Open Source

Build TrueNorth With Us

We welcome contributions from developers who care about structured AI, India's compliance landscape, and open source infrastructure.

Read CONTRIBUTING.md

Code of Conduct

Join Discord

Where to start

Contribution Areas

Six tracks — pick the one that matches your skills and interests.

Engine Internals

Dive into the 13-stage pipeline. Add new stages, improve existing ones, write tests. Requires Python and an understanding of LLM orchestration.

SDK Development

Help maintain Python, Node.js, Go, and React Native SDKs. Add new language ports. Full interface contract and test requirements provided.

Documentation

Improve guides, fix typos, write tutorials. Style guide included. No code required — documentation PRs are always welcome.

New Goal Packages

Build reusable YAML agent configurations for new domains — legal, education, finance, government. Publish to the goal marketplace.

Language Support

Improve language detection accuracy, add new regional languages, and test multilingual edge cases across 22+ Indian and global languages.

Benchmarks

Run extraction accuracy benchmarks on new datasets, test hallucination rates with new models, and publish reproducible results.

Good first issues

Start Here

View all

#142Add Kannada language test fixtures for field extraction

good first issueEasy

#138Fix typo in YAML schema quickstart guide

documentationEasy

#135Add list field type to Python SDK

enhancementMedium

#131Node.js SDK: add TypeScript generics for field extraction output

typescriptMedium

#128Write integration test for offline sync race condition

testingMedium

How it works

Contribution Process

Fork & Clone

Fork the repo, clone locally, create a feature branch.

Make Changes

Follow the style guide. Write tests. Run the full test suite.

Open PR

Open a pull request with a clear description of what changed and why.

Review & Merge

Maintainers review within 48h. Address feedback. Ship it.

Ready to contribute?

TrueNorth is Apache 2.0 licensed and built entirely in the open. Every contribution, no matter how small, makes AI infrastructure better for India and the world.

View on GitHub Join Discord