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Devpost · OpenAI · 2026-08-25 to 2026-09-04

The WebMCP Challenge

Public gallery: every submissionEvent page ↗

Projects
2,471
Winners
10
With repo
0%
Registered
7,046
Prizes
$35,000

Winners

WebMCP Challenge Winners

Alza

A floor plan is coordinates, not buttons. Alza publishes its geometry as 31 typed tools, so your agent draws the plan, checks its own work, buys from another origin, and raises it to walkable 3D.

dev toolsagents
WebMCP Challenge Winners

Faraday

Hospitals can't upload use AI on MRI or CT scans without risking patient privacy. This never leaves the doctor’s browser, providing instant 3D navigation. The patient's scan never leaves the room.

healthagents
WebMCP Challenge Winners

Mandate

Mandate turns updatable fields into temporary mandates — a live WebMCP tool compiled from what one person chose, expiring on its own, and re-checked by the server on every call.

securityagents

All other submissions

2,461Search and filter all 2,461

TasteShelf

A shared media memory for you and your AI. With WebMCP, TasteShelf saves what you watched, why it mattered, and lets your AI use that memory to understand your taste and act on it.

productivityagents

Timur Ibragimov

Open Dots

A pixel-art storybook for families to create, read, and share with an AI co-creator.

creative/music

Thạch Hồ Lê Minh, Lisa Ho

odyssey

3:52 AM Blind Spot finds accessibility barriers that automated scanners miss by testing whether real user tasks remain reachable through a live, accessibility-derived WebMCP tool surface.

accessibilitydev tools

Deepanathan Rajendiran, Arun Ghontale, mukesh reddy p

Bandmate-WebMCP

Bandmate is a WebMCP musical sequencer, where you jam away on your instrument, and the agent arranges it all in one tab while the loop keeps playing, with creative collaboration happening in realtime.

creative/musicagents

Mark Rees-Andersen

OpenSketch

OpenSketch is a free, open source alternative to paid editors for scientific figures depicting biological reactions and lab workflows.

science

PaleoScope

"Anatolian Neolithic, >0.5x coverage, excluding relatives" is a sentence in a paper and a hundred lines of R in practice. PaleoScope makes it a named object a person and an agent revise together.

science

Kadir Güvener

Anastatica

Self-healing in-browser runtime via WebMCP and Rust.

dev toolsagents

Mikhail Melik-Kazarian, ФБ-51мн Сiмон Мелiк-Казарян, Артур Артур

Investigation Canvas

Investigation Canvas turns messy data into a shared, visual investigation where humans spot what matters and AI agents test it with auditable WebMCP tools

agentsproductivity

Rishav Sanjay, Saanvitha D, Saanchitha Devraj

AutoShop

A seller-controlled authority layer for agentic commerce

agentssecurity

Koushik Sadhak Jeet, Prantik Noor, Waliullah Kawsar

Sheshat

Two minds. One shared canvas. The only agentic worksheet builder that checks its own homework.

educationagents

Deskmate

Built for Flow: Script with AI. Record with a teleprompter. Edit in the browser. All while one agent oversees it all.

productivityagents

Roshan Prabhu, Ridwaan Joomun

StealthLab

A global, community-contributed library of verified, traceable capabilities that AI agents can discover, adapt and execute to make ANY project work faster, cheaper and more reliable.

agentsdev tools

Chaitanya Deshkar, anujbhadbhade05-cyber Bhadbhade

The Commons

A shared idea board where people and AI agents post, link, and upvote ideas together in real time - through 7 registered WebMCP tools, not scraping or screenshots.

agentsproductivity

Jaspreet Singh

Promise Gate

A WebMCP safety layer that lets AI agents test commitments against real capacity, propose honest alternatives, and finalize only after explicit human approval.

agentsproductivity

Tarun Kumar Mahato

MineOps

MineOps helps mining operators use AI agents to investigate production anomalies, find bottlenecks, and act on operational insights.

agentsproductivity

KhumoKCB Bontsibokae, Tapiwa Khata, Michelle Keitiretse +1

Autorag

A browser-native, agent-curated retrieval memory. An agent browses and deposits what it finds; you decide what the memory keeps. No server, no API key, nothing leaves this device.

