utility SKILL.md skillA
utility from athola/claude-night-market is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add athola/claude-night-market/utility@git:20261028.7246d08Pins git:20261028.7246d08 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- athola/claude-night-market
- Path
plugins/leyline/skills/utility/SKILL.md- Versions recorded
- 6
- Latest version
- git:20261028.7246d08, committed Oct 28, 2026
- First version recorded
- May 7, 2026
- Size
- 4,729 bytes
- Repository stars
- 348
- License
- MIT
Scores agent actions by expected gain, cost, uncertainty, and redundancy. Use when deciding whether to dispatch an agent or invoke a tool.
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
# Utility Skill
## Overview
A decision framework for agent orchestration based on Liu et al.,
"Utility-Guided Agent Orchestration for Efficient LLM Tool Use"
(arXiv:2603.19896).
Each candidate action is scored by subtracting weighted costs from
expected gain, producing a single utility value that guides action
selection.
The framework prevents over-calling tools and premature stopping by
making both errors costly.
Utility range is [-2.3, 1.0].
## When To Use
- Deciding whether to dispatch another agent or tool call
- Gating expensive tool calls (search, code execution, delegation)
- Selecting the right model tier for a sub-task
- Continuation decisions after receiving partial results
- Verification gating before writing or committing output
## When NOT to Use
- Single-step operations with one obvious action
- Trivial tasks where cost of scoring exceeds benefit
- Already-committed actions that cannot be undone
## Action Space
`A = {respond, retrieve, tool_call, verify, delegate, stop}`
| Action | Description |
|-----------|------------------------------------------------------|
| respond | Emit a final answer from current context |
…Read the whole file at its exact version.
How to install
mdr add athola/claude-night-market/utility@sha256:bb61ab7794da617dThe line at the top of this page pins the label git:20261028.7246d08, 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_rwbwcobslm5mlh6k)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between May 7, 2026 and Oct 28, 2026, about one every 35 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261028.7246d08 latest | 2026-10-28 | 7246d08 | 4,729 B | A | view · diff |
| git:20260601.8d67212 | 2026-06-01 | 8d67212 | 4,750 B | A | view · diff |
| git:20260529.62f598e | 2026-05-29 | 62f598e | 4,783 B | A | view · diff |
| git:20260521.6f5c7d9 | 2026-05-21 | 6f5c7d9 | 4,772 B | A | view · diff |
| git:20260508.c09f147 | 2026-05-08 | c09f147 | 4,708 B | A | view · diff |
| v1.9.5 | 2026-05-07 | 29eb49d | 4,723 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 (4729 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
athola/claude-night-market · 348 stars · license MIT · pushed 2026-11-05 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_rwbwcobslm5mlh6k GET https://markdownregistry.com/api/v1/resolve?ref=athola/claude-night-market/utility GET https://markdownregistry.com/api/v1/blob/bb61ab7794da617d3b70e3bb01269b121aa0d0b62135156761a08b93f6063ac8
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.