hor-ai-agent-structure SKILL.md skillA
hor-ai-agent-structure from openreachtech/hora-skills-ort-renchan is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add openreachtech/hora-skills-ort-renchan/hor-ai-agent-structure@git:20260905.5a04969Pins git:20260905.5a04969 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- openreachtech/hora-skills-ort-renchan
- Path
kit/skills/hor-ai-agent-structure/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260905.5a04969, committed Sep 5, 2026
- Size
- 14,641 bytes
- Repository stars
- 32
- License
- Apache-2.0
Structure an app-side AI agent on @openreachtech/mentsu-agent-loop-core in a renchan backend: an app/agents/<name>/ directory holding a ProceduralAgentLoop subclass (fixed procedure) plus per-step BaseAgentAction subclasses, driven synchronously by a generator tool, each AI step making one forced tool call. Use whenever the user asks to add or edit such an agent, an agent action, or the generator that runs the loop. The iteration engine itself is a separate convention.
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
# AI Agent Structure (app-side agents on mentsu-agent-loop-core) This skill covers **how this backend structures an AI agent as application code** — the directory layout, the `ProceduralAgentLoop` subclass, the per-step actions, and the `*Generator` that runs the loop. The iteration engine, progress delivery, composition, job execution, and GraphQL integration are provided by the `@openreachtech/mentsu-agent-loop-core` package family; see the **`hor-agent-loop` skill** for those. Do not re-explain the core package here — this skill is only the app layer on top of it. ## Grand principle: the procedure is code, the AI only judges inside a step An app agent here is a **`ProceduralAgentLoop`** whose steps are fixed in code (e.g. `plan → execute → compose`), where each step either runs a **single forced AI tool call** or runs **deterministic code** — never an open-ended "let the AI decide what to do next" loop. - **Why a procedural loop, not an AI-driven one**: the business shape (search records, fill a form) is known; only small judgments (is this a search request? what are the search steps? phrase the answer) …
Read the whole file at its exact version.
How to install
mdr add openreachtech/hora-skills-ort-renchan/hor-ai-agent-structure@sha256:fcce4cce1e15a3dbThe line at the top of this page pins the label git:20260905.5a04969, 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_rlggwznurezukr2s)
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Versions
The registry has recorded 1 version of this file, committed on Sep 5, 2026.
Audit of the latest version
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- pass: No instruction to send local credentials anywhere
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Source
openreachtech/hora-skills-ort-renchan · 32 stars · license Apache-2.0 · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_rlggwznurezukr2s GET https://markdownregistry.com/api/v1/resolve?ref=openreachtech/hora-skills-ort-renchan/hor-ai-agent-structure GET https://markdownregistry.com/api/v1/blob/fcce4cce1e15a3dbba1045a302ae289e9564b62ee786961d360ce78fb9fe0e15
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: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.