agentsproductivity

Akhil Gogineni

Sightline

Sightline is an incident console a human and an AI agent debug together on one screen. Nine WebMCP tools, no chat panel, nothing mocked — and a production rollback only a human can approve.

dev toolsagents

Nozimjon Nabiev

RoomDex

A shared room canvas where people and agents plan, measure, and refine the same space through WebMCP.

productivityagents

ADAPT

A behavioral trust layer that checks what WebMCP tools actually do.

securityagents

basim hussain, Moiz Siddiq

Nagara

Bengaluru civic reporting where people and WebMCP agents share one visible, actionable map.

agentsproductivity

Aria Grande

Aria Grande gives AI browsers the context to make every website easier to explore, understand, and use—for everyone. It scales from clients to all websites.

accessibilityagents

Docket Lens

Turn thousands of public comments into a brief you can trace back to the source. DocketLens uses WebMCP to let agents find and organize evidence alongside you, while you verify what belongs there

legalagents

grid-search

A local-first word-association game where humans and multiple agents play cooperatively and competitively to decode the key first.

agents

Overloaded

A real-time strategy game that keeps more depth than one player can manage, because your agent playsalongside you through its own interface instead of your screen.

agents

Ahmad Fauzan Putra

MetaWebMCP

WebMCP builds WebMCP. Turn observable website workflows into bounded, reusable WebMCP tools. Then activate, test, and export them.

agentsdev tools

santiago canchila

Sloth

Sloth equips autonomous agents with narrow baseline tools, surfacing temporary financial capabilities only through verified, human-approved grants.

financesecurity

Maduakor Emmanuel

Regia

Imagine if TouchDesigner meets Figma. A multi screen live event visual production and matrix switching right in your browser made for Humans and Agents. Made with WebGPU and WebRTC :)

creative/musicvision

Ashman Singh, Abhyuday Rai, Divyam Agrawal

mimir

Where humans and ai study together - A local-first pdf reader workspace where the agent marks up the page with you, for you. Every edit is attributable and undoable.

educationproductivity

Gurbaaz Singh Nandra

Trader Network

Connect perishable stock items with buyers before it loses value, with agent assistance and human approval.

financeagents

Olasunkanmi Fafowora

Synspace

A 3D workspace agents can actually operate. WebMCP exposes the world as structure, not pixels — an AI measures, simulates and proposes; you approve. One world, two minds.

visionagents

Saif Ahmed Shejan, Md Rubayet Nabil, Nirob2107092 Nirob

Ilma: Weather Agents Can Trust

Ilma turns weather into agent decisions: calibrated probabilities, forecast stability, a decide-by date, stake-weighted calls, branchable scenarios. All with a verified accuracy record.

agentsscience

Proof Gate

Accountable intelligence for the open web: humans and agents build, challenge, and verify the same evidence-backed case.

agentsproductivity

Nathan Poinsette

TokenKiller

A 2D multiplayer cooperative boss-fight game where your companion robot is driven in real-time by ChatGPT directly in-browser through WebMCP

agentsrobotics/hardware

Adriano Batlle

OmniFlow Studio

A visual cloud studio where humans and AI agents design, stress-test, and synthesize production infrastructure together in real-time through 31 in-browser WebMCP tools.

dev toolsagents

Anurag Thopate

Acoustom

Great sound is personal. Acoustom takes the guesswork and uncertainty out of buying decisions.

productivity

MultiCOM

A shared incident room where engineers and AI agents investigate, challenge theories, and revise their confidence -> with a human approving the fix.

dev toolsagents

Hotragn Pettugani

AgentFlow

AgentFlow is Figma for automation , A visual canvas where humans and AI agents build real workflows together, live in the browser.

dev toolsagents

Parithosh Varma

SavedPocket

Your personal saved library, exposed as WebMCP tools — search, retrieve, and save content through any AI agent the moment you open the page.

productivityagents

Semih ÖZDEN, Erman Tepe

Ground

Ground is a shared Markdown editor for people and agents. The owner decides who can edit, who can only propose, and who gets no access. The server applies those rules to every WebMCP action.

