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MCI Co-Build Platform Labs

AI Agent Co-Build Lab:
Build Production-Ready AI Agents.

MCI Co-Build Labs is the end-to-end workspace where you go from idea → live AI agent → public URL → paying users — guided by mentors, powered by 50+ integrations, in weeks not years.

  • Prompt-to-agent in minutes
  • 1-click live deployment
  • Mentor-reviewed builds
  • Real revenue, not certificates
Start building free →See how it works
11
Core Modules
1-Click
Deployment
50+
AI Integrations
∞
Public Portfolio
Powered by the AI infrastructure you already trust
OpenAIAnthropicGeminiGroqLangGraphCrewAIPineconeQdrantSupabaseVercelLangFlowN8NElevenLabsReplicateLiteLLMHeliconeOpenAIAnthropicGeminiGroqLangGraphCrewAIPineconeQdrantSupabaseVercelLangFlowN8NElevenLabsReplicateLiteLLMHelicone
What MCI Actually Is

One workspace. Every step from idea to revenue.

Most platforms give you a piece — a course, a model, a deploy button. MCI stitches the whole journey together: design your agent in plain English, build it visually or with code, test it against real data, ship it to a public URL, and monetize it — without switching tools.

Built for

Learners & Students

Tutorials don't get you hired.

Ship 3 live AI agents to a public builder profile recruiters can click.

Built for

Consultants & Operators

Clients want AI, not slides.

Stand up a working agent for a client in a weekend — bill for outcomes.

Built for

Founders & Indie Hackers

MVPs take months and burn cash.

Go from prompt → deployed MVP → first paying user, all in one workspace.

Built for

Teams & Enterprises

Pilots stall in IT review.

Private pods, governance, SSO and sandboxed deployments — pilot to prod, fast.

60-second explainer

If you can describe it, you can ship it.

Type what your agent should do. Watch a visual graph appear. Tweak nodes with drag-and-drop or drop into Monaco for real code. Hit Run — your agent goes live on a public URL with logs, evals and billing-grade analytics from second one.

Start free →Open the Studio
1 idea
→ structured AI product spec, in minutes.
1 prompt
→ working agent on a live canvas.
1 click
→ public URL, SSL, analytics, share link.
1 cohort
→ portfolio, paying users or pitch-ready MVP.
The Shift

Courses teach you AI.
We help you ship it.

MCI is not another course. It is the operating system for AI builders — an Innovation Lab, Venture Studio, Agent Factory, Deployment Sandbox and Talent Marketplace fused into a single workspace. You learn by shipping, not by watching.

01
AI Innovation Lab
02
AI Venture Studio
03
AI Agent Factory
04
Workforce Simulation
05
Deployment Sandbox
06
Talent Marketplace
07
Product Incubation
08
Builder Identity
The Builder OS · 11 Modules

Everything you need to design, ship and sell an AI product — in one place.

No stitching together ten different tools. MCI gives you the full builder stack — workspace, agent studio, app builder, managed APIs, deployment, marketplace, collaboration, observability and monetization — under one login, one bill, one identity.

MODULE 01

AI Workspace Dashboard

Personalized command center for cohorts, projects, deployments, credits and mentor reviews.

MODULE 02

Agent Builder Studio

Drag-and-drop builder for tools, memory, MCP, workflows, triggers and webhooks.

MODULE 03

AI App Builder Studio

No-code + low-code hybrid to ship chat systems, copilots, dashboards and AI SaaS apps.

MODULE 04

Managed API Infrastructure

Unified gateway with routing, rate-limits, caching, billing and multi-model orchestration.

MODULE 05

One-Click Deployment

Public URL, SSL, analytics and a portfolio entry — every build ships live.

MODULE 06

Infrastructure Marketplace

Plug-and-play models, vector DBs, speech, automation and browser agents.

MODULE 07

Co-Build Collaboration

Team pods, mentor layer and live build rooms — Figma + Discord + Replit + AI.

