Submit Feedback V1

Papr Memory API (1.0.0)

API for managing memory, context, and retrieval for AI agents or apps with authentication and user-specific data.

Authentication

This API supports three authentication methods:

API Key: Include your API key in the X-API-Key header
```
X-API-Key: <your-api-key>
```
Session Token: Include your session token in the X-Session-Token header
```
X-Session-Token: <your-session-token>
```
Bearer Token: Include your OAuth2 token from Auth0 in the Authorization header
```
Authorization: Bearer <token>
```

All endpoints require one of these authentication methods.

Download OpenAPI description

arazzo.json

arazzo.yaml

Servers

Production server

http://memory.papr.ai/

v1

Operations

Create User Batch

Request

Create multiple users or link existing users to developer, and add each to the developer's workspace (if one exists).

Headers

X-API-Keystring(X-Api-Key)required

Bodyapplication/jsonrequired

usersArray of objects(Users)required

Example: [{"email":"user@example.com","external_id":"user123","metadata":{"name":"John Doe","preferences":{"theme":"dark"}},"type":"developerUser"}]

users[].emailEmail (string) or Email (null)(Email)

Example: "user@example.com"

Any of:

string(email)(Email)

users[].external_idstring(External Id)required

Example: "user123"

users[].metadataMetadata (object) or Metadata (null)(Metadata)

Example: {"name":"John Doe","preferences":{"theme":"dark"}}

Any of:

users[].typestring(UserType)

Default "developerUser"

Enum"developerUser""user""agent"

Example: "developerUser"

curl -i -X POST \
  http://memory.papr.ai/v1/user/batch \
  -H 'Content-Type: application/json' \
  -H 'X-API-Key: string' \
  -d '{
    "users": [
      {
        "email": "user@example.com",
        "external_id": "user123",
        "metadata": {
          "name": "John Doe",
          "preferences": {
            "theme": "dark"
          }
        },
        "type": "developerUser"
      }
    ]
  }'

Responses

Successful Response

Bodyapplication/json

codeinteger(Code)required

HTTP status code

Example: 200

statusstring(Status)required

'success' or 'error'

Example: "success"

dataArray of Data (objects) or Data (null)(Data)

Example: [{"created_at":"2024-03-20T10:00:00.000Z","email":"user1@example.com","external_id":"user123","metadata":{"name":"John Doe","preferences":{"theme":"dark"}},"updated_at":"2024-03-20T10:00:00.000Z","user_id":"abc123"}]

Any of:

totalTotal (integer) or Total (null)(Total)

Example: 1

Any of:

integer(Total)

pagePage (integer) or Page (null)(Page)

Example: 1

Any of:

integer(Page)

page_sizePage Size (integer) or Page Size (null)(Page Size)

Example: 10

Any of:

integer(Page Size)

errorError (string) or Error (null)(Error)

Any of:

string(Error)

detailsDetails (any) or Details (null)(Details)

Any of:

any(Details)

Response

application/json

{
  "code": 200,
  "data": [
    { … }
  ],
  "page": 1,
  "page_size": 10,
  "status": "success",
  "total": 1
}

Submit Feedback V1

Request

Submit feedback on search results to help improve model performance.

This endpoint allows developers to provide feedback on:

Overall answer quality (thumbs up/down, ratings)
Specific memory relevance and accuracy
User engagement signals (copy, save, create document actions)
Corrections and improvements

The feedback is used to train and improve:

Router model tier predictions
Memory retrieval ranking
Answer generation quality
Agentic graph search performance

Authentication Required: One of the following authentication methods must be used:

Bearer token in Authorization header
API Key in X-API-Key header
Session token in X-Session-Token header

Required Headers:

Content-Type: application/json
X-Client-Type: (e.g., 'papr_plugin', 'browser_extension')

Bodyapplication/jsonrequired

search_idstring(Search Id)required

The search_id from SearchResponse that this feedback relates to

Example: "abc123def456"

feedbackDataobject(FeedbackData)required

The feedback data containing all feedback information

Example: {"assistantMessage":{"__type":"Pointer","className":"PostMessage","objectId":"abc123def456"},"citedMemoryIds":["mem_123","mem_456"],"citedNodeIds":["node_123","node_456"],"feedbackImpact":"positive","feedbackProcessed":true,"feedbackScore":1,"feedbackSource":"inline","feedbackText":"This answer was very helpful and accurate","feedbackType":"thumbs_up","feedbackValue":"helpful","userMessage":{"__type":"Pointer","className":"PostMessage","objectId":"abc123def456"}}

feedbackData.userMessageParsePointer (object) or null

Example: {"__type":"Pointer","className":"PostMessage","objectId":"abc123def456"}