agentssecurity

Kitty

Everyone's AI agent adds their own items and allergies to one shared group order — Kitty tracks it live and splits the bill automatically, no manual collecting or spreadsheet math needed.

productivityfinance

Nilu Mukherjee

Let me eat the eggs

30 eggs became 60. My agent won’t bypass conflicting policies, gains agency only with evidence, and knows when to wait. Minimum necessary agency, only when justified.

agentssecurity

reality404studio EH

Groundline

A shared reasoning workspace where humans map claims and evidence while AI agents use WebMCP to evaluate, triage, trace dependencies, and propose revisions - humans keep final control.

agentsproductivity

Panji Arya Soma

Dust Off

An AI piano teacher that listens to your playing, gives feedback, and creates lessons you can practise anytime.

educationcreative/music

Agentak

Agentak Adds an AI Agent to any website powered by Pi running in Browser. An embeddable chat that runs local or cloud models and safely uses page tools through WebMCP. No server required.

agentsdev tools

Day Canvas

Day Canvas is a visual planner where you and AI shape your day together—adding, moving, and organizing tasks live on one shared canvas.

productivityagents

RAI

RAI is a Robot, Agent Interface that allows agents to control and make robots using WebMCP tools, limited to actions like moving joints by angle and seeing through the robot’s camera.

robotics/hardwarevisionagents

Sân Chơi

AI-hosted Vietnamese folk playground: Ô ăn quan, Bầu cua, Múa rối nước, Gióng's Iron Garage & Rồng rắn lên mây — 5 games, 21 hang-proof WebMCP tools. sanchoi.app

culture/heritageagents

Lumi

Build physical machines with an AI collaborator, not a black box simulator. Lumi gives humans and WebMCP agents one live 3D studio for evidence, safety checks, and simulation.

robotics/hardwaredev toolsagents

Atlas

A globe that can show you things: all IKEAS worldwide, starlink satellites, active volcanos, theme parks, …

science

Thomas Schranz

Port Authority

A browser-only workbench for documenting and auditing the tool contracts a page exposes through WebMCP. It turns the page’s agent-facing surface into something a developer can inspect.

dev toolsagents

MJ (Meghan Johnson)

Torque Run

A browser-native 3D proving ground where AI agents race a rover through WebMCP tools on one identical live track, scored on time, energy and integrity.

agentsrobotics/hardware

viktor-silakov Silakou

Geodesics

Geodesics is a Foursquare-like map for the WebMCP era where agents discover places, services, and each other, leaving behind trails & form trust network for human–AI collaboration.

agentsproductivity

Stratum

The agent can do your job. WebMCP just makes sure it can't do the one part that's actually yours.

agentssecurity

orqis

The shelf for specialist AI agents. Browsable by humans, callable by agents — one marketplace where people and their agents discover, invoke, and rate specialist agents together.

agentsdev tools

Consequence Flow

A WebMCP control room that turns agent proposals into human-authorized, one-shot actions with visible effect and verification receipts.

agentssecurity

Canberk Karaerkek

RabbitHole

Dense documents are hard to read, even in your own field. Rabbithole lets you zoom in on the parts you don't understand and the explaining is done by your personal assistant aware about your context.

educationproductivity

Tushar Tripathi

Aether

An AI agent runs your whole architecture review - builds it, breaks it four ways, recommends a repair, and cannot commit it

dev toolssecurity

OpenHardware

Software got its agent moment. Hardware hasn't. OpenHardware is the missing piece: an agent that can see the board it programs.

robotics/hardwarevisiondev tools

Sami Maghnaoui

Agent WebMCP

Turn server operations into a browser-native agent surface: inspect health, control services, run durable jobs, and service agents through WebMCP.

dev toolsagents

chatDB WebMCP

The AI manages the data specified via text in a chat as an MCP.It is a web application that allows you to manage the data directly yourself.

dev toolsproductivity

WebMCP Chess Coach

An interactive chess coach that uses WebMCP and Stockfish to understand live positions, give Elo-aware guidance, and teach visually with hints, highlights, arrows, and candidate lines.

educationagents

CueMend

A WebMCP rehearsal room where humans protect dramatic beats, agents exhaustively repair caption timing, and every committed WebVTT track is revision-bound and verifiable.

