Agent skill

E2E

by AgentsMesh in AgentsMesh/AgentsMesh

Selects and runs the appropriate AgentsMesh end-to-end suite for Web, Desktop, MCP, or iOS, including worktree-specific environment setup and browser-level verification.

Custom licenceAuto-check: notesTesting & QA

Install E2E

skills CLI
$ npx skills add AgentsMesh/AgentsMesh --skill e2e -a claude-code

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

GitHub CLI
$ gh skill install AgentsMesh/AgentsMesh 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/AgentsMesh/AgentsMesh.git skills-src && mkdir -p .claude/skills && cp -r skills-src/agents/skills/e2e .claude/skills/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
e2e
GitHub stars
2.4k
Token cost
~629 tokens
SKILL.md length
305 words
Files
3 (incl. references)
Skills in repo
5
Repo updated
First seen
Licence
Custom licence

At a glance

Selects and runs the appropriate AgentsMesh end-to-end suite for Web, Desktop, MCP, or iOS, including worktree-specific environment setup and browser-level verification.

  • Works in 8 steps: Inspect the requested behavior and… → Select the suite from… → Reuse a healthy existing stack.… → …
  • A change needs E2E coverage
  • SKILL.md covers Invariants, Workflow and Result
  • Calls bazel

What it does

E2E is an agent skill from AgentsMesh/AgentsMesh. Selects and runs the appropriate AgentsMesh end-to-end suite for Web, Desktop, MCP, or iOS, including worktree-specific environment setup and browser-level verification. Use when a change needs E2E coverage, a user asks to execute or diagnose an E2E test, or a cross-service workflow must be verified against the real development stack.

Its SKILL.md is about 630 tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/connect-rpc.md` and `references/test-matrix.md`).

It sits in Testing & QA, covering End-to-end testing and Git worktrees. It works with Model Context Protocol and iOS. The repository describes itself as: The AI Agent Workforce Platform. Run a hundred AI coding agents across your own machines — schedule, isolate, and steer them all from one console.

When your agent uses it

  • A change needs E2E coverage
  • A user asks to execute
  • Diagnose an E2E test
  • A cross-service workflow must be verified against the real development stack

Example prompts

  • “Use the e2e skill to select and runs the appropriate AgentsMesh end-to-end suite for Web, Desktop, MCP, or iOS, including worktree-specific…”
  • “/e2e”

Workflow steps

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

  1. Inspect the requested behavior and changed files.
  2. Select the suite from references/test-matrix.md. Read the selected target's
  3. Reuse a healthy existing stack. Otherwise start //deploy/dev:up for Web
  4. Load deploy/dev/.env with automatic export enabled so Bazel can forward the
  5. Run the narrowest relevant spec or test filter first. If it passes, run the
  6. For UI behavior, inspect the rendered state and interaction result through
  7. On failure, report the failing assertion and inspect the applicable service
  8. Clean the stack with bazel run //deploy/dev:clean only when this workflow

What it can do on your machine

Read from SKILL.md and the folder at commit d38e393. 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:

    • bazel

    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

E2E loads about 629 tokens when it runs, and up to ~1.7k if it reads all its reference files. Until then it costs about 85 tokens; SKILL.md has 305 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~85
When it runs · the whole SKILL.md, loaded when a task matches
~629
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.7k

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: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NoteMentions a .env fileSKILL.md:18
    current worktree's generated `deploy/dev/.env`; never assume fixed
  • NoteMentions a .env fileSKILL.md:36
    4. Load `deploy/dev/.env` with automatic export enabled so Bazel can forward the
  • NoteMentions a .env fileSKILL.md:41
    source deploy/dev/.env

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 305 words (~629 tokens).

“Run the smallest real end-to-end test that proves the requested behavior, then expand coverage in proportion to the change.”

— opening of SKILL.md by AgentsMesh, Custom licence
name
e2e

Read the full SKILL.md on GitHub

Files

SKILL.md and 2 other files (references) in agents/skills/e2e of AgentsMesh/AgentsMesh.

  • SKILL.md
  • references/connect-rpc.md
  • references/test-matrix.md

Open the folder on GitHubat commit d38e393

Compare with similar skills

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.

