autoresearch

autoresearch is a plugin for Claude Code from baleen37/bstack. Its manifest loads nothing; the 1 skill, 1 command it bundles cost 53 tokens per session together, scanned A, original, MIT.

A plugin for running repeated, recorded experiments that try to improve a chosen measurement in a code repository using Git, a tool that tracks code changes.

In plain words
What is it for?
Use it for experiments where a code change can be judged by a measurable result.
Why use it?
It provides a way to compare optimization attempts and keep the changes that produce better results.

Plugin for Claude Code

Written for Claude Code: a Claude Code plugin manifest.

Good fit Use it for experiments where a code change can be judged by a measurable result.

Compare 6 plugins from other repositories ↓
Install in Claude Code
/plugin marketplace add baleen37/bstack
/plugin install autoresearch
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/baleen37/bstack

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 autoresearch

README.md
[![agentmods](https://agentmods.dev/badge/plugins/baleen37/bstack/autoresearch/github.svg)](https://agentmods.dev/plugins/baleen37/bstack/autoresearch)
Your own site
<a href="https://agentmods.dev/plugins/baleen37/bstack/autoresearch"><img src="https://agentmods.dev/badge/plugins/baleen37/bstack/autoresearch/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 autoresearch

Your own site · 80×15
<a href="https://agentmods.dev/plugins/baleen37/bstack/autoresearch"><img src="https://agentmods.dev/badge/plugins/baleen37/bstack/autoresearch.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 1 skill, 1 command cost 53 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

autoresearch 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 18d 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.

plugins/autoresearch/.claude-plugin/plugin.json · 17 lines

What it actually says

{
  "name": "autoresearch",
  "version": "17.65.2",
  "description": "Autonomous experiment loop — iteratively optimize any metric with git-tracked experiments",
  "author": {
    "name": "Kyle (obra)"
  },
  "repository": "https://github.com/obra/autoresearch-claude-code",
  "license": "MIT",
  "keywords": [
    "experiments",
    "optimization",
    "autonomous",
    "research"
  ]
}
Contents

What it installs

The manifest is a name and a version. 1 skill, 1 command travel with it, and installing the plugin installs all of them — 53 tokens a session between them. Each is measured on its own page, and each can be installed alone.

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. 18d ago Changed 9b15f214be95
  2. 19d ago Changed d1ab8ceb919d
  3. 25d ago Changed 2f537232ddd3
  4. 27d ago Changed b22ac4677792
  5. 1mo ago Changed 03ffd4f70609
  6. 1mo ago Changed cba27e620806
  7. 1mo ago Changed 503c254e32bd
  8. 1mo ago Changed c295899cac50
  9. 1mo ago Changed 09a3d940e272
  10. 1mo ago First seen · 17 lines scan A 3ae0d88ddd75

Subscribe to this mod's changes

autoresearch is a plugin published in the GitHub repository baleen37/bstack (4 stars, last pushed 18d 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.