Agent skill · Security

harness-gepa

Inspect and audit GEPA genomes via the `@metaharness/darwin/gepa` library entry (darwin 0.8.0) — load/validate a genome (default: the shipped cand-6 promotion), render the system prompt a genome compiles to, or classify failure modes in a run transcript. The `gepaOptimize` loop itself is library-only (bring your own evaluator) and not surfaced here — use `harness-evolve` for sandbox-scored evolution. Degrades gracefully when @metaharness/darwin is absent.

rUv71,307★ · +1,002/wk · 3 repos on radarProfile →
claude-codecodexcan modify filesMIT
Install
npx skills add ruvnet/ruflo --skill harness-gepa --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 1
SKILL.md size: 3 KB
Bundled scripts: none
Allowed tools: Bash
Path: plugins/ruflo-metaharness/skills/harness-gepa/SKILL.md
Open the folder on GitHub →
Where it comes from
Source: ruvnet/ruflo
Stars: 67,015 · +629 this week
Language: TypeScript
Read our review of the source →

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

Surfaces the GEPA (genetic-evolution prompt-adaptation) *library* exports from `@metaharness/darwin/gepa`. Unlike the other skills in this plugin there is no CLI binary behind this — the script dynamic-imports the library (local resolution first, versioned cache install as fallback) and calls the subprocess-safe subset. ## When to use - **Adopting an evolved policy**: `--op render` shows the actual system prompt a genome compiles to — read THAT, not the raw JSON, before wiring a genome into a harness. - **Auditing a promotion**: `--op genome` loads + validates the shipped cand-6 genome (first holdout-confirmed cheap-tier promotion; provenance ships in the package) or any genome file you point at. - **CI gate on genome edits**: `--op validate --alert-on-invalid` exits 1 on structural errors. - **Debugging a bad run**: `--op analyze --transcript run.json` classifies failure modes (GEPA's failure-class taxonomy) from a transcript array. ## What is deliberately NOT here `gepaOptimize` — the optimization loop takes an in-process `evaluate(candidate)` callback ("bring your own evaluator") that cannot cross a subprocess boundary. Two supported paths instead: 1. **Library consumers**: `imp

What's inside
Steps it walks through
  1. When to use
  2. What is deliberately NOT here
  3. Algorithm
  4. Examples
  5. Exit codes
Commands it runs
node scripts/gepa.mjs --op genome                          # cand-6 + validation
node scripts/gepa.mjs --op render | jq -r .system         # what does cand-6 SAY?
node scripts/gepa.mjs --op validate --path my-genome.json --alert-on-invalid
node scripts/gepa.mjs --op analyze --transcript run.json
More from ruflo
All skills →
About this skill
What does the harness-gepa skill do?

Inspect and audit GEPA genomes via the `@metaharness/darwin/gepa` library entry (darwin 0.8.0) — load/validate a genome (default: the shipped cand-6 promotion), render the system prompt a genome compiles to, or classify failure modes in a run transcript. The `gepaOptimize` loop itself is library-only (bring your own evaluator) and not surfaced here — use `harness-evolve` for sandbox-scored evolution. Degrades gracefully when @metaharness/darwin is absent.

How do I install it?

Run `npx skills add ruvnet/ruflo --skill harness-gepa --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From ruvnet/ruflo, a repository with 67,015 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

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