [{ \"field\": { \"$gt\": 100 } }] }\n  - Valid: { \"$or\": [{ \"$and\": [{ \"field\": { \"$gt\": 100 } }] }] }\n  - Invalid: { \"field\": { \"$and\": [{ \"$gt\": 100 }] } }\n  - Invalid: { \"field\": { \"$or\": [{ \"$gt\": 100 }] } }\n  - Invalid: { \"field\": { \"$gt\": { \"$and\": [{...}] } } }\nExample Complex Query:\n{\n  \"$and\": [\n    { \"category\": { \"$in\": [\"electronics\"] } },\n    { \"price\": { \"$gt\": 100 } },\n    { \"location\": {\n      \"$geo\": {\n        \"type\": \"radius\",\n        \"center\": { \"lat\": 52.5, \"lon\": 13.4 },\n        \"radius\": 5000\n      }\n    }},\n    { \"items[]\": {\n      \"$nested\": {\n        \"price\": { \"$gt\": 50 },\n        \"stock\": { \"$gt\": 0 }\n      }\n    }},\n    { \"created_at\": {\n      \"$datetime\": {\n        \"range\": {\n          \"gt\": \"2024-01-01T00:00:00Z\"\n        }\n      }\n    }},\n    { \"$or\": [\n      { \"status\": { \"$ne\": \"discontinued\" } },\n      { \"clearance\": true }\n    ]}\n  ]\n}";
/** @deprecated Import from @mastra/upstash instead */
export declare const UPSTASH_PROMPT = "When querying Upstash Vector, you can ONLY use the operators listed below. Any other operators will be rejected.\nImportant: Don't explain how to construct the filter - use the specified operators and fields to search the content and return relevant results.\nIf a user tries to give an explicit operator that is not supported, reject the filter entirely and let them know that the operator is not supported.\n\nBasic Comparison Operators:\n- $eq: Exact match (default when using field: value)\n  Example: { \"category\": \"electronics\" } or { \"category\": { \"$eq\": \"electronics\" } }\n- $ne: Not equal\n  Example: { \"category\": { \"$ne\": \"electronics\" } }\n- $gt: Greater than\n  Example: { \"price\": { \"$gt\": 100 } }\n- $gte: Greater than or equal\n  Example: { \"price\": { \"$gte\": 100 } }\n- $lt: Less than\n  Example: { \"price\": { \"$lt\": 100 } }\n- $lte: Less than or equal\n  Example: { \"price\": { \"$lte\": 100 } }\n\nArray Operators:\n- $in: Match any value in array\n  Example: { \"category\": { \"$in\": [\"electronics\", \"books\"] } }\n- $nin: Does not match any value in array\n  Example: { \"category\": { \"$nin\": [\"electronics\", \"books\"] } }\n- $all: Matches all values in array\n  Example: { \"tags\": { \"$all\": [\"premium\", \"new\"] } }\n\nLogical Operators:\n- $and: Logical AND (implicit when using multiple conditions)\n  Example: { \"$and\": [{ \"price\": { \"$gt\": 100 } }, { \"category\": \"electronics\" }] }\n- $or: Logical OR\n  Example: { \"$or\": [{ \"price\": { \"$lt\": 50 } }, { \"category\": \"books\" }] }\n- $not: Logical NOT\n  Example: { \"$not\": { \"category\": \"electronics\" } }\n- $nor: Logical NOR\n  Example: { \"$nor\": [{ \"price\": { \"$lt\": 50 } }, { \"category\": \"books\" }] }\n\nElement Operators:\n- $exists: Check if field exists\n  Example: { \"rating\": { \"$exists\": true } }\n\nSpecial Operators:\n- $regex: Pattern matching using glob syntax (only as operator, not direct RegExp)\n  Example: { \"name\": { \"$regex\": \"iphone*\" } }\n- $contains: Check if array/string contains value\n  Example: { \"tags\": { \"$contains\": \"premium\" } }\n\nRestrictions:\n- Null/undefined values are not supported in any operator\n- Empty arrays are only supported in $in/$nin operators\n- Direct RegExp patterns are not supported, use $regex with glob syntax\n- Nested fields are supported using dot notation\n- Multiple conditions on same field are combined with AND\n- String values with quotes are automatically escaped\n- Only logical operators ($and, $or, $not, $nor) can be used at the top level\n- All other operators must be used within a field condition\n  Valid: { \"field\": { \"$gt\": 100 } }\n  Valid: { \"$and\": [...] }\n  Invalid: { \"$gt\": 100 }\n- $regex uses glob syntax (*, ?) not standard regex patterns\n- $contains