naveedharri/benai-skills · plugins/all-skills/skills/autoresearch/SKILL.md

autoresearch skillA

autoresearch is agent-read markdown (skill) from naveedharri/benai-skills: Autonomous goal-directed iteration loop that continuously improves prompts, templates, configs, or code. Two evaluation modes — deterministic (eval.py with proxy heuristics) or AI judge (LLM rubric scoring). Uses four-way separation in both modes. Inspired by Karpathy's autoresearch..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add naveedharri/benai-skills/autoresearch@git:20260627.94fdd8b
Exact content
mdr add naveedharri/benai-skills/autoresearch@sha256:ff535f465e70aaed

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_wxb4ojatauvf6s5v.svg)](https://markdownregistry.com/a/art_wxb4ojatauvf6s5v)

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Versions

versioncommittedcommitsizeaudit
git:20260627.94fdd8b latest2026-06-27 94fdd8b 22,401 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (22401 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

naveedharri/benai-skills · 63 stars · license MIT · pushed 2026-09-16 · branch develop

API

GET https://markdownregistry.com/api/v1/artifacts/art_wxb4ojatauvf6s5v
GET https://markdownregistry.com/api/v1/resolve?ref=naveedharri/benai-skills/autoresearch
GET https://markdownregistry.com/api/v1/blob/ff535f465e70aaed20ac142aa73d635aa2f8f5bb77d063cabae5b8289365a86b

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.