https://verificate.ai/_next/static/chunks/pages/articles/chatgpt-code-validation-mcp-332d2a3731cd7246.js

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Paste the server's HTTPS URL and its tools become available in your chats."},{q:"Does ChatGPT review its own code?",a:"Only if you ask — and self-review inherits self-blindness: the model that invented an API will defend it on review. An external gate with deterministic checks catches what the generator can't see about itself."},{q:"Do I need an API key to try Verificate in ChatGPT?",a:"No. Add https://mcp.verificate.ai/mcp as a custom connector with no authentication — every machine gets 100 free validations, no signup. Tool results include your remaining balance."}]};function l(){return(0,n.jsxs)(s.m7,{meta:o,children:[(0,n.jsxs)(s.P,{children:["A huge amount of vibe coding happens in plain ChatGPT: describe the feature, copy the code, paste it into the project. The model is a strong generator and ",(0,n.jsx)(s.OH,{children:"nothing in that loop is a reviewer"}),". The three failures that follow are predictable — an SDK call that doesn't exist, a mocked path dressed up as done, a loop that works in the chat and dies at real traffic."]}),(0,n.jsx)(s.H2,{children:"The 2-minute setup"}),(0,n.jsx)(s.UL,{items:[(0,n.jsxs)(n.Fragment,{children:["1. ChatGPT → ",(0,n.jsx)(s.OH,{children:"Settings → Connectors → Advanced → enable Developer Mode"})," (available on Pro, Team, Enterprise, Edu)."]}),(0,n.jsxs)(n.Fragment,{children:["2. Back in Connectors, choose ",(0,n.jsx)(s.OH,{children:"Add custom connector"})," (or Create)."]}),(0,n.jsxs)(n.Fragment,{children:["3. Name it ",(0,n.jsx)("em",{children:"Verificate"}),", paste ",(0,n.jsx)("code",{className:"font-mono text-[13px] text-[#8CCB43]",children:"https://mcp.verificate.ai/mcp"}),", authentication: ",(0,n.jsx)(s.OH,{children:"none"}),"."]}),(0,n.jsxs)(n.Fragment,{children:["4. That's it — ",(0,n.jsx)(s.OH,{children:"100 free validations on this machine, no signup"}),". In any chat with the connector enabled, say: ",(0,n.jsx)("em",{children:"“validate this function with verificate before I use it.”"})]})]}),(0,n.jsx)(s.H2,{children:"What comes back"}),(0,n.jsxs)(s.P,{children:["A binary verdict — approved or rejected — from ",(0,n.jsx)(s.OH,{children:"17 deterministic reality gates"})," (mock and placeholder veto, invented-API checks, false-“done” detection) plus a frontier-model enterprise review. A real rejection from this production gateway, verbatim:"]}),(0,n.jsx)(s.Cy,{label:"validate_ai_output \xb7 real findings",code:'REJECTED - 30.8/100, vetoed by code_reality_gate\n- "N+1 synchronous API calls ... 100 sequential HTTP roundtrips,\n   ~10-20 seconds ... will trigger Stripe rate limiting (100 req/sec)"\n- "stripe.Inventory is not a valid Stripe SDK resource"\n- "Stripe API requires integer cents" (float money math)'}),(0,n.jsx)(s.P,{children:"Each finding is something a senior engineer would have caught in review — and something you'd otherwise have discovered in production."}),(0,n.jsxs)(s.Pq,{children:["Make it a habit, not a favour: end your coding prompts with ",(0,n.jsx)("em",{children:"“…then validate it with verificate and fix anything it rejects before showing me.”"})," ChatGPT runs the loop — generate, gate, fix, re-validate — and you only see work that survived review."]}),(0,n.jsxs)(s.P,{children:["Using Claude Code, Cursor or Windsurf instead? The same server installs with"," ",(0,n.jsx)(a(),{href:"/gate",className:"text-[#8CCB43] hover:underline",children:"one click"}),". After the free 100, it's a 30-day trial (no card), then $30/month — the senior reviewer your ChatGPT workflow never had."]