
Connect Qualified.io to ChatGPT, Claude and Gemini
Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Run coding assessments and track candidate results through your AI agent.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Your AI does the work. We keep it safe and sound.
No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.
Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

Each Connector runs inside its own sealed environment.
Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.
One switch stops every agent. Instantly.
One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.
Spending limits that pause instead of surprise.
Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.
Three controls, built into the layer your AI connects through.
Curated set · 20 capabilities
We ship only the actions that matter.
01-04
4 capabilities in this set.
Part of 20 available through Qualified.io.
- 01
Archive assessment
This capability archives an existing assessment to remove it from your active list.
- 02
Get assessment result
Use this to pull the specific data for a single assessment result.
- 03
Get assessment result exhibit
This capability retrieves streamlined exhibit data to help you evaluate how a candidate performed.
- 04
Get challenge
Get the details for a specific coding challenge.
05-08
4 capabilities in this set.
Part of 20 available through Qualified.io.
- 05
Invite candidates
This capability sends assessment invitations to your candidates.
- 06
List assessment results
Retrieve a list of all assessment results to track candidate progress.
- 07
List assessments
Use this to see all the assessments currently in your Qualified.io account.
- 08
List challenges
Get a list of all available coding challenges.
09-12
4 capabilities in this set.
Part of 20 available through Qualified.io.
- 09
Publish assessment
This capability makes an assessment live and ready for candidates.
- 10
Schedule retry assessment result
Use this to reopen an assessment or schedule a retake for a candidate.
- 11
Update assessment result review
This capability allows you to modify a review once an assessment is complete.
- 12
Cancel invitation
Cancel an active assessment invitation sent to a candidate.
13-16
4 capabilities in this set.
Part of 20 available through Qualified.io.
- 13
Create assessment
This capability creates a new assessment in your account.
- 14
Create assessment result review
Use this to submit a new review for a completed assessment result.
- 15
Get assessment
Retrieve the full details of a specific assessment.
- 16
Invite candidates via cohort
This capability sends invitations to an entire group of candidates at once using a cohort.
17-20
4 capabilities in this set.
Part of 20 available through Qualified.io.
- 17
List assessment cohorts
Get a list of your organized assessment cohorts.
- 18
Terminate assessment result
Use this to end an active assessment result immediately.
- 19
Unarchive assessment
This capability restores an assessment that was previously archived.
- 20
Unpublish assessment
Use this to take an assessment offline and make it unpublished.
Real work
What teams actually run
Rapid Candidate Review
An engineering manager asks the AI for a candidate's performance exhibit to decide on an interview immediately.
Bulk Candidate Onboarding
A recruiter uses a single command to invite an entire cohort of candidates to a new assessment.
Assessment Maintenance
A talent ops specialist unpublishes an old assessment to ensure it is no longer used for new candidates.
Retake Management
A recruiter schedules a retry for a candidate who needs a second attempt at a coding challenge.
Automate a task
Put Qualified.io to work on one thing.
Step-by-step automations your AI runs through this Connector: the workflow, the prompts to start with, and the exact capabilities behind each move.
One connector, every AI
Qualified.io works with the most popular AI clients.
These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put Qualified.io to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.
Observed, not estimated
1080ms average. Fast in production.
Qualified.io is checked daily against the live service.
- Fastest day
- 896ms
- Slowest day
- 1342ms
- 14-day trend
- Improving-8%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 20 capabilities arrive ready to run.
Preview access · not provider authentication
The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Qualified.io, so you can see the experience inside your AI.
It does not authenticate your account with Qualified.io. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Qualified.io Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_SxOLppig5P4QMWOURVRVspcYx9xya6fySNpwMjoh/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — Qualified.io capabilities are ready to use.
{
"mcpServers": {
"qualifiedio-mcp": {
"url": "https://edge.vinkius.com/vk_preview_SxOLppig5P4QMWOURVRVspcYx9xya6fySNpwMjoh/mcp"
}
}
}
Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline
Step-by-step instructions for each client are in the guide. How to connect
Guided setup for Claude? Set up Qualified.io in Claude and other AIs
Who it's for
Built for the work Qualified.io owners hand off.
This MCP is built for technical teams who need to bridge the gap between coding tests and their daily workflow.
- 01
Engineering Managers
They use the MCP to review candidate scores and code exhibits directly in their dev environment.
- 02
Technical Recruiters
They use it to automate candidate invitations and check real-time status updates.
- 03
Talent Operations
They use it to manage large candidate cohorts and different versions of assessments.
FAQ
Questions Qualified.io owners ask.
- 01
How do I connect my Qualified.io account?
You subscribe to the MCP on Vinkius and enter your Qualified.io API Key. Once connected, it is ready to use in any compatible AI client.
- 02
Which AI clients can I use with this MCP?
You can use this MCP with any compatible client, including Claude, Cursor, and Windsurf.
- 03
Can I invite candidates through my AI agent?
Yes, you can send individual invitations or invite entire cohorts using the provided capabilities.
- 04
Can I see how a candidate performed?
Yes, you can request specific assessment results and performance exhibits to see how a candidate scored.
- 05
Is it possible to schedule a retake for a candidate?
Yes, the MCP includes a capability to schedule a retry for an assessment result.
- 06
Can I see a summary of a candidate's test performance without pulling the full raw data?
Yes. Use the get_assessment_result_exhibit capability. It provides a streamlined view of the candidate's performance, making it easier for your AI to summarize the results for you.
- 07
How do I invite multiple candidates to a specific assessment at once?
You can use the invite_candidates capability. Simply provide the assessment ID and the candidate data payload, and the server will handle the invitations through the Qualified.io API.
- 08
Is it possible to reopen a test for a candidate who had technical issues?
Yes, you can use the schedule_retry_assessment_result capability with the specific Result ID to allow the candidate to retake or continue their assessment.
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Connect Qualified.io to Claude, Cursor, ChatGPT & more
