Skip to content
Agentmart
Submit a tool

autoresearch

Bounded research experiment loop that tries hypotheses, measures benchmark evidence, keeps what works, and records what fails.

Skill by Companion-Inc

IndexedMIT★ 10,016
Write a review

Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/companion-inc-autoresearch

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

Get the weekly diff

The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.

We use your email only for this newsletter. Privacy

About

Bounded research experiment loop that tries hypotheses, measures benchmark evidence, keeps what works, and records what fails. Use when the user asks to optimize a research metric, run an experiment loop, improve model/retrieval/evaluation performance iteratively, or benchmark a research hypothesis.

Use cases: research, llm-evaluation, deep-research

Reviews

Write a review

No reviews yet. Installed it? Reviews come from verified installers only. How reviews work

Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
No tools found
Secrets
None asked for
Install scripts
None found

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/autoresearch

What's inside

Skill name
autoresearch
Description
Bounded research experiment loop that tries hypotheses, measures benchmark evidence, keeps what works, and records what fails. Use when the user asks to optimize a research metric, run an experiment loop, improve model/retrieval/evaluation performance iteratively, or benchmark a research hypothesis.
License
MIT
Instructions
9 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# Autoresearch

Run the `/autoresearch` workflow. The slash command expands the full workflow instructions in the active session; do not try to read a relative prompt-template path from the installed skill directory.

Run the benchmark through the shell and record each result, its evidence, and the keep/revert decision in the session files.

Session files: `autoresearch.md`, `autoresearch.sh`, `autoresearch.jsonl`

From Companion-Inc/feynman, MIT.

More from Companion-Inc/feynman

Signals

Stars
10,016
Forks
1,107
Open issues
0
Last commit (this folder)
Sep 24, 2026 (1 month ago)
Last release
Oct 24, 2026 (3 days ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
Repository
github.com/Companion-Inc/feynman
Website
feynman.is
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Source
GitHubgithub-graphql

Same skill elsewhere

Copies of this SKILL.md published by others; search shows only one of them.

More from Companion-Inc

Cite this page

autoresearch skill. Agent Mart. https://agentmart.dev/skills/companion-inc-autoresearch (last updated 2026-10-24)