Alexis Chapellier
Every year, 50 million tons of electronics become waste — not because they can't be repaired, but because board-level expertise is locked in a few hands.
Alexis Chapellier
AI lab hackathons, 2025 to now
Every submission from hackathons run by Anthropic, OpenAI, Google, Meta and the other big labs, with the winners marked and the code linked.
Every year, 50 million tons of electronics become waste — not because they can't be repaired, but because board-level expertise is locked in a few hands.
Alexis Chapellier
ARIA captures the floor operator's knowledge and puts it to work.
Idriss Benguezzou, Adam HNAIEN
A maintenance record is an unverified claim by the person being measured. Warrant makes it evidence — proof taken at the machine, as a gate, under the system you already run.
Anthony Tedesco
My dad is a master carpenter in Chiloé, southern Chile.
Benjamin Torralbo
AI-powered road hazard detection for Pune — citizens report via video or voice using Gemini Live API, while PMC officers manage hazards through an AI chat dashboard on Google Cloud.
Pigeon maps city infrastructure issues in 3D using phone calls, helping rideshare, delivery, and city services avoid disruptions through AI-powered alerts and real-time coordination.
Suhani Shokeen, Atin Kumar Singh, Sina Vaghefi +1
True Autonomous, Offline-First Multimodal Diagnostic Agent 1.
Ajay Agrawal, Aloys Jehwin
ÓbrIA transforma uma foto do ambiente em um projeto de reforma completo.
Fabio Ribeiro, Jose Artur Fortunato, Joao Soares
Pit Stop is a mobile-first AI vehicle diagnostic assistant that helps drivers understand car problems before visiting a mechanic.
Fateen Ajaz
RoadWatch is an autonomous multi-agent pavement surveyor that grades road condition at scale using Mapillary street-level imagery — no custom CV model, no windshield survey crew, no $250k engineering contract.
Bibek Parajuli
DreamBid turns a residential address and a homeowner’s idea into a visual, scoped, feasibility-aware home-improvement project with contractor bids that can actually be compared.
Fergus Hurley
A grid dispatcher and an AI agent plan a day of field work on the same live map through WebMCP. The agent locates, computes and routes; the person decides. A morning of lookups becomes minutes.
Ohmni exposes hardware diagnostics as WebMCP tools, so an AI agent can measure a device, run approved tests, gather evidence, request physical changes, and verify the repair.
empeirik turns circuit troubleshooting in one shared workspace. Where reasoning, measuring, testing, and refining happens together instead of chatting endlessly back-and-forth, with no end in sight.
Simon Breidenbach
A native WebMCP workbench where people and browser agents compare cutting plans, protect usable stock, and review an exact plan before approving its cut sheet.
Serkan Süray
Turn building and product specifications into bill-of-materials transactions online.
Rod E
Take a photo of something broken and get clear, safe steps to fix it.
Dev Dev
Line-Mate is one more technician on the line: a digital twin of a repair shop in a browser tab, where an agent works the floor through WebMCP and the manager keeps authority.
Mario Aderman
Repairs without the runaround.
Jacob Rudolph
A WebMCP-enabled HVAC intake evaluation workbench with 9 browser tools for deterministic scoring, routing, and human-verifiable agent decisions.
firstmoverprojects Jamison
The agent-ready tender room for building trades. A contractor prices a bill of quantities with their own AI agent through 13 WebMCP tools — and keeps the one binding click.
N Schadewald
The agent interprets. Poolwart calculates. You verify.
maurice-weissenboeck Weissenböck
ChatGPT reads the live drawing context, drafts findings at a coordinate, and prepares the visit briefing. The person on site keeps verification and issuance.
Kirpajeet Singh Gill
Cabinet making made fast, parametric, and production-ready."**
William Wilson
AI-powered solar maintenance and inventory management with WebMCP,helping technicians diagnose issues, find spare parts, and manage service operations faster.
Samsonkulwa Kulwa
Check it, correct it, approve it, and hand it off.
Ryan DesJardins
Field Assist lets Codex and a human expert turn a live phone camera into verified, object-tracked guidance—pointing users to the correct physical control.
Donald Murillo
From photo to repair
An agent-ready local maintenance concierge that uses WebMCP to find services, retrieve grounded details, and build practical property maintenance plans.
