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/add-benchmark

Add a new benchmark task to the bench-swe pipeline from a real GitHub bug-fix. The human provides the GitHub issue or PR URL; the agent handles extraction, validation, and file creation.

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lumen
2433 skills2 agents2 hooks
Install
$ npx -y skills add ory/lumen --skill add-benchmark --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/add-benchmark

Context preview

The summary Claude sees to decide when to auto-load this skill.

Add a new benchmark task to the bench-swe pipeline from a real GitHub bug-fix. The human provides the GitHub issue or PR URL; the agent handles extraction, validation, and file creation.

SKILL.md

add-benchmark.SKILL.md
name: add-benchmark
description:
  Add a new SWE benchmark task from a real GitHub bug-fix. Use when the user
  provides a GitHub issue or PR URL and wants to add it to the bench-swe
  pipeline.
argument-hint: <github-issue-or-pr-url> <language>
disable-model-invocation: true

Add SWE Benchmark

Add a new benchmark task to the bench-swe pipeline from a real GitHub bug-fix. The human provides the GitHub issue or PR URL; the agent handles extraction, validation, and file creation.

Arguments

  • **url** (required): GitHub issue or PR URL (e.g.

`https://github.com/gorilla/mux/issues/534` or `https://github.com/gorilla/mux/pull/585`)

  • **language** (required): One of: go, python, typescript, javascript, rust,

ruby, java, c, cpp, php, csharp

Repository selection criteria

Good benchmark repos are **focused libraries with a clear bug** — not large applications. Before submitting a URL, prefer repos that are:

  • **Size**: < 50 MB and < 800 source files (excludes vendor/node_modules)
  • **Dependencies**: < 50 direct dependencies (go.mod, package.json, etc.)
  • **Scope**: a library or small service, not a monorepo or full application

The agent will reject repos that exceed these limits.

Steps

1. Dispatch the `task-curator` agent with the provided arguments. The agent will:

  • Validate inputs (URL, language)
  • Check repository size and dependency count (rejects oversized repos)
  • Resolve the fix PR (from issue or directly)
  • Clone the repo, extract base/fix commits, and generate the gold patch
  • Determine the test command from repo conventions
  • Write task JSON to `bench-swe/tasks/{language}/` and patch to

`bench-swe/patches/`

  • Run 5 inline verification checks (patch applies, files match, no leaks,

schema completeness, no test files in patch)

  • Fix any issues found during verification

2. Report the result including:

  • Task ID, repo, issue URL
  • Files and lines changed
  • Verification table
Read more
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Repo: ory/lumen