llms-full.txt llms.txt fileA

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

Install it, pinned
mdr add shimo4228/akc-cycle/llms-full.txt@git:20261101.1c68dc8

Pins git:20261101.1c68dc8 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
shimo4228/akc-cycle
Path
llms-full.txt
Versions recorded
5
Latest version
git:20261101.1c68dc8, committed Nov 1, 2026
First version recorded
Oct 8, 2026
Size
12,427 bytes
Repository stars
3
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

# akc-cycle — AI Reference

This document is the self-contained AI reference for `akc-cycle` (shimo4228, MIT), the install entry point for the Agent Knowledge Cycle (AKC). It ships two layers: (1) a single behavioral rules file that distills the cycle's six phases — Research, Extract, Curate, Promote, Measure, Maintain — plus Scaffold Dissolution into principles an agent follows through natural conversation, loaded deterministically every session; and (2) a Claude Code plugin carrying skills for each of the six phases, triggered probabilistically. The rules file is the recommended minimal floor; the plugin adds the skill layer.

> **Audience**: AI search engines and AI agents. Human-facing narrative lives in [README.md](README.md).

## Project Facts

- **Name**: akc-cycle
- **License**: MIT
- **GitHub**: https://github.com/shimo4228/akc-cycle
- **Author**: shimo4228 (shimomoto-tatsuya)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add shimo4228/akc-cycle/llms-full.txt@sha256:1521bd8d266735ee

The line at the top of this page pins the label git:20261101.1c68dc8, 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_xchpgjad2bsmmgps.svg)](https://markdownregistry.com/a/art_xchpgjad2bsmmgps)

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

Versions

The registry has recorded 5 versions of this file, between Oct 8, 2026 and Nov 1, 2026, about one every 6 days.

versioncommittedcommitsizeaudit
git:20261101.1c68dc8 latest2026-11-01 1c68dc8 12,427 BA view · diff
git:20261010.807ff502026-10-10 807ff50 12,231 BA view · diff
git:20261008.c55ceeb2026-10-08 c55ceeb 12,083 BA view · diff
git:20261008.f4f92202026-10-08 f4f9220 11,827 BA view · diff
git:20261008.196e5c82026-10-08 196e5c8 11,670 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 (12427 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/akc-cycle · 3 stars · license MIT · pushed 2026-11-01 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_xchpgjad2bsmmgps
GET https://markdownregistry.com/api/v1/resolve?ref=shimo4228/akc-cycle/llms-full.txt
GET https://markdownregistry.com/api/v1/blob/1521bd8d266735ee59d9a98047e90a8034f7ad6b0a0890a9ecf6c6859f49f47d

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/akc-cycle

llms.txt llms.txt file
shimo4228/akc-cycle · llms.txt
git:20261101.1c68dc8 · audit A · 3 stars
adr-writer SKILL.md skill
shimo4228/akc-cycle · skills/adr-writer/SKILL.md · Record a design decision as an ADR in the repo's docs/adr/, or decide whether it clears the filing bar or belongs in a…
git:20261101.1c68dc8 · audit A · 3 stars
agent-stocktake SKILL.md skill
shimo4228/akc-cycle · skills/agent-stocktake/SKILL.md · Audit the ~/.claude/agents definitions and give each a verdict.
v1.0 · audit A · 3 stars
author-calibrated-eval SKILL.md skill
shimo4228/akc-cycle · skills/author-calibrated-eval/SKILL.md · Polish LLM-written prose with the author's own reading as ground truth.
git:20261008.3b0d119 · audit A · 3 stars
context-sync SKILL.md skill
shimo4228/akc-cycle · skills/context-sync/SKILL.md · Audit a repo's context documents (CLAUDE.md, ADRs, README, graph.jsonld) for role overlap and staleness against the…
git:20261101.1c68dc8 · audit A · 3 stars
generation-audit SKILL.md skill
shimo4228/akc-cycle · skills/generation-audit/SKILL.md · Audit the harness when a new Claude model takes a role (judge, build or everyday).
v2.0 · audit A · 3 stars
harness-boundary SKILL.md skill
shimo4228/akc-cycle · skills/harness-boundary/SKILL.md · Design lens: which layer a harness mechanism belongs in, and whether it outlives the next model or runtime.
git:20261101.1c68dc8 · audit A · 3 stars
harness-stocktake SKILL.md skill
shimo4228/akc-cycle · skills/harness-stocktake/SKILL.md · Take stock of the whole harness in one report and one approval, then apply on a branch (ハーネスの棚卸し).
git:20261101.1c68dc8 · audit A · 3 stars
hook-stocktake SKILL.md skill
shimo4228/akc-cycle · skills/hook-stocktake/SKILL.md · Audit the harness hooks (hooks/*.sh, scripts/hooks/*) and their settings.json wiring, and give each a verdict (hook…
git:20261101.1c68dc8 · audit B · 3 stars
jev-judgment-design SKILL.md skill
shimo4228/akc-cycle · skills/jev-judgment-design/SKILL.md · Design how a closed LLM judgment (relevance, novelty, evidence strength) moves to TypeSafe Jev. Use when replacing an…
git:20261008.3b0d119 · audit A · 3 stars
learn-eval SKILL.md skill
shimo4228/akc-cycle · skills/learn-eval/SKILL.md · Extract a reusable pattern from this session and route it to where something reads it, or drop it. Use when saving what…
git:20261010.778526b · audit A · 3 stars
llm-as-judge SKILL.md skill
shimo4228/akc-cycle · skills/llm-as-judge/SKILL.md · Design pattern for LLM-as-judge evaluators: binary checks as evidence, one named verdict.
git:20261008.3b0d119 · audit A · 3 stars

Every file in shimo4228/akc-cycle

Other files named llms-full.txt

llms-full.txt llms.txt file
garrytan/gbrain · llms-full.txt
git:20261102.8135371 · audit F · 31,463 stars
llms-full.txt llms.txt file
zereight/gitlab-mcp · llms-full.txt
git:20261101.d2b8037 · audit A · 2,080 stars
llms-full.txt llms.txt file
geekplux/markvis · llms-full.txt
git:20261019.8e49964 · audit A · 1,596 stars
llms-full.txt llms.txt file
asheshgoplani/agent-deck · llms-full.txt
git:20261031.cdd00b5 · audit B · 1,190 stars
llms-full.txt llms.txt file
duriantaco/skylos · llms-full.txt
git:20261031.3300a81 · audit A · 859 stars
llms-full.txt llms.txt file
sponsiolabs/sponsio · llms-full.txt
git:20261026.99ebb16 · audit C · 454 stars
llms-full.txt llms.txt file
nirholas/three.ws · llms-full.txt
git:20261023.e4bdbdf · audit C · 266 stars
llms-full.txt llms.txt file
gossamer-lang/gossamer · llms-full.txt
git:20261027.d50646d · audit A · 191 stars

Browse by kind, by grade A, or by owner.