MCP Server is live — build agents on CUF

The AI-native LMS for the next generation of learners.

Expert-led courses with a personal AI tutor, a white-label engine for your brand, and plugins that drop into the stack you already run.

Get a demo Try the AI tutor

Trusted by 50,000+ learners across Bangladesh and beyond.

AI Tutor

What's the difference between supervised and unsupervised learning?

Great question — supervised learning trains on labelled examples (input → known output), while unsupervised finds structure in unlabelled data. Want me to walk through a worked example?

Ask anything about this lesson…

Trusted by teams at

For Learners

95%

Completion rate

4.9★

Average rating

12h

To first certificate

For Instructors

3×

Faster course build

200+

Courses launched

Auto

Slides, quizzes, scripts

For Enterprise

1 day

To brand-spin a tenant

99.9%

Uptime target

SSO

SAML, OIDC, Workspace

Why CUF

Built for the way people actually learn.

Expert instruction, an AI tutor inside every lesson, and a classroom that remembers where you left off — so you can focus on the learning, not the tooling.

AI Tutor in every lesson

A personal tutor powered by Gemini answers questions, explains tricky concepts, and walks through examples — in your language, at your pace.

Explain backpropagation in plain English

Think of it as walking your error backwards through the network — at every layer, you ask: how did this neuron contribute?

Cited 3 lesson sources

Slides, scripts and quizzes — auto-generated

Instructors hand us an outline; CUF drafts the slide deck, narrated script, and assessment questions in minutes. Edit anything in the studio.

Slide deck

Narration script

10 quiz questions

AI-powered classroom

Narrated slides, captions, and a tutor that's right there in the lesson. Resume from your last checkpoint, switch languages, take notes.

Slide 4 of 12

Neural network layers

EN · বাংAuto-saving notes…

Certificates you can share

Earn a verified certificate on completion. Download as PDF, share on LinkedIn, or verify with a QR code — every credential is owner-signed.

Verified

Certificate of Completion

Machine Learning Fundamentals

Awarded to Alex Johnson · May 2026

Our mission

Make world-class education feel personal — everywhere.

From Dhaka to Dublin, CUF puts a brilliant friend inside every lesson — someone who never runs out of patience, speaks your language, and meets you exactly where you are.

Lessons get richer over time as instructors publish new material.

Featured Courses

Learn from the best

Expert-crafted courses with AI-powered tutoring built right in.

Certification

Earn certificates that employers trust.

Finish a course, earn a verified certificate, and put it where it counts — on your LinkedIn profile, your CV, or in a hiring conversation. Every credential is QR-verifiable so employers can confirm it in one click.

Industry-recognised certificate of completion
One-tap share to LinkedIn
QR-code verification for employers
Lifetime access to your credentials
Downloadable PDF for offline use
Auto-issued on course completion

Start earning View courses

Verified

Certificate of Completion

Machine Learning Fundamentals

Awarded to

Alex Johnson

Issued

May 2026

Added to your profile

Certifications · CUF

Integrations

Drop CUF into the stack you already run.

Official plugins for the big CMS & commerce platforms. Native SDKs for backend & mobile teams. Embed AI-powered courses anywhere.

CMS & Commerce

Backend & Mobile

Enterprise & White-label

Run CUF as your own learning platform.

SSO, custom domain, your theme, your contract, your cluster. We power the LMS — your brand stays front and centre.

SSO / SAML / OIDC

Custom domain

learn.yourbrand.com, your favicon, your TLS — fully white-labelled.

Your theme

Colours, typography, certificate templates, email templates — all yours.

Dedicated cluster

Single-tenant infra in your region. No noisy neighbours, no surprises.

Custom DPA & contract

Legal terms tailored to your jurisdiction and procurement process.

Bring your own keys

Use your own Gemini, OpenAI, or Anthropic keys — billed direct to you.

Talk to enterprise sales See plans

White-label starts at 500 active learners · annual contracts only.

🔒learn.acme.com

Acme Learning

Onboarding

Engineering — Q3 Bootcamp

8 of 12 lessons · 67% complete

142

Learners

Courses

94%

CSAT

Stories from the platform

What partners and learners say.

Quantified wins from the teams shipping on CUF — not vibes.

“We launched 14 new courses in the first month — the AI co-author cut our slide-build time by more than half.”

3× faster course launches

Tanvir Hossain

Head of Curriculum · Northwind Academy

“Our learners actually finish what they start now. The AI tutor inside every lesson keeps them unstuck.”

92% lesson completion

Priya Banerjee

Director, Learning Programs · Orbit Labs

“White-labelled, our colours, our domain, our certificates — done in under a week. We stopped worrying about the platform and got back to teaching.”

5 days to a branded tenant

Imran Karim

L&D Lead · Vantage Group

MCP & Agentic Edge

Build agentic workflows on the CUF LMS engine.

13 MCP tools — draft a course, generate a presentation, write scripts, publish — callable from Claude, Cursor, or your own agents. Stream JSON over WebSocket or hit the REST endpoints.

Read MCP docs See integrations

Available at launch · Claude Desktop & Cursor quickstart included.

cuf-mcp · session a4f3

Streaming

$ claude mcp call cuf draft_course \
    --title "Intro to RAG" \
    --duration 8h --tier pro

> {
>   "id": "c_9f2e",
>   "outline": [
>     { "chapter": "What is retrieval-augmented generation?",
>       "lessons": 4 },
>     { "chapter": "Embeddings, vector stores, recall",
>       "lessons": 5 },
>     { "chapter": "Production RAG patterns",
>       "lessons": 6 }
>   ],
>   "estimated_tokens": 184_500
> }

$ claude mcp call cuf create_presentation \
    --lesson c_9f2e/l_2 --theme code_heavy

draft_course

create_presentation

create_script

generate_quiz

publish_course

list_chapters

create_lesson

rerender_presentation

translate_lesson

search_courses

enrol_student

fetch_progress

issue_certificate

Plays well with

Native integrations across the CMS, commerce, backend and mobile platforms your team already runs.

FAQ

Common questions.

Short answers to the things people ask before they sign up.

Three tiers — Free, Pro and Team — plus Enterprise for white-label. See the full breakdown on the pricing page; included AI tokens, model access and seat caps differ by tier.