ChrisDC82 Din Chong
Tell Clunk what broke. A person and browser agent check the same visual appliance together, then Clunk shows the exact part and seller link when the evidence supports one.
Mark Costigliola
Cantiere Live: your quote editor and your AI agent, working the same page together — add materials, calculate margins, and finalize with one human click.
Diego Radoni
WebMCP Powered Home Renovation Platform
Dominic Norton
CogSmith helps gearheads turn old bikes into modern single-speeds. Making cool bikes for everyone!
John Bain
SNIPR uses WebMCP to let AI agents safely query renovation assignments, inspect spatial room context, and propose actions while keeping SNIPR the source of truth.
sakeverpalen Verpalen
An agent-native circular economy assistant that finds the best next life for unwanted items through repair, reuse, parts recovery, or recycling.
Muhammad Affan
The open repair memory for humans and agents.
Alexander Ammann
The agent reconciles construction evidence; the human decides what is accepted before readiness changes.
Bully Ops
Here4Homes lets people find tradesmen quotes. Our WebMCP lets agents tell us what they need done in their own words. We find the right trade, ask only what matters and create a clear quote request
Andy Proyer
A three-person plumbing shop with no receptionist. Its website exposes real tools, so an agent can check the area, read the schedule and request a booking. The owner confirms by text.
David V. Kimball
A browser agent rehearses spatial repairs, but only a person can approve the exact patch.
LubuSeb Andersson
MCP-based AI estimator that instantly calculates camera coverage, cable length, BOM, labor, and drafts commercial proposals for video surveillance & structured cabling projects.
Михаил Singatullin
## OneOps — Planejamento e recuperação operacional para pequenos prestadores O **OneOps** é uma solução de planejamento e recuperação operacional criada para pequenas empresas de serviços que ainda organizam seus atendim
Amanda Zanata
ServeAI is an AI agent that helps users hire local service professionals without the usual search, calls, negotiation, and back-and-forth.
Mario Lara, Lucas Lima
An autonomous scheduling agent for landscapers and other weather-affected contractors
Joshua Pennington
Autonomous kitchen repair agent that finds, books, and verifies a technician — refusing to spend past your budget.
thisyear nofear
Break a real EV charger. Watch AI agents fix it - every action signed, every recovery documented and verified. All green again in minutes, without the expensive field visit.
Web3 Energy Ltd.
Everbind keeps project commitments from disappearing when construction schedules are rewritten.
A tech photographs a nameplate and talks — an ADK agent fleet turns it into a verified, priced job record on the spot. Nothing becomes truth without passing a fail-closed write-gate.
Mikhail Oskola
AI-powered marketplace where skilled workers find the right jobs, and AI agents guide customers and workers from request to completion.
Kaif Ansari
Citizens report potholes, garbage, broken lights, leaks, and unsafe roads, but complaints are often unclear, duplicated, wrongly categorized, and hard to track.
Nilu Mukherjee
No More Buckets turns a tenant’s message, photo, or voice note into a safely coordinated repair. Triaging urgency, dispatching vendors, tracking work, and verifying resolution automatically.
Koh Li Sheng
PermitPilot automates property compliance by detecting expired permits, assessing risks, and drafting work orders thus reducing manual work while keeping humans in control.
Adebayo Ekundayo
AI app for Hispanic contractors who need back office support to keep organized and scheduled.
Duc Truong
Turn electrical schematic images into structured, editable digital models with AI and human review.
Olha Horobchenko
Oceanus helps water plants detect fouling early, simulate outcomes, and act before problems become costly.
Abdullah Ibn Mahdi Abtahi
A zero-downtime, hybrid agentic OS for enterprise fleets—delivering deterministic offline edge diagnostics backed by Gemini 2.5 Cloud Reasoning and Firestore Memory Bank.
eslam abdelmogood
Multi-agent AI that investigates industrial incidents, validates evidence, and generates safe, human-approved corrective actions.
Yamini Priya
Agentic AI for construction issue resolution, turning site evidence into scope analysis, impact assessment, RFIs, human-approved actions, follow-up, and verified closure.
Alisha Sajjad
Submittal audit: uncited claims are blocked from the ledger
Mason Snider
Kiosk managers describe faults in plain language. Site Agents search exact-compatible verified playbooks first, and hand unresolved cases to developers as structured Evidence Packs.
HUGH KIM