agent-native-research-artifact

agent-native-research-artifact is a plugin for Claude Code from Orchestra-Research/AI-Research-SKILLs. Its manifest loads nothing; the 3 skills it bundles cost 288 tokens per session together, scanned A, original, MIT.

A toolkit that turns papers, code repositories, or notes into structured research records. It also records how the work was done and checks whether claims are supported by evidence.

In plain words
What is it for?
Use it to compile research inputs, record project history, and review whether conclusions match their evidence.
Why use it?
It helps make research easier to inspect, reproduce, and audit instead of leaving important reasoning scattered across files or conversations.

Plugin for Claude Code

Written for Claude Code: a Claude Code plugin manifest.

Good fit Use it to compile research inputs, record project history, and review whether conclusions match their evidence.

Compare 6 plugins from other repositories ↓
Install in Claude Code
/plugin marketplace add Orchestra-Research/AI-Research-SKILLs/plugin install agent-native-research-artifact
About the project

AI Research Skills Library is a collection of reusable instructions that guide AI agents through research and machine-learning engineering tasks, from finding ideas and writing papers to training, evaluation, and deployment. It is for configuring agents such as Claude Code, Codex, and Gemini to perform research workflows.

Orchestra-Research/AI-Research-SKILLs · 12,508 stars · on GitHub · orchestra-research.com

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/Orchestra-Research/AI-Research-SKILLs

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for agent-native-research-artifact

README.md
[![agentmods](https://agentmods.dev/badge/plugins/orchestra-research/ai-research-skills/agent-native-research-artifact/github.svg)](https://agentmods.dev/plugins/orchestra-research/ai-research-skills/agent-native-research-artifact)
Your own site
<a href="https://agentmods.dev/plugins/orchestra-research/ai-research-skills/agent-native-research-artifact"><img src="https://agentmods.dev/badge/plugins/orchestra-research/ai-research-skills/agent-native-research-artifact/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for agent-native-research-artifact

Your own site · 80×15
<a href="https://agentmods.dev/plugins/orchestra-research/ai-research-skills/agent-native-research-artifact"><img src="https://agentmods.dev/badge/plugins/orchestra-research/ai-research-skills/agent-native-research-artifact.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session not measured What this adds to a session before it is invoked.
When invoked not measured The manifest loads nothing itself; its 3 skills cost 288 tokens a session between them.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Security

Grade A, and why

agent-native-research-artifact scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 7d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude-plugin/marketplace.json#agent-native-research-artifact · 11 lines

What it actually says

{
  "name": "agent-native-research-artifact",
  "description": "Agent-Native Research Artifact (ARA) tooling: compile any research input (paper, repo, notes) into a structured artifact, record session provenance as a post-task epilogue, and run Seal Level 2 epistemic review. Use when ingesting research into a falsifiable, agent-traversable artifact, capturing how a research project actually evolved, or auditing an ARA for evidence-claim alignment.",
  "source": "./",
  "strict": false,
  "skills": [
    "./22-agent-native-research-artifact/compiler",
    "./22-agent-native-research-artifact/research-manager",
    "./22-agent-native-research-artifact/rigor-reviewer"
  ]
}
Contents

What it installs

The manifest is a name and a version. 3 skills travel with it, and installing the plugin installs all of them — 288 tokens a session between them. Each is measured on its own page, and each can be installed alone.

Files

What ships with it

1 file beside marketplace.json#agent-native-research-artifact in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 7d ago First seen · 11 lines scan A 22f6c4c2e648

Subscribe to this mod's changes

agent-native-research-artifact is a plugin published in the GitHub repository Orchestra-Research/AI-Research-SKILLs (12,508 stars, last pushed 2mo ago), licensed MIT. Its token cost is not measured: this kind of file is read by the harness, not the model. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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