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How to use Rulora: what you can do with it

What is Rulora? Rulora is a JavaScript library of small control components that validate AI model outputs, cap agent retry loops, and freeze candidate answers for collective review.

How do I use it? Install Node.js 20 or newer; then run git clone https://github.com/Buffalo2024/Rulora.git; run cd Rulora. Full steps below.

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What do you want to do?

4 use cases

  • Reject malformed AI output before your app uses it

    Run a structural check on model output so missing fields and unknown references stop early.

    View prompt
    Using the Rulora repo cloned into <target-dir>, run `npm ci --ignore-scripts` and then `npm run example:output`. Report which sample outputs were rejected and why. Verify that the case with a missing field is rejected, not accepted.

  • Stop an agent retry loop that makes no progress

    Use bounded loop control so repeated failed attempts end in a stop or manual handoff.

    View prompt
    In the Rulora repo at <target-dir>, install with `npm ci --ignore-scripts` and run `npm run example:loop`. Report how many attempts ran before the stop and whether the run was handed to manual handling. Verify that the loop did not continue after the no-progress condition.

  • Freeze candidate answers so a reviewer picks only existing IDs

    Lock a set of candidate answers so a reviewer can select from them but cannot change them.

    View prompt
    Using the Rulora repo at <target-dir>, install with `npm ci --ignore-scripts` and run `npm run example:candidates`. Report the frozen candidate IDs and the reviewer's selection. Verify that the reviewer could only choose an ID that was already in the snapshot.

  • Run an offline three-seat candidate decision demo

    See submission, revision, freezing and restricted selection work together in one small program.

    View prompt
    In the Rulora repo at <target-dir>, install with `npm ci --ignore-scripts` and run `node examples/collective-decision/examples/controlled-collective.js`. Report the status of seat-a, seat-b and seat-c and which candidates were frozen. Verify that seat-c was marked for manual handling after two failures.

Quick start with Rulora

  1. Check you have what it needs: Node.js 20 or newer; git, or the source ZIP from the repo page; A terminal.
  2. Open Buffalo2024/Rulora on GitHub and read the README and license.
  3. Install Node.js 20 or newer.
  4. Run git clone https://github.com/Buffalo2024/Rulora.git
  5. Run cd Rulora
  6. Run npm ci --ignore-scripts

These steps come from our top use case, Reject malformed AI output before your app uses it, which also has a copy-paste agent prompt.

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About this repo

  • Who it is forDevelopers building AI agents or model-backed apps who need outputs checked, loops bounded, and results delivered only after validation; no API key is needed for the offline examples.
  • Why it is hot136 stars, launched 87 days ago
  • LanguageJavaScript
  • Sourcegithub.com/Buffalo2024/Rulora ยท Back to Hot repos

Requirements

  • Node.js 20 or newer
  • git, or the source ZIP from the repo page
  • A terminal

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Questions about Rulora

What is Rulora?

Rulora is a JavaScript library of small control components that validate AI model outputs, cap agent retry loops, and freeze candidate answers for collective review. It is an open-source project on GitHub: https://github.com/Buffalo2024/Rulora.

How do I use Rulora?

Install Node.js 20 or newer; then run git clone https://github.com/Buffalo2024/Rulora.git; run cd Rulora. The use cases on this page give the full steps and a copy-paste agent prompt for each job.

Who is Rulora for?

Developers building AI agents or model-backed apps who need outputs checked, loops bounded, and results delivered only after validation; no API key is needed for the offline examples.

What can I do with Rulora?

4 use cases so far, for example: Reject malformed AI output before your app uses it; Stop an agent retry loop that makes no progress; Freeze candidate answers so a reviewer picks only existing IDs. Each has steps and a copy-paste agent prompt.

What do I need to run Rulora?

Node.js 20 or newer; git, or the source ZIP from the repo page; A terminal.

What are alternatives to Rulora?

Other hot AI repos in Software and DevOps: Deep Infer, Harness2, Orca, Opencode, Graphify.

Is Rulora safe to run?

Deduped does not own, audit or vouch for it. Read the README and license, run it on your own systems first and review every command before you run it.