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88 million Americans are served by a water system with a violation on record. This page turns that record into six WebMCP tools an AI agent can call - and never returns a zero it doesn't have.
A browser tutor that remembers how you learn. Your reading, checks, and mistakes become a persistent learner model that changes how it teaches you tomorrow. Gemini + ADK + Firestore on Cloud Run.
A WebMCP tool publishes an input schema. Nothing enforces it. lapse probes Google's own reference demos and finds 17 of 17 imperative tools accept input their own schema forbids. 225 of 289 probes.
Autonomous AI career copilot with sub-2ms job matching, resume tailoring, real-world A/B response rate tracking, and voice-driven mock interview coaching.
We turned a real cleaning company's AI-automated form into eight WebMCP tools, making full quote and booking intake faster and more reliable while keeping final approval in the customer's hands.
EvidenceFlow uses WebMCP to let AI agents inspect structured cybersecurity evidence, propose evidence-backed findings, and route conclusions to human review.
Agents investigate. Humans authorize. A WebMCP-native studio for evidence-backed autonomous-agent incident review.
A voice agent that carries out real tasks on real websites for elderly and vision impaired users, and completes them without ever seeing who the user is and any personal details.
LATCH gives people revocable, object-by-object control over agent writes through WebMCP: hold one sensitive object while work continues elsewhere.
Let AI agents act while humans keep control. WebMCP-powered purchasing guardrails with three-tier approval system.
Hiring vendors for an event is the part everyone knows how to do, and EventReady helps. The harder part is whether all of it holds together on the day, and that is what it keeps track of.
TaskMate turns meeting talk into real, assigned Freshdesk tickets - live, while you're still on the call - so action items stop falling through the cracks
KiddieGPT helps kids ages 5–12 understand homework with safe AI hints, kid-friendly explanations, quizzes, and flashcards, giving parents calmer homework nights without handing kids the answers.
Tailor your resume to the job with an agent that proposes, and a human who decides.
An agent-native PC configurator where people and AI build the same PC together without sacrificing compatibility or trust.
A behavioral trust layer that checks what WebMCP tools actually do.
Add support for WebMCP to every website automatically even if the vendor hasn't published tools yet. Our Extension records actions on websites and turns them into WebMCP you can run from CLI.
WebMCP gives AI agents hands. Handrail gives people a say in what those hands are allowed to do .Delegate the task, keep the authority.
Safe booking with WebMCP: agents can search services, check availability, and create bookings only after explicit user confirmation.
An agent-native circular economy assistant that finds the best next life for unwanted items through repair, reuse, parts recovery, or recycling.
Banking where the AI does the homework and you keep the pen: an agent compares, checks eligibility, and applies inside your session, on your page but only a human can hit submit
An AI agent that catches accessibility bugs static scanners miss - using WebMCP to watch real focus order, ARIA-live timing, and keyboard traps as you tab through a page.
A real HR system that registers 31 WebMCP tools in the page. The agent reads receipts that were never uploaded, drafts the numbers, and the tools that move money accept no amounts at all.
This project aims to automate the testing of the Nixonex E-Commerce website using Java and Selenium WebDriver.
