AGENTS.mdA

AGENTS.md from lingtai-ai/lingtai-kernel is an AGENTS.md file: the standing instructions coding agents read in that repo.

Install it, pinned
mdr add lingtai-ai/lingtai-kernel/AGENTS.md@git:20260915.6a7c067

Pins git:20260915.6a7c067 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
AGENTS.md file
Repository
lingtai-ai/lingtai-kernel
Path
AGENTS.md
Versions recorded
3
Latest version
git:20260915.6a7c067, committed Sep 15, 2026
First version recorded
Aug 6, 2026
Size
4,704 bytes
Repository stars
11
License
Apache-2.0

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

# AGENTS.md

Agent-facing definition of done for the LingTai kernel repository. For humans,
see [`CONTRIBUTING.md`](CONTRIBUTING.md). The mandatory development workflow
lives in the repository-local dev guide skill — read it first:
[`dev-guide-skill/SKILL.md`](dev-guide-skill/SKILL.md). The full coding-agent
reference with deeper test commands and conventions is
[`docs/references/claude-code-guide.md`](docs/references/claude-code-guide.md).
Routing entry points: [`CLAUDE.md`](CLAUDE.md).

## Repository overview

- **What this is**: the LingTai agent kernel — a Python runtime and SDK
  (distribution name `lingtai`) containing the minimal `lingtai.kernel`
  runtime and the batteries-included `lingtai` package (tools, LLM adapters,
  curated MCP servers), shipped as a pure-Python universal wheel plus sdist
  from `pyproject.toml`.
- **Layout**: `src/` (packages), `tests/` (pytest suite), `docs/` (long-form
  references), plus root entry points (`ANATOMY.md`, `CONTRACT.md`).
- **Python**: requires Python >= 3.11; classifiers cover 3.11/3.12/3.13.
- **Docs governance**: every Markdown document must carry `related_files` and
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add lingtai-ai/lingtai-kernel/AGENTS.md@sha256:af16ce0b41a54079

The line at the top of this page pins the label git:20260915.6a7c067, 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_fnwtqlkzhrwc6oeo.svg)](https://markdownregistry.com/a/art_fnwtqlkzhrwc6oeo)

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

Versions

The registry has recorded 3 versions of this file, between Aug 6, 2026 and Sep 15, 2026, about one every 20 days.

versioncommittedcommitsizeaudit
git:20260915.6a7c067 latest2026-09-15 6a7c067 4,704 BA view · diff
git:20260807.43cc0e72026-08-07 43cc0e7 4,932 BA view · diff
git:20260806.9e710dc2026-08-06 9e710dc 4,905 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 (4704 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

lingtai-ai/lingtai-kernel · 11 stars · license Apache-2.0 · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_fnwtqlkzhrwc6oeo
GET https://markdownregistry.com/api/v1/resolve?ref=lingtai-ai/lingtai-kernel/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/af16ce0b41a540795243d998e2fe18ef06d4c1a93272ff0f46ef70b19664f85a

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 write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.

More from lingtai-ai/lingtai-kernel

CLAUDE.md CLAUDE.md file
lingtai-ai/lingtai-kernel · CLAUDE.md
git:20260714.b410ffc · audit A · 11 stars
lingtai-kernel-dev SKILL.md skill
lingtai-ai/lingtai-kernel · dev-guide-skill/SKILL.md · Mandatory repository-local development guide for LingTai's Python kernel and runtime. Use this before changing code…
git:20260810.a0f7998 · audit A · 11 stars
hello-lingtai SKILL.md skill
lingtai-ai/lingtai-kernel · docs/examples/agent-plugins/hello-lingtai/skills/hello-lingtai/SKILL.md · The example Agent Plugin's one skill. Reach for it only to confirm that plugin registration worked: if this skill is in…
v1.0.0 · audit A · 11 stars
lingtai-doctor SKILL.md skill
lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/lingtai-doctor/SKILL.md · Read-only health diagnostics when an agent looks dead but the evidence is mixed, or a migration may have left stale…
v0.2.0 · audit A · 11 stars
lingtai-kernel-anatomy SKILL.md skill
lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/lingtai-kernel-anatomy/SKILL.md · Enter the Python kernel Anatomy/Contract graph before source navigation or maintaining architecture maps; explains how…
v0.5.0 · audit A · 11 stars
lingtai-manual SKILL.md skill
lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/lingtai-manual/SKILL.md · Retirement reference for legacy character memory; use unified Pad and Knowledge.
v2.1.0 · audit A · 11 stars
lingtai-recipe SKILL.md skill
lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/lingtai-recipe/SKILL.md · Menu manual (not a tool) for recipes — the named payload that shapes an orchestrator's greeting, ongoing behaviour, and…
v3.3.0 · audit A · 11 stars
recipe-export-flow SKILL.md skill
lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/lingtai-recipe/reference/export-recipe/SKILL.md · Nested lingtai-recipe reference for exporting a standalone recipe bundle from a live network or methodology: scope…
v1.1.0 · audit A · 11 stars
recipe-format-reference SKILL.md skill
lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/lingtai-recipe/reference/recipe-format/SKILL.md · Nested lingtai-recipe reference for authoring and validating recipe bundles: bundle structure, .recipe/recipe.json…
v1.1.0 · audit A · 11 stars
pad-manual SKILL.md skill
lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/pad-manual/SKILL.md · Read before editing the living Pad, pinning references, or preparing Pad state for rebuild/molt.
v2.1.0 · audit A · 11 stars
psyche-manual SKILL.md skill
lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/psyche-manual/SKILL.md · Compact router for Psyche's private-memory and procedure domains (pad, knowledge, skills), the shared file→rebuild…
git:20261017.6531f09 · audit A · 11 stars
psyche-settings-reference SKILL.md skill
lingtai-ai/lingtai-kernel · src/lingtai/intrinsic_skills/psyche-manual/reference/settings/SKILL.md · Deep reference for Psyche's redacted settings SHOW, strict owner-document grammar, precedence, timing, rollback, and…
git:20261012.85ebde3 · audit A · 11 stars

Every file in lingtai-ai/lingtai-kernel

Other files named AGENTS.md

AGENTS.md AGENTS.md file
morluto/rea · AGENTS.md
git:20261102.920d634 · audit A · 433,876 stars
AGENTS.md AGENTS.md file
obra/superpowers · AGENTS.md
git:20261020.b739a8a · audit A · 314,583 stars
AGENTS.md AGENTS.md file
affaan-m/ecc · AGENTS.md
git:20261030.f29e332 · audit A · 299,696 stars
AGENTS.md AGENTS.md file
firecrawl/firecrawl · AGENTS.md
git:20261008.5a75dca · audit A · 199,595 stars
AGENTS.md AGENTS.md file
dietrichgebert/ponytail · AGENTS.md
git:20261008.2a1fe84 · audit A · 185,249 stars
AGENTS.md AGENTS.md file
graphify-labs/graphify · AGENTS.md
git:20260926.98d73fe · audit A · 144,492 stars
AGENTS.md AGENTS.md file
garrytan/gstack · AGENTS.md
git:20261107.ef99eb5 · audit A · 140,694 stars
AGENTS.md AGENTS.md file
juliusbrussee/caveman · AGENTS.md
git:20261106.e45976c · audit A · 118,366 stars

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