Any of:

A pointer to a Parse object

feedbackData.assistantMessageParsePointer (object) or null

Example: {"__type":"Pointer","className":"PostMessage","objectId":"abc123def456"}

Any of:

A pointer to a Parse object

feedbackData.feedbackTypestring(FeedbackType)required

Types of feedback that can be provided

Enum"thumbs_up""thumbs_down""rating""correction""report""copy_action""save_action""create_document""memory_relevance""answer_quality"

Example: "thumbs_up"

feedbackData.feedbackValueFeedbackvalue (string) or Feedbackvalue (null)(Feedbackvalue)

Example: "helpful"

Any of:

string(Feedbackvalue)

feedbackData.feedbackScoreFeedbackscore (number) or Feedbackscore (null)(Feedbackscore)

Example: 1

Any of:

number(Feedbackscore)

feedbackData.feedbackTextFeedbacktext (string) or Feedbacktext (null)(Feedbacktext)

Example: "This answer was very helpful and accurate"

Any of:

string(Feedbacktext)

feedbackData.feedbackSourcestring(FeedbackSource)required

Where the feedback was provided from

Enum"inline""post_query""session_end""memory_citation""answer_panel"

Example: "inline"

feedbackData.citedMemoryIdsArray of Citedmemoryids (strings) or Citedmemoryids (null)(Citedmemoryids)

Example: ["mem_123","mem_456"]

Any of:

feedbackData.citedNodeIdsArray of Citednodeids (strings) or Citednodeids (null)(Citednodeids)

Example: ["node_123","node_456"]

Any of:

feedbackData.feedbackProcessedFeedbackprocessed (boolean) or Feedbackprocessed (null)(Feedbackprocessed)

Example: true

Any of:

boolean(Feedbackprocessed)

feedbackData.feedbackImpactFeedbackimpact (string) or Feedbackimpact (null)(Feedbackimpact)

Example: "positive"

Any of:

string(Feedbackimpact)

user_idUser Id (string) or User Id (null)(User Id)

Internal user ID (if not provided, will be resolved from authentication)

Example: "abc123def456"

Any of:

Internal user ID (if not provided, will be resolved from authentication)

string(User Id)

Internal user ID (if not provided, will be resolved from authentication)

external_user_idExternal User Id (string) or External User Id (null)(External User Id)

External user ID for developer API keys acting on behalf of end users

Example: "dev_api_key_123"

Any of:

External user ID for developer API keys acting on behalf of end users

string(External User Id)

External user ID for developer API keys acting on behalf of end users

organization_idOrganization Id (string) or Organization Id (null)(Organization Id)

Optional organization ID for multi-tenant feedback scoping. When provided, feedback is scoped to this organization.

Any of:

Optional organization ID for multi-tenant feedback scoping. When provided, feedback is scoped to this organization.

string(Organization Id)

Optional organization ID for multi-tenant feedback scoping. When provided, feedback is scoped to this organization.

namespace_idNamespace Id (string) or Namespace Id (null)(Namespace Id)

Optional namespace ID for multi-tenant feedback scoping. When provided, feedback is scoped to this namespace.

Any of:

Optional namespace ID for multi-tenant feedback scoping. When provided, feedback is scoped to this namespace.

string(Namespace Id)

Optional namespace ID for multi-tenant feedback scoping. When provided, feedback is scoped to this namespace.

curl -i -X POST \
  http://memory.papr.ai/v1/feedback \
  -H 'Content-Type: application/json' \
  -H 'X-API-Key: YOUR_API_KEY_HERE' \
  -d '{
    "external_user_id": "dev_api_key_123",
    "feedbackData": {
      "assistantMessage": {
        "__type": "Pointer",
        "className": "PostMessage",
        "objectId": "abc123def456"
      },
      "citedMemoryIds": [
        "mem_123",
        "mem_456"
      ],
      "citedNodeIds": [
        "node_123",
        "node_456"
      ],
      "feedbackImpact": "positive",
      "feedbackProcessed": true,
      "feedbackScore": 1,
      "feedbackSource": "inline",
      "feedbackText": "This answer was very helpful and accurate",
      "feedbackType": "thumbs_up",
      "feedbackValue": "helpful",
      "userMessage": {
        "__type": "Pointer",
        "className": "PostMessage",
        "objectId": "abc123def456"
      }
    },
    "search_id": "abc123def456",
    "user_id": "abc123def456"
  }'

