How to connect MrScraper to OpenClaw
Connect MrScraper to OpenClaw with ClawLink: paste your MrScraper key once and 11 tools work from chat. No MCP server to run, nothing stored on your machine.
MrScraperAPI KEYMCPMrScraper provides web scraping APIs for structured extraction, search results, marketplace data, travel data, and web unblocking.. Once connected, OpenClaw can read and act on MrScraper from chat — pairing, token refresh, and tool wiring handled for you.
The usual route to MrScraper 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 MrScraper setup: install one ClawHub skill, connect MrScraper in the browser, and OpenClaw can call real MrScraper 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 MrScraper.
1Install the plugin
Paste the setup prompt into OpenClaw, or install from the terminal and ask OpenClaw to pair:
openclaw plugins install clawhub:clawlink-plugin- 2
Connect MrScraper
Paste your API key in the dashboard.
- 3
Use it from chat
Ask OpenClaw: "What can you do with MrScraper?"
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:
openclaw plugins install clawhub:clawlink-pluginThen 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 MrScraper in the ClawLink dashboard — paste your MrScraper API key once.
Verify the connection by asking OpenClaw:
Pull the relevant data from MrScraper, summarize it in plain English, and point out anything that needs attention.
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:
npx -y @useclawlink/cli loginlogin opens the same browser approval and stores a credential locally. Once MrScraper is connected in the dashboard, that agent calls the same 11 MrScraper tools over MCP. Full setup for MCP clients and shell agents: connect apps to any AI agent.
MrScraper MCP for OpenClaw
Looking for a MrScraper MCP server for OpenClaw? ClawLink connects MrScraper to OpenClaw and exposes 11 MrScraper tools your agent can call over MCP, with hosted auth and nothing to run or maintain yourself. Using Hermes instead? The Hermes MrScraper integration works the same way.
What the OpenClaw MrScraper integration can do
11 MrScraper tools are ready for OpenClaw once the account is connected.
All 11 MrScraper tools for OpenClaw
| Tool | What it does |
|---|---|
Get account usage mrscraper_get_account_usage | Return the connected MrScraper account's plan, token usage, concurrency allowance, and rate |
Get analytic statuses mrscraper_get_analytic_statuses | Return aggregate scrape counts, success rate, request rate, latency, and status totals for a |
Get analytic timeline mrscraper_get_analytic_timeline | Return time-series scrape activity and success metrics for a domain and action over a time range |
Get result mrscraper_get_result | Retrieve the current status and output for one accessible scrape result by ID |
List results mrscraper_list_results | List scrape results for the connected account with filtering, sorting, and agent-controlled |
Bulk rerun AI scraper mrscraper_bulk_rerun_ai_scraper | Run an existing General AI scraper configuration against multiple URLs in one request |
Bulk rerun manual scraper mrscraper_bulk_rerun_manual_scraper | Run an existing saved manual scraper workflow against multiple URLs in one request |
Create AI scraper mrscraper_create_ai_scraper | Create and run a general, listing, or map AI scraper against a website |
Heal manual scraper mrscraper_heal_manual_scraper | Ask MrScraper to repair an existing manual scraper workflow that no longer matches its target |
Rerun AI scraper mrscraper_rerun_ai_scraper | Run an existing AI scraper configuration against a new URL, with optional map crawl controls |
Rerun manual scraper mrscraper_rerun_manual_scraper | Run an existing saved manual scraper workflow against a new URL |
Try it: find the MrScraper tool you need
Browse the 11 MrScraper tools
Click any tool to see exactly what OpenClaw can do and copy a ready-to-use prompt.
Example prompts
Pull the relevant data from MrScraper, summarize it in plain English, and point out anything that needs attention.
Pull the relevant data from MrScraper, summarize it in plain English, and point out anything that needs attention.
Pull the relevant data from MrScraper, summarize it in plain English, and point out anything that needs attention.
Pull the relevant data from MrScraper, summarize it in plain English, and point out anything that needs attention.
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 MrScraper working from chat.
| Manual | ClawLink | |
|---|---|---|
| Credential handling | Collect, validate, store, and rotate the MrScraper API key yourself, then make sure every tool call uses the right account. | Users complete the hosted ClawLink setup once and the connected MrScraper 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 MrScraper. | 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 MrScraper actions to the runtime in a format your agent can reliably use. | 11 tools for MrScraper are already exposed through ClawLink, so the agent can read and act from chat immediately. |
ClawLink vs. Composio
Composio also exposes MrScraper 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 MrScraper in the browser, and the 11 tools above work from chat. There is no SDK and no config file, and the MrScraper key you paste at setup is stored server-side rather than kept in your environment. Choosing between them? Read the full Composio alternatives comparison.
Troubleshooting
OpenClaw installed the MrScraper skill but can't call the tools
The ClawHub skill teaches OpenClaw about MrScraper, but the calls run through the ClawLink plugin and your connected account. Make sure MrScraper 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 MrScraper 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 MrScraper tools
MrScraper 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 MrScraper 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.
MrScraper 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 MrScraper has the right scopes or account access. A valid key can still be too limited for some reads or writes.
FAQ
Is there a OpenClaw MrScraper integration?
Yes. ClawLink is the fastest way to connect OpenClaw to MrScraper: link your MrScraper account once in the browser and OpenClaw can call the MrScraper API through