Integration
Connect Brillium to Roboflow
When New Assessment fires in Brillium, your agent runs List Projects in Roboflow. Describe the whole flow and it is built, tested on every scenario and kept running.
What the catalog holds today. Ask for anything missing and your agent reads the API documentation and adds it.
Build solutions, not workarounds.
What do you want Brillium and Roboflow to do together?
Ask the assistant
Connect your AI client
Give your AI client this address.
https://mcp.apiant.aiOne connection does both: ask your client to act in an app once, or have it build an automation that keeps running. Any client that takes a remote MCP server. Nothing to install. Create your free account, then sign in once in your browser.
Set it up in your client
Claude Code
Run this in the directory you want to work in.
claude mcp add --transport http -s project apiant-ai https://mcp.apiant.aiStart Claude Code there, approve the server, and sign in in the browser page it opens.
Claude Code guide (opens in a new tab)Claude, web and desktop
Open Customize, then Connectors, then Add custom connector, and paste the address. On Team and Enterprise an owner adds it first.
Setup guide (opens in a new tab)Cursor
Add the address to your MCP configuration as a server URL. Cursor signs you in in your browser.
Setup guide (opens in a new tab)Zed
Open Settings, then AI, then MCP Servers, then Add Server, then Add Remote Server.
Setup guide (opens in a new tab)Codex and the ChatGPT desktop app
Open Settings, then MCP servers, then Add server, and choose Streamable HTTP. From the terminal, Codex takes the address with its own add command and then signs you in.
Setup guide (opens in a new tab)Grok
Open grok.com/connectors, choose New Connector, then Custom, and paste the address. Grok signs you in in your browser.
Setup guide (opens in a new tab)Any other MCP client
Paste the address where the client asks for a remote MCP server URL, and name the server apiant-ai where it lets you. APIANT's skills reach the client over the same connection.
Setup guide (opens in a new tab)Example flows
What Brillium can start in Roboflow
When New Assessment in Brillium
then List Projects in Roboflow
Starting points drawn from the triggers and actions in the catalog today. Describe the flow you need, at any depth, and your agent builds it and tests every scenario before it ships.
Everything your agent can do with Brillium and Roboflow
Triggers and actions 2 triggers · 38 actions
- New Assessment
Triggers when a new assessment is created in your Brillium site.
- New Assessment Result
Triggers when a respondent takes the chosen assessment, delivering their score and pass/fail status.
- Create Invitation
Creates an invitation for a respondent to take a Brillium assessment, and can email the invitation immediately.
- Find Invitations by Email
Returns an assessment's invitations for one email address.
- Get Assessment
Returns one assessment by its Id.
- Get Comment
Returns one respondent comment by its Id.
- Get Email Template
Returns one email template by its Id.
- Get Invitation
Returns one invitation by its Id.
- Get Invitation by Code
Returns one invitation by its invitation code.
- Get Question
Returns one question, with its answers and explanations.
- Get Respondent
Returns one respondent's attempt, including score and pass/fail status.
- Get Respondent by GUID
Returns one respondent by their global unique identifier.
- Get Result
Returns one answer (result) by its Id.
- Get Topic
Returns one assessment topic (question group).
- Get Workspace
Returns one workspace and its contact details.
- List Assessment Invitations
Returns the invitations sent for one assessment.
- List Assessment Questions
Returns the questions on one assessment.
- List Assessment Respondents
Returns the respondents (complete and incomplete) for one assessment.
- List Assessments
Returns the assessments (tests, quizzes, exams, surveys) in your Brillium site.
- List Assessment Topics
Returns the topics (question groups) on one assessment.
- List Child Workspaces
Returns the workspaces directly beneath one workspace.
- List Email Templates
Returns all email templates in your Brillium site.
- List Incomplete Respondents
Returns the respondents who started but have not finished one assessment.
- List Question Results
Returns every respondent answer to one question.
- List Respondent Comments
Returns the comments and essays a respondent wrote.
- List Respondent Results
Returns the answers a respondent submitted on their attempt.
- List Respondents
Returns all respondents across your accessible workspaces.
- List Topic Questions
Returns the questions in one topic.
- List Workspace Assessments
Returns the assessments in one workspace.
- List Workspace Respondents
Returns the respondents in one workspace.
- List Workspaces
Returns the primary workspace and every workspace beneath it.
- Add Image
Adds an image hosted at a public URL to a Roboflow project's dataset.
- CLIP Similarity
Scores how similar an image or text is to each of a list of text or image prompts, using OpenAI's CLIP model on Roboflow's hosted inference.
- Delete Image
Removes one or more images from a Roboflow project (dataset).
- Get Image
Get a single image's metadata by id.
- Infer Classification
Runs a trained Roboflow classification model on an image at a public web address and returns the predicted classes with their confidence scores.
- Infer Instance Segmentation
Runs a trained Roboflow instance segmentation model on an image at a public URL and returns each detected object with its class, confidence, bounding box and mask outline.
- Infer Object Detection
Runs a trained Roboflow object detection model on an image at a public URL and returns every object found, with its class, confidence and bounding box.
- List Images
Lists the images in a Roboflow project, optionally filtered by tag, class, batch or annotation job, or ranked by similarity to a text prompt or another image.
- List Projects
Lists all projects in a Roboflow workspace.
No trigger or action matches that. Ask your agent to add it: it reads the API documentation and builds what you describe.
Each app on its own
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Questions
Brillium and Roboflow, answered
What can start an automation from Brillium?
Any of Brillium's 2 triggers in the catalog, including New Assessment and New Assessment Result. Describe the moment in plain language and your agent picks the right one.
What can your agent do in Roboflow when something happens in Brillium?
Any of Roboflow's 9 actions, including Add Image, CLIP Similarity, Get Image and Infer Classification. Your agent maps the data both ways and tests every scenario before it ships.
Can it also run from Roboflow to Brillium?
Roboflow has no triggers in the catalog today, so automations start in Brillium. If you need the other direction, ask: your agent reads Roboflow's API documentation and adds it.
Do I have to build a connector for Brillium or Roboflow?
No. Both are in the catalog with their triggers and actions. You describe the automation; your agent builds it, tests every scenario and keeps it running.
Can my AI client use Brillium and Roboflow without building an automation?
Yes. With your AI client connected to APIANT, ask it to do something in either app once and it runs that action on the spot. Ask for an automation and your agent builds it, tests every scenario and keeps it running. One connection covers both.
What happens when something fails?
Your agent works that out for you. It plans the failure paths along with the happy path, then tests every scenario before it ships.
Is there a free plan?
Yes. Every plan includes the agent, including free, and building from your own AI client spends no assistant credits.