accessibilityagents

Wayfinder

An agent-native trip planner where people, browser agents, and a live map stay in sync.

productivityagents

WETAEGO

The Commerce & Service Operating System for Modern Brands, their Human Customers, and the AI Agents who serve them.

productivityagents

Olamilekan Adegoke

Split WebMCP

Turn browsing into collaboration: Split combines dual-browser workspaces with WebMCP, letting humans and AI agents understand and act on the same shared context.

agentsproductivity

WallAlive

What if a child’s wall drawing could start moving and become part of a story? Kids can play and create stories together, then make their favorite creations into real keepsakes through Shopify

creative/musiceducationvision

mongonsh Tumurbaatar

WebMCP Consent Layer

One React hook that gates risky AI tool calls behind human approval; with risk metadata, audit logging, and optional biometric verific. so agents handle the routine while humans approve what matters.

securityagents

Muhammed Ibrahim

client-weave

ClientWeave: An agent-native workspace where buyers and AI scope services, calculate seller-governed pricing, and book consultations—with humans retaining final control.

productivityagents

CargoMesh

Autonomous Agentic Freight Orchestration for Cross-Border B2B Logistics

agentsproductivity

Cristhian Andres Chujutalli Martinez, Juan Coronado, Jean Paul Ramon Fernandez

Concierge

ChatGPT makes the inquiry call you do not want to make while the webpage keeps you in control.

voiceagents

Sergey Moloman

Co-Cart

An AI shopping decision assistant that uses WebMCP to compare live Shopify products, explain trade-offs, and propose the best choice—with voice-first accessibility.

accessibilityvoiceagents

Jeremiah Adetoro

Lore

Duolingo for anything you want to learn fully personal! Agents use the webmcp to create courses for you track your progress make cool learning artifacts to keep everything fun.

educationagents

Toprak Tarkan Dikici

CommitWeb

When an AI plan succeeds across three services but fails on the fourth, CommitWeb keeps what worked, finds a safe replacement, and asks for your approval-without starting over.

agentsproductivity

OpenRoom

AI Room Planner & Furniture Shopping. WebMCP demo: furnish a real room photo with catalog products, by hand or through the AI app you already use.

visionagents

DrawMCP

I rebuilt the public Excalidraw MCP as a WebMCP to showcase the power and utility of WebMCP with a measured almost 7x performance improvement by doing so.

dev toolsagents

Abdul Moiz Shahzad

Intent Handoff

Intent Handoff lets users pass what they mean—not just what they clicked—to an AI agent so it can finish the task correctly.

agentsproductivity

Toolsmith

Paste a link, approve one plan, and receive a working WebMCP interface for your own site along with a receipt.

dev toolsagents

Chudi Nnorukam-Krisdiva

Hold the Pen

An agent can fill the form. You hold the pen. A benefits claim an AI agent can explain and fill through WebMCP tools, where every agent entry is reviewed by you and no tool can submit.

legalagents

Nischal Sharma

Widgetr

Design Scriptable widgets visually, with people and AI agents collaborating through contextual WebMCP tools.

dev toolsagents

Corotum

Corotum helps you keep AI agent skills consistent across every machine and AI agent. Instead of copying and fixing drift, you manage one desired state and sync it safely through Git or Corotum Cloud.

dev tools

Mateusz Misztoft

El Em Key

Elemkey enables loyalty as a coupon for retailers to reward loyal customers with verified offers that shopping agents can unlock - without exposing credentials or purchase authority

financesecurityagents

Rewind

Undo for the agentic web: record WebMCP cart changes, restore earlier state, and preserve history when an agent retries.

productivityagents

Ali Abdulkadir Ali

The Intent Horizon

An Asimov-inspired WebMCP RTS strategy game about why agentic instruction matters: bits take years to reach Alpha Centauri and Earth’s view is already old, so Daneel needs intent, not clicks.

creative/musicagents

spool

Turns messy CSV migration into a deterministic, agent-driven workflow with phase-aware WebMCP tools, validation, recovery, and verified export

dev toolsproductivity

Dharan Tej Reddy

AgentDraw

A local-first whiteboard where people and AI agents inspect, draw, prototype, and undo together through WebMCP.

