Home / akillness / jeo-skills · .agent-skills/agent-benchmarking/SKILL.md · GitHub

agent-benchmarking skillA

agent-benchmarking is agent-read markdown (skill) from akillness/jeo-skills: 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..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns 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

Latest version
mdr add akillness/jeo-skills/agent-benchmarking@git:20260919.9f2a908
Exact content
mdr add akillness/jeo-skills/agent-benchmarking@sha256:175ce9bb14c1390e

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

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Versions

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

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 · 47 stars · license none · pushed 2026-09-22 · 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 agent 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.

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