The person stays in control of intent and final decisions.
WEBMCP CHALLENGE · JUDGE GUIDE10 tools · live shared state · human governed
THE PROBLEM
Doctors want to use AI.
They are not sure how to do it responsibly.
HIPAA, vendor agreements, retention, minimum-necessary data, clinical judgment, and fast-moving AI features create a wall of uncertainty. Generic articles explain pieces. They do not help a practice choose one workflow and move safely from interest to action.
WHAT THIS SITE DOES
It turns responsible AI adoption into a shared workspace. A doctor explores the visible experience while ChatGPT uses narrow page tools to inspect context, focus lessons, assess governance signals, review a public practice website, and stage a 21-day mission.
WEBMCP, IN PLAIN ENGLISH
The page gives the agent a safe vocabulary.
No guessing which button or field might do the job.
Doctor and agent see the same lesson, assessment, or draft.
WebMCP is an experimental open standard for websites to expose structured tools directly to compatible browser agents. It complements the human interface; it does not replace it.
THE EXACT DEMO ENVIRONMENT
Two destinations.
One connected conversation.
The URL goes in the built-in browser’s address bar. The prompt goes in the message box of the same ChatGPT Work or Codex conversation. They are not interchangeable.
Latest ChatGPT desktop app
Use a Work or Codex conversation.
GPT-5.6 Sol or Terra
Luna currently has site tools disabled.
Site tools enabled
Settings → Browser → Permissions → Enable site tools.
Eligibility note
Site tools are not currently available in Enterprise or Edu workspaces and remain rollout-dependent.
- 1Open the built-in browser from the conversation.
Use the browser button or press Ctrl+Shift+B on Windows.
- 2Put the site URL in the browser address bar.
Keep the live lab page open.
- 3Confirm the page’s tools.
Select Site tools in the address bar, then Available site tools. You should see ten.
- 4Return to that conversation’s message box.
Send the demo prompt shown here.
- 5Watch the shared page update.
ChatGPT focuses the lesson, selects the workflow, stages the assessment, and builds the mission. The human approval gate remains untouched.
https://lab.hipaa.technologyOpens the live clinician workspace.“Inspect this HIPAA.technology workspace. Focus the Minimum Necessary lesson, select the Pre-visit Brief use case, assess it with no approved tool path yet, a named human reviewer, and retention reviewed, then stage a 21-day mission for 3 clinicians at 15 minutes per day. Do not approve anything for me.”
Instructs ChatGPT to use the tools on the open page.What does not work
Opening ChatGPT in one ordinary Chrome tab and the site in another does not connect them. Pasting the URL into an unrelated chat may let ChatGPT read a public page, but it does not create a WebMCP session with that page.
THE TEN TOOLS
A deliberately bounded agent surface.
Each tool maps to a visible, reversible action. The site does not expose clinical decisions, policy acceptance, mission approval, or patient-data entry as tools.
Inspect the workspace
READinspect_adoption_workspaceReads the current lesson, workflow, readiness signal, and mission draft without changing anything.
Focus a learning lesson
UIfocus_learning_lessonMoves the shared page to one HIPAA + AI boundary so the clinician and ChatGPT discuss the same thing.
Select a clinical use case
UIselect_clinical_ai_use_caseChooses one bounded workflow in the visible interface without approving it for real-world use.
Assess readiness
ASSESSassess_use_case_readinessStages a conservative educational signal from the tool path, human reviewer, and retention review.
Stage a 21-day mission
DRAFTstage_21_day_adoption_missionCreates a synthetic-first plan with a cohort, daily time budget, and measurable proof standard.
Revise the mission
DRAFTrevise_adoption_missionChanges the draft and automatically resets human approval.
Prepare a website review
PUBLIC WEBprepare_practice_website_reviewValidates a public practice domain and opens a safe review rubric—no portals, private pages, or PHI.
Deliver the website debrief
UIdeliver_practice_website_debriefWrites strengths, opportunities, and one safe next move into the shared page.
Guide the clinician
UIset_contextual_guidanceUpdates the floating help box with a brief message for the section the clinician is viewing.
Focus a mission week
UIfocus_mission_weekMoves the visible plan to week one, two, or three without making a consequential decision.
WHY THIS IS MORE THAN A DEMO
Research-backed.
Built and hosted with ChatGPT.
ChatGPT Deep Research
Middleware Encryption for HIPAA-Compliant Use of Frontier LLMs in U.S. Healthcare informed the workflow model: map the full information path, use minimum-necessary data, govern logs and agent tools, and preserve human accountability.
Created with Codex
Codex designed and implemented the React experience, the ten imperative WebMCP tools, narrow JSON schemas, safety annotations, shared UI state, and explicit human-only controls.
Hosted with ChatGPT Sites
The production application is built and deployed with ChatGPT Sites, then served through the custom HIPAA.technology domain.
Verified as a working system
Chrome’s native WebMCP API discovers all ten tools. Tool execution returns structured results and visibly updates the clinician interface.
MANUAL CHROME TEST
No ChatGPT agent required.
In Chrome 149+, enable #enable-webmcp-testing and #devtools-webmcp-support, relaunch, open the live lab, then use DevTools → Application → WebMCP to inspect schemas, execute tools with parameters, and review results.