AGENTS.mdA
AGENTS.md from hkuds/deeptutor is an AGENTS.md file: the standing instructions coding agents read in that repo.
mdr add hkuds/deeptutor/AGENTS.md@git:20261029.ce4380fPins git:20261029.ce4380f in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- AGENTS.md file
- Repository
- hkuds/deeptutor
- Path
AGENTS.md- Versions recorded
- 7
- Latest version
- git:20261029.ce4380f, committed Oct 29, 2026
- First version recorded
- Oct 26, 2026
- Size
- 10,498 bytes
- Repository stars
- 54,813
- 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
# DeepTutor — Agent-Native Architecture
## Overview
DeepTutor is an **agent-native** intelligent learning companion organized
around a two-layer plugin model — single-shot **Tools** invoked by the
LLM, and multi-stage **Capabilities** that take over a turn — exposed
through three entry points: CLI, WebSocket API, and Python SDK. All three
enter the durable turn application service before the shared turn engine
routes a normalized context to the selected capability.
## Architecture
```
Entry Points: CLI (Typer) | WebSocket /ws | Python SDK
↓ ↓ ↓
┌─────────────────────────────────────────────────┐
│ TurnApplicationService │
│ persists, coordinates, and replays turns │
└──────────────────────┬──────────────────────────┘
↓
┌─────────────────────────────────────────────────┐
│ TurnEngine → ChatOrchestrator │
│ routes UnifiedContext → selected Capability │
│ (defaults to `chat`) │
…Read the whole file at its exact version.
How to install
mdr add hkuds/deeptutor/AGENTS.md@sha256:e1f0e2bc2bc200adThe line at the top of this page pins the label git:20261029.ce4380f, 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.
[](https://markdownregistry.com/a/art_hitdtxp4pn5fnx7n)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 7 versions of this file, between Oct 26, 2026 and Oct 29, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261029.ce4380f latest | 2026-10-29 | ce4380f | 10,498 B | A | view · diff |
| git:20261029.a4fa63b | 2026-10-29 | a4fa63b | 10,438 B | A | view · diff |
| git:20261028.1ea7df1 | 2026-10-28 | 1ea7df1 | 10,332 B | A | view · diff |
| git:20261028.f9a6875 | 2026-10-28 | f9a6875 | 10,305 B | A | view · diff |
| git:20261028.a6389d7 | 2026-10-28 | a6389d7 | 10,335 B | A | view · diff |
| git:20261026.9237139 | 2026-10-26 | 9237139 | 8,743 B | A | view · diff |
| git:20261026.addb783 | 2026-10-26 | addb783 | 8,744 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (10498 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
hkuds/deeptutor · 54,813 stars · license Apache-2.0 · pushed 2026-10-31 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_hitdtxp4pn5fnx7n GET https://markdownregistry.com/api/v1/resolve?ref=hkuds/deeptutor/AGENTS.md GET https://markdownregistry.com/api/v1/blob/e1f0e2bc2bc200ad514c26b0819b33f730dd05449342230d0b64f6f05aa897b2
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.