performance:hill-climb SKILL.md skillA

performance:hill-climb from bendrucker/claude is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add bendrucker/claude/performance:hill-climb@git:20261027.72c2866

Pins git:20261027.72c2866 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
bendrucker/claude
Path
plugins/performance/skills/hill-climb/SKILL.md
Versions recorded
10
Latest version
git:20261027.72c2866, committed Oct 27, 2026
First version recorded
Sep 28, 2026
Size
12,404 bytes
Repository stars
18
License
MIT

Use when asked to hill-climb a program, or to make software faster or leaner (runtime, startup, throughput, memory, bundle size) through repeated measured changes, including resuming a climb from its notes file. For prompts or skills scored by an eval suite, use evals:hill-climb.

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

# Hill Climb

Goal: a program that is measurably better on the metric the user cares about, where every accepted change carries evidence that it beat run-to-run noise, kept behavior identical, and holds on inputs the climb never tuned against. The user stays in the loop at fixed checkpoints and can reconstruct every decision from one notes file.

This skill is the workflow. Load `performance:benchmark` to build the harness and compare arms, and `performance:profile` to find where the time goes. A repo's own benchmark conventions take precedence over the defaults here.

## Arguments

- `<target>`: the program or command to climb. Required.
- `<notes file>`: where the climb log lives. Default: `CLIMB.md` beside the benchmark harness, or `tmp/climb.md` when the repo has no harness directory. When it already exists, resume from it: skip the Frame items its Rules settle, and keep the line under its title that tells a later session to load this skill.

## Frame

Interview the user until each item below is settled and none rests on your assumption:

- Ask in rounds with `AskUserQuestion`, one question per open decision.
- Settle every item before building anything.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add bendrucker/claude/performance:hill-climb@sha256:4bfbba1e62d85b27

The line at the top of this page pins the label git:20261027.72c2866, 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_ab2erasrdtb2tk4w.svg)](https://markdownregistry.com/a/art_ab2erasrdtb2tk4w)

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

Versions

The registry has recorded 10 versions of this file, between Sep 28, 2026 and Oct 27, 2026, about one every 3 days.

versioncommittedcommitsizeaudit
git:20261027.72c2866 latest2026-10-27 72c2866 12,404 BA view · diff
git:20261027.1a0b6ab2026-10-27 1a0b6ab 12,408 BA view · diff
git:20261027.cc755982026-10-27 cc75598 12,469 BA view · diff
git:20261027.e2a14602026-10-27 e2a1460 11,896 BA view · diff
git:20261027.57d83682026-10-27 57d8368 11,271 BA view · diff
git:20261018.24be2242026-10-18 24be224 10,560 BA view · diff
git:20261016.7c36c712026-10-16 7c36c71 10,167 BA view · diff
git:20261016.66632a42026-10-16 66632a4 9,997 BA view · diff
git:20261016.67e26c62026-10-16 67e26c6 9,903 BA view · diff
git:20260928.edc05322026-09-28 edc0532 8,360 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 (12404 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

bendrucker/claude · 18 stars · license MIT · pushed 2026-11-07 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ab2erasrdtb2tk4w
GET https://markdownregistry.com/api/v1/resolve?ref=bendrucker/claude/performance:hill-climb
GET https://markdownregistry.com/api/v1/blob/4bfbba1e62d85b27ea3edf0d23cc243fe3712470162b4e39c866d7e8c5357ff0

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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