Responses

Feedback submitted successfully

Bodyapplication/json

codeinteger(Code)required

HTTP status code

statusstring(Status)required

'success' or 'error'

feedback_idFeedback Id (string) or Feedback Id (null)(Feedback Id)

Unique feedback ID

Any of:

Unique feedback ID

string(Feedback Id)

Unique feedback ID

messagestring(Message)required

Human-readable message

errorError (string) or Error (null)(Error)

Error message if status is 'error'

Any of:

Error message if status is 'error'

string(Error)

Error message if status is 'error'

detailsDetails (object) or Details (null)(Details)

Additional error details

Any of:

Additional error details

Response

application/json

{
  "code": 200,
  "status": "success",
  "feedback_id": "fb_123456789",
  "message": "Feedback submitted successfully and will be processed for model improvement"
}

Submit Batch Feedback V1

Request

Submit multiple feedback items in a single request.

Useful for submitting session-end feedback or bulk feedback collection. Each feedback item is processed independently, so partial success is possible.

Authentication Required: One of the following authentication methods must be used:

Bearer token in Authorization header
API Key in X-API-Key header
Session token in X-Session-Token header

Required Headers:

Content-Type: application/json
X-Client-Type: (e.g., 'papr_plugin', 'browser_extension')

Bodyapplication/jsonrequired

feedback_itemsArray of objects(Feedback Items)[ 1 .. 100 ] itemsrequired

List of feedback items to submit

Example: [{"external_user_id":"dev_api_key_123","feedbackData":{"assistantMessage":{"__type":"Pointer","className":"PostMessage","objectId":"abc123def456"},"citedMemoryIds":["mem_123","mem_456"],"citedNodeIds":["node_123","node_456"],"feedbackImpact":"positive","feedbackProcessed":true,"feedbackScore":1,"feedbackSource":"inline","feedbackText":"This answer was very helpful and accurate","feedbackType":"thumbs_up","feedbackValue":"helpful","userMessage":{"__type":"Pointer","className":"PostMessage","objectId":"abc123def456"}},"search_id":"abc123def456","user_id":"abc123def456"}]

feedback_items[].search_idstring(Search Id)required

The search_id from SearchResponse that this feedback relates to

Example: "abc123def456"

feedback_items[].feedbackDataobject(FeedbackData)required

The feedback data containing all feedback information

feedback_items[].feedbackData.userMessageParsePointer (object) or null

Example: {"__type":"Pointer","className":"PostMessage","objectId":"abc123def456"}

Any of:

A pointer to a Parse object

feedback_items[].feedbackData.assistantMessageParsePointer (object) or null

Example: {"__type":"Pointer","className":"PostMessage","objectId":"abc123def456"}

Any of:

A pointer to a Parse object

feedback_items[].feedbackData.feedbackTypestring(FeedbackType)required

Types of feedback that can be provided

Enum"thumbs_up""thumbs_down""rating""correction""report""copy_action""save_action""create_document""memory_relevance""answer_quality"

Example: "thumbs_up"

feedback_items[].feedbackData.feedbackValueFeedbackvalue (string) or Feedbackvalue (null)(Feedbackvalue)

Example: "helpful"

Any of:

string(Feedbackvalue)

feedback_items[].feedbackData.feedbackScoreFeedbackscore (number) or Feedbackscore (null)(Feedbackscore)

Example: 1

Any of:

number(Feedbackscore)

feedback_items[].feedbackData.feedbackTextFeedbacktext (string) or Feedbacktext (null)(Feedbacktext)

Example: "This answer was very helpful and accurate"

Any of:

string(Feedbacktext)

feedback_items[].feedbackData.feedbackSourcestring(FeedbackSource)required

Where the feedback was provided from

Enum"inline""post_query""session_end""memory_citation""answer_panel"

Example: "inline"

feedback_items[].feedbackData.citedMemoryIdsArray of Citedmemoryids (strings) or Citedmemoryids (null)(Citedmemoryids)

Example: ["mem_123","mem_456"]

Any of:

feedback_items[].feedbackData.citedNodeIdsArray of Citednodeids (strings) or Citednodeids (null)(Citednodeids)

Example: ["node_123","node_456"]

Any of:

feedback_items[].feedbackData.feedbackProcessedFeedbackprocessed (boolean) or Feedbackprocessed (null)(Feedbackprocessed)

Example: true

Any of:

boolean(Feedbackprocessed)

feedback_items[].feedbackData.feedbackImpactFeedbackimpact (string) or Feedbackimpact (null)(Feedbackimpact)