creative/musicagents

SupplyMesh

A map-first WebMCP operations console where agents analyze logistics disruptions, humans retain authority over critical decisions, and every executed recovery is independently verified.

agentsproductivity

Easel

Design alongside your agent on the same live canvas! Easel uses WebMCP and context from across your life through your connected apps to help you create website mock-ups, posters, and graphics.

creative/musicproductivityagents

CareWeave

CareWeave gives older and disabled people one calm place to coordinate daily care with loved ones and WebMCP agents, reducing complexity while protecting independence, privacy, and human control.

healthaccessibilityagents

Robin Gounder, Priya Gounder

Trafo

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.

repair/tradesagents

Cardea

Give Cardea a goal. It does the real work across the web while you watch, and nothing gets bought, sent, or signed until you say yes.

agentssecurity

Sankritya Thakur

EventReady

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.

productivity

ComicSol Web

ComicSol turns native WebMCP into a creator workflow: agents can create comics, read structured creative context, propose revisions, and keep the human creator in control.

creative/musicagents

Alwan Juliawan

SwiftClear

WebMCP agent-native workspace automating AfCFTA cross-border trade, HS code classification, duty calculations, and customs manifests for AI web agents.

legalfinance

Akpan Victor D.

Cortex

Cortex is a private research library that a browser agent can operate. All tools are registered with WebMCP, and agent works your papers on the same page you're looking at.

scienceproductivityagents

Ajinkya Kiran Mulay

Builder.run

A local-first application runtime where humans and agents can build, shape, and use custom information systems together.

dev toolsproductivity

BluePulse

An agent-operable environmental intelligence platform that uses WebMCP to turn flood, water quality, and community risk data into actionable decisions.

scienceagents

ABRAHAM Ceballos

ElijahOS

Portfolios are built for one visitor. ElijahOS gives the second one, your agent, typed WebMCP tools to search evidence and act inside the same OS a human is exploring.

productivityagents

Vivid

Vivid turns any dashboard into an agent editable surface - no MCP server, no vision model, just the browser tab exposing its own governed webmcp tools.

agentsdev tools

Nitish Pamarty

CutoverProof

CutoverProof stress-tests PostgreSQL migrations across realistic interleavings, revealing data-loss races as runnable counterexamples before cutover.

dev tools

BioFold

BioFold 3D: A WebMCP molecular laboratory where human intuition and AI agents co-explore the live 3D sculpture of proteins with an incredible precision.

scienceagents

Josuelpro Condori Choque

Duet Studio

A step sequencer where a human and an agent edit the same song at the same time, with provenance, scoped selections and approval built into the tools.

creative/musicagents

Mehmetcan Bozkuş

tapfill

Upgrading existing web forms using WebMCP, not just the ones built from scratch for agents

agentsdev tools

Schematic

Schematic is a shared hardware workbench where you and the AI work on the same visible circuit. Through WebMCP, the agent can choose parts, wire, validate, preview, and write editable code.

robotics/hardwareagentsdev tools

Bizgrid

Bizgrid is an AI commerce platform for African sellers. With WebMCP, any agent can search products across every live store on Bizgrid and add to the correct merchant’s cart without scraping the UI

agentsproductivity

Moses Erhinyodavwe

MotionArena

A WebMCP RL environment for testing whether AI can improve physics simulators through cheap, repeated simulation instead of relying on static benchmarks or costly real-world trials.

scienceagents

AutoWebMCP: Teach an Agent to Fish

Turn human workflows into agent-ready WebMCP tools. AutoWebMCP learns what a user means, not just where they click, and publishes verified, typed semantic capabilities with guardrails.

dev toolsagents

Kaushik Ruparel, Payal Thakkar

Streamr

Streamr offers programmable, real-time payment streams and recurring subscriptions using stablecoins on the Stellar network.

finance

Muhammad Arisnanda

TripRescue

Human-controlled flight recovery with typed WebMCP tools, constrained search, exact-price preview, and verified booking changes.

