# How to connect Scrapingbee to OpenClaw (paste one key, 5 tools)

> Connect Scrapingbee to OpenClaw with ClawLink: paste your Scrapingbee key once and 5 tools work from chat. No MCP server to run, nothing stored on your machine.

Web version: https://claw-link.dev/openclaw/scrapingbee

The usual route to Scrapingbee access for OpenClaw is an MCP server you configure and keep running, plus your own OAuth app or API keys. ClawLink gives OpenClaw a more practical Scrapingbee setup: install one ClawHub skill, connect Scrapingbee in the browser, and OpenClaw can call real Scrapingbee actions from any chat surface with no auth, token refresh, or tool wiring to build yourself.

## Setup

It takes three steps to connect OpenClaw to Scrapingbee.

1. **Install ClawLink** — add the plugin to OpenClaw once.
2. **Connect Scrapingbee** — one-click OAuth in the ClawLink dashboard.
3. **Use it from chat** — ask OpenClaw in plain English.

**Paste this into OpenClaw to set up ClawLink:**

> I want to connect my apps to OpenClaw through ClawLink.
> Please install the ClawLink plugin from ClawHub and enable it: `openclaw plugins install clawhub:clawlink-plugin`
> When it is installed, tell me and stop. After I reply, give me the ClawLink pairing link. Setup notes, if you need them: https://claw-link.dev/skill.md

**Alternative for any agent (no plugin needed):** if the OpenClaw plugin route isn't available or doesn't work, any AI agent with shell access can use the ClawLink CLI instead:

```bash
npx -y @useclawlink/cli login          # sign in via browser — no API key to paste
npx -y @useclawlink/cli connect scrapingbee  # connect Scrapingbee (browser OAuth)
npx -y @useclawlink/cli actions scrapingbee  # list available actions
npx -y @useclawlink/cli run scrapingbee <action> --input '<json>'  # execute (add --confirm for writes)
```

### Install by command

The setup prompt above does all of this in one paste. By hand, it is one install command plus a browser approval:

```bash
openclaw plugins install clawhub:clawlink-plugin
```

Then ask OpenClaw to set up ClawLink. It starts browser pairing and prints an approval link — open it, approve the device, return to the chat, and say `done`. Finally, connect Scrapingbee in the [ClawLink dashboard](https://claw-link.dev/dashboard) — paste your Scrapingbee API key once.

Verify the connection by asking OpenClaw:

> Use Scrapingbee to data extraction and walk me through the result in plain English.

### Using a different agent?

The OpenClaw plugin is one client of ClawLink's MCP server. Claude Code, Cursor, Codex, or any agent that can run a shell command pairs with the same ClawLink account through the CLI:

```bash
npx -y @useclawlink/cli login
```

`login` opens the same browser approval and stores a credential locally. Once Scrapingbee is connected in the dashboard, that agent calls the same 5 Scrapingbee tools over MCP. Full setup for MCP clients and shell agents: [connect apps to any AI agent](https://claw-link.dev/learn/connect-apps-to-any-ai-agent).

## Scrapingbee MCP for OpenClaw

Looking for a Scrapingbee MCP server for OpenClaw? ClawLink connects Scrapingbee to OpenClaw and exposes 5 Scrapingbee tools your agent can call over [MCP](https://claw-link.dev/learn/what-is-an-mcp-server), with [hosted auth](https://claw-link.dev/learn/oauth-for-ai-agents) and nothing to run or maintain yourself. Using Hermes instead? The [Hermes Scrapingbee integration](https://claw-link.dev/hermes/scrapingbee) works the same way.

## What the OpenClaw Scrapingbee integration can do

5 Scrapingbee tools are ready for OpenClaw once the account is connected.

### All 5 Scrapingbee tools for OpenClaw

| Tool | What it does |
|---|---|
| **Data extraction** `scrapingbee_data_extraction` | Extract structured data from a webpage using CSS or XPath selectors |
| **HTML fetch** `scrapingbee_html_fetch` | Fetch HTML or screenshot via ScrapingBee HTML API |
| **Scraping bee proxy mode** `scrapingbee_scraping_bee_proxy_mode` | Fetch web content via ScrapingBee's Proxy Mode |
| **Stealth proxy** `scrapingbee_stealth_proxy` | Perform stealth scraping via ScrapingBee's Stealth Proxy mode |
| **Usage stats** `scrapingbee_usage_stats` | Retrieve usage statistics for your ScrapingBee account |

## Example prompts

**Data Extraction**

> Use Scrapingbee to data extraction and walk me through the result in plain English.

**Html Fetch**

> Use Scrapingbee to html fetch and walk me through the result in plain English.

**Scraping Bee Proxy Mode**

> Use Scrapingbee to scraping bee proxy mode and walk me through the result in plain English.

**Stealth Proxy**

> Use Scrapingbee to stealth proxy and walk me through the result in plain English.

## ClawLink vs. building it yourself

The alternative to ClawLink is usually manual API key setup plus your own token handling, permission troubleshooting, and tool plumbing for OpenClaw. That is fine if you want to build and maintain the integration yourself. Most teams just want Scrapingbee working from chat.

| | Manual | ClawLink |
|---|---|---|
| **Credential handling** | Collect, validate, store, and rotate the Scrapingbee API key yourself, then make sure every tool call uses the right account. | Users complete the hosted ClawLink setup once and the connected Scrapingbee account becomes available to the agent without you building credential management. |
| **Ongoing maintenance** | You own refresh logic, permission debugging, environment config, and every provider-specific edge case for Scrapingbee. | ClawLink handles the repetitive integration plumbing so your team can focus on the workflow instead of the infrastructure. |
| **Agent usability** | You still need to expose the right Scrapingbee actions to the runtime in a format your agent can reliably use. | 5 tools for Scrapingbee are already exposed through ClawLink, so the agent can read and act from chat immediately. |

## ClawLink vs. Composio

Composio also exposes Scrapingbee to AI agents. It is developer infrastructure: Python and TypeScript SDKs, an MCP server, and a catalog past 1,000 apps, aimed at teams shipping agent products. ClawLink is built for OpenClaw users instead. You install the plugin once, connect Scrapingbee in the browser, and the 5 tools above work from chat. There is no SDK and no config file, and the Scrapingbee key you paste at setup is stored server-side rather than kept in your environment. Choosing between them? Read the full [Composio alternatives](https://claw-link.dev/hub/composio-alternatives) comparison.

### OpenClaw installed the Scrapingbee skill but can't call the tools
The ClawHub skill teaches OpenClaw about Scrapingbee, but the calls run through the ClawLink plugin and your connected account. Make sure Scrapingbee is connected in the dashboard, then start a fresh chat so OpenClaw reloads the tool catalog. If OpenClaw runs as a persistent gateway, restart it so the new tools register.

### Connection succeeds but no tools appear
Reconnect Scrapingbee from the dashboard, then start a fresh chat if the runtime still has the old tool catalog loaded.

### "Tool schema not loaded yet" error when calling Scrapingbee tools
Scrapingbee tool schemas load on demand the first time a tool runs and are cached after that, so this error usually clears on its own: wait a few seconds and retry the same request. If every Scrapingbee call keeps failing with it in a fresh chat, reconnect from the dashboard, and contact support if it still persists — that pattern points to a configuration problem on our side, not something you can fix by reconnecting again.

### Scrapingbee returns 403 or "permission denied" on one action while others work
Two usual causes. The connected account may not have access to the specific workspace, inbox, store, or project in the request — check that first. If access looks right, the agent may have sent a placeholder value (like "YOUR_ID" or an example id from documentation) instead of a real one: ask it to run a list or search tool first, then retry the action with a real id from those results. Most failures at this stage are one of these two, not ClawLink bugs.

### API key setup works but results look incomplete
Double-check that the API key for Scrapingbee has the right scopes or account access. A valid key can still be too limited for some reads or writes.

### Is there a OpenClaw Scrapingbee integration?
Yes. ClawLink is the fastest way to connect OpenClaw to Scrapingbee: link your Scrapingbee account once in the browser and OpenClaw can call the Scrapingbee API through 5 ready-made tools — no custom code or token handling.

### How do I add Scrapingbee to OpenClaw with ClawLink?
Paste the setup prompt from this page into OpenClaw. It installs the ClawLink Scrapingbee skill from ClawHub, then you click Connect in the dashboard to authorize Scrapingbee. OpenClaw calls the tools from the next message — no config files, and the Scrapingbee key you paste is stored server-side instead of in your environment.

### How long does it take to connect Scrapingbee to OpenClaw?
About two minutes. Sign in, click Connect next to Scrapingbee in the dashboard, authenticate, and OpenClaw can use it from the next chat message.

### Why use ClawLink instead of wiring Scrapingbee up myself?
The alternative to ClawLink is usually manual API key setup plus your own token handling, permission troubleshooting, and tool plumbing for OpenClaw. That is fine if you want to build and maintain the integration yourself. Most teams just want Scrapingbee working from chat.

### OpenClaw installed the Scrapingbee skill but can't call the tools
The ClawHub skill teaches OpenClaw about Scrapingbee, but the calls run through the ClawLink plugin and your connected account. Make sure Scrapingbee is connected in the dashboard, then start a fresh chat so OpenClaw reloads the tool catalog. If OpenClaw runs as a persistent gateway, restart it so the new tools register.

## Related

- [DataRobot tools](https://claw-link.dev/openclaw/datarobot) — DataRobot is a machine learning platform that automates model building, deployment, and monitoring, enabling organizations to derive predictive insights from large datasets.
- [Chatbotkit](https://claw-link.dev/openclaw/chatbotkit) — ChatBotKit is a platform that enables developers to build and manage AI-powered chatbots, offering comprehensive APIs and SDKs for seamless integration into applications.
- [Connect Just One API](https://claw-link.dev/openclaw/just-one-api) — Just One API provides unified access to public social media, creator, entertainment, and ecommerce data across hundreds of metered endpoints.
