llms.txt@website/kisssorcar.github.io/.well-knownB

This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.

llms.txt@website/kisssorcar.github.io/.well-known from ksenxx/kiss_ai is an llms.txt file: plain text a project publishes for AI models to read.

Install it, pinned
mdr add ksenxx/kiss_ai/website/kisssorcar.github.io/.well-known/llms.txt@git:20261016.361f1a2

Pins git:20261016.361f1a2 in mdr.lock. Pin the fingerprint instead.

Audit grade
B, 13 of 14 checks passed
Kind
llms.txt file
Repository
ksenxx/kiss_ai
Path
website/kisssorcar.github.io/.well-known/llms.txt
Versions recorded
5
Latest version
git:20261016.361f1a2, committed Oct 16, 2026
First version recorded
Sep 27, 2026
Size
7,374 bytes
Repository stars
563
License
a license file GitHub does not identify

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

# KISS Sorcar

> KISS Sorcar is a free, open-source (Apache-2.0), local-first, bring-your-own-key general-purpose AI agent framework for long-horizon tasks and AI discovery. It runs as a browser/mobile web app served by a local daemon (`kiss-web`), and offers the Python client API `kiss.server.sorcar.run`. Prompts and code go directly to the model provider or local endpoint you configure — never through third-party servers. It ships a catalog of 695 models across 9 provider categories and supports multi-model workflows expressed purely via prompts.

Key facts for assistants and coding agents:

- Install (full, macOS/Linux): `curl -fsSL https://raw.githubusercontent.com/ksenxx/kiss_ai/main/scripts/install.sh | bash`
- Install (Python package only): `pipx install kiss-agent-framework` or `uv tool install kiss-agent-framework` (requires Python 3.13+)
- PyPI package name: `kiss-agent-framework`; daemon entry point: `kiss-web`; Python client API: `kiss.server.sorcar.run`
- Source repository: https://github.com/ksenxx/kiss_ai
- Website: https://kisssorcar.github.io/
- Paper: "KISS Sorcar: A Stupidly-Simple General-Purpose and Software Engineering AI Assistant" (arXiv:2604.23822)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add ksenxx/kiss_ai/website/kisssorcar.github.io/.well-known/llms.txt@sha256:abfcce16ff535f94

The line at the top of this page pins the label git:20261016.361f1a2, 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_uf2zjffg3rtujx2d.svg)](https://markdownregistry.com/a/art_uf2zjffg3rtujx2d)

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

Versions

The registry has recorded 5 versions of this file, between Sep 27, 2026 and Oct 16, 2026, about one every 5 days.

versioncommittedcommitsizeaudit
git:20261016.361f1a2 latest2026-10-16 361f1a2 7,374 BB view · diff
git:20261012.f76d65a2026-10-12 f76d65a 7,380 BB view · diff
git:20260930.f6f3d892026-09-30 f6f3d89 7,401 BB view · diff
git:20260928.c0a447f2026-09-28 c0a447f 6,665 BB view · diff
git:20260927.97d01c52026-09-27 97d01c5 6,607 BB view

Audit of the latest version

B  13 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: No curl or wget piped into a shell (matched: curl -fsSL https://raw.githubusercontent.com/ksenxx/kiss_ai/main/scripts/install.sh | bash)
  • pass: Size between 200 bytes and 200 KB (7374 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 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

Starting a new one? Use a template for llms.txt on mdpantry, which passes every one of these checks and says what to change in it.

Source

GitHub

ksenxx/kiss_ai · 563 stars · license a license file GitHub does not identify · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_uf2zjffg3rtujx2d
GET https://markdownregistry.com/api/v1/resolve?ref=ksenxx/kiss_ai/website/kisssorcar.github.io/.well-known/llms.txt
GET https://markdownregistry.com/api/v1/blob/abfcce16ff535f949b3b81b21a5ad6f935712cd34a1140a021f252375e3b5d60

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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Every file in ksenxx/kiss_ai

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