works on both arrays and string fields\n- Logical operators must contain field conditions, not direct operators\n  Valid: { \"$and\": [{ \"field\": { \"$gt\": 100 } }] }\n  Invalid: { \"$and\": [{ \"$gt\": 100 }] }\n- $not operator:\n  - Must be an object\n  - Cannot be empty\n  - Can be used at field level or top level\n  - Valid: { \"$not\": { \"field\": \"value\" } }\n  - Valid: { \"field\": { \"$not\": { \"$eq\": \"value\" } } }\n- Other logical operators ($and, $or, $nor):\n  - Can only be used at top level or nested within other logical operators\n  - Can not be used on a field level, or be nested inside a field\n  - Can not be used inside an operator\n  - Valid: { \"$and\": [{ \"field\": { \"$gt\": 100 } }] }\n  - Valid: { \"$or\": [{ \"$and\": [{ \"field\": { \"$gt\": 100 } }] }] }\n  - Invalid: { \"field\": { \"$and\": [{ \"$gt\": 100 }] } }\n  - Invalid: { \"field\": { \"$or\": [{ \"$gt\": 100 }] } }\n  - Invalid: { \"field\": { \"$gt\": { \"$and\": [{...}] } } }\nExample Complex Query:\n{\n  \"$and\": [\n    { \"category\": { \"$in\": [\"electronics\", \"computers\"] } },\n    { \"price\": { \"$gt\": 100, \"$lt\": 1000 } },\n    { \"tags\": { \"$all\": [\"premium\", \"new\"] } },\n    { \"name\": { \"$regex\": \"iphone*\" } },\n    { \"description\": { \"$contains\": \"latest\" } },\n    { \"$or\": [\n      { \"brand\": \"Apple\" },\n      { \"rating\": { \"$gte\": 4.5 } }\n    ]}\n  ]\n}";
/** @deprecated Import from @mastra/vectorize instead */
export declare const VECTORIZE_PROMPT = "When querying Vectorize, you can ONLY use the operators listed below. Any other operators will be rejected.\nImportant: Don't explain how to construct the filter - use the specified operators and fields to search the content and return relevant results.\nIf a user tries to give an explicit operator that is not supported, reject the filter entirely and let them know that the operator is not supported.\n\nBasic Comparison Operators:\n- $eq: Exact match (default when using field: value)\n  Example: { \"category\": \"electronics\" }\n- $ne: Not equal\n  Example: { \"category\": { \"$ne\": \"electronics\" } }\n- $gt: Greater than\n  Example: { \"price\": { \"$gt\": 100 } }\n- $gte: Greater than or equal\n  Example: { \"price\": { \"$gte\": 100 } }\n- $lt: Less than\n  Example: { \"price\": { \"$lt\": 100 } }\n- $lte: Less than or equal\n  Example: { \"price\": { \"$lte\": 100 } }\n\nArray Operators:\n- $in: Match any value in array\n  Example: { \"category\": { \"$in\": [\"electronics\", \"books\"] } }\n- $nin: Does not match any value in array\n  Example: { \"category\": { \"$nin\": [\"electronics\", \"books\"] } }\n\nRestrictions:\n- Regex patterns are not supported\n- Logical operators are not supported\n- Element operators are not supported\n- Fields must have a flat structure, as nested fields are not supported\n- Multiple conditions on the same field are supported\n- Empty arrays in $in/$nin will return no results\n- Filter keys cannot be longer than 512 characters\n- Filter keys cannot contain invalid characters ($, \", empty)\n- Filter size is limited to prevent oversized queries\n- Invalid types in operators return no results instead of throwing errors\n- Empty objects are accepted in filters\n- Metadata must use flat structure with dot notation (no nested objects)\n- Must explicitly create metadata indexes for filterable fields (limit 10 per index)\n- Can only effectively filter on indexed metadata fields\n- Metadata values can be strings, numbers, booleans, or homogeneous arrays\n- No operators can be used at the top level (no logical operators supported)\n- All operators must be used within a field condition\n  Valid: { \"field\": { \"$gt\": 100 } }\n  Invalid: { \"$gt\": 100 }\n  Invalid: { \"$in\": [...] }\n\nExample Complex Query:\n{\n  \"category\": { \"$in\": [\"electronics\", \"computers\"] },\n  \"price\": { \"$gte\": 100, \"$lte\": 1000 },\n  \"inStock\": true\n}";
