human-in-the-loop-design SKILL.md skillA
human-in-the-loop-design from mohitagw15856/pm-claude-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mohitagw15856/pm-claude-skills/human-in-the-loop-design@git:20261006.b9ea321Pins git:20261006.b9ea321 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mohitagw15856/pm-claude-skills
- Path
plugins/pm-agentnative/skills/human-in-the-loop-design/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261006.b9ea321, committed Oct 6, 2026
- First version recorded
- Jul 2, 2026
- Size
- 6,182 bytes
- Repository stars
- 1,475
- License
- MIT
Design the human approval surface for an agent system — which actions gate, how approvals batch without becoming rubber stamps, and what the audit trail must hold. Use when asked to add human oversight to an agent, design approval workflows for AI actions, decide what an agent may do autonomously, or fix approval fatigue in an existing loop. Produces an action-tier policy, approval UX spec, escalation rules, and audit-trail requirements. For specifying the whole agent use agent-spec; for the…
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
# Human-in-the-Loop Design Skill The failure mode of agent oversight isn't too little review — it's review that decays into a rubber stamp. Forty approval prompts a day trains the human to click yes; then the one that mattered goes through with the rest. This skill designs the loop so human attention lands exactly where it changes the outcome, and nowhere else. ## What This Skill Produces - An **action-tier policy**: every agent action classified auto / notify / approve / forbidden - An **approval UX spec**: what the human sees, batching rules, and the anti-rubber-stamp mechanics - **Escalation & fallback rules**: timeouts, absent approvers, disagreement - **Audit-trail requirements**: what gets recorded so any decision is reconstructable ## Required Inputs Ask for (if not already provided): - **The agent and its action inventory** — everything it *can* do (from its tool list, not its marketing) - **Blast radius per action**: reversible? outward-facing? money/data/permissions involved? - **Volume estimates**: how many times per day each action fires (approval load is a design constraint, not an afterthought) …
Read the whole file at its exact version.
How to install
mdr add mohitagw15856/pm-claude-skills/human-in-the-loop-design@sha256:1f3cfe065cba1765The line at the top of this page pins the label git:20261006.b9ea321, 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_36ri6selzwcy2sal)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Jul 2, 2026 and Oct 6, 2026, about one every 96 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261006.b9ea321 latest | 2026-10-06 | b9ea321 | 6,182 B | A | view · diff |
| git:20260702.fbaacbd | 2026-07-02 | fbaacbd | 6,015 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (6182 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
mohitagw15856/pm-claude-skills · 1,475 stars · license MIT · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_36ri6selzwcy2sal GET https://markdownregistry.com/api/v1/resolve?ref=mohitagw15856/pm-claude-skills/human-in-the-loop-design GET https://markdownregistry.com/api/v1/blob/1f3cfe065cba176578af6da1efc2146d8297b700bcccf7dc8c839afa3cc673fa
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.