MODULE 08

Real-Time Build Journey

Phase-based: Discover → Architect → Build → Test → Deploy → Monetize.

MODULE 09

Evaluation & Observability

Token analytics, hallucination tracking, prompt versioning, latency and quality scoring.

MODULE 10

Commercialization Layer

Publish, sell, license, generate consulting leads and monetize endpoints.

MODULE 11

Builder Identity System

Public AI Builder profile — proof-of-work that replaces the resume.

End-to-End Journey

From idea to live revenue in one workspace.

01

Join Cohort

Workspace, API credits, templates and sandbox provisioned instantly.

02

Choose Build Track

HR Agent, Sales Copilot, Research Assistant, Ops Bot, Support Agent.

03

Co-Build Sprint

UI, workflows, prompts, vector DB and integrations from prebuilt templates.

04

Build Live

Visual builder + AI assistant + mentor support + team collaboration.

05

Test & Evaluate

Prompt testing, sandbox deploy, evaluation scoring and logging.

06

Deploy

Public URL, hosting, SSL and analytics — one click.

07

Public Portfolio

Share with LinkedIn, recruiters, clients and investors.

08

Monetize

Sell access, license workflow, run consulting, ship a startup MVP.

Workflow Architecture

Real-time path from click to live revenue.

Four runtime lanes orchestrated by the MCI AI Gateway. Every interaction — agent edit, eval, deploy, sale — emits a live event consumed by the workspace, mentors and the public portfolio.

L1
Lane 1

User Layer

01.01
Sign-In & Identity

SSO / email OTP issues a Builder ID + workspace token. Realtime presence joins the cohort channel.

01.02
Track Picker

User selects a build track. Workspace clones template, provisions repo, vector index and sandbox URL.

L2
Lane 2

Workspace Runtime

02.01
Agent / App Studio

Drag-drop canvas streams diff events over WebSocket — every node change re-renders preview in <300ms.

02.02
Live Co-Build Room

CRDT-synced canvas, shared cursors, voice and an AI pair-programmer that watches the diff stream.

02.03
Sandbox Test Console

Run prompts, replay traces, score evals. Token, latency and cost stream live into the side panel.

L3
Lane 3

MCI AI Gateway

03.01
Auth + Key Vault

Routes BYO keys or MCI-managed credits. Per-request signing, scoped tokens, per-team rate limits.

03.02
Model Router & Meter

LiteLLM/Portkey-style fan-out across OpenAI, Claude, Gemini, Groq. Usage events streamed to billing + observability.

03.03
Tools / MCP / Webhooks

Function calls, MCP servers, browser agents and N8N triggers — bi-directional with retry + dead-letter queue.

L4
Lane 4

Deploy & Monetize

04.01
One-Click Deploy

CI builds container, pushes to Vercel/Railway/Modal. Public URL + SSL + analytics provisioned in seconds.

04.02
Live Observability

LangSmith/Helicone hooks stream traces, evals, hallucination scores and revenue back to the dashboard.

04.03
Marketplace & Billing

Publish endpoint, set pricing tier, Stripe subscriptions, revenue share, lead-gen inbox.

04.04
Builder Portfolio

Public profile auto-updates with shipped agents, demos, metrics and team contributions.

Real-Time Channels

Six event streams that keep every surface in sync.

  • WebSocket presence
    Workspace + cohort channels via Supabase Realtime.
  • CRDT canvas sync
    Yjs document per project — multi-user agent editing.
  • Streaming inference
    SSE token stream from gateway → studio preview.
  • Live trace bus
    Eval, latency, token and cost events pushed to dashboard.
  • Webhook fan-out
    Tool calls + N8N triggers with retry + DLQ.
  • Deploy pipeline events
    Build → ship → health checks broadcast to portfolio.
// end-user interaction loop
user.action ─▶ studio.canvas (CRDT)
        │
        ▼
   gateway.route ──▶ model.stream (SSE)
        │                  │
        ├─▶ usage.meter    ├─▶ preview.render
        ├─▶ eval.bus       └─▶ trace.bus
        ▼
   deploy.pipeline ──▶ portfolio.publish
        │                       │
        └─▶ billing.event ──▶ marketplace.live
Co-Build Tracks · Live Prototype

Pick your build path.

