auto-research-with-eyes

A plugin marketplace entry for an autonomous machine-learning research workflow: finding ideas, running experiments, reviewing results, and writing papers.

In plain words
What is it for?
Discovering machine-learning ideas, conducting experiments, reviewing them, and preparing research papers.
Why use it?
It describes a workflow that coordinates research and review across Claude, GPT, and Codex.

Plugin for Claude Code

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.

Claude Code
/plugin marketplace add llv22/AutoResearchWithEyes
agentmods
npx agentmods add plugins/llv22/autoresearchwitheyes/marketplace
Clone the repo
git clone --depth 1 https://github.com/llv22/AutoResearchWithEyes

Made for: Claude Code.

Per session not measured What this adds to a session before it is invoked.
When invoked not measured Not applicable: nothing here is loaded into a session.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Security

Grade A, and why

auto-research-with-eyes 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 2d 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 · 12 lines

What it actually says

{
  "name": "auto-research-with-eyes",
  "owner": { "name": "llv23", "url": "https://github.com/llv22" },
  "plugins": [
    {
      "name": "auto-research-with-eyes",
      "source": "./",
      "description": "Autonomous ML research pipeline: idea discovery → experiment → review → paper writing (cross-model: Claude executes, GPT reviews via Codex MCP)."
    }
  ]
}
Files

What ships with it

1 file beside marketplace.json 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. 2d ago First seen · 12 lines scan A a1610e645893

Subscribe to this mod's changes

auto-research-with-eyes is a plugin published in the GitHub repository llv22/AutoResearchWithEyes (5 stars, last pushed 1mo 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 2026-08-31.