llms.txt@site/publicA

llms.txt@site/public from jaypokale/chisle is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add jaypokale/chisle/site/public/llms.txt@git:20261016.6d798df

Pins git:20261016.6d798df in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
llms.txt file
Repository
jaypokale/chisle
Path
site/public/llms.txt
Versions recorded
14
Latest version
git:20261016.6d798df, committed Oct 16, 2026
First version recorded
Jul 28, 2026
Size
3,712 bytes
Repository stars
738
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

# Chisle

> Chisle is a token-efficiency plugin for AI coding agents that cuts LLM token usage on three axes: (1) a terse senior-dev persona that writes maximum-signal prose and YAGNI-first code, (2) a post-tool hook that compresses tool output (ANSI scrub, head+tail elide with error-line salvage, same-session dedup) before it enters the context window, and (3) context-diet rules that teach the model to read less (grep before Read, slice reads, filter at source). Claude Code and Pi run all three axes plus live /chisle toggling and a savings badge; Cursor, Windsurf, Cline, Kiro, Antigravity, Codex, Gemini, and GitHub Copilot receive the ruleset via generated rule files; OpenCode gets the global fenced ruleset plus on-demand skills; Hermes Agent gets the skills as /chisle commands in ~/.hermes/skills.

Key measured results (same model and prompts, only the injected ruleset differs; reproducible via benchmarks/ in the repo):
- Claude Code (Haiku 4.5, 26 live prompts, tools off): answer length Chisle 56% of a bare model, ponytail 58%, caveman 65%. Answer lines Chisle 52%, ponytail 54%, caveman 66%.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add jaypokale/chisle/site/public/llms.txt@sha256:81db98d068e6e7ea

The line at the top of this page pins the label git:20261016.6d798df, 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_g6af3ooupengavoj.svg)](https://markdownregistry.com/a/art_g6af3ooupengavoj)

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

Versions

The registry has recorded 14 versions of this file, between Jul 28, 2026 and Oct 16, 2026, about one every 6 days.

versioncommittedcommitsizeaudit
git:20261016.6d798df latest2026-10-16 6d798df 3,712 BA view · diff
git:20261016.8aedb222026-10-16 8aedb22 3,963 BA view · diff
git:20261016.674e2912026-10-16 674e291 5,149 BA view · diff
git:20261016.92708142026-10-16 9270814 4,890 BA view · diff
git:20261012.c8eb5212026-10-12 c8eb521 4,886 BA view · diff
git:20261004.f1ecdcd2026-10-04 f1ecdcd 4,580 BA view · diff
git:20261001.c89a8a22026-10-01 c89a8a2 4,567 BA view · diff
git:20261001.448fc602026-10-01 448fc60 4,228 BA view · diff
git:20261001.d276b332026-10-01 d276b33 4,228 BA view · diff
git:20260915.60fadd72026-09-15 60fadd7 4,229 BA view · diff
git:20260911.dea14e22026-09-11 dea14e2 4,095 BA view · diff
git:20260728.3a084d62026-07-28 3a084d6 3,347 BA view · diff
git:20260728.262e9ac2026-07-28 262e9ac 3,303 BA view · diff
git:20260728.f0241192026-07-28 f024119 2,240 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 (3712 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

jaypokale/chisle · 738 stars · license MIT · pushed 2026-10-24 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_g6af3ooupengavoj
GET https://markdownregistry.com/api/v1/resolve?ref=jaypokale/chisle/site/public/llms.txt
GET https://markdownregistry.com/api/v1/blob/81db98d068e6e7eaca6023426d3387917dc698d56878771b381adf423383f249

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 jaypokale/chisle

chisle Cursor rule
jaypokale/chisle · .cursor/rules/chisle.mdc · Chisle, zero-fluff prose + YAGNI-first code
git:20261016.8aedb22 · audit A · 738 stars
AGENTS.md AGENTS.md file
jaypokale/chisle · AGENTS.md
git:20261016.8aedb22 · audit A · 738 stars
chisle-audit SKILL.md skill
jaypokale/chisle · skills/chisle-audit/SKILL.md · One-shot efficiency audit of a file, diff, or whole repo across BOTH axes at once: over-engineered code (reinvented…
git:20260911.dea14e2 · audit A · 738 stars
chisle-help SKILL.md skill
jaypokale/chisle · skills/chisle-help/SKILL.md · Quick-reference card for Chisle commands. One-shot display, not a persistent mode. Use when the user says "chisle…
git:20260911.dea14e2 · audit A · 738 stars
chisle-review SKILL.md skill
jaypokale/chisle · skills/chisle-review/SKILL.md · Review a diff or file through the Chisle lens: flag over-engineering, speculative abstractions, reinvented stdlib, and…
git:20260728.f024119 · audit A · 738 stars
chisle SKILL.md skill
jaypokale/chisle · skills/chisle/SKILL.md · Maximum-efficiency dev mode: terse zero-fluff prose + YAGNI/ladder-first code. Use when user says "chisle mode"…
git:20261016.8aedb22 · audit A · 738 stars

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