webmcp/analysis

Independent analysis · 2,500 submissions · four equally weighted criteria

WebMCP Rankings

Every WebMCP Challenge submission, read blind and scored on the four official criteria. Read the score, then the reason: open any project to inspect both reviewers' reasoning.

Rank Project Category Aggregate Leverage Execution Impact Creativity Confidence
1 Physical AI WebMCP Command Center An Agent-Native Control Layer for Autonomous Warehouses. dev-tool 38 10 10 9 9 86%
2 Handrail Groceries and pharmacy by voice for people with low vision. The agent does the clicking through WebMCP; the person says yes. commerce 38 10 9 10 9 93%
3 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, creative-art 38 10 9 9 10 93%
4 Incident Command A WebMCP safety simulator where a browser agent investigates production incidents, but the dangerous tool to act is never registered until a dev-tool 38 10 9 9 10 80%
5 PaperVeil A browser-local medical appeal desk where agents get capabilities—not identity—with one-field consent, adversarial leak blocking, and an aud health 38 10 9 9 10 80%
6 Grenz: a policy layer for WebMCP An AI agent can now act on a site as you, in your browser. Grenz decides what it may do: the site's own rules, approvals a script can't fake agent-infra 38 10 8.5 9.5 10 96%
7 Mace A clerk's bench for Robert's Rules where the WebMCP tool set IS the motion stack — an action that is out of order does not exist to be calle productivity 37.5 10 9 8.5 10 90%
8 Pillbox A caregiver and a pharmacist each get an agent on one medication list, every flag quoting the FDA label. health 37.5 10 8.5 10 9 92%
9 Substrate A radiology viewer built so an AI agent can do everything except read the scan. health 37.5 10 7.5 10 10 88%
10 AGENT CONTROL PLANE The website-enforced authority layer for WebMCP agents. agent-infra 37 10 9 9 9 92%
11 CareBridge: humans in control of multi-page agent workflows Real work spans many pages, and agents tend to just finish it for you. CareBridge keeps you in control. The agent does the busywork and you health 37 10 9 9 9 92%
12 FlightSweeper A browser agent buys a sandbox flight within exact, revocable limits set by the traveler. travel-maps 37 10 9 9 9 94%
13 Floortris WebMCP agents turn dimensioned sketches into rule-checked 2D and 3D rooms, while people compare proposals and control every final change. creative-art 37 10 9 9 9 91%
14 Ingram Sheets A spreadsheet whose engine runs in your browser and publishes twelve tools to whichever agent is driving the tab. Spreadsheets for models, n productivity 37 10 9 9 9 91%
15 Ops Co-pilot An AI-friendly infra dashboard where agents check real service health and act but every risky action needs a human's explicit approval befor dev-tool 37 10 9 9 9 92%
16 Overhead A web-native canvas powered by WebMCP that turns any agent into a cloud architect. Design alongside it live while it calculates real-time in dev-tool 37 10 9 9 9 89%
17 Paris ICC Procedure-grounded rail incident decisions, powered by WebMCP and controlled by operators. business-crm 37 10 9 9 9 84%
18 REWIND A transaction layer for AI agents: preview and guard changes before execution, require human approval when needed, and revert committed acti dev-tool 37 10 9 9 9 92%
19 RoomCraft Design a room with an agent in seconds. creative-art 37 10 9 9 9 91%
20 ROUGH//CUT An in-browser video editor you and your AI agent can use together music-audio 37 10 9 9 9 96%
21 Sightline The human-approval layer between an agent and a live page. The agent finds what holds a page back, drafts the fix, and stops until you say y dev-tool 37 10 9 9 9 93%
22 Sigmora Live Relay Stay live while an agent builds, reviews, and verifies the launch moment with you. creative-art 37 10 9 9 9 93%
23 Verified Mission Control Goal Contracts for the Agent-Native Web agent-infra 37 10 9 9 9 91%
24 LAST DOOR When evidence changes, the WebMCP tools change with it. agent-infra 37 10 9 8 10 93%
25 Onionskin A floor-plan editor where an AI agent can propose changes but only a human can commit them. Not by policy: a tool that touches the committed creative-art 37 10 9 8 10 93%
26 PARALLAX SPATIAL MCP PARALLAX is a Spatial MCP that lets autonomous agents safely understand, change, re-observe, and verify 3D environments through governed act agent-infra 37 10 9 8 10 95%
