Scale ai
for LuumenAI
Check labeling projects, batches, and tasks, then create work with approval
Connect Scale AI and Luumen can read your projects, batches, task details, and Studio assignments on request. Ask which batches are still open, or what a task response contains, and get an answer in the terminal. Changes — creating a batch, filing an annotation task, moving Studio assignments — are previewed and approved before they run. Luumen authenticates with an API key.
The Scale ai toolbox
40 tools: 14 read, 26 write. Reads answer instantly. Writes require approval by default. Everything is logged.
- ReadGet AssetsRetrieve file assets with filtering capabilities by project and metadata.
- ReadGet BatchRetrieve the details of a batch with the specified name.
- ReadGet Batch StatusRetrieve the current status of a batch and task completion counts.
- ReadGet Fixless AuditsRetrieve fixless audits by task ID or audit ID.
- ReadGet ProjectRetrieve details about a specific Scale AI project using its unique identifier.
- ReadGet Quality LabelersRetrieve training attempts matching provided filter parameters.
- ReadGet Studio AssignmentsRetrieve current project assignments of all active team users in Scale AI Studio.
- ReadGet Studio BatchesRetrieve basic information about all pending batches in Studio.
- ReadGet TeamsRetrieve basic information about all team members associated with the account.
- ReadGet Task by IDRetrieve detailed information about a specific task using its task ID.
- ReadGet Secure Task Response URLRetrieve secure authenticated task response data.
- ReadList BatchesRetrieve all batches in descending order by creation date.
- ReadList ProjectsRetrieve information for all projects in the Scale AI account with optional archived filtering.
- ReadList TasksRetrieve a paginated list of tasks in descending order by creation time.
- WriteAdd Studio AssignmentsAdd project assignments to team members in Scale AI Studio. Approval by default
- WriteAdd Task TagsAdd tags to an existing task. Approval by default
- WriteCreate BatchCreate a new batch within a project. Approval by default
- WriteCreate Document Transcription TaskCreate a document transcription task where workers transcribe and annotate information from single or multi-page documents. Approval by default
- WriteCreate Image Annotation TaskCreate an image annotation task where annotators label images with vector geometric shapes (box, polygon, line, point, cuboid, ellipse). Approval by default
- WriteCreate Lidar Annotation TaskCreate a lidar annotation task where annotators mark objects with 3D cuboids in 3D space. Approval by default
- WriteCreate LiDAR Segmentation TaskCreate a LiDAR segmentation task where annotators assign semantic class labels to individual LiDAR points. Approval by default
- WriteCreate Named Entity Recognition TaskCreate a named entity recognition task for labelers to highlight text entity mentions. Approval by default
- WriteCreate Segmentation Annotation TaskCreate a segmentation task where annotators classify pixels in an image according to provided labels. Approval by default
- WriteCreate Text Collection TaskCreate a textcollection task for collecting information from attachments and/or web sources. Approval by default
- WriteCreate Video Annotation TaskCreate a video annotation task where annotators draw geometric shapes around specified objects across video frames. Approval by default
- WriteCreate Video Playback Annotation TaskCreate a video playback annotation task where annotators draw shapes around specified objects in video files. Approval by default
- WriteDelete Task TagsRemove specified tags from a Scale AI task. Approval by default
- WriteDelete Task Unique IDRemove the unique identifier from a task. Approval by default
- WriteFinalize BatchFinalize a batch so its tasks can be worked on. Approval by default
- WriteImport FileImport files from an external URL endpoint into Scale's system rather than uploading directly from local storage. Approval by default
- WriteInvite Team MemberInvite users by email to team with specified role. Approval by default
- WriteRe-send Task CallbackRe-send a callback for a completed or errored task to the callback_url. Approval by default
- WriteRemove Studio AssignmentsUnassign projects from specified team members in Scale AI Studio. Approval by default
- WriteReset Batch PrioritiesRestore batch priority order to default order (calibration batches first, then sorted by creation date). Approval by default
- WriteSet Batch PrioritiesModify batch priority order in Scale AI Studio. Approval by default
- WriteSet Project OntologySet ontologies on a Scale AI project. Approval by default
- WriteSet Project ParametersSet default parameters for tasks created under a project. Approval by default
- WriteSet Task MetadataSet key-value metadata on an existing Scale AI task. Approval by default
- WriteUpdate Task Unique IDUpdate or assign a unique identifier to a task. Approval by default
- WriteUpload FileUpload a local file to Scale's servers with a maximum size limit of 80 MB per file. Approval by default
One prompt, start to finish
What a governed Scale ai run looks like inside Luumen.
Questions
Authorize once with API token. Luumen lists the scopes each action needs before you approve the connection, and credentials never appear in the chat.
Read actions answer immediately. Anything that writes — add studio assignments, add task tags, create batch, create document transcription task, and more — is shown as a plan and requires approval by default, including the 3 actions classified as destructive. Administrators configure that per tool, so you decide exactly which actions can ever run unattended.
You decide. Actions are granted per agent, skill, and team, and per environment — production is not staging. Read access can be broad while writes stay narrow.
Every call to Scale ai — read or write, approved or declined — is recorded with the actor, the input, and the result, and can be linked to the ticket or change record.
Often connected alongside
All integrations
Adobe Marketing Agent MCPAdobe Experience Platform context, sandbox switches, and async task status
AffindaRead parsed documents, collections, and annotations — change them with approval
Agent MailGive the agent its own mailbox for reading threads and sending updates
AI/ML APIInspect assistants, threads, and runs — and change them as approved stepsPut Scale ai to work with Luumen
Connect in minutes. Every action scoped, approved, and audited from day one.