AI Tool Generator

Generate an MCP connector
from any API spec.

If an API has an OpenAPI, Swagger, or GraphQL spec, you have a connector. Point rsync.ai at the spec — or just the docs URL — and it builds a versioned MCP connector with auth, schema discovery, and pagination, shipped as a Docker image in minutes.

TL;DR

The rsync.ai AI Tool Generator turns any REST or GraphQL API specification into a working, versioned MCP connector — authentication, schema discovery, and pagination included — packaged as a Docker image. Instead of a fixed catalog with a ceiling, rsync.ai generates the connector you're missing on demand; the connector code becomes source-available under the Elastic License 2.0 when self-hosting ships (coming soon).

OpenAPI, Swagger, or GraphQL — or just a docs URL
Auth, schema discovery & pagination generated for you
Versioned, containerized connector (source-available coming soon)
Minutes, not a vendor roadmap wait

Start freeBrowse built-in connectors

From spec to connector in four steps

The generator does the discovery and plumbing. You review the result and run it.

Point it at a spec

Paste an OpenAPI or Swagger spec, a GraphQL endpoint, or just the API's documentation URL. No SDK, no boilerplate, no connector template to fill in by hand.

It discovers the API

rsync.ai reads the spec and maps out the resources, authentication scheme, schema, and pagination style — the same discovery step that powers a normal pipeline run.

It generates the connector

You get a versioned MCP connector with authentication, schema discovery, and cursor-based pagination wired in — packaged as a Docker image, ready to drop into a pipeline.

Review, then run

Review the generated connector, validate it against your data, and regenerate it any time — then use it like any built-in connector. The connector code becomes source-available under the Elastic License 2.0 to read, edit, or fork when self-hosting ships (coming soon).

What a generated connector gives you

Not a template to finish — a working connector with the hard parts already wired in.

REST and GraphQL

Generate from an OpenAPI/Swagger document for REST APIs, or from a GraphQL schema. The generator picks the right template and emits a connector that speaks the API's own protocol.

Auth, schema & pagination included

Generated connectors handle authentication, discover the schema, and page through results with cursor pagination — the plumbing that usually takes an engineer days to get right.

Versioned & containerized

Each connector ships as a versioned Docker image, so you can pin, roll back, and regenerate as the upstream API changes — instead of filing a ticket and waiting on a vendor roadmap.

Source-available, not a black box — coming soon

When it ships (coming soon), you'll be able to read the generated connector's code, fork it, or hand-tune an edge case — yours under the Elastic License 2.0, the opposite of a closed managed connector you can't inspect.

We build our own connectors this way

rsync.ai's own connectors were generated by the Tool Generator, then reviewed — the same path your custom connector takes. Shopify is live in production; Stripe and GitHub are in preview.

ShopifyStripeGitHub

Generated connectors vs. hand-built catalogs

An honest look — including where the incumbents' catalogs are still bigger.

Feature

rsync.aiyou

Fivetran

Airbyte

Generate a connector from an OpenAPI / Swagger spec

Generate a connector from a GraphQL API

Versioned, containerized connector output

Source-available connector code you can read & edit (coming soon)

Ready in minutes — no vendor ticket or roadmap wait

No per-row / per-MAR pricing

Hundreds of pre-built managed connectors

What to expect (and what not to)

The Tool Generator produces a working connector scaffold in minutes, with auth, schema discovery, and pagination handled — not a magic guarantee that every API on the internet works flawlessly with zero review. Treat a generated connector like generated code: run it against your data and validate before production. When the connector code is source-available (coming soon), you'll be able to read and adjust it line by line. That's the honest trade — the incumbents give you a polished managed connector when they happen to have one; rsync.ai gives you the ability to generate one when they don't.

AI Tool Generator — frequently asked

What is the rsync.ai Tool Generator?

It's a generator that turns an API specification into a working MCP connector. You give it an OpenAPI or Swagger document, a GraphQL schema, or a docs URL; it discovers the API's resources, authentication, schema, and pagination, then produces a versioned connector packaged as a Docker image. Instead of maintaining a fixed catalog of hand-built connectors, rsync.ai generates the one you need on demand.

How is this different from Fivetran or Airbyte connectors?

Fivetran and Airbyte ship large catalogs of connectors that humans build and maintain — so a catalog has a ceiling, and a source that isn't in it means waiting on a roadmap. rsync.ai generates a connector from the API's own spec, so the long tail of niche or internal APIs isn't a blocker. rsync.ai has fewer pre-built managed connectors than the incumbents; the difference is that you can generate the missing one yourself in minutes rather than file a request.

Is a generated connector production-ready out of the box?

It's a working connector scaffold, generated in minutes, that handles auth, schema discovery, and pagination — but you should validate it against your data before relying on it in production, just as you would review any generated code. When the source-available code ships (coming soon), you'll be able to read exactly what it does and adjust it. rsync.ai's own connectors were built this same way — Shopify is live in production today, with Stripe and GitHub in preview.

What kinds of authentication does the generator handle?

Generated connectors handle common REST and GraphQL authentication — API keys (in header or query), bearer tokens, and similar schemes declared in the spec. The generator reads the auth definition from the API's documentation and wires it into the connector, so you configure credentials rather than write auth code.

Can it generate connectors for data warehouses like Snowflake or BigQuery?

Data-warehouse destinations are handled as first-class connectors rather than through the Tool Generator: BigQuery and Databricks are live, and Snowflake and Redshift are in preview. The Tool Generator is aimed at the long tail of REST and GraphQL APIs — SaaS tools, internal services, and niche sources that no vendor maintains a connector for.

Do I own the connectors I generate?

Yes. The connectors you generate are yours to use — versioned in your account with no lock-in. When self-hosting ships (coming soon), their code becomes source-available under the Elastic License 2.0, so you'll be able to read, run, and modify them; the only restriction is that you can't repackage rsync.ai itself as a competing managed service. At that point the connectors run entirely inside your own infrastructure.

The connector you're missing is a spec away.

Start free on rsync.ai Cloud and generate a connector from your first API spec today.

Start free Explore your data in plain English

Live on rsync.ai Cloud today — self-hosting on your own infrastructure arrives soon.