27 Paper Trail Say it once - one sentence about your life event, and every agency, insurer, and employer form gets filled, cross-checked, approved by you, productivity 37 10 8 10 9 86%
28 Gridfall One city. One hospital. One chance. GRIDFALL turns WebMCP into a real-time crisis room where a human and an AI agent diagnose cascading fail game 37 10 8 9 10 78%
29 Roadway Design Compiler Agent-native roadway design in the browser, powered by 39 WebMCP tools, a real geometry kernel, terrain-aware intelligence, and seamless ven dev-tool 37 9.5 9 9.5 9 93%
30 TRACE The canvas is the prompt: a living reasoning surface shared by people and AI agents. education 37 9.5 9 8.5 10 95%
31 KnownGate The food verification layer for people's agents: state your family's rules and KnownGate rules products, menus, and plans against read-and-d health 37 9 9 10 9 90%
32 OVERTURN Health insurers deny 1 in 5 claims and almost no one fights back. Overturn pairs you with an agent that builds the appeal through WebMCP too health 37 9 9 10 9 93%
33 Deputy Your agent learns the way !! agent-infra 36.5 10 6.5 10 10 89%
34 OpenHardware Software got its agent moment. Hardware hasn't. OpenHardware is the missing piece: an agent that can see the board it programs. dev-tool 36.5 9.5 9 9 9 91%
35 Traces An AI agent can read your code but not your page, so it guesses why the button is dead. Traces gives it 17 WebMCP tools to search inside a r dev-tool 36.5 9.5 9 8.5 9.5 94%
36 Spatialize The floor plan that talks back. travel-maps 36.5 9.5 8 9.5 9.5 88%
37 Peira An instrument for the US benefits system. Earn one more dollar at the wrong income and a family can lose thousands in benefits at once. Peir finance 36.5 9 9 9.5 9 94%
38 E-ternal × WebMCP An open-source ERP that works with your browser agent — same screen, same state. The agent drafts; only a human can approve. Built on WebMCP business-crm 36 10 9 9 8 94%
39 Edgewright A redirect console a human and an agent drive together, over WebMCP. Test, audit and fix routing across 11 hosts, then prove a migration nev dev-tool 36 10 9 9 8 83%
40 ExceptionOSMCP The agent-operable command center for resolving business exceptions safely. business-crm 36 10 9 9 8 90%
41 Recall Response Workbench — Recall the Right Items Find the right 37, protect the other 8,383, and put the irreversible decision behind a visible review control. business-crm 36 10 9 9 8 93%
42 Bridge Studio A visible browser workspace that turns web workflows into typed, human-approved tools. dev-tool 36 10 9 8 9 78%
43 Crom’s Research Desk: WebMCP-Powered Agentic Publishing An end-to-end WebMCP workspace where humans and agents search, compare, draft, and publish together through one visible webpage—no separate research 36 10 9 8 9 91%
44 DungeonQ Enter the unknown. Exit with proof. dev-tool 36 10 9 8 9 93%
45 EvidenceBound WebMCP Authority Compiler A human approves one release, the AI gains the WebMCP release tool, and correction or revocation makes it disappear. dev-tool 36 10 9 8 9 92%
46 FableCut A browser video editor your agent can drive. FableCut exposes its whole timeline as WebMCP tools, you and your agent cut the same edit, live creative-art 36 10 9 8 9 91%
47 FORGE — Human-Agent World Laboratory A human-governed WebMCP control plane where agents inspect, repair, test, and safely reverse changes to a shared game world. dev-tool 36 10 9 8 9 93%
48 Semantic City — Shared-World WebMCP Simulator A playable city-management sandbox where humans and agents share one live city. WebMCP exposes traffic, budgets, and utilities so every agen game 36 10 9 8 9 91%
49 AgentReady.js: Instant WebMCP for Every Website Turn any website into safe, structured WebMCP tools with a single script tag. Progressive enhancement for AI agents with built-in human-in-t agent-infra 36 10 8 9 9 89%
50 CanvasOps CanvasOps is a shared cloud architecture canvas where developers and AI design, analyze, and safely modify infrastructure together in real t dev-tool 36 10 8 9 9 85%

Scores are the consolidated four-criterion sums from the analysis pipeline (each criterion 1–10, aggregate 4–40). 1,353 projects were re-scored (2026-09-05) after a video-evidence defect was corrected; those rows carry a single re-reviewer's confidence, the rest the mean of two blind Stage 1 reviewers. “—” means the reviewers' scores were withheld (they differ by more than 2) or the datum is unavailable; it never means zero. Open any row to read the reviewers' full reasoning.