agentsproductivity

SpaceScale

SpaceScale is a multiplayer canvas where students draw and write together while AI coaches each learner in real time—using two-way WebMCP polling, guided by the teacher’s own skill and knowledge files

educationagents

Shankar Ram Akshayakumar

Auxweave

Auxweave is a web-native creative canvas where AI agents can design alongside humans through WebMCP

creative/musicagents

Mario Caleb, Ai Longer

Cleansheet

A WebMCP-powered spreadsheet cleaner where agents find defects and propose fixes, while people control every write.

productivityagents

Kingizie Patrick

OpenReceipt

Collaborate with your AI agent to print beautiful, minimal thermal receipts – send a prompt or voice chat, then watch as your agent drafts in the browser, iterates with your help, and prints

voiceproductivity

phreshplastic Rossano

Fenoa

Fenoa is a social platform for short fiction where creators publish stories and communities remix them into new branches, with humans, AI, and WebMCP agents working on the same living story state.

creative/musicagents

Prathmesh Adsod

The gaffer

Its a fantasy premier league planning board where the agent can see and interact with your drafts

productivityagents

GroundTruth

Post-disaster damage assessment where the agent's tools are scoped to what's on your screen. Ask "what's the flood exposure here?" and here means your viewport, your selected building, right now.

scienceagents

Abhishek Sharma

Autofix

“AutoFix turns a web application into something an agent can diagnose, repair, and verify—through WebMCP.”

dev toolsagents

rapier

A one-file on-device editor built for two hands. Fast Markdown, text & code, phone-first, with Compare/diffs. Agents work directly in the live document with less context, less guessing & real parsing.

productivitydev tools

Jack Skipworth

Sift

Decision infrastructure where people and AI agents co-drive one live case, with evidence, uncertainty, and final approval kept human.

agentsproductivity

Minimal Protocol Witness

WebMCP system for differential evaluation analysis: isolate protocol sensitive result reversals, derive minimal counterfactual witnesses and verify them against the evaluation surface.

sciencedev tools

Tugrap Aydiner

Hemloop

Demand meets supply. The loop learns and grow with every purchase. The next generation of ecommerce

productivityfinance

webMC(P)

genMC(P) turns Minecraft skin creation into human–AI collaboration. With WebMCP, agents edit real pixels while you guide them through messages and visual masks—all in a shared 3D studio.

creative/musicvisionagents

Healthy WMCP

An agent-native EHR: the AI works inside the doctor's session, finds what 15-minute visits miss and only the doctor signs

healthagents

Luis Fernando Lugo Quiroga, Carlos Alberto Rodríguez Herrera

kata

Lets users teach a website a new agent capability by demonstration, then compiles that behavior into a safe, typed WebMCP tool.

dev toolsagents

aphelion tej reddy

SIGNAL

An incident war room where the agent's tools appear and disappear with the incident's phase. It can't roll back production, the tool doesn't exist until a human escalates.

dev toolssecurity

Aaditya Sapkota

underscores

An infinite creative computation canvas for performance, teaching, exploration and research. Drawing, code, sound, motion, physics, collaboraiton in a shared sketch.

creative/musiceducation

Liubo Borissov

LocusLocal

Human and agent triage the same genome in the same tab, through WebMCP tools the page itself registers, over a file that can never be uploaded.

healthscienceagents

Kadir Güvener

Product Tutor

A `Get Started` that teaches you how to use the product, step by step, to accomplish what you actually came for.

educationproductivity

Thisara Welmilla, Isuru Weerasinghe, Chamodi Welmilla

REENTRY

REENTRY gives WebMCP continuity beyond a browser session—a consent-driven cloud bridge that brings agents back when real events occur, grounded in live page state and bounded by human control.

agentsdev tools

Chon Wang Wong(Alex), Eyad Cherifi

Exposed

Your AI agent finds your HIPAA exposure in three minutes — and can't take the one decision that matters.

healthsecuritylegal

setownley Townley

Agent Ready

Can an AI agent actually use your website? AgentReady runs real agents through your raw UI and your WebMCP tools, scores the site 0-100, and publishes the gap. Measured: UI 0/3 vs WebMCP 3/3.

dev toolsagents

GridBrief TR

An agent-ready bilingual workspace that turns public EPİAŞ Transparency Platform 2.0 data into explainable market, portfolio, and planning decisions through native WebMCP tools.

