llms.txtA

llms.txt from shimo4228/search-first is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add shimo4228/search-first/llms.txt@git:20261010.fc04229

Pins git:20261010.fc04229 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
shimo4228/search-first
Path
llms.txt
Versions recorded
6
Latest version
git:20261010.fc04229, committed Oct 10, 2026
First version recorded
May 11, 2026
Size
5,196 bytes
Repository stars
4
License
MIT

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

# search-first

> A Claude Code Agent Skill (MIT) that makes the agent look outside before it builds. When choosing a library, looking for a prior implementation, checking what a paper or official spec actually says, or about to write custom code, the agent searches registries, code, papers and official docs, then writes a dated, sourced report. The caller (the user, the main session, or a planning session) picks from it: Adopt a candidate, Adopt-part (one piece of a candidate), or Build what no candidate covers. The searcher reports and recommends; the caller decides.

Status: active, synced one way from the author's Claude Code harness by `scripts/sync-from-local.sh`, and also shipped in the [akc-cycle](https://github.com/shimo4228/akc-cycle) plugin as `/akc-cycle:search-first`; this repository can trail the plugin between syncs.

## Core documentation

- [llms-full.txt](llms-full.txt): self-contained Q&A reference for AI agents (Project Facts, Prior Research, 9 question-form H2 sections)
- [README.md](README.md): human-facing narrative (install, example report, how it works, triggers)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add shimo4228/search-first/llms.txt@sha256:7d6bce126bf5ffba

The line at the top of this page pins the label git:20261010.fc04229, 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_egosqwjzcsje74a3.svg)](https://markdownregistry.com/a/art_egosqwjzcsje74a3)

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

Versions

The registry has recorded 6 versions of this file, between May 11, 2026 and Oct 10, 2026, about one every 30 days.

versioncommittedcommitsizeaudit
git:20261010.fc04229 latest2026-10-10 fc04229 5,196 BA view · diff
git:20260630.761216d2026-06-30 761216d 3,755 BA view · diff
git:20260608.54a1c6d2026-06-08 54a1c6d 2,704 BA view · diff
git:20260520.6a7e0192026-05-20 6a7e019 2,875 BA view · diff
git:20260511.822798a2026-05-11 822798a 2,471 BA view · diff
git:20260511.df806632026-05-11 df80663 1,923 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (5196 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

shimo4228/search-first · 4 stars · license MIT · pushed 2026-10-10 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_egosqwjzcsje74a3
GET https://markdownregistry.com/api/v1/resolve?ref=shimo4228/search-first/llms.txt
GET https://markdownregistry.com/api/v1/blob/7d6bce126bf5ffba127d44ec4549825dde2f510bad80d8d2ec79df3619ac5158

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: how to add an llms.txt file to a website · which agent file does what.

More from shimo4228/search-first

llms-full.txt llms.txt file
shimo4228/search-first · llms-full.txt
git:20261010.fc04229 · audit A · 4 stars
search-first SKILL.md skill
shimo4228/search-first · skills/search-first/SKILL.md · Search the live web, registries and primary sources at decision time and report what exists outside. Use when choosing…
git:20261008.3d00282 · audit A · 4 stars

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