Repo Genome
ruvnet/metaharness
7-section readiness scorecard for a LOCAL repo. An agent skill from ruvnet/metaharness.
Run @metaharness/darwin evolve <repo to mutate a harness's seven policy surfaces (planner/contextBuilder/reviewer/retryPolicy/toolPolicy/memoryPolicy/scorePolicy), sandbox-score each variant, and…
$ npx skills add ruvnet/ruflo --skill harness-evolve -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ruvnet/ruflo harness-evolve --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/ruflo-metaharness/skills/harness-evolve .claude/skills/harness-evolve && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "harness-evolve" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-metaharness/skills/harness-evolve into .claude/skills/harness-evolve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "harness-evolve", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-metaharness/skills/harness-evolveType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add ruvnet/ruflo --skill harness-evolve -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ruvnet/ruflo harness-evolve --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/ruflo-metaharness/skills/harness-evolve .agents/skills/harness-evolve && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "harness-evolve" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-metaharness/skills/harness-evolve into .agents/skills/harness-evolve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "harness-evolve", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ruvnet/ruflo --skill harness-evolve -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ruvnet/ruflo harness-evolve --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/ruflo-metaharness/skills/harness-evolve .cursor/skills/harness-evolve && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "harness-evolve" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-metaharness/skills/harness-evolve into .cursor/skills/harness-evolve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "harness-evolve", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/ruvnet/ruflo.git --path plugins/ruflo-metaharness/skills/harness-evolve--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add ruvnet/ruflo --skill harness-evolve -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ruvnet/ruflo harness-evolve --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/ruflo-metaharness/skills/harness-evolve .gemini/skills/harness-evolve && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "harness-evolve" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-metaharness/skills/harness-evolve into .gemini/skills/harness-evolve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "harness-evolve", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install ruvnet/ruflo harness-evolveInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add ruvnet/ruflo --skill harness-evolve -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/ruflo-metaharness/skills/harness-evolve .github/skills/harness-evolve && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "harness-evolve" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-metaharness/skills/harness-evolve into .github/skills/harness-evolve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "harness-evolve", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ruvnet/ruflo --skill harness-evolve -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ruvnet/ruflo harness-evolve --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/ruflo-metaharness/skills/harness-evolve .opencode/skills/harness-evolve && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "harness-evolve" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-metaharness/skills/harness-evolve into .opencode/skills/harness-evolve/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "harness-evolve", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
harness-evolveRun @metaharness/darwin evolve <repo to mutate a harness's seven policy surfaces (planner/contextBuilder/reviewer/retryPolicy/toolPolicy/memoryPolicy/scorePolicy), sandbox-score each variant, and…
Harness Evolve is an agent skill from ruvnet/ruflo. Run @metaharness/darwin evolve <repo to mutate a harness's seven policy surfaces (planner/contextBuilder/reviewer/retryPolicy/toolPolicy/memoryPolicy/scorePolicy), sandbox-score each variant, and promote only measured wins. The model is frozen; the harness evolves. Closes the loop ADR-150 opens (score+genome describe; evolve changes). Degrades gracefully when @metaharness/darwin is absent (ADR-150 + ADR-153 architectural constraints).
Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Development, covering Architecture decision records and Bioinformatics. The repository describes itself as: 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory…. The licence is MIT.
6 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit de590e1. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
BashFrom allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are json).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Harness Evolve loads about 1.6k tokens when it runs. Until then it costs about 114 tokens; SKILL.md has 601 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check noted patterns worth knowing about, such as sudo or a known installer.
allowed-tools: BashAutomated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from ruvnet/ruflo at commit de590e1, republished under its MIT licence (© ruvnet). 601 words, ~1,578 tokens.
.claude/skills/harness-evolve/SKILL.md (or your agent's skills folder).Surfaces the upstream metaharness-darwin evolve CLI as a ruflo skill. The
write layer that pairs with ADR-150's read layer (score / genome /
mcp-scan / threat-model / oia-audit). Use when you have a harness whose
readiness scores are flat and you want to discover which surface mutation
moves them — without retraining the foundation model.
harness-score result is below target and you don't know which policy
surface is responsible.Implementation: scripts/evolve.mjs.