E2E compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
E2E this skillAgentsMesh/AgentsMesh2.4k—~629Automated safety check: NotesCustom licence
Acceptance Evidence for Deliverieslobehub/lobehub83k—~9.7kAutomated safety check: PassApache-2.0
Qwen Code E2E TestingQwenLM/qwen-code28k—~2.1kAutomated safety check: PassApache-2.0
Engine E2Ewix/react-native-navigation13k—~1.1kAutomated safety check: PassMIT
E2Ekortix-ai/suna20k—~2.3kAutomated safety check: PassCustom licence
E2Egronxb/hot-updater1.8k—~1.6kAutomated safety check: PassCustom licence

Similar skills

  • Verifies a delivery end to end by driving the real product on a CLI, web, desktop or iOS Simulator surface, capturing evidence and publishing a round with the lh CLI.

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  • Engine E2E

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  • E2E

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More from AgentsMesh/AgentsMesh

  • Worktree

    AgentsMesh/AgentsMesh

    Creates or reuses an isolated AgentsMesh Git worktree from a verified base branch, preserves existing changes, and optionally starts the worktree-scoped development environment.

    2.4k GitHub stars~553 tokensUpdated 14 days ago
    Auto-check: notes
  • Gh Merge

    AgentsMesh/AgentsMesh

    Completes the AgentsMesh GitHub pull-request workflow: commits scoped changes, rebases on the authoritative GitHub branch, opens or reuses a PR, monitors required checks, fixes failures, and merges…

    2.4k GitHub stars~715 tokensUpdated 14 days ago
    Auto-check passed
  • GitHub GitLab Mirror

    AgentsMesh/AgentsMesh

    Audits or synchronizes the authoritative GitHub main branch to the internal GitLab mirror without importing GitLab-only history back into GitHub.

    2.4k GitHub stars~707 tokensUpdated 14 days ago
    Auto-check passed
  • Arch Check

    AgentsMesh/AgentsMesh

    架构与实现审查 —— 基于「概念建模 → 职责划分 → 机制/策略分离 → 因果与不变量 → 属性建模 → 模块化 → SOLID → GRASP → YAGNI」的全维度审查,带置信度门控与假阳性抑制(对抗"过度工程建议"这类 AI slop)。触发于:要求 review/审查架构、检查目录结构/依赖关系/职责划分、重构前评估、技术债盘点、判断是否过度设计,或问「这个设计合理吗 / 该怎么拆…

    2.4k GitHub stars~1.2k tokensUpdated 14 days ago
    Auto-check passed

Categories

Questions about E2E

What does E2E do?

Selects and runs the appropriate AgentsMesh end-to-end suite for Web, Desktop, MCP, or iOS, including worktree-specific environment setup and browser-level verification. E2E is an agent skill from AgentsMesh/AgentsMesh. Selects and runs the appropriate AgentsMesh end-to-end suite for Web, Desktop, MCP, or iOS, including worktree-specific environment setup and browser-level verification.

When should I use E2E?

E2E fits situations like: A change needs E2E coverage; A user asks to execute; diagnose an E2E test; A cross-service workflow must be verified against the real development stack.

How do I install E2E in Claude Code?

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

How do I install E2E in Codex?

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

Can I use 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 AgentsMesh/AgentsMesh --skill 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/e2e, .gemini/skills/e2e, .github/skills/e2e and .opencode/skills/e2e in your project.

What does E2E need to run?

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

Does 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 E2E safe to install?

Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does E2E use?

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 E2E use?

About 629 tokens (SKILL.md is roughly 2.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.1k tokens, read only when the agent opens those files.

What are the alternatives to E2E?

Skills that share tags, products or a category with E2E: Acceptance Evidence for Deliveries (lobehub/lobehub, 83k stars), Qwen Code E2E Testing (QwenLM/qwen-code, 28k stars), Engine E2E (wix/react-native-navigation, 13k stars) and E2E (kortix-ai/suna, 20k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains E2E?

AgentsMesh (a GitHub organization) maintains it in AgentsMesh/AgentsMesh, which has 2,362 GitHub stars. The repository holds 5 skills in this directory. The repository was last updated on September 23, 2026.

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