> For the complete documentation index, see [llms.txt](https://docs.airops.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.airops.com/api-reference-1/memory-stores.md).

# Memory Stores

Endpoints for managing memory stores (vector stores) and document search.

## Search

> Perform a search on a memory store.

```json
{"openapi":"3.0.1","info":{"title":"API V1","version":"v1"},"tags":[{"name":"Memory Stores","description":"Endpoints for managing memory stores (vector stores) and document search."}],"servers":[{"url":"https://api.airops.com","variables":{"defaultHost":{"default":"api.airops.com"}}}],"security":[{"bearer":[]}],"components":{"securitySchemes":{"bearer":{"type":"http","scheme":"bearer"}},"parameters":{"memory_store_id":{"name":"memory_store_id","in":"path","required":true,"schema":{"type":"string"},"description":"The Memory Store id"}},"schemas":{"MemoryStoreSearchResultItem":{"type":"object","properties":{"id":{"type":"string"},"score":{"type":"number"},"content":{"type":"string"},"document_name":{"type":"string"},"metadata":{"type":"object"}},"required":["id","score","content","document_name","metadata"]}}},"paths":{"/public_api/vector_stores/{memory_store_id}/search":{"get":{"summary":"Search","description":"Perform a search on a memory store.","tags":["Memory Stores"],"operationId":"searchMemoryStore","parameters":[{"$ref":"#/components/parameters/memory_store_id","description":"The Memory Store id"},{"name":"query","in":"query","required":true,"schema":{"type":"string"},"description":"The query to search for"},{"name":"topk","in":"query","required":false,"schema":{"type":"integer","minimum":1,"maximum":1000},"description":"The number of results to return"},{"name":"filter","in":"query","required":false,"schema":{"type":"object","properties":{"key":{"type":"string"},"value":{"type":"string"}}},"description":"The filter to apply to the search. See https://docs.airops.com/basic-setup/memory-stores/memory-stores-metadata#how-to-filter-on-metadata for more information."}],"responses":{"200":{"description":"Results found","content":{"application/json":{"schema":{"type":"object","properties":{"matches":{"type":"array","items":{"$ref":"#/components/schemas/MemoryStoreSearchResultItem"}}}}}}},"400":{"description":"Invalid Request"},"401":{"description":"Authentication error"}}}}}}
```

## Add Document

> Add a document to a memory store.

```json
{"openapi":"3.0.1","info":{"title":"API V1","version":"v1"},"tags":[{"name":"Memory Stores","description":"Endpoints for managing memory stores (vector stores) and document search."}],"servers":[{"url":"https://api.airops.com","variables":{"defaultHost":{"default":"api.airops.com"}}}],"security":[{"bearer":[]}],"components":{"securitySchemes":{"bearer":{"type":"http","scheme":"bearer"}},"parameters":{"memory_store_id":{"name":"memory_store_id","in":"path","required":true,"schema":{"type":"string"},"description":"The Memory Store id"}},"schemas":{"MemoryStoreDocument":{"type":"object","properties":{"id":{"type":"number"},"document_type":{"type":"string"},"name":{"type":"string"},"source":{"type":"string"},"status":{"type":"string"},"sync_progress_percentage":{"type":"number"},"created_at":{"type":"string","format":"date-time"},"updated_at":{"type":"string","format":"date-time"},"vector_store_id":{"type":"number"}}}}},"paths":{"/public_api/vector_stores/{memory_store_id}/vector_store_documents":{"post":{"summary":"Add Document","description":"Add a document to a memory store.","tags":["Memory Stores"],"operationId":"addDocumentToMemoryStore","parameters":[{"$ref":"#/components/parameters/memory_store_id","description":"The Memory Store id"}],"requestBody":{"content":{"application/json":{"schema":{"type":"object","properties":{"text":{"type":"string","description":"The content of the document"},"name":{"type":"string","description":"The name of the document"},"metadata":{"type":"object","description":"The metadata of the document"}},"required":["name","text"]}}}},"responses":{"200":{"description":"Document added","content":{"application/json":{"schema":{"$ref":"#/components/schemas/MemoryStoreDocument"}}}},"400":{"description":"Invalid Request"},"401":{"description":"Authentication error"}}}}}}
```

## Update Document

> Update a document in a memory store.

```json
{"openapi":"3.0.1","info":{"title":"API V1","version":"v1"},"tags":[{"name":"Memory Stores","description":"Endpoints for managing memory stores (vector stores) and document search."}],"servers":[{"url":"https://api.airops.com","variables":{"defaultHost":{"default":"api.airops.com"}}}],"security":[{"bearer":[]}],"components":{"securitySchemes":{"bearer":{"type":"http","scheme":"bearer"}},"parameters":{"memory_store_id":{"name":"memory_store_id","in":"path","required":true,"schema":{"type":"string"},"description":"The Memory Store id"},"memory_store_document_id":{"name":"memory_store_document_id","in":"path","required":true,"schema":{"type":"string"}}},"schemas":{"MemoryStoreDocument":{"type":"object","properties":{"id":{"type":"number"},"document_type":{"type":"string"},"name":{"type":"string"},"source":{"type":"string"},"status":{"type":"string"},"sync_progress_percentage":{"type":"number"},"created_at":{"type":"string","format":"date-time"},"updated_at":{"type":"string","format":"date-time"},"vector_store_id":{"type":"number"}}}}},"paths":{"/public_api/vector_stores/{memory_store_id}/vector_store_documents/{memory_store_document_id}":{"put":{"summary":"Update Document","description":"Update a document in a memory store.","tags":["Memory Stores"],"operationId":"updateDocumentInMemoryStore","parameters":[{"$ref":"#/components/parameters/memory_store_id","description":"The Memory Store id"},{"$ref":"#/components/parameters/memory_store_document_id","description":"The id of the document to update"}],"requestBody":{"content":{"application/json":{"schema":{"type":"object","properties":{"text":{"type":"string","description":"The content of the document"},"name":{"type":"string","description":"The name of the document"},"metadata":{"type":"object","description":"The metadata of the document"}},"required":["name","text"]}}}},"responses":{"200":{"description":"Document updated","content":{"application/json":{"schema":{"$ref":"#/components/schemas/MemoryStoreDocument"}}}},"401":{"description":"Authentication error"}}}}}}
```

## Delete Document

> Delete a document from a memory store.

```json
{"openapi":"3.0.1","info":{"title":"API V1","version":"v1"},"tags":[{"name":"Memory Stores","description":"Endpoints for managing memory stores (vector stores) and document search."}],"servers":[{"url":"https://api.airops.com","variables":{"defaultHost":{"default":"api.airops.com"}}}],"security":[{"bearer":[]}],"components":{"securitySchemes":{"bearer":{"type":"http","scheme":"bearer"}},"parameters":{"memory_store_id":{"name":"memory_store_id","in":"path","required":true,"schema":{"type":"string"},"description":"The Memory Store id"},"memory_store_document_id":{"name":"memory_store_document_id","in":"path","required":true,"schema":{"type":"string"}}}},"paths":{"/public_api/vector_stores/{memory_store_id}/vector_store_documents/{memory_store_document_id}":{"delete":{"summary":"Delete Document","description":"Delete a document from a memory store.","tags":["Memory Stores"],"operationId":"deleteDocumentFromMemoryStore","parameters":[{"$ref":"#/components/parameters/memory_store_id","description":"The Memory Store id"},{"$ref":"#/components/parameters/memory_store_document_id","description":"The id of the document to delete"}],"responses":{"200":{"description":"Document deleted"},"401":{"description":"Authentication error"}}}}}}
```


---

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