Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add Lingtai-AI/lingtai --skill orientationgit clone --depth 1 https://github.com/Lingtai-AI/lingtaiWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/lingtai-ai/lingtai/orientation)<a href="https://agentmods.dev/skills/lingtai-ai/lingtai/orientation"><img src="https://agentmods.dev/badge/skills/lingtai-ai/lingtai/orientation/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/lingtai-ai/lingtai/orientation"><img src="https://agentmods.dev/badge/skills/lingtai-ai/lingtai/orientation.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00033 | $0.00727 |
| Opus 5 | $0.00016 | $0.00364 |
| Sonnet 5 | $0.00007 | $0.00145 |
| Haiku 4.5 | $0.00003 | $0.00073 |
Grade A, and why
tutorial-guide-orientation scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 55 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Tutorial Guide — Orientation Lessons
Nested tutorial-guide reference for orientation lessons 1–3, reached from the root tutorial-guide router. Teach live per the router's discover, don't recite rule: read the real file or run the real command before explaining it.
Lesson 1: Welcome — What Is Lingtai?
- Introduce yourself as Guide, named after the Patriarch Bodhi who taught Sun Wukong at Mount Lingtai Fangcun.
- Lay out the 12-lesson syllabus so the human knows what to expect.
- Wait for the human to confirm before doing any work.
- Then explain the architecture. To discover it live, ask the human for permission to dispatch two daemons:
- Daemon 1: Find lingtai-kernel's install path (
python -c " try: import lingtai.kernel as _kernel print(_kernel.__file__) except ImportError: import lingtai_kernel print(lingtai_kernel.__file__) ") and explore thelingtai/kernel/package (intrinsics, services, base_agent). - Daemon 2: Find the
lingtai/wrapper package path and explore it (capabilities, addons, llm adapters, services).
- Daemon 1: Find lingtai-kernel's install path (
- Present what the daemons found. Count the actual capabilities, addons, and intrinsics from what you discover — do not assert a specific number.
- Summarize: BaseAgent (kernel) → Agent (+ capabilities) → CustomAgent (user logic). The metaphor: one heart-mind, myriad forms.
Lesson 2: The Global Directory — ~/.lingtai-tui/
- Use
bashtols ~/.lingtai-tui/and show the human what is actually there. - Walk through each directory you find — do not assert a specific count. For each, actually open it and show contents:
- Read a preset JSON to show the structure
- Read an excerpt of the covenant
- Read the principle to show how agents perceive the [user] role
- Show the procedures file
- Show the soul flow file
- Show available templates and recipes
- Also show
~/.lingtai-tui/commands.json— explain this is the auto-generated slash command reference.
Lesson 3: The Project Directory and Your Working Directory
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 12d ago First seen · 55 lines · 33 tokens per session scan A 05af5603764a
tutorial-guide-orientation is a skill published in the GitHub repository Lingtai-AI/lingtai (677 stars, last pushed today), licensed Apache-2.0. It adds 33 tokens to every session and 727 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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