financeagents

Vouchsafe

Three agencies hold one household's record and may not pool it. Vouchsafe screens that household for six benefit programs anyway by putting yes-or-no questions to four origins and receiving no records

securitylegal

Meshful

Learn anything and make it stick. Your AI agent prepares the material and grades answers in your own words, while Meshful schedules each concept for the right time.

educationagents

Brandon Kluzek

Formless

Formless - product that adapts to us, not the other way around. We're starting with healthcare, where that gap is most dangerous.

health

HealthBook

Healthbook: Your private health companion - meds, labs, and care connected in one vault.

healthsecurity

Sujal M H, Pratham

Mise

Learn cooking one dish and one technique at a time. Your assistant adapts the real recipe; you control saved preferences and completed practice.

educationagents

bob van den heuvel

pact

Gives agents only the exact authority needed for one approved transaction, with stale-state protection, verification, auditability, and receipts.

financesecurityagents

Sree77 Latha27

Data Airlock

Clean sensitive datasets with AI agents—without uploading raw data. WebMCP enables local analysis, human-approved cleaning, capability-gap detection, and safe tool evolution.

securityagents

Óscar Juan Parker

Estro

A photo editor for people who don't know what 'tint' or 'saturation' is. An agent does the edit, names the word, explains it in a sentence. Learn by watching, or just keep asking.

educationvision

Aarya Subhash Patil, Arpit Mishra

Pending: Human

A deterministic crisis simulator where AI investigates through WebMCP, compares interventions, and proposes plans—while humans retain final authority.

scienceagents

Agenomics Agent Spend Console

Agenomics uses WebMCP to let AI agents inspect bounded spending authority, evaluate untrusted requests, and stage proposals, while approval remains visible and exclusively human.

financesecurityagents

Alejandro Castellanos

Thinking Darkroom

A photographer-first photo workspace where a WebMCP AI agent can inspect, analyze, propose — and the photographer alone decides. Built using Laravel 13 + Inertia v2 + React 18.

creative/musicvisionagents

Guild

The multiplayer visual workspace where humans and local AI teammates plan, design, and build software together on one shared canvas.

dev toolsagents

Avichal Dwivedi, AMRIT LAHARI, Ayush Upadhyay

PromptDecor

PromptDecor lets you design rooms with AI: describe your vision, see catalog furniture appear in 3D, move it yourself, and get instant advice on layout, light, and flow.

productivityvision

NAFIZ SHAHRIAR SAMI, MD. IBSAN HOSSAIN ANSARI, Jawadul Arham

Firebro

A WebMCP incident console where agents investigate production failures and humans stay in control of remediation.

dev toolsagents

Commonplace

A blog and reading platform that adapts to you. Using WebMCP, browser agents reshape layout, colors, and drafts around how you write and read.

productivityagents

Andrew Gostishchev

Classmate

Paste a lecture. Video, captions, notes, and the board share one page. ChatGPT sits in the sidebar and writes on that desk — seek, highlight, draw — instead of narrating a screenshot.

educationagents

Tejesh Kunapareddy

Smarterboard

You and an AI agent operate the same board, not a chat window beside it. Graph curves, wire circuits, bond atoms, drop a ball, and it explains how each change, yours or its own, shaped the result.

educationscienceagents

Toby Seng, Shaan Bose, Dylan Wang

DrawCMS

AI changes code fast, but its system impact is hard to see. Our WebMCP-native diagram editor lets agents turn changes into animated architecture and workflow diagrams—reviewed and refined by people.

dev toolsagents

Dimas Nashiruddin Al Faruq

Consensus

Human + AI decision workspace powered by WebMCP, where agents research, score, flag conflicts, and propose rankings while humans retain final control.

productivityagents

CarCare WebMCP

An AI-powered vehicle maintenance assistant that uses WebMCP to let agents read maintenance history, track services, and identify upcoming maintenance directly through the web app.

productivityagents

Prompt Canvas

A shared visual workspace where you shape the brief and Codex turns it into polished images—then returns them to your canvas.

creative/musicagents

U9itus: Political purview

Political purview is a centralized hub for chatting and researching elections, running candidates, the policies they support, and how those policies relate to their donors.

financeproductivity