Standard Transformation and Organization Format
Overview
Data that carries its own logic.
Send functions + data over APIs, write configs that validate themselves, build data pipelines where transformations travel with the data, store logic + data in a database, etc.
Works with JSON, YAML, TOML, etc. - no migration needed.
Add/import logic only where required.
Treats everything uniformly - fields, functions, PDFs, images, binaries, etc. - as data that can be combined in a single portable document.
Benefits
- Write data + logic once, use it everywhere (JS, Rust, Python, anywhere your app lives)
- Format-agnostic I/O (works with JSON, YAML, TOML, PDF, binaries, etc.)
- Sandboxed logic + execution in your data (as data)
- Send functions over APIs
- Doesn't need a large ecosystem to work
Example Use-Cases
- Smart configs with validation and logic
- Data interchange with sandboxed execution
- Prompts as human-readable & maintainable data + code
- AI/LLM workflows and model configs
- Data pipelines with built-in processing
- Integration glue between systems
- Self-describing datasets
- ... basically anywhere data meets logic
Sample Stof
Check out the online playground for examples you can play with yourself.
// A field on the doc "root" node.
field: 42
// JSON-like data & function organization
stats:
/// The CLI (and other envs) use the #[main] attribute for which fns to call on run.
/**
* A function that removes itself from this document when executed.
*/
CLI
See installation docs for CLI instructions and more information.
Embedded Stof
Stof is written in Rust, and is meant to be used wherever you work.
Python & other language bindings are planned. Join the Discord to get involved.
Rust
[]
= "0.8.*"
use Graph;
JavaScript/TypeScript
Stof is compiled to WebAssembly for embedding in JS, and a JSR package is provided.
import { StofDoc } from '@formata/stof';
const doc = await StofDoc.new();
doc.lib('Std', 'pln', (... vars: unknown[]) => console.log(...vars));
doc.lib('Example', 'nested', async (): Promise<Map<string, string>> => {
const res = new Map();
res.set('msg', 'hello, there');
res.set('nested', await (async (): Promise<string> => 'this is a nested async JS fn (like fetch)')());
return res;
}, true);
doc.parse(`
field: 42
fn main() -> int {
const res = await Example.nested();
pln(res);
self.field
}
`);
const field = await doc.call('main');
console.log(field);
/*
Map(2) {
"msg" => "hello, there",
"nested" => "this is a nested async JS fn (like fetch)"
}
42
*/
Research & Exploration
Stof explores several research areas:
- Practical code mobility at scale with modern type systems
- Security models for distributed computation-as-data
- Performance characteristics of serializable computation vs traditional RPC
- Formal semantics for "code as data" in distributed systems
- Edge computing, data pipelines, and collaborative systems
License
Apache 2.0. See LICENSE for details.
Feedback & Community
- Open issues or discussions on GitHub
- Chat with us on Discord
- Star the project to support future development!
Reach out to info@stof.dev to contact us directly