})]})}},5543:(e,t,i)=>{"use strict";i.d(t,{Cy:()=>f,H2:()=>x,OH:()=>p,P:()=>m,Pq:()=>g,UL:()=>u,m7:()=>w});var n=i(7876),r=i(8230),a=i.n(r),s=i(8419),o=i(6075),l=i(6887),c=i(1298),d=i(8558),h=i(8300);function x(e){let{children:t}=e;return(0,n.jsx)("h2",{className:"mt-12 text-2xl md:text-[28px] font-bold text-white tracking-tight",children:t})}function m(e){let{children:t}=e;return(0,n.jsx)("p",{className:"mt-5 text-[15.5px] text-white/60 leading-relaxed",children:t})}function p(e){let{children:t}=e;return(0,n.jsx)("strong",{className:"text-white font-semibold",children:t})}function u(e){let{items:t}=e;return(0,n.jsx)("ul",{className:"mt-5 space-y-2.5",children:t.map((e,t)=>(0,n.jsxs)("li",{className:"flex gap-3 text-[15.5px] text-white/60 leading-relaxed",children:[(0,n.jsx)("span",{className:"mt-[9px] w-1.5 h-1.5 rounded-full bg-[#8CCB43] shrink-0"}),(0,n.jsx)("span",{children:e})]},t))})}function f(e){let{label:t,code:i}=e;return(0,n.jsxs)("div",{className:"mt-6 rounded-2xl border border-white/[0.08] bg-[#0C0F0A] overflow-hidden",children:[(0,n.jsx)("div",{className:"px-5 py-2.5 border-b border-white/[0.06] font-mono text-xs text-white/45",children:t}),(0,n.jsx)("pre",{className:"px-5 py-4 overflow-x-auto text-[13px] leading-relaxed font-mono text-white/80",children:(0,n.jsx)("code",{children:i})})]})}function g(e){let{children:t}=e;return(0,n.jsx)("div",{className:"mt-6 rounded-2xl border border-[#2C3D1B] bg-[#12190C] px-6 py-5 text-[15px] text-white/70 leading-relaxed",children:t})}function w(e){var t,i,r,x,m;let{meta:p,children:u}=e,f=[{"@context":"https://schema.org","@type":null!=(m=p.type)?m:"TechArticle",headline:p.h1,description:p.description,url:"".concat(h.W6).concat(p.slug),datePublished:p.datePublished,dateModified:p.datePublished,author:p.author?{"@type":"Person",name:p.author.name,...p.author.url?{url:p.author.url}:{},worksFor:{"@type":"Organization",name:"Verificate Pty Ltd",url:h.W6}}:{"@type":"Organization",name:"Verificate Pty Ltd",url:h.W6},publisher:{"@type":"Organization",name:"Verificate Pty Ltd",url:h.W6},mainEntityOfPage:"".concat(h.W6).concat(p.slug),...(null==(r=p.keywords)?void 0:r.length)?{keywords:p.keywords.join(", ")}:{},...(null==(x=p.citation)?void 0:x.length)?{citation:p.citation.map(e=>({"@type":"CreativeWork",name:e.name,url:e.url})),isBasedOn:p.citation.map(e=>e.url)}:{}}];return(null==(t=p.faq)?void 0:t.length)&&f.push((0,h.P$)(p.faq)),(0,n.jsxs)("div",{className:"bg-[#080A08] text-white/85 min-h-screen antialiased",children:[(0,n.jsx)(d.A,{title:p.title,path:p.slug,description:p.description,image:p.image,type:"article",jsonLd:f}),(0,n.jsx)(c.Nv,{}),(0,n.jsxs)("main",{id:"main-content",children:[(0,n.jsx)(c.wn,{className:"pt-28 sm:pt-36 pb-4",children:(0,n.jsxs)("div",{className:"max-w-3xl",children:[(0,n.jsxs)("div",{className:"flex items-center gap-3 text-white/40 font-mono text-xs",children:[(0,n.jsx)(a(),{href:"/articles",className:"text-[#8CCB43] hover:underline",children:"Articles"}),(0,n.jsx)("span",{children:"\xb7"}),(0,n.jsx)(a(),{href:"/news",className:"hover:text-[#8CCB43] hover:underline",children:"News & press"}),(0,n.jsx)("span",{children:"\xb7"}),(0,n.jsx)("span",{children:new Date(p.datePublished).toLocaleDateString("en-AU",{year:"numeric",month:"short",day:"numeric"})}),(0,n.jsx)("span",{children:"\xb7"}),(0,n.jsxs)("span",{children:[p.readMinutes," min read"]})]}),(0,n.jsx)("h1",{className:"mt-5 text-3xl sm:text-4xl md:text-[44px] font-bold tracking-tight text-white leading-tight",children:p.h1})]})}),(0,n.jsx)(c.wn,{className:"pb-10",children:(0,n.jsx)("article",{className:"max-w-3xl",children:u})}),(null==(i=p.faq)?void 0:i.length)?