---
title: "Universal ARA Compiler - Air Market"
description: "You have research spread across PDFs, repositories, logs and loose notes, and none of it is in a form a machine can act on. This gathers those inputs and compiles them into a single structured packag…"
canonical: "https://airmarket.ai/app/ara-compiler"
---

[Air Market](/) / [Research](/category/research) / Universal ARA Compiler

Skill by [Orchestra Research](/@orchestra-research)

# Universal ARA Compiler

Turn a pile of papers, code and notes into one structured package

## What this does

You have research spread across PDFs, repositories, logs and loose notes, and none of it is in a form a machine can act on. This gathers those inputs and compiles them into a single structured package: the claims and ideas on one side, configs and code stubs on the other, with the evidence attached. Reach for it when you want research that can be checked and traversed rather than just read.

### Top 3 things it does for you

- Ingest a paper into something an agent can work through
- Pull a codebase into a structured knowledge package
- Turn scattered experiment logs and notes into one artifact

## Information

**Universal ARA Compiler at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [Orchestra Research](/@orchestra-research) |
| Category | [Research](/category/research) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Version | 1.0.0 |
| Size | 37 KB |
| Licence | MIT |
| Repository | [orchestra-research/ai-research-skills](https://github.com/orchestra-research/ai-research-skills/tree/28f2d29236f2bade2eb92cadb2585189589a5828/22-agent-native-research-artifact/compiler) |
| GitHub stars | 11,987 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Universal ARA Compiler and flagged nothing. AIR's verdict: **safe**.

**What Universal ARA Compiler's check was run against**

|  |  |
| --- | --- |
| Commit | 28f2d29236f2bade2eb92cadb2585189589a5828 |
| Content hash | 98a2cd2161ad148e31cb2757ac734a236d1e5d0e7cd12344bbbb29cf175df54a |
| Files read | [Browse the files at this exact commit](https://github.com/orchestra-research/ai-research-skills/blob/28f2d29236f2bade2eb92cadb2585189589a5828/22-agent-native-research-artifact/compiler/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Universal ARA Compiler](/security/ara-compiler)

## About Universal ARA Compiler

This takes research in whatever form it arrived - PDF papers, GitHub repositories, experiment logs, code directories, raw notes - and compiles it into an Agent-Native Research Artifact.

The artifact has a cognitive layer holding claims, concepts and heuristics, and a physical layer holding configs and code stubs, plus an exploration graph and grounded evidence.

Use it when you are ingesting a paper or codebase into a machine-executable knowledge package, building an ARA from nothing, or converting finished research output into a falsifiable, agent-traversable form.

## What's inside

- SKILL.md - instructions
- references/ara-schema.md - reference
- references/exploration-tree-spec.md - reference
- references/validation-checklist.md - reference

## Questions

### Is Universal ARA Compiler safe to install?

AIR scanned this exact version of Universal ARA Compiler and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 28f2d29236f2, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/ara-compiler.

### How do I install Universal ARA Compiler?

Open https://airmarket.ai/app/ara-compiler on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/orchestra-research/ai-research-skills/tree/28f2d29236f2bade2eb92cadb2585189589a5828/22-agent-native-research-artifact/compiler. Install from that link, not the branch.

## Related on Air Market

- [More Research listings](/category/research)
- [Everything by Orchestra Research](/@orchestra-research)

---

Canonical URL: <https://airmarket.ai/app/ara-compiler>
