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Semantic Hints

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A local stdio MCP server that exposes compact semantic observations from UI elements annotated with data-agent-* hints, designed to work alongside the official

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About

A local stdio MCP server that exposes compact semantic observations from UI elements annotated with data-agent-* hints, designed to work alongside the official Playwright MCP for browser automation.

README

A small local stdio MCP server that exposes compact semantic observations from a UI annotated with data-agent-* hints.

It is a companion to the official Playwright MCP, not a replacement. It only reads semantics; all browser actions (click, type, navigate) stay in Playwright MCP. The intended split:

  1. semantic_snapshot → a compact map of hinted elements (~2–3× smaller than a Playwright ARIA snapshot of the same page).
  2. Pick a semantic id, e.g. checkout.submit.
  3. Act via Playwright MCP using the selector [data-agent-id='checkout.submit'].
  4. semantic_observe → the current value/state of one hinted element.

Browser / session architecture

The semantic-hints MCP uses the Playwright library directly. It does not call the Playwright MCP internally.

However, the semantic-hints MCP and the official Playwright MCP must observe/control the same browser state during an experiment. Avoid accidentally creating two unrelated browser sessions where:

  • Playwright MCP clicks in browser A
  • semantic-hints MCP observes browser B

That would invalidate the workflow.

Semantic-hints MCP must not silently launch a separate browser by default.

Preferred design: one shared Chromium over CDP

  1. Start Chromium with remote debugging enabled, e.g.:

    chromium --remote-debugging-port=9222
    

    (or the equivalent using your locally installed Chrome/Chromium binary).

  2. Configure the official Playwright MCP to connect to that shared browser, if supported by the installed version/config.

  3. The semantic-hints MCP connects to the same browser via Playwright:

    chromium.connectOverCDP("http://127.0.0.1:9222")
    
  4. It reuses the active page where possible. If no suitable page exists and a URL is provided, it may open/navigate a page. If no page exists and no URL is provided, it returns a clear error asking for a URL or active page.

Configuration

Variable Default Purpose
SEMANTIC_HINTS_CDP_URL http://127.0.0.1:9222 CDP endpoint of the shared Chromium to attach to.
SEMANTIC_HINTS_TARGET_URL (unset) Optional default app URL, opened when a tool is called with no url.
SEMANTIC_HINTS_LAUNCH_BROWSER false If true, may launch a private browser when the CDP connection fails.
SEMANTIC_HINTS_HEADLESS true Headless mode for the standalone-launch fallback only.

Behavior:

  • If SEMANTIC_HINTS_CDP_URL is reachable, connect over CDP (the normal mode).
  • If the CDP connection fails and SEMANTIC_HINTS_LAUNCH_BROWSER is false, fail clearly with setup instructions — never silently launch.
  • If SEMANTIC_HINTS_LAUNCH_BROWSER is true, the server may launch its own browser, but every tool response then carries a warning field making clear this is a standalone session that may not share state with the Playwright MCP.

The normal research workflow should use the shared CDP browser mode.

Tools

semantic_snapshot

Returns hinted elements grouped into regions, actions, inputs, observables, navigation, other, plus counts, url, and screen.

{
  "url": "http://localhost:8082/products", // optional: navigate first; else read current page
  "scope": "products.filters",             // optional: data-agent-id or CSS selector subtree
  "includeHidden": false                    // optional: include hidden elements (default false)
}

Per element (fields included only when present): id, role, name, action, state, target, controls, observes, value (inputs/observables only), enabled (interactive only), visible. Never returns HTML, class names, or DOM subtrees.

semantic_observe

{ "id": "cart.total" }

Resolves [data-agent-id="<id>"] and returns its compact current state. Returns a clear error if zero or multiple elements match.

Setup

cd semantic-hints-mcp
npm install
npx playwright install chromium   # one-time browser download
npm run build

See Configuration above for the environment variables.

Register in Claude Code

From this folder, after npm run build:

claude mcp add semantic-hints \
  --env SEMANTIC_HINTS_CDP_URL=http://127.0.0.1:9222 \
  --env SEMANTIC_HINTS_TARGET_URL=http://localhost:8080 \
  -- node "$(pwd)/dist/index.js"

Or add it to .mcp.json / your Claude Code config manually:

{
  "mcpServers": {
    "semantic-hints": {
      "command": "node",
      "args": ["/absolute/path/to/semantic-hints-mcp/dist/index.js"],
      "env": {
        "SEMANTIC_HINTS_CDP_URL": "http://127.0.0.1:9222",
        "SEMANTIC_HINTS_TARGET_URL": "http://localhost:8080"
      }
    }
  }
}

(For development without a build step, use "command": "npx", "args": ["tsx", "/abs/path/src/index.ts"].)

Usage example

Expected Claude Code workflow:

  1. Start the app under test, e.g.

    npm run dev          # → http://localhost:8080 for the annotated WebTestBench app
    
  2. Start a shared Chromium with CDP enabled, e.g.

    chromium --remote-debugging-port=9222
    
  3. Register/start both MCP servers:

    • the official Playwright MCP, configured for the shared browser if possible
    • the semantic-hints MCP, configured with SEMANTIC_HINTS_CDP_URL=http://127.0.0.1:9222
  4. Agent calls:

    semantic_snapshot({ "url": "http://localhost:8080" })
    
  5. Agent interacts using the official Playwright MCP:

    browser_click({ "target": "[data-agent-id='checkout.submit']" })
    
  6. Agent calls:

    semantic_observe({ "id": "cart.total" })
    

The click (step 5) and observe (step 6) must operate on the same browser page/session — which is exactly what the shared CDP browser guarantees.

Tests

npm test

Vitest loads test/fixture.html in headless Chromium and checks: grouped compact output, hidden-element handling, scope, observable/input value reads, missing & duplicate-ID errors, and that output contains no raw HTML/DOM.

from github.com/timotheeiss/semantic-hints-mcp

Installing Semantic Hints

This server has no published package — it is built from source. Open the repository and follow its README.

▸ github.com/timotheeiss/semantic-hints-mcp

FAQ

Is Semantic Hints MCP free?

Yes, Semantic Hints MCP is free — one-click install via Unyly at no cost.

Does Semantic Hints need an API key?

No, Semantic Hints runs without API keys or environment variables.

Is Semantic Hints hosted or self-hosted?

Self-hosted: the server runs locally on your machine via the install command above.

How do I install Semantic Hints in Claude Desktop, Claude Code or Cursor?

Open Semantic Hints on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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