Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/seed-forge/harness-ai-kit/devlab-test-onboardnpx skills add seed-forge/harness-ai-kit --skill devlab-test-onboardgit clone --depth 1 https://github.com/seed-forge/harness-ai-kitWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/seed-forge/harness-ai-kit/devlab-test-onboard)<a href="https://agentmods.dev/skills/seed-forge/harness-ai-kit/devlab-test-onboard"><img src="https://agentmods.dev/badge/skills/seed-forge/harness-ai-kit/devlab-test-onboard.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00075 | $0.02521 |
| Opus 5 | $0.00037 | $0.01260 |
| Sonnet 5 | $0.00015 | $0.00504 |
| Haiku 4.5 | $0.00007 | $0.00252 |
Grade A, and why
devlab-test-onboard scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 250 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AI 驱动的分层测试体系 — 智能编排与路由
这是企业级测试技能体系的顶层编排入口。
根据项目特征自动识别测试需求类型，智能路由到对应的子技能执行。支持前端 E2E、后端 API、全栈集成等多种场景。
核心职责：
- ✅ 项目测试场景智能识别
- ✅ 子技能推荐与编排
- ✅ 测试数据服务依赖诊断
- ✅ 专家知识库关联检索
触发条件
当用户提到以下关键词时触发此 Skill：
- "初始化测试" / "test onboarding"
- "配置自动化测试" / "setup test suite"
- "新项目接入测试" / "project test integration"
- "Playwright/Vitest/API 测试"
场景识别矩阵
收到任务后，首先识别项目特征并路由到对应子技能：
| 项目特征 | 检测依据 | 推荐子技能 | 辅助资产 |
|---|---|---|---|
| Vue/React 前端 | vite.config.ts, package.json(react/vue) |
devlab-web-test-e2e |
@playwright/test |
| 纯 API 后端 | openapi.yaml, swagger.json, k8s/ |
devlab-srv-test-api |
supertest, jest |
| 全栈应用 | 同时有前端 + 后端特征 | devlab-integration-fullstack |
@playwright/test + supertest |
| 单体后端 | pom.xml(java), requirements.txt(python) |
devlab-srv-test-api |
pytest, jest |
| 微服务集群 | docker-compose.yml(多服务) |
devlab-integration-fullstack |
testcontainers, mock-server |
| 性能/容量需求 | 用户提“压测/性能测试/容量验证/性能门禁”；仓库有 tests/perf/ 或 .jmx |
devlab-app-test-perf |
grafana/k6（代码化）/ MeterSphere（平台化） |
| AI Agent / LLM 应用 | 仓库含 agent/llm 目录、LLM SDK 依赖（openai/langchain/llamaindex/dify）、golden-sessions/ 或评测集目录 |
devlab-eval-driven-agent |
evalctl + Langfuse |
注 1：性能测试与上方功能档正交——功能测试答“对不对”，性能测试答“够不够快/撑不撑得住”，可与任一功能档并行接入。
注 2：AI Agent / LLM 应用走 agent 评测域（devlab-eval-driven-agent，L0-L4 分层：确定性单测/轨迹评测/输出评测/生产回归/安全成本护栏），与上方传统测试正交——Agent 测试测轨迹/输出/安全，传统测试测接口/UI/集成，两者可并行接入。
执行流程图
用户请求 → 扫描项目特征 → 场景识别 → 子技能路由 → 安装建议 → 用户确认 → 执行初始化
↓ ↓ ↓
触发词匹配 Vue/React/API/Fullstack devlab-test-onboard
子技能说明
1. devlab-web-test-e2e (Web E2E 测试)
职责：专门处理浏览器端端到端测试能力。
功能范围：
- Playwright 测试代码生成
- Vue/React 组件交互测试
- 视觉回归测试
- 前端性能指标采集
- Flaky test 检测与治理
推荐 CLI：
npm install -D @playwright/test vitest
npx playwright init-agents --loop=claude
参考文档：
What ships with it
4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 5d ago First seen · 250 lines · 75 tokens per session scan A 649ae8bc3211
devlab-test-onboard is a skill published in the GitHub repository seed-forge/harness-ai-kit (22 stars, last pushed 4d ago), licensed Apache-2.0. It adds 75 tokens to every session and 2,521 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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audit-accessibility
Automated WCAG 2.2 accessibility audit using playwright-cli to crawl every page, inject axe-core via eval, test keyboard navigation, check color contrast, ARIA labels, and heading order. Use when "audit accessibility", "check a11y", "WCAG audit", "check keyboard nav", or "test screen reader".
audit-realworld
Read-only full-stack conformance audit against RealWorld ("Conduit"): formal API spec, shared E2E suite, and closest-stack reference. Use when "audit against RealWorld", "Conduit conformance", or "is my full-stack app complete?". General user journeys → audit-ux-journeys.
deploy-verify
Post-deploy smoke test across browser, Sentry, Supabase, Langfuse, and the public web. Use when "verify deploy", "smoke test production", "post-release check", or "ship or rollback". Deploy + observation loop → workflow-ship-and-observe. npm package release → deploy-npm.