--repo exists, caps on --generations ≤ 50, --children
≤ 20, --concurrency ≤ 8, sandbox/selection/mutator are known values).--confirm: print plan + exit 0 (mirrors harness-mint safety
convention; defense in depth over the upstream safety.ts checks).--confirm: run metaharness-darwin evolve <repo> ... from the installed
@metaharness/darwin (pin in _darwin.mjs; one-time ~/.ruflo/darwin-cache-<pin>
install only if no installed copy qualifies — never npx) via the shared
_darwin.mjs async helper. Per-generation progress is
forwarded to stderr; final champion JSON is captured from stdout.generations × children × per-variant (per-variant
≈ 60s real, ≈ 2s mock). Caller may override with --timeout-ms.inspectVariant
for secrets / shell-out / network / dynamic-eval). See ADR-153 §"Safety model".--alert-on-no-improvement: exit 1 when champion ≤ parent.| Surface | What it owns |
|---|---|
planner | task decomposition / step ordering |
contextBuilder | what gets fed into the prompt |
reviewer | self-critique / output verification |
retryPolicy | when + how to retry on failure |
toolPolicy | which tools the agent may use, under which conditions |
memoryPolicy | what to persist, recall, forget |
scorePolicy | how the agent grades its own output |
One mutation per variant. Multi-surface mutations are not allowed (causal attribution stays clean).
Reports land under <repo>/.metaharness/:
.metaharness/
archive.json # full lineage tree (sampling next gen draws from this)
lineage.json # parent→child edges only
variants/<id>/ # per-variant code (kept for audit)
runs/<id>/ # per-variant sandbox test output
reports/winner.json # final champion + score delta vs parentSkill stdout = JSON {success, data: {champion, plan, durationMs, improved}}
(plus data.diagnosis when --diagnose is passed — see below).
--diagnose)GEPA's key trick is natural-language failure diagnosis from execution traces
feeding the next mutation — not just scalar fitness. --diagnose adds a
modest slice of that: after the evolution completes, the losing / failed
variants' transcripts are run through darwin's GEPA library ops
(analyzeTranscript + classifyFailure, via the shared importGepa
resolver in scripts/_darwin.mjs) and a diagnosis section is appended to
the emitted JSON:
"diagnosis": {
"available": true,
"scope": "losing-variants",
"variants": [
{ "id": "g1_v0", "transcripts": 2,
"failureClasses": { "exploration-loop": 1, "edit-mechanics": 1 },
"dominantClass": "exploration-loop" }
],
"totals": { "exploration-loop": 1, "edit-mechanics": 1 }
}Upstream shape caveats (verified against @metaharness/darwin@0.8.0):
metaharness-darwin evolve --json prints a TEXT leaderboard — the stdout
carries no JSON and no transcripts. Per-variant run records live at
<repo>/.metaharness/runs/<id>.json.{taskId, exitCode, stdout, stderr}), which are NOT GEPA {actionRaw, obs} transcripts. Diagnosis
therefore uses GEPA-shaped transcripts when a run record embeds them
(agent sandbox / future upstream), falls back to the champion's transcript,
and otherwise emits diagnosis: {available: false, reason, traceSummary}
where traceSummary is a mechanical per-variant tally (tasks / failed /
timedOut / blockedActions).--diagnose NEVER fails the run — any internal error degrades to
{available: false, reason: "diagnosis-failed: ..."}.| Code | Meaning |
|---|---|
| 0 | Evolved OK, or dry-run, or degraded (Darwin absent) |
| 1 | --alert-on-no-improvement and champion did not beat parent |
| 2 | Config error or evolution infrastructure failure |
| 99 | Upstream "safety-disqualified" (PROPAGATED, not remapped) |
When @metaharness/darwin is not installed, the script emits
{degraded: true, reason: 'metaharness-darwin-not-available', hint: ...}
and exits 0. ruflo continues to function. CI's
no-metaharness-smoke.yml-style job asserts this path.
© ruvnet, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in plugins/ruflo-metaharness/skills/harness-evolve of ruvnet/ruflo.