(0,n.jsx)(c.wn,{className:"py-10 border-t border-white/[0.06]",children:(0,n.jsxs)("div",{className:"max-w-3xl",children:[(0,n.jsx)(c.YZ,{children:"FAQ"}),(0,n.jsx)("div",{className:"mt-6 space-y-6",children:p.faq.map(e=>(0,n.jsxs)("div",{children:[(0,n.jsx)("h3",{className:"font-bold text-white",children:e.q}),(0,n.jsx)("p",{className:"mt-2 text-[15px] text-white/55 leading-relaxed",children:e.a})]},e.q))})]})}):null,"cti"===p.cta?(0,n.jsx)(c.wn,{className:"py-16",children:(0,n.jsxs)("div",{className:"rounded-3xl border border-[#2C3D1B] bg-gradient-to-b from-[#12190C] to-[#0B0F0A] px-8 md:px-14 py-12 text-center",children:[(0,n.jsx)("h2",{className:"text-2xl md:text-3xl font-bold text-white tracking-tight",children:"Bring a question your AI needs to get right."}),(0,n.jsx)("p",{className:"mt-4 text-white/60 max-w-2xl mx-auto",children:"Compile-Time Inference prepares your records before questions arrive, so supported answers and decisions can be checked against their evidence. Start with the questions where a wrong answer costs the most."}),(0,n.jsxs)("div",{className:"mt-8 flex flex-wrap justify-center gap-4",children:[(0,n.jsxs)(a(),{href:"/compile-time-inference",className:"inline-flex items-center gap-2 px-5 py-3 rounded-lg bg-[#8CCB43] hover:bg-[#7cbb37] text-[#0A0D0A] font-semibold transition-colors",children:["See Compile-Time Inference ",(0,n.jsx)(s.A,{className:"w-4 h-4"})]}),(0,n.jsxs)("a",{href:"/Verificate_Compile-Time_Inference_Brochure.pdf",download:"Verificate_Compile-Time_Inference_Brochure.pdf",className:"inline-flex items-center gap-2 px-5 py-3 rounded-lg border border-white/15 hover:border-[#8CCB43]/50 text-white font-semibold transition-colors",children:[(0,n.jsx)(o.A,{className:"w-4 h-4"})," Download the brochure (PDF)"]}),(0,n.jsxs)(a(),{href:"/contact?interest=compile-time-inference",className:"inline-flex items-center gap-2 px-5 py-3 rounded-lg border border-white/15 hover:border-[#8CCB43]/50 text-white font-semibold transition-colors",children:["Talk to us ",(0,n.jsx)(s.A,{className:"w-4 h-4"})]})]})]})}):(0,n.jsx)(c.wn,{className:"py-16",children:(0,n.jsxs)("div",{className:"rounded-3xl border border-[#2C3D1B] bg-gradient-to-b from-[#12190C] to-[#0B0F0A] px-8 md:px-14 py-12 text-center",children:[(0,n.jsx)("h2",{className:"text-2xl md:text-3xl font-bold text-white tracking-tight",children:"Put a real gate on your AI output."}),(0,n.jsx)("p",{className:"mt-4 text-white/60 max-w-2xl mx-auto",children:"Verificate Gate (available via MCP) runs deterministic checks plus an engineering-quality review on every AI output — in Claude Code, Cursor, Windsurf or any MCP client. 30-day free trial, no card required."}),(0,n.jsxs)("div",{className:"mt-8 flex flex-wrap justify-center gap-4",children:[(0,n.jsxs)(a(),{href:"/auth/signup",className:"inline-flex items-center gap-2 px-5 py-3 rounded-lg bg-[#8CCB43] hover:bg-[#7cbb37] text-[#0A0D0A] font-semibold transition-colors",children:[(0,n.jsx)(l.A,{className:"w-4 h-4"})," Start 30-day free trial"]}),(0,n.jsxs)(a(),{href:"/gate",className:"inline-flex items-center gap-2 px-5 py-3 rounded-lg border border-white/15 hover:border-[#8CCB43]/50 text-white font-semibold transition-colors",children:["See how the Gate works ",(0,n.jsx)(s.A,{className:"w-4 h-4"})]})]})]})})]})]})}},6600:(e,t,i)=>{(window.__NEXT_P=window.__NEXT_P||[]).push(["/articles/chatgpt-code-validation-mcp",function(){return i(2236)}])}},e=>{e.O(0,[8096,8799,636,8792],()=>e(e.s=6600)),_N_E=e.O()}]);