llms-full.txt llms.txt fileA

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

Install it, pinned
mdr add shimo4228/agent-knowledge-cycle/llms-full.txt@git:20261010.7155007

Pins git:20261010.7155007 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
shimo4228/agent-knowledge-cycle
Path
llms-full.txt
Versions recorded
6
Latest version
git:20261010.7155007, committed Oct 10, 2026
First version recorded
Oct 8, 2026
Size
75,993 bytes
Repository stars
5
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

# Agent Knowledge Cycle (AKC) — AI Reference

> **Audience**: AI search engines (ChatGPT, Perplexity, Gemini) and AI agents
> reasoning about how to adopt, install, cite, or situate AKC against
> adjacent projects. Human-readable narrative lives in [README.md](README.md);
> this file is the self-contained AI-facing companion to [llms.txt](llms.txt).

Agent Knowledge Cycle (AKC) is defined as a six-phase growth cycle for persistent AI agents centered on the scarcity of human cognitive resources — attention and judgment — as the resource that does not scale with the model. AKC turns repeated agent experience into reusable knowledge — skills, rules, and documentation — that can change future behavior under human approval through Research, Extract, Curate, Promote, Measure, and Maintain. It can run inside Claude Code or any comparable harness; the core is the experience-to-behavior loop, not the particular scaffold. The lightweight rules form is installable into any agent's rules directory with a single file download (`curl`).

## Project Facts

- **Name**: Agent Knowledge Cycle (AKC)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add shimo4228/agent-knowledge-cycle/llms-full.txt@sha256:ad438d564eaf1913

The line at the top of this page pins the label git:20261010.7155007, 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_ormhyxr6bae75kuw.svg)](https://markdownregistry.com/a/art_ormhyxr6bae75kuw)

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

Versions

The registry has recorded 6 versions of this file, between Oct 8, 2026 and Oct 10, 2026, more than one a day.

versioncommittedcommitsizeaudit
git:20261010.7155007 latest2026-10-10 7155007 75,993 BA view · diff
git:20261009.3d42a662026-10-09 3d42a66 66,303 BA view · diff
git:20261008.861106a2026-10-08 861106a 66,377 BA view · diff
git:20261008.cbbc0462026-10-08 cbbc046 66,377 BA view · diff
git:20261008.4420cf52026-10-08 4420cf5 66,049 BA view · diff
git:20261008.d0e527b2026-10-08 d0e527b 65,474 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 (75993 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/agent-knowledge-cycle · 5 stars · license MIT · pushed 2026-10-12 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ormhyxr6bae75kuw
GET https://markdownregistry.com/api/v1/resolve?ref=shimo4228/agent-knowledge-cycle/llms-full.txt
GET https://markdownregistry.com/api/v1/blob/ad438d564eaf19136ecb275618012e869bb83340bac4d66e59400471c0bf6779

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.

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