Official agent skill

Benchmark E2E

by vercel in vercel/vercel-plugin

End-to-end benchmark suite for vercel-plugin. An agent skill from vercel/vercel-plugin.

OfficialCustom licenceAuto-check passedTesting & QA

Install Benchmark E2E

skills CLI
$ npx skills add vercel/vercel-plugin --skill benchmark-e2e -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install vercel/vercel-plugin benchmark-e2e --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/vercel/vercel-plugin.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/benchmark-e2e .claude/skills/benchmark-e2e && rm -rf skills-src

Use ~/.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/

Facts

Skill name
benchmark-e2e
GitHub stars
301
Token cost
~1.3k tokens
SKILL.md length
359 words
Files
1
Skills in repo
38
Repo updated
First seen
Licence
Custom licence

At a glance

End-to-end benchmark suite for vercel-plugin. An agent skill from vercel/vercel-plugin.

  • Works in 4 steps: runner — Creates test dirs, installs… → verify — Detects package manager,… → analyze — Matches JSONL sessions to… → …
  • Tasks that involve End-to-end testing
  • SKILL.md covers Quick Start, Pipeline Stages, Contracts and Overnight Automation Loop, plus 3 more sections
  • Calls bun and claude

What it does

Benchmark E2E is an agent skill from vercel/vercel-plugin, published by the product's own GitHub organization. End-to-end benchmark suite for vercel-plugin. Runs realistic projects through skill injection, launches dev servers, verifies everything works, analyzes conversation logs, and produces an improvement report for overnight self-improvement loops.

Its SKILL.md is about 1.3k 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 Testing & QA, covering End-to-end testing. It works with Vercel. The repository describes itself as: Comprehensive Vercel ecosystem plugin — relational knowledge graph, skills for every major product, specialized agents, and Vercel conventions. Turns any AI agent into a Vercel…

When your agent uses it

  • Tasks that involve End-to-end testing

Example prompts

  • “/benchmark-e2e”

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

  1. runner — Creates test dirs, installs plugin, runs claude --print with VERCEL_PLUGIN_LOG_LEVEL=trace
  2. verify — Detects package manager, launches dev server, polls for 200 with non-empty HTML
  3. analyze — Matches JSONL sessions to projects via run-manifest.json, extracts metrics
  4. report — Generates report.md and report.json with scorecards and recommendations

What it can do on your machine

Read from SKILL.md and the folder at commit 82fa491. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • bun
    • claude

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Benchmark E2E loads about 1.3k tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 359 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~65
When it runs · the whole SKILL.md, loaded when a task matches
~1.3k

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.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated 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.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 359 words (~1,339 tokens).

“Single-command pipeline that creates projects, exercises skill injection via claude --print, launches dev servers, verifies they work, analyzes conversation logs, and generates actionable improvement reports.”

— opening of SKILL.md by vercel, Custom licence
name
benchmark-e2e

Read the full SKILL.md on GitHub

Files

Just SKILL.md in .claude/skills/benchmark-e2e of vercel/vercel-plugin.

Open the folder on GitHubat commit 82fa491

Compare with similar skills

Benchmark E2E 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.

Benchmark E2E compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Benchmark E2E this skillvercel/vercel-plugin301—~1.3kAutomated safety check: PassCustom licence
Frontmcp Guidesagentfront/frontmcp146—~6.3kAutomated safety check: PassApache-2.0
Web Application Testinganthropics/skills180k51 repos~966Automated safety check: PassApache-2.0
OpenHarness End-to-End EvalsHKUDS/OpenHarness16k1 repos~2.1kAutomated safety check: NotesMIT
playwright-cli Browser Automationgithub/gh-aw5.3k23 repos~2.8kAutomated safety check: PassMIT
Write and Verify Playwright Testsappsmithorg/appsmith41k—~2.9kAutomated safety check: NotesApache-2.0

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Works with

Categories

Questions about Benchmark E2E

What does Benchmark E2E do?

End-to-end benchmark suite for vercel-plugin. An agent skill from vercel/vercel-plugin. Benchmark E2E is an agent skill from vercel/vercel-plugin, published by the product's own GitHub organization. End-to-end benchmark suite for vercel-plugin.

When should I use Benchmark E2E?

Benchmark E2E fits situations like: tasks that involve End-to-end testing.

How do I install Benchmark E2E in Claude Code?

Run `npx skills add vercel/vercel-plugin --skill benchmark-e2e -a claude-code`. Or copy the skill folder (.claude/skills/benchmark-e2e in vercel/vercel-plugin) into .claude/skills/benchmark-e2e in your project. Claude Code loads it when a task matches its description.

How do I install Benchmark E2E in Codex?

Run `npx skills add vercel/vercel-plugin --skill benchmark-e2e -a codex`. Or copy the skill folder (.claude/skills/benchmark-e2e in vercel/vercel-plugin) into .agents/skills/benchmark-e2e in your project. Codex loads it when a task matches its description.

Can I use Benchmark E2E in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add vercel/vercel-plugin --skill benchmark-e2e -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/benchmark-e2e, .gemini/skills/benchmark-e2e, .github/skills/benchmark-e2e and .opencode/skills/benchmark-e2e in your project.

What does Benchmark E2E need to run?

Going by SKILL.md and its folder, Benchmark E2E needs the command-line tools its instructions call (bun and claude).

Does Benchmark E2E access the network?

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.

Is Benchmark E2E safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Benchmark E2E use?

Benchmark E2E has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Benchmark E2E use?

About 1.3k tokens (SKILL.md is roughly 5.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Benchmark E2E?

Skills that share tags, products or a category with Benchmark E2E: Frontmcp Guides (agentfront/frontmcp, 146 stars), Web Application Testing (anthropics/skills, 180k stars), OpenHarness End-to-End Evals (HKUDS/OpenHarness, 16k stars) and playwright-cli Browser Automation (github/gh-aw, 5.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Benchmark E2E?

vercel (a GitHub organization, an official publisher) maintains it in vercel/vercel-plugin, which has 301 GitHub stars. The repository holds 38 skills in this directory. The repository was last updated on October 6, 2026.

Source: vercel/vercel-plugin on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.