autorag SKILL.md skillA

autorag from marker-inc-korea/autorag is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add marker-inc-korea/autorag/autorag@git:20261021.c3fe3df

Pins git:20261021.c3fe3df in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
marker-inc-korea/autorag
Path
skills/autorag/SKILL.md
Versions recorded
10
Latest version
git:20261021.c3fe3df, committed Oct 21, 2026
First version recorded
Oct 8, 2026
Size
8,360 bytes
Repository stars
5,157
License
Apache-2.0

Search, summarize, compare, and answer questions from an already configured AutoRAG librarian over local documents and configured datasources. Use when the user asks AutoRAG to search PDFs, wikis, notes, or a knowledge base. Use autorag-setup for install, model, roots, indexing, or datasource changes.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# AutoRAG Librarian Skill

Use this skill when AutoRAG is already configured and the user asks to search,
summarize, compare, or answer questions from local PDFs, wikis, notes, research
papers, knowledge bases, or configured datasources.

AutoRAG is the specialized librarian agent. One configured model plans the
search, calls MinSync, Jikji, datasource, and filesystem tools, reads
sources, judges evidence, and curates the final answer. There is no subagent or
separate model role.

Indexing and refresh read source documents and write only under the configured
workspace `.autorag/` directory and Jikji's central store (`<OS data dir>/jikji/`,
plus a `.jikji_agent_map.md` guide in each indexed root). The librarian may
organize, create, or modify the user's own files in local sessions when the
user asks; it never deletes permanently (OS trash only) and lists every change
as old path → new path. Do not move, rename, edit, or delete source files on your own
initiative while searching or diagnosing.

## Preflight

Confirm a config exists at `--config`, `AUTORAG_CONFIG`,
`$AUTORAG_HOME/config.json`, or `~/.autorag/config.json`. Inspect only
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add marker-inc-korea/autorag/autorag@sha256:9c3303ac5672dc63

The line at the top of this page pins the label git:20261021.c3fe3df, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ybqykoyfluirdj6x.svg)](https://markdownregistry.com/a/art_ybqykoyfluirdj6x)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 10 versions of this file, between Oct 8, 2026 and Oct 21, 2026, about one every day.

versioncommittedcommitsizeaudit
git:20261021.c3fe3df latest2026-10-21 c3fe3df 8,360 BA view · diff
git:20261020.7c111d62026-10-20 7c111d6 8,104 BA view · diff
git:20261020.a62978f2026-10-20 a62978f 8,102 BA view · diff
git:20261016.8002a522026-10-16 8002a52 8,293 BA view · diff
git:20261012.e22768f2026-10-12 e22768f 8,225 BA view · diff
git:20261010.67acee62026-10-10 67acee6 8,218 BA view · diff
git:20261010.128435b2026-10-10 128435b 8,655 BA view · diff
git:20261009.99f20ef2026-10-09 99f20ef 8,355 BA view · diff
git:20261008.df12fa42026-10-08 df12fa4 8,444 BA view · diff
git:20261008.cd941282026-10-08 cd94128 8,251 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (8360 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

marker-inc-korea/autorag · 5,157 stars · license Apache-2.0 · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ybqykoyfluirdj6x
GET https://markdownregistry.com/api/v1/resolve?ref=marker-inc-korea/autorag/autorag
GET https://markdownregistry.com/api/v1/blob/9c3303ac5672dc631c07391b49f8bcfde6f16dacfb7e4fc206d1981ccca845d7

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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