agent-benchmarking SKILL.md skillA

agent-benchmarking from akillness/jeo-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add akillness/jeo-skills/agent-benchmarking@git:20260919.9f2a908

Pins git:20260919.9f2a908 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
akillness/jeo-skills
Path
.agent-skills/agent-benchmarking/SKILL.md
Versions recorded
1
Latest version
git:20260919.9f2a908, committed Sep 19, 2026
Size
3,756 bytes
Repository stars
52
License
none declared

Map agent capabilities to standard benchmarks (SWE-bench, WebArena, OSWorld, GAIA, TauBench) plus custom regression packs. Use when you need defensible numbers on agent quality, not just vibes — before shipping, after every model change, and for vendor comparisons.

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

# Agent Benchmarking

## Overview

Vibes don't survive production. This skill picks the right standard benchmark for the agent's domain, builds a custom regression pack from real failures, and wires both into CI so quality is tracked, not assumed.

## When to use

- Choosing or upgrading a base model
- Comparing your agent vs vendor agent
- Catching capability regressions across releases
- Defending agent quality to stakeholders with numbers

## Standard benchmarks (2026)

| Domain | Benchmark | Measures |
|--------|-----------|----------|
| Coding | **SWE-bench Verified** | Real GitHub issue resolution |
| Coding (long) | **SWE-bench Live** | Continuously refreshed issues |
| Web browsing | **WebArena** | Multi-step web tasks |
| Desktop / OS | **OSWorld** | Real desktop apps, multi-modal |
| General assistant | **GAIA** | Tool use, reasoning, multi-modal |
| Tool use | **TauBench** | Multi-turn customer-service simulation |
| Reasoning | **HLE** (Humanity's Last Exam) | Hard graduate-level reasoning |
| Long horizon | **AgentBench** | Composite, multiple env |

Pick by domain, not by leaderboard popularity.

## Custom regression pack
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add akillness/jeo-skills/agent-benchmarking@sha256:175ce9bb14c1390e

The line at the top of this page pins the label git:20260919.9f2a908, 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 badge

[![mdr](https://markdownregistry.com/badge/art_wqnispeyy6isph6m.svg)](https://markdownregistry.com/a/art_wqnispeyy6isph6m)

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

Versions

The registry has recorded 1 version of this file, committed on Sep 19, 2026.

versioncommittedcommitsizeaudit
git:20260919.9f2a908 latest2026-09-19 9f2a908 3,756 BA 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 (3756 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

akillness/jeo-skills · 52 stars · license none declared · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_wqnispeyy6isph6m
GET https://markdownregistry.com/api/v1/resolve?ref=akillness/jeo-skills/agent-benchmarking
GET https://markdownregistry.com/api/v1/blob/175ce9bb14c1390e7db305701e11772fe4e167fa94af09e0f18f5c84030d2d6f

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.

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