Open any track to access a live interactive workspace — no signup. Try the agent, track progress, explore the curriculum.

Foundational8 weeks

AI Agent Bootcamp

Build your first production AI agent with memory, tools and workflows.

Open live workspace →
Builder12 weeks

AI App Builder Cohort

Ship a real AI SaaS — frontend, backend, vector DB, deployment.

Open live workspace →
Operator10 weeks

AI Automation Lab

Automate ops with multi-agent workflows, browser agents and triggers.

Open live workspace →
Enterprise14 weeks

Enterprise AI Builder

Internal copilots, governance, SSO, private deployments and pilots.

Open live workspace →
Founder16 weeks

AI Startup Builder

Build a venture-ready AI MVP, validate, monetize and pitch.

Open live workspace →
Architecture Blueprint

Enterprise-grade stack. Builder-grade speed.

Frontend
  • Next.js
  • React
  • Tailwind
  • ShadCN
  • Framer Motion
Auth
  • Clerk
  • Supabase Auth
  • Auth0
  • Enterprise SSO
AI Frameworks
  • LangChain
  • LangGraph
  • CrewAI
  • AutoGen
  • LlamaIndex
Model Routing
  • LiteLLM
  • OpenRouter
  • Portkey
  • Helicone
Databases
  • PostgreSQL
  • Pinecone
  • Qdrant
  • Weaviate
  • Chroma
Automation
  • N8N
  • Temporal
  • Trigger.dev
  • Browserbase
Deployment
  • Vercel
  • Railway
  • Render
  • Modal
  • Replicate
Observability
  • LangSmith
  • Phoenix Arize
  • Weights & Biases
  • Sentry
Revenue Engine

Seven layers of recurring revenue.

Infrastructure businesses create higher retention, recurring revenue, network effects and enterprise value. MCI compounds across all of them.

01
Cohort Fees
Premium co-build cohorts.
02
Infrastructure Credits
Usage-based AI compute.
03
Deployment Plans
Premium hosting & domains.
04
Enterprise Workspaces
Private team environments.
05
Marketplace Commission
% from AI app sales.
06
Talent Marketplace
AI builder recruitment fees.
07
White-Label Labs
For universities & enterprises.
Phased Rollout

From MVP to global ecosystem.

Phase 1
MVP
60 days
Unified loginAI workspace dashboardAPI managementCohort systemBasic deploymentPublic portfolio pagesMentor reviews
Phase 2
AI Agent Studio
90 days
Drag-drop agent builderWorkflow builderMemory systemsMCP integrationsMulti-model routing
Phase 3
Commercialization
120 days
MarketplaceBilling & subscriptionsRevenue sharingAI app monetization
Phase 4
Enterprise Platform
180 days
Team workspacesEnterprise SSOPrivate deploymentsWhite-label labsGovernance layer
Founding Cohort · Limited Seats

Join the Co-Build Lab waitlist.

The full Co-Build Lab launches soon — a guided workspace where you ship a live AI product in weeks, with mentors, infra, and a launch slot included. Reserve your seat and be the first to get end-to-end access.

  • Priority access
    Get in before public launch with a personal onboarding.
  • Founding member pricing
    Locked-in pilot pricing + bonus mentor hours.
  • No spam, ever
    We only email you when your seat opens up.

By joining, you agree to receive launch updates from MCI Co-Build Labs. Unsubscribe anytime.

Your AI product is
one cohort away.

Reserve a seat in the next Co-Build Lab. Get your workspace, API credits, mentor pod and live deployment slot the moment you sign in.

  • Free to start
  • No credit card
  • Ship in 14 days
  • Keep 100% of revenue
Limited cohort · Pilot pricing · Mentor-curated
Guided journey · 11%
1 · Welcome — see the vision
Beta — anyone can join
Register to start →