
The AI coding agent that turns ideas into shipped software
Shiplight AI records 33,676 monthly visits with -8.2% month-over-month growth and Contact for Pricing pricing. Toolbar records 485 monthly visits with +438.9% growth and Freemium pricing.

Repeatable browser QA for teams that ship with coding agents
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | shiplight.ai | usetool.bar |
| Pricing Model | Contact for Pricing | Freemium |
| Monthly Visits | 33.68K (33,676) | 485 (485) |
| MoM Traffic Delta | -3.02K (-8.2%) | +395 (+438.9%) |
| Primary Market & Share | 🇻🇳 Vietnam (20%) | 🌐 Global (—) |
| Direct Visits / mo | 13.84K | 209 |
| User Rating | 4.3 | 4.2 |
| Supported Platforms | Website | Website |

Agent-native end-to-end testing that maintains itself
Install Shiplight into Claude Code, Cursor, Codex, VS Code or Antigravity so your agent can drive a real browser and author tests.
Tests describe user intent in plain-language YAML committed to your repo, reviewable in pull requests and editable in a local debugger.
Stale locators are re-read and re-resolved with AI mid-run, so intended changes heal automatically while real bugs still fail.
The same test file runs locally, on Shiplight-hosted CI runners, or on your own infrastructure, with results posted to the PR.

Repeatable browser QA for teams that ship with coding agents
Connect your own AI coding agent over MCP and let it investigate the app, write Playwright actions, locators, and assertions, then validate the test through Toolbar before saving.
Validated tests and shared helpers are stored with full version history, so you can trace which test version actually failed and refine coverage over time.
Execute tests on demand, on a recurring schedule, when a Vercel preview is ready, or after merged changes reach a deployment.
Open any failed run to review recorded steps, screenshots, and Playwright traces, then hand that evidence to your agent for root-cause investigation.

The AI coding agent that turns ideas into shipped software
GenAI-native end-to-end QA agent that plans, writes and heals tests in plain language

An extendable launcher that puts your tools, AI, and automations one keystroke away
An extendable launcher that puts your tools, AI, and automations one keystroke away

AI-powered terminal and agentic software factory for development teams

Free / Open-sourceProject management that turns coding agents into real teammates
Free / Open-sourceProject management that turns coding agents into real teammates

Ship with confidence: one system of record for manual, automated, and CI tests
AI-augmented quality platform for web, mobile, API and desktop testing
Agentic end-to-end testing that writes, runs and heals your test suite
Agentic end-to-end testing that writes, runs and heals your test suite

Write end-to-end test automation in plain English, no code required
Write end-to-end test automation in plain English, no code required

No-code AI web scraping that builds, runs, and repairs its own bots
No-code AI web scraping that builds, runs, and repairs its own bots
Agentic AI QA engineer for web, iOS, and Android testing
Agentic AI QA engineer for web, iOS, and Android testing

AI testing platform for the entire software testing lifecycle
AI testing platform for the entire software testing lifecycle