# From AI to Chitta — open

Tools for working with AI in a way that can be checked.

Everything here comes out of daily practice as an AI advisor. Repositories
are added when they are good enough to depend on, and are listed below by how
they are installed: Claude Code plugins through the marketplace, Python
libraries through pip.

## Claude Code plugins

| Repo | What it does | Maturity |
|---|---|---|
| [voyage](https://git.fromaitochitta.com/open/voyage) | Contract-driven pipeline for Claude Code: brief, research, plan, execute, review | stable |
| [ktg-plugin-marketplace](https://git.fromaitochitta.com/open/ktg-plugin-marketplace) | The plugin catalog Voyage is installed from | stable |

## Python libraries

| Repo | What it does | Maturity |
|---|---|---|
| [llm-ingestion-pipeline-security](https://git.fromaitochitta.com/open/llm-ingestion-pipeline-security) | Write-time defensive layer for Python pipelines that persist LLM output | beta |

## Maturity labels

Every repo carries a `status-*` topic, and the tables above read from it.
`stable` is in daily use and safe to depend on. `beta` works and is in use,
with an interface that may still move. `alpha` is early and will change.
`experimental` is research — read it, do not build on it yet.

## Install

**Claude Code plugins.** Add the marketplace once, then install Voyage:

```bash
claude plugin marketplace add https://git.fromaitochitta.com/open/ktg-plugin-marketplace.git
claude plugin install voyage@ktg-plugin-marketplace
```

The first line only registers the catalog — it installs nothing on its own.

**Python libraries.** The marketplace does not install these, and they are not
on PyPI. `llm-ingestion-pipeline-security` is installed with pip under the name
`llm-ingestion-guard`, from a release tag or from the Forgejo package index —
the exact commands are under Install in
[its README](https://git.fromaitochitta.com/open/llm-ingestion-pipeline-security).

## License and security

MIT unless a repo says otherwise.
Security contact: [SECURITY.md](https://git.fromaitochitta.com/open/.profile/src/branch/main/SECURITY.md).

More context and writing at [fromaitochitta.com](https://fromaitochitta.com).