/** @deprecated Import from @mastra/mongodb instead */
export declare const MONGODB_PROMPT = "When querying MongoDB, you can ONLY use the operators listed below. Any other operators will be rejected.\nImportant: Don't explain how to construct the filter - use the specified operators and fields to search the content and return relevant results.\nIf a user tries to give an explicit operator that is not supported, reject the filter entirely and let them know that the operator is not supported.\n\nBasic Comparison Operators:\n- $eq: Exact match (default when using field: value)\n  Example: { \"category\": \"electronics\" }\n- $ne: Not equal\n  Example: { \"category\": { \"$ne\": \"electronics\" } }\n- $gt: Greater than\n  Example: { \"price\": { \"$gt\": 100 } }\n- $gte: Greater than or equal\n  Example: { \"price\": { \"$gte\": 100 } }\n- $lt: Less than\n  Example: { \"price\": { \"$lt\": 100 } }\n- $lte: Less than or equal\n  Example: { \"price\": { \"$lte\": 100 } }\n\nArray Operators:\n- $in: Match any value in array\n  Example: { \"category\": { \"$in\": [\"electronics\", \"books\"] } }\n- $nin: Does not match any value in array\n  Example: { \"category\": { \"$nin\": [\"electronics\", \"books\"] } }\n- $all: Match all values in array\n  Example: { \"tags\": { \"$all\": [\"premium\", \"sale\"] } }\n- $elemMatch: Match array elements by criteria\n  Example: { \"scores\": { \"$elemMatch\": { \"$gt\": 80 } } }\n\nLogical Operators:\n- $and: Logical AND (can be implicit or explicit)\n  Implicit Example: { \"price\": { \"$gt\": 100 }, \"category\": \"electronics\" }\n  Explicit Example: { \"$and\": [{ \"price\": { \"$gt\": 100 } }, { \"category\": \"electronics\" }] }\n- $or: Logical OR\n  Example: { \"$or\": [{ \"price\": { \"$lt\": 50 } }, { \"category\": \"books\" }] }\n- $not: Logical NOT\n  Example: { \"field\": { \"$not\": { \"$eq\": \"value\" } } }\n- $nor: Logical NOR\n  Example: { \"$nor\": [{ \"price\": { \"$lt\": 50 } }, { \"category\": \"books\" }] }\n\nElement Operators:\n- $exists: Check if field exists\n  Example: { \"rating\": { \"$exists\": true } }\n\nSpecial Operators:\n- $regex: Regular expression match\n  Example: { \"title\": { \"$regex\": \"^laptop\", \"$options\": \"i\" } }\n- $size: Array length check\n  Example: { \"tags\": { \"$size\": 2 } }\n\nUsage Notes:\n- You can use both 'filter' (for metadata fields) and 'documentFilter' (for document content fields).\n- Nested fields are supported using dot notation (e.g., \"metadata.author.name\").\n- Multiple conditions on the same field are supported with both implicit and explicit $and.\n- Empty arrays in $in/$nin will return no results.\n- All logical operators ($and, $or, $not, $nor) can be used at the top level or nested.\n- All other operators must be used within a field condition.\n  Valid: { \"field\": { \"$gt\": 100 } }\n  Valid: { \"$and\": [...] }\n  Invalid: { \"$gt\": 100 }\n- $not operator:\n  - Must be an object\n  - Cannot be empty\n  - Can be used at field level or top level\n  - Valid: { \"$not\": { \"field\": \"value\" } }\n  - Valid: { \"field\": { \"$not\": { \"$eq\": \"value\" } } }\n- Logical operators must contain field conditions, not direct operators\n  Valid: { \"$and\": [{ \"field\": { \"$gt\": 100 } }] }\n  Invalid: { \"$and\": [{ \"$gt\": 100 }] }\n- Regex uses standard MongoDB regex syntax (with optional $options).\n- Metadata values can be strings, numbers, booleans, or arrays.\n- Metadata and document fields can be filtered in the same query.\n\nExample Complex Query:\n{\n  \"category\": { \"$in\": [\"electronics\", \"computers\"] },\n  \"price\": { \"$gte\": 100, \"$lte\": 1000 },\n  \"inStock\": true,\n  \"title\": { \"$regex\": \"laptop\", \"$options\": \"i\" },\n  \"$or\": [\n    { \"brand\": \"Apple\" },\n    { \"rating\": { \"$gte\": 4.5 } }\n  ]\n}\n";
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