hill-climb SKILL.md skillA

hill-climb from skillberry-ai/cap-evolve is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add skillberry-ai/cap-evolve/hill-climb@git:20261012.bf14385

Pins git:20261012.bf14385 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
skillberry-ai/cap-evolve
Path
skills/algorithms/hill-climb/SKILL.md
Versions recorded
5
Latest version
git:20261012.bf14385, committed Oct 12, 2026
First version recorded
Jun 17, 2026
Size
9,899 bytes
Repository stars
66
License
Apache-2.0

Runs a global hill-climb optimization loop where the parent is always the current best candidate and the val significance gate decides acceptance. Use as the algorithm for most runs — the first run on a new project, binary pass/fail scorers, and small task sets. Pick how each iteration's reflection is focused with --focus all (every failing val task), cyclic (one task at a time), or hardest-first (lowest-scoring first). Switch to gepa when rollouts are expensive and per-task feedback is rich…

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 — one loop, three focus schedules

Greedy search over candidates: the parent is always the run's current best, and a
child replaces it only by clearing the val significance gate. The test split is
never touched here — that is `finalize`.

**Requires `baseline` first.** Without `--resume` the loop reads the seed's val
result from `<run-dir>/baseline.json` (`scripts/run.py:121-122`); with no run state
it raises `FileNotFoundError: no run state at .../state.json`. `--resume` instead
reads the current best's val from its stored rollouts, falling back to
`baseline.json` when the run has no best yet (`run.py:118-122`).

## One iteration, end to end

This is the mechanism the other algorithm skills vary; they describe only their
differences and point back here. One iteration is `harness.run_step`
(`core/cap_evolve/harness.py:1409`):

1. **Pick the parent — always the current best** (`harness.py:2224`,
   `run_dir.candidate_dir(run_dir.best_id)`). Copy it to `work/<cand_id>/`; the
   optimizer edits that copy in place, so the parent is never mutated
   (`harness.py:1454-1458`).
2. **Build the prompt.** The parent's val per-task rows are split into
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add skillberry-ai/cap-evolve/hill-climb@sha256:3b9cf4bcd3d77142

The line at the top of this page pins the label git:20261012.bf14385, 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_hq2ehu3rt574d5ku.svg)](https://markdownregistry.com/a/art_hq2ehu3rt574d5ku)

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

Versions

The registry has recorded 5 versions of this file, between Jun 17, 2026 and Oct 12, 2026, about one every 29 days.

versioncommittedcommitsizeaudit
git:20261012.bf14385 latest2026-10-12 bf14385 9,899 BA view · diff
git:20260822.57eed812026-08-22 57eed81 9,232 BA view · diff
git:20260822.ae71aa82026-08-22 ae71aa8 9,188 BA view · diff
git:20260722.5d6d9132026-07-22 5d6d913 3,395 BA view · diff
git:20260617.92b5c652026-06-17 92b5c65 2,780 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 (9899 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

skillberry-ai/cap-evolve · 66 stars · license Apache-2.0 · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_hq2ehu3rt574d5ku
GET https://markdownregistry.com/api/v1/resolve?ref=skillberry-ai/cap-evolve/hill-climb
GET https://markdownregistry.com/api/v1/blob/3b9cf4bcd3d77142451e8581bbbee7d0f55d07a27cded43d57b8438dfd6d83c4

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 skillberry-ai/cap-evolve

CLAUDE.md CLAUDE.md file
skillberry-ai/cap-evolve · CLAUDE.md
git:20261005.6af27e2 · audit A · 66 stars
my_skill SKILL.md skill
skillberry-ai/cap-evolve · examples/tau2_custom/blackbox/seed_capability/my_skill/SKILL.md
git:20260924.bafd81b · audit C · 66 stars
my_skill SKILL.md skill
skillberry-ai/cap-evolve · examples/tau2_sierra_airline/blackbox/seed_capability/my_skill/SKILL.md
git:20261013.01104a5 · audit C · 66 stars
arithmetic-answers SKILL.md skill
skillberry-ai/cap-evolve · examples/toy_skill/seed_capability/SKILL.md · Answers a short arithmetic question with just the number. Use when the user asks to compute a sum, difference, or…
git:20260822.f0fb098 · audit A · 66 stars
llms.txt llms.txt file
skillberry-ai/cap-evolve · llms.txt
git:20260924.bafd81b · audit A · 66 stars
agent-optimize SKILL.md skill
skillberry-ai/cap-evolve · skills/algorithms/agent-optimize/SKILL.md · Free-form optimization algorithm for agent orchestration mode: the conversational agent owns the whole search — reading…
git:20261013.db330d5 · audit A · 66 stars
evograph SKILL.md skill
skillberry-ai/cap-evolve · skills/algorithms/evograph/SKILL.md · Deprecated agent-mode algorithm (evo-graph port): a weakness-graph search that dispatched one solver agent per failure…
git:20260904.802badb · audit A · 66 stars
gepa SKILL.md skill
skillberry-ai/cap-evolve · skills/algorithms/gepa/SKILL.md · Runs the GEPA optimization loop (arXiv:2507.19457) — sample-efficient reflective Pareto search. A cheap train-minibatch…
git:20260822.02a1a1d · audit A · 66 stars
skillopt SKILL.md skill
skillberry-ai/cap-evolve · skills/algorithms/skillopt/SKILL.md · Runs the SkillOpt single-lineage optimization loop, which organizes a hill-climb into epochs over mini-batches of train…
git:20260822.02a1a1d · audit A · 66 stars
mcp-tool SKILL.md skill
skillberry-ai/cap-evolve · skills/capabilities/mcp-tool/SKILL.md · Optimize the tool surface of an EXTERNAL MCP server — one the agent talks to but does not implement. Use when an agent…
git:20260822.10e53e1 · audit A · 66 stars
skill-package SKILL.md skill
skillberry-ai/cap-evolve · skills/capabilities/skill-package/SKILL.md · Optimize an Agent Skill package itself — its SKILL.md (frontmatter + body), its references, and its bundled scripts…
git:20261008.03e3727 · audit A · 66 stars
system-prompt SKILL.md skill
skillberry-ai/cap-evolve · skills/capabilities/system-prompt/SKILL.md · Optimize an agent's system prompt, developer message, or policy text — the instructions that shape its behavior. Use…
git:20261015.ac1f1f4 · audit A · 66 stars

Every file in skillberry-ai/cap-evolve

Browse by kind, by grade A, or by owner.