Open the folder on GitHubat commit de590e1
Harness Evolve next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Harness Evolve this skillruvnet/ruflo | 74k | — | ~1.6k | Automated safety check: Notes | MIT | |
| Repo Genomeruvnet/metaharness | 688 | — | ~772 | Automated safety check: Pass | MIT | |
| PR Design DocOpenHands/OpenHands | 90k | — | ~2.4k | Automated safety check: Pass | MIT | |
| Cto AdvisorIbrahim-3d/orchestrator-supaconductor | 380 | 4 repos | ~2.4k | Automated safety check: Pass | MIT | |
| Improve Codebase Architectureywwynm/EverythingDone | 144 | 15 repos | ~1.3k | Automated safety check: Pass | GPL-3.0 | |
| Domain Modelingbrim-borium/spotify_sdk | 166 | 5 repos | ~806 | Automated safety check: Pass | Apache-2.0 |
ruvnet/metaharness
7-section readiness scorecard for a LOCAL repo. An agent skill from ruvnet/metaharness.
OpenHands/OpenHands
For a non-trivial pull request, write a self-contained HTML design doc under the temporary .pr/ directory and link a visibility-appropriate preview in the PR description, so maintainers grasp the…
Ibrahim-3d/orchestrator-supaconductor
Technical leadership guidance for engineering teams, architecture decisions, and technology strategy.
ywwynm/EverythingDone
Find deepening opportunities in a codebase, informed by the domain language in CONTEXT.md and the decisions in docs/adr/.
brim-borium/spotify_sdk
Build and sharpen a project's domain model. An agent skill from brim-borium/spotify_sdk.
SpillwaveSolutions/design-doc-mermaid
Create Mermaid diagrams (flowchart, sequence, class, ER, state, C4, architecture) from text or source code.
ruvnet/ruflo
Stores, searches, and retrieves successful patterns with HNSW-indexed semantic search so agents can reuse past solutions instead of relearning them.
ruvnet/ruflo
Runs claude-flow CLI security scans for input validation, path traversal, SQL injection, XSS, hardcoded secrets and known CVEs, and writes an audit report.
ruvnet/ruflo
Applies the SPARC method (specification, pseudocode, architecture, refinement, completion) with 17 specialized modes and multi-agent orchestration, from research to deployment.
ruvnet/ruflo
Coordinates a hierarchical swarm of specialized agents through the claude-flow CLI for work that spans several files or modules at once.
ruvnet/ruflo
Sets up and drives Ruflo, an npm-installed orchestration layer for multi-agent swarms, persistent memory, routing, hooks and its MCP tool catalog.
ruvnet/ruflo
Reference for spawning, listing, monitoring and stopping agents with claude-flow commands, with agent type families, routing codes and coordination tips.
Categories
Run @metaharness/darwin evolve <repo to mutate a harness's seven policy surfaces (planner/contextBuilder/reviewer/retryPolicy/toolPolicy/memoryPolicy/scorePolicy), sandbox-score each variant, and…. Harness Evolve is an agent skill from ruvnet/ruflo. Run @metaharness/darwin evolve <repo to mutate a harness's seven policy surfaces (planner/contextBuilder/reviewer/retryPolicy/toolPolicy/memoryPolicy/scorePolicy), sandbox-score each variant, and promote only measured wins.
Harness Evolve fits situations like: tasks that involve Architecture decision records; tasks that involve Bioinformatics.
Run `npx skills add ruvnet/ruflo --skill harness-evolve -a claude-code`. Or copy the skill folder (plugins/ruflo-metaharness/skills/harness-evolve in ruvnet/ruflo) into .claude/skills/harness-evolve in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ruvnet/ruflo --skill harness-evolve -a codex`. Or copy the skill folder (plugins/ruflo-metaharness/skills/harness-evolve in ruvnet/ruflo) into .agents/skills/harness-evolve in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ruvnet/ruflo --skill harness-evolve -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/harness-evolve, .gemini/skills/harness-evolve, .github/skills/harness-evolve and .opencode/skills/harness-evolve in your project.
SKILL.md names no scripts, command-line tools or credentials: Harness Evolve is instructions for the agent only. Its frontmatter pre-approves these tools: Bash.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Harness Evolve is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.6k tokens (SKILL.md is roughly 6.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Harness Evolve: Repo Genome (ruvnet/metaharness, 688 stars), PR Design Doc (OpenHands/OpenHands, 90k stars), Cto Advisor (Ibrahim-3d/orchestrator-supaconductor, 380 stars) and Improve Codebase Architecture (ywwynm/EverythingDone, 144 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ruvnet (a GitHub user) maintains it in ruvnet/ruflo, which has 74,012 GitHub stars. The repository holds 264 skills in this directory. The repository was last updated on October 7, 2026.
Source: ruvnet/ruflo on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.