Example: "positive"

Any of:

string(Feedbackimpact)

feedback_items[].user_idUser Id (string) or User Id (null)(User Id)

Internal user ID (if not provided, will be resolved from authentication)

Example: "abc123def456"

Any of:

Internal user ID (if not provided, will be resolved from authentication)

string(User Id)

Internal user ID (if not provided, will be resolved from authentication)

feedback_items[].external_user_idExternal User Id (string) or External User Id (null)(External User Id)

External user ID for developer API keys acting on behalf of end users

Example: "dev_api_key_123"

Any of:

External user ID for developer API keys acting on behalf of end users

string(External User Id)

External user ID for developer API keys acting on behalf of end users

feedback_items[].organization_idOrganization Id (string) or Organization Id (null)(Organization Id)

Optional organization ID for multi-tenant feedback scoping. When provided, feedback is scoped to this organization.

Any of:

Optional organization ID for multi-tenant feedback scoping. When provided, feedback is scoped to this organization.

string(Organization Id)

Optional organization ID for multi-tenant feedback scoping. When provided, feedback is scoped to this organization.

feedback_items[].namespace_idNamespace Id (string) or Namespace Id (null)(Namespace Id)

Optional namespace ID for multi-tenant feedback scoping. When provided, feedback is scoped to this namespace.

Any of:

Optional namespace ID for multi-tenant feedback scoping. When provided, feedback is scoped to this namespace.

string(Namespace Id)

Optional namespace ID for multi-tenant feedback scoping. When provided, feedback is scoped to this namespace.

session_contextSession Context (object) or Session Context (null)(Session Context)

Session-level context for batch feedback

Any of:

Session-level context for batch feedback

curl -i -X POST \
  http://memory.papr.ai/v1/feedback/batch \
  -H 'Content-Type: application/json' \
  -H 'X-API-Key: YOUR_API_KEY_HERE' \
  -d '{
    "feedback_items": [
      {
        "external_user_id": "dev_api_key_123",
        "feedbackData": {
          "assistantMessage": {
            "__type": "Pointer",
            "className": "PostMessage",
            "objectId": "abc123def456"
          },
          "citedMemoryIds": [
            "mem_123",
            "mem_456"
          ],
          "citedNodeIds": [
            "node_123",
            "node_456"
          ],
          "feedbackImpact": "positive",
          "feedbackProcessed": true,
          "feedbackScore": 1,
          "feedbackSource": "inline",
          "feedbackText": "This answer was very helpful and accurate",
          "feedbackType": "thumbs_up",
          "feedbackValue": "helpful",
          "userMessage": {
            "__type": "Pointer",
            "className": "PostMessage",
            "objectId": "abc123def456"
          }
        },
        "search_id": "abc123def456",
        "user_id": "abc123def456"
      }
    ],
    "session_context": {}
  }'

Responses

Batch feedback processed successfully

Bodyapplication/json

codeinteger(Code)required

HTTP status code

statusstring(Status)required

'success' or 'error'

feedback_idsArray of strings(Feedback Ids)

List of feedback IDs

successful_countinteger(Successful Count)

Number of successfully processed feedback items

Default 0

failed_countinteger(Failed Count)

Number of failed feedback items

Default 0

errorsArray of objects(Errors)

List of error details

messagestring(Message)required

Human-readable message

errorError (string) or Error (null)(Error)

Error message if status is 'error'

Any of:

Error message if status is 'error'

string(Error)

Error message if status is 'error'

Response

application/json

{
  "code": 200,
  "status": "success",
  "feedback_ids": [
    "fb_123",
    "fb_456"
  ],
  "successful_count": 2,
  "failed_count": 0,
  "errors": [],
  "message": "Processed 2 feedback items successfully"
}

Memory

Operations

User

Operations

Feedback

Operations

Document

Operations

Schema Management

Operations

GraphQL

Operations

Papr Memory API (1.0.0)

Authentication

v1

Create User Batch

Request

Responses

Was this helpful?

Submit Feedback V1

Request

Responses

Was this helpful?

Submit Batch Feedback V1

Request

Responses

Was this helpful?

Memory

User

Feedback

Document

Schema Management

GraphQL

Papr Memory API (1.0.0)

Authentication

v1

Create User Batch

RequestExpand all

Responses

Was this helpful?

Submit Feedback V1

RequestExpand all

Responses

Was this helpful?

Submit Batch Feedback V1

RequestExpand all

Responses

Was this helpful?

Memory

User

Feedback

Document

Schema Management

GraphQL

Request

Request

Request