bosskuai-eval-driven-agent-improvement SKILL.md skillA

bosskuai-eval-driven-agent-improvement from wankimmy/bossku-superpowers is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add wankimmy/bossku-superpowers/bosskuai-eval-driven-agent-improvement@git:20261013.34130a8

Pins git:20261013.34130a8 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
wankimmy/bossku-superpowers
Path
skills/bosskuai-eval-driven-agent-improvement/SKILL.md
Versions recorded
5
Latest version
git:20261013.34130a8, committed Oct 13, 2026
First version recorded
Jul 16, 2026
Size
6,028 bytes
Repository stars
22
License
MIT

Use when you need agent eval design, routing tests, retrieval tests, LLM quality cases, regression harnesses, scorecards, and continuous agent improvement.

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

# BosskuAI Eval-Driven Agent Improvement

Use this skill to make agent quality **measurable**, so changes to prompts, tools, or models can be judged instead of guessed at.

## How this differs from nearby skills

- **`bosskuai-agent-architecture-audit`**: inspects agent structure for design faults; this skill measures behavior empirically.
- **`bosskuai-agent-introspection`**: debugs one failing run; this skill turns that failure into a permanent test case.
- **`bosskuai-prompt-optimizer`**: improves a prompt; this skill tells you whether the improvement was real.
- **`bosskuai-qa-automation-strategy`**: tests deterministic software; this skill handles nondeterministic output.

## Build the eval set from real failures

The highest-value cases come from runs that actually went wrong. Each recurring failure becomes a small, named case with a fixed input and a checkable expectation. An eval suite written from imagination tests what you already knew.

## Separate eval types

Aggregating everything into one score hides which layer broke.

- **Routing**: did the right skill, tool, or agent get selected?
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add wankimmy/bossku-superpowers/bosskuai-eval-driven-agent-improvement@sha256:f0cddbcfa2c2183f

The line at the top of this page pins the label git:20261013.34130a8, 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_dujzzuuhzni74snu.svg)](https://markdownregistry.com/a/art_dujzzuuhzni74snu)

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

Versions

The registry has recorded 5 versions of this file, between Jul 16, 2026 and Oct 13, 2026, about one every 22 days.

versioncommittedcommitsizeaudit
git:20261013.34130a8 latest2026-10-13 34130a8 6,028 BA view · diff
git:20261012.17c68032026-10-12 17c6803 4,441 BA view · diff
git:20261010.cd731692026-10-10 cd73169 3,498 BA view · diff
git:20260813.53fd4ac2026-08-13 53fd4ac 3,493 BA view · diff
git:20260716.6355db62026-07-16 6355db6 1,717 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 (6028 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

wankimmy/bossku-superpowers · 22 stars · license MIT · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_dujzzuuhzni74snu
GET https://markdownregistry.com/api/v1/resolve?ref=wankimmy/bossku-superpowers/bosskuai-eval-driven-agent-improvement
GET https://markdownregistry.com/api/v1/blob/f0cddbcfa2c2183f9b5e6bd6a5b6448961c6ee515b8d3f89a2eea5816a9312c4

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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