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Capture a logged-in browser task once — replay it forever at zero LLM tokens. Local-first browser-automation MCP for Claude Code, Cursor & any MCP host; credentials never leave your machine.

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Last scanned: 6/11/2026
Install in Claude Code / Claude Desktop
Method: NPX · @taprun/cli
Claude Code CLI
claude mcp add tap -- npx -y @taprun/cli
claude_desktop_config.json (Claude Desktop)
{
  "mcpServers": {
    "tap": {
      "command": "npx",
      "args": ["-y", "@taprun/cli"]
    }
  }
}
1. Run the command above in your terminal (Claude Code), or paste the JSON config into claude_desktop_config.json (Claude Desktop).
2. Replace any <placeholder> values with your API keys or paths.
3. Restart Claude. The MCP server and its tools appear automatically.
Use cases

MCP Servers overview

<p align="center">
  <img src="extension/icons/icon.svg" width="120" height="120" alt="Taprun">
</p>

<h1 align="center">Taprun</h1>

<h4 align="center">
  The action layer your agent drives in your own logged-in browser — for the exception-heavy, compliance-critical last 20% that clean APIs can't reach. Compiled once, replayed forever at zero LLM tokens.
</h4>

<p align="center">
  <a href="https://taprun.dev/?utm_source=readme&utm_medium=docs&utm_campaign=homepage"><b>Homepage</b></a> &nbsp;|&nbsp;
  <a href="https://taprun.dev/blog/?utm_source=readme&utm_medium=docs&utm_campaign=blog"><b>Blog</b></a> &nbsp;|&nbsp;
  <a href="https://github.com/LeonTing1010/tap-skills"><b>Verified Claims</b></a> &nbsp;|&nbsp;
  <a href="README.zh-CN.md"><b>中文</b></a>
</p>

<p align="center">
  <a href="https://github.com/LeonTing1010/tap/actions/workflows/ci.yml"><img src="https://img.shields.io/github/actions/workflow/status/LeonTing1010/tap/ci.yml?style=flat-square&label=CI" alt="CI"></a>
  <a href="https://github.com/LeonTing1010/tap/releases/latest"><img src="https://img.shields.io/github/v/release/LeonTing1010/tap?style=flat-square" alt="Release"></a>
  <a href="https://github.com/LeonTing1010/tap/stargazers"><img src="https://img.shields.io/github/stars/LeonTing1010/tap?style=flat-square" alt="Stars"></a>
  <a href="LICENSE"><img src="https://img.shields.io/github/license/LeonTing1010/tap?style=flat-square" alt="License"></a>
  <a href="https://chromewebstore.google.com/detail/tap/llcidejeoobdegbkolbjhfoeckphldce"><img src="https://img.shields.io/chrome-web-store/v/llcidejeoobdegbkolbjhfoeckphldce?style=flat-square&label=Chrome%20Web%20Store" alt="Chrome Web Store"></a>
</p>

<p align="center">
  <img src="docs/assets/hero.svg" width="720" alt="Taprun: AI compiles a Hacker News tap once for $0.42, then replays forever at $0 per run">
</p>

---

**Your agent's closed-loop action layer for the browser — the login-gated, exception-heavy, compliance-critical last 20% that clean APIs and cloud agents can't reach. Driven in your own Chrome, captured once, replayed forever at zero LLM tokens.**

As APIs get walled off and metered, the work that survives lives behind logins, OTP walls, and human-gesture gates — the exceptions, approvals, and compliance steps a cloud agent architecturally can't touch. Taprun is the action layer for exactly that: your agent drives your real, already-logged-in Chrome, closes the loop (act → verify the effect → re-run on drift), and hands you a deterministic replay you own.

Every other browser agent re-runs a live LLM — and re-burns tokens — on every execution. Taprun's AI agent inspects the page **once** and emits a deterministic `.plan.json` program; every replay after that is pure data dispatch — same result every call, **$0 in tokens, no agent in the loop**. It runs in your real Chrome, so cookies and login sessions stay on your machine by architecture. `tap verify` catches breakage before your data goes stale.

Works with Claude Code, CodeBuddy, Cursor, Cline, Windsurf, and any MCP host — install straight from the chat window. Forge a tap from any URL on demand — no catalog needed.

```
Capture: AI inspects the site → compiles a .plan.json program     (one-time cost)
Run:     The program executes instantly, same result every time   ($0, zero AI)
Verify:  tap verify checks the snapshot equivalence predicate     (catches drift)
Repair:  re-run capture against the same site/name; the next      (only when needed)
         verify rebaselines after human review
```

## How Taprun Compares

|  | Taprun | AI Browser Agents | Traditional Scrapers |
|--|-----|-------------------|---------------------|
| **AI cost per run** | $0 (compile once) | Tokens every run | Free |
| **Accuracy** | Deterministic | Varies per run | Deterministic |
| **Silent failure detection** | Per-tap CEL `snapshot_equivalent` predicate + 4-arm verdict | None | None |
| **Breakage diagnostics** | `tap verify` — exact diff of what changed | None | Manual spot checks |
| **Detection risk** | Low (real browser sessions) | High | High |
| **Runtimes** | 2 (Chrome extension + Playwright) | 1 | 1 |
| **Code inspectable** | .plan.json — bare JSON, 18-op closed vocabulary, git diff | Black box / ephemeral | Fragile scripts |
| **MCP native** | Yes (authoring layer only — execution is zero tokens) | No | No |

## Get Started

### 1. Attach to your agent — from the chat window

**Claude Code / CodeBuddy** — paste two lines into the chat, nothing else:

```
/plugin marketplace add LeonTing1010/taprun
/plugin install tap@taprun
```

That installs the Tap MCP server **plus** the skills that teach your agent when to use it and the hook that routes walled fetches to Tap — no terminal, no config file. (CodeBuddy wires plugin MCP servers at startup only, so **fully restart it once** after installing; Claude Code picks them up with `/reload-plugins`.)

**Any other MCP host** (Cursor · VS Code · Claude Desktop) — one command writes the config for you:

```bash
npx -y @taprun/cli embed cursor   # or: vscode | claude-desktop | claude-code | codebuddy | qwen
```

The binary self-copies to `~/.tap/bin` and your agent's MCP config is written. Re-check anytime with `tap embed --verify`.

> **Using a coding agent that isn't in that list?** `tap embed` targets are *data, not code*: drop a row into `~/.tap/embed-targets.json` and the new agent works immediately — no engine release. Each row names one of four install *kinds* (`cc-plugin` for Claude-Code-plugin hosts, `cli-mcp-add` for CLIs with a `<cli> mcp add`, `ide-deeplink`, `desktop-bundle`), e.g. `[{"id":"kode","kind":"cc-plugin","display":"Kode CLI","tier":1,"cli":"kode"}]`. Same doctrine as the rest of Tap — the engine stays closed and mechanical; you extend it in local data.

Now pick your runtime — **the extension is only needed to reuse your *live* logged-in Chrome:**

- **Public pages / open APIs / CI — nothing more to install.** The MCP server runs over `npx`; you're done. Append `--no-extension` for a fully in-chat Playwright runtime with its own isolated profile (no browser gesture, no click).
- **Logged-in sites** (your bank / internal dashboard / Xiaohongshu / Zhihu) — just tell your agent **"set up tap for logged-in sites"** right in the chat. The **tap-setup** skill drives the whole bridge from the chat: it materializes the stable binary (from the engine `npx` already downloaded — no second download) and registers the native-messaging manifest, then opens the extension page. The single **[Add to Chrome](https://chromewebstore.google.com/detail/tap/llcidejeoobdegbkolbjhfoeckphldce)** click is the only step that isn't a chat action — it *is* the trust gate that lets Tap reuse your existing login, and the in-flight call resumes automatically once it lands.
- **Claude Desktop**: download [`tap.mcpb`](https://github.com/LeonTing1010/tap/releases/latest) and double-click.

<details>
<summary><b>Other install paths</b> (brew · curl · manual MCP JSON · raw binaries)</summary>

```bash
brew install LeonTing1010/tap/taprun            # Homebrew (macOS / Linux)
curl -fsSL https://taprun.dev/install.sh | sh   # permanent binary
npx -y @taprun/cli --version                    # zero-install (any Node host)
```

Manual MCP config, if you'd rather write it yourself:

```json
{ "mcpServers": { "tap": { "command": "npx", "args": ["-y", "@taprun/cli", "mcp", "stdio"] } } }
```

| Platform | Download |
|----------|----------|
| macOS (Apple Silicon) | [tap-macos-arm64](https://github.com/LeonTing1010/tap/releases/latest) |
| macOS (Intel) | [tap-macos-x64](https://github.com/LeonTing1010/tap/releases/latest) |
| Linux | [tap-linux-x64](https://github.com/LeonTing1010/tap/releases/latest) |
| Windows | [tap-windows-x64.exe](https://github.com/LeonTing1010/tap/releases/latest) |

</details>

### 2. Prove it works (~2 minutes, no login)

Run the first entry of the [claims ledger](https://github.com/LeonTing1010/tap-skills) — the exact verification its nightly CI runs:

```bash
mkdir -p ~/.tap/plans/github
curl -fsSL https://raw.githubusercontent.com/LeonTing1010/tap-skills/main/claims/2026-07-11-github-trending-has-no-api/plan.json \
  -o ~/.tap/plans/github/trending-no-api.plan.json
tap github/trending-no-api
```

`"state": "committed"` plus today's trending repos at zero tokens = your install works **and** the claim holds.

### 3. Forge your own

```bash
tap capture https://news.ycombinator.com hn/front --intent "front-page stories with points"
tap hn/front        # replay forever, $0
```

Or just ask your AI agent:

```
You:   What's trending on GitHub today?
Agent: Here are today's top repos — React compiler hit 734 stars...

You:   Capture a tap for Douban top 250 movies
Agent: Done. Run `tap douban/top250` anytime — $0 per run.
```

### Optional: Drive the binary from your own code (TypeScript / Python)

Skip MCP — call the `tap` binary from your own loop:

```bash
tap capture <url> hackernews/top --intent "front-page top stories"
tap hackernews/top --args '{}'    # JSON-on-stdout, exit 0 on success
tap verify hackernews/top         # 3-arm verdict (live / drifted / unreachable)
```

The CLI emits `ToolResult<T>` envelopes as JSON — same shape the MCP surface returns — so any language with a subprocess library can drive it. See `tap --help` for the full verb list.

### Have an existing Playwright / Puppeteer / Stagehand script?

Don't rewrite. Convert with one of the open-source adapters — drop your existing source in, get a Tap-compatible `.plan.json` plan out:

```bash
# Existing Playwright script (47M weekly npm downloads — most likely the one you have)
npm install @taprun/from-playwright @taprun/spec
node -e "import('@taprun/from-playwright').then(m => console.log(m.playwrightToTap(require('fs').readFileSync('tests/login.spec.ts','utf8'), {site:'example', name:'login'})))"

# Or scaffold a new starter from scratch
npx create-tap-script github/trending https://github.com/trending
```

| Adapter | So
ai-agentautomationbrowser-automationbrowser-usechrome-extensionclaudeclaude-codeclicursordata-extractiondeterministicllmlocal-firstmcpmcp-serverplaywrightpuppeteerscrapingstagehandtaprun

What people ask about tap

What is LeonTing1010/tap?

+

LeonTing1010/tap is mcp servers for the Claude AI ecosystem. Capture a logged-in browser task once — replay it forever at zero LLM tokens. Local-first browser-automation MCP for Claude Code, Cursor & any MCP host; credentials never leave your machine. It has 12 GitHub stars and was last updated today.

How do I install tap?

+

You can install tap by cloning the repository (https://github.com/LeonTing1010/tap) or following the README instructions on GitHub. ClaudeWave also provides quick install blocks on this page.

Is LeonTing1010/tap safe to use?

+

Our security agent has analyzed LeonTing1010/tap and assigned a Trust Score of 87/100 (tier: Trusted). See the full breakdown of passed checks and flags on this page.

Who maintains LeonTing1010/tap?

+

LeonTing1010/tap is maintained by LeonTing1010. The last recorded GitHub activity is from today, with 2 open issues.

Are there alternatives to tap?

+

Yes. On ClaudeWave you can browse similar mcp servers at /categories/mcp, sorted by popularity or recent activity.

Deploy tap to your cloud

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