TutorFlow for developers

Ship education features without rebuilding the stack

TutorFlow Agent Platform exposes course generation, AI tutoring, grading, and credit metering as REST endpoints and a drop-in MCP server.

api.tutorflow.io/v1/courses
<50ms
p50 API latency
99.9%
Monthly uptime SLA
1 line
MCP server config

The education stack you are about to build is already here

Course schemas, prompt orchestration, AI tutor guardrails, grading rubrics, content moderation, credit metering. Every team rebuilds the same six layers. We did it once, so yours can ship features instead.

  • Building and maintaining the AI grading loop
  • Prompt drift every time the models update
  • Reinventing classroom data models from scratch
  • Time spent on token math instead of product work

Why developers choose TutorFlow

Composable primitives, predictable pricing, and zero-boilerplate agent integration.

One API, every learning primitive

Courses, lessons, slides, quizzes, code labs, and AI tutors. All composable REST endpoints with strict typing and official SDKs.

MCP-ready from day one

Drop in our MCP server and Claude, ChatGPT, or your in-house agent can call TutorFlow tools without a single line of HTTP boilerplate.

Pay per call, not per seat

Every endpoint is metered in credits, where 1 credit equals $0.01 USD. No annual minimums, no token math, no surprise overages.

Multi-model under the hood

Route between Claude, GPT, Gemini, and select open models without code changes. We handle fallback, caching, and retries.

White-label by default

Bring your own brand, domain, and auth. Endpoints return clean JSON, never widgets or iframes.

Production-grade observability

Per-call traces, cost attribution per workspace, and webhook events for every async job.

Every primitive, one platform

Course generation, video, slides, and AI tools. The same building blocks behind tutorflow.io, exposed as composable APIs you can call from anywhere.

Create hands-on online courses with AI.

Design interactive courses faster — from live coding activities to AI tutors powered by multiple models. Build practical courses that are easy to run and scale.

api.tutorflow.io/v1/courses

Generate a course with one POST

No SDK required. Every endpoint speaks JSON and returns a deterministic schema.

POST /v1/courses
curl https://api.tutorflow.io/v1/courses \
  -H "Authorization: Bearer $TUTORFLOW_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "prompt": "A 4-week intro to Python for absolute beginners",
    "audience": "high-school",
    "include": ["slides", "quizzes", "code_labs"]
  }'

From signup to first generated course in five minutes

  1. 1

    Get your API key

    Sign up, create a workspace, claim 1,000 free credits.

  2. 2

    Make your first call

    Generate a full course from one prompt with a single POST request, or wire up the MCP server in 30 seconds.

  3. 3

    Ship to production

    Promote to live keys, set rate limits, and monitor every call from the dashboard.

What developers are shipping on TutorFlow

White-label course platforms

Spin up a fully branded LMS with course creation, enrollment, and grading powered by TutorFlow under the hood.

AI tutoring inside SaaS apps

Add a domain-trained tutor to your product without managing prompts, context, or model failover.

Automated assessment systems

Generate, grade, and rubric-score open-ended responses with audit-ready feedback.

LMS plugins and extensions

Wrap TutorFlow features into Canvas, Moodle, or in-house tooling via REST or LTI 1.3.

Developer FAQ

Stop rebuilding the same education stack

1,000 free credits, every endpoint, and the MCP server. No credit card required.

No credit card required