LTI Grade Sync

Grade passback to LMS gradebooks using LTI Assignment and Grade Services (AGS).

Grade Sync via AGS

The Assignment and Grade Services (AGS) specification is the LTI 1.3 standard for sending scores from a tool back to the LMS gradebook. TutorFlow implements AGS to sync scores when an internal LTI grade-sync job is queued for a launch session.

How AGS Works

AGS defines a REST API that the LMS exposes for managing line items (grade columns) and posting scores. During an LTI launch, the LMS includes an AGS claim in the JWT that provides the endpoint URLs and scopes available to TutorFlow.

AGS Claim in the Launch Token

{
  "https://purl.imsglobal.org/spec/lti-ags/claim/endpoint": {
    "scope": [
      "https://purl.imsglobal.org/spec/lti-ags/scope/lineitem",
      "https://purl.imsglobal.org/spec/lti-ags/scope/score",
      "https://purl.imsglobal.org/spec/lti-ags/scope/result.readonly"
    ],
    "lineitems": "https://canvas.instructure.com/api/lti/courses/1/line_items",
    "lineitem": "https://canvas.instructure.com/api/lti/courses/1/line_items/42"
  }
}
FieldDescription
scopeThe AGS operations TutorFlow is authorized to perform
lineitemsURL to manage all line items for the course (optional)
lineitemURL for the specific line item linked to this assignment

Score Sync Flow

When a grade-sync job runs for an LTI launch session, the following happens:

1. Student launches TutorFlow via LTI
   -> TutorFlow stores AGS endpoint and credentials in the launch session
 
2. A TutorFlow backend flow queues platform-lti-grade-sync for that launch session
   -> The job context identifies the launch session
 
3. TutorFlow requests an OAuth2 access token from the LMS
   POST {tokenEndpoint}
   grant_type=client_credentials
   scope=https://purl.imsglobal.org/spec/lti-ags/scope/score
 
4. TutorFlow posts the score to the LMS line item
   POST {lineitem}/scores
   Authorization: Bearer {access_token}
 
5. LMS updates the gradebook

TutorFlow handles steps 3 through 5 inside the grade-sync job.

Triggering Grade Sync from the REST API

If you are building a custom integration where evaluations are created via the REST API (rather than through the LTI UI), you can persist the launch session reference on the evaluation request.

Include the ltiLaunchSessionId in the clientMetadata field of your evaluation request:

curl -X POST https://api.tutorflow.io/v1/platform/evaluations \
  -H "Authorization: Bearer tf_platform_..." \
  -H "Content-Type: application/json" \
  -d '{
    "evaluationType": "open_ended",
    "questionText": "Explain the concept of supply and demand",
    "learnerAnswer": "Supply and demand is the relationship between...",
    "language": "en",
    "maxScore": 10,
    "clientMetadata": {
      "ltiLaunchSessionId": "session_abc123"
    }
  }'

The current REST evaluation endpoint stores this metadata for correlation. It does not currently enqueue LTI grade sync by itself. Agents should treat clientMetadata.ltiLaunchSessionId as correlation data until a public grade-sync trigger is added.

Where to Get the Launch Session ID

After a successful launch, TutorFlow redirects the browser to:

{LTI_TOOL_REDIRECT_BASE_URL}/agent-platform/lti/launch?sessionId={sessionId}

Read the sessionId query parameter inside your embedded tool UI and pass it to your backend if you need to correlate REST-created evaluations with the LTI session.

Score Format

TutorFlow posts scores using the AGS Score service format:

{
  "scoreGiven": 8.0,
  "scoreMaximum": 10.0,
  "activityProgress": "Completed",
  "gradingProgress": "FullyGraded",
  "userId": "lti-user-sub-claim",
  "timestamp": "2026-03-25T12:05:00Z"
}

Score Fields

FieldTypeDescription
scoreGivennumberThe score from the grade-sync job payload, or 0 if no score is provided
scoreMaximumnumberThe maximum score from the grade-sync job payload, or 100 if no maximum is provided
activityProgressstringThe student's progress on the activity
gradingProgressstringThe grading status
userIdstringThe sub claim from the LTI launch token (identifies the student in the LMS)
timestampstringISO 8601 timestamp of when the score was recorded

Activity Progress Values

ValueWhen Used
InitializedLaunch started but no submission yet
StartedStudent has begun the activity
InProgressStudent is working on the activity
SubmittedStudent submitted but grading is pending
CompletedActivity and grading are both finished

Grading Progress Values

ValueWhen Used
FullyGradedEvaluation completed successfully
PendingEvaluation is still processing
PendingManualRequires manual review (not currently used)
FailedEvaluation failed (score not posted to LMS)
NotReadyNot yet ready for grading

Score Mapping

TutorFlow maps the grade-sync job payload to AGS scores as follows:

Job payload or fallbackAGS Field
score, fallback 0scoreGiven
maxScore, fallback 100scoreMaximum
Grade-sync job runactivityProgress: Completed, gradingProgress: FullyGraded
Job failureScore is not posted, lti.grade_sync_failed is emitted after retries are exhausted

Error Handling

If the grade sync fails (e.g., the LMS token endpoint is unreachable or the line item URL has expired), TutorFlow retries with exponential backoff:

AttemptDelay
1st retry5 seconds
2nd retry25 seconds

After the initial attempt plus 2 retries (3 total attempts), the sync is marked as failed. The evaluation itself remains in the COMPLETED state. To check whether the grade sync succeeded, subscribe to the lti.grade_synced and lti.grade_sync_failed webhook events.

Webhook Events

When grade sync completes or fails, TutorFlow emits webhook events if you have Webhooks configured:

EventDescription
lti.grade_syncedScore successfully posted to LMS
lti.grade_sync_failedGrade sync failed after all retries

Example Webhook Payload

{
  "event": "lti.grade_synced",
  "sessionId": "lti-launch-session-uuid",
  "resourceLinkId": "lms-resource-link-id"
}

Failure deliveries use this payload shape:

{
  "event": "lti.grade_sync_failed",
  "sessionId": "lti-launch-session-uuid",
  "error": "AGS score sync failed with 401: invalid token"
}