Home / aniruddhadas1 / oniroute_swarmagents · GitHub

model-evaluation SKILL.md skillA

model-evaluation from aniruddhadas1/oniroute_swarmagents is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add aniruddhadas1/oniroute_swarmagents/model-evaluation@git:20260804.c3b625a

Pins git:20260804.c3b625a in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: aniruddhadas1/oniroute_swarmagents
Path: skills/official/ai/model-evaluation/SKILL.md
Versions recorded: 1
Latest version: git:20260804.c3b625a, committed Aug 4, 2026
Size: 4,688 bytes
Repository stars: 2
License: Apache-2.0

Compare models against task quality, safety, cost, latency, and operational constraints. Use for planning, evaluation, governance, or review of model evaluation; do not use as framework-specific or provider-specific implementation guidance.

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

# Model Evaluation

## Purpose

Compare models against task quality, safety, cost, latency, and operational constraints.

## Problem Statement

Model Evaluation decisions often fail when teams optimize one visible concern while leaving ownership, evidence, dependencies, failure behavior, or change cost implicit.

## Core Concepts

- Outcome: the decision or behavior this capability must support.
- Boundary: what is inside scope, outside scope, and owned elsewhere.
- Evidence: requirements, measurements, risks, and uncertainty.
- Contract: inputs, outputs, invariants, and failure conditions.
- Evolution: compatibility, migration, reversibility, and review triggers.

## Engineering Principles

- Begin with explicit outcomes and accountable ownership.
- Match controls and rigor to evidenced impact and risk.
- Keep provider and framework choices outside the universal contract.
- Prefer observable, reversible decisions with clear failure handling.
- Record assumptions, alternatives, and conditions for reconsideration.

## Decision Framework
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add aniruddhadas1/oniroute_swarmagents/model-evaluation@sha256:4c50d6507258a562

The line at the top of this page pins the label git:20260804.c3b625a, 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.

Badge

[![mdr](https://markdownregistry.com/badge/art_c7rckxzyxstc7t76.svg)](https://markdownregistry.com/a/art_c7rckxzyxstc7t76)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Aug 4, 2026.

version	committed	commit	size	audit
git:20260804.c3b625a latest	2026-08-04	c3b625a	4,688 B	A	view

Audit of the latest version

A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.

pass: Frontmatter block present
pass: Frontmatter declares a name
pass: Frontmatter declares a description
pass: Size between 200 bytes and 200 KB (4688 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

GitHub

aniruddhadas1/oniroute_swarmagents · 2 stars · license Apache-2.0 · pushed 2026-09-01 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_c7rckxzyxstc7t76
GET https://markdownregistry.com/api/v1/resolve?ref=aniruddhadas1/oniroute_swarmagents/model-evaluation
GET https://markdownregistry.com/api/v1/blob/4c50d6507258a562765f07c6452a1428b3de4c8c616c6d0cd8173c43d94608db

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.

More from aniruddhadas1/oniroute_swarmagents

AGENTS.md AGENTS.md file

aniruddhadas1/oniroute_swarmagents · AGENTS.md

git:20260804.a38130d · audit A · 2 stars

agent-collaboration SKILL.md skill

aniruddhadas1/oniroute_swarmagents · skills/official/ai/agent-collaboration/SKILL.md · Design multi-agent responsibility, handoff, evidence, and conflict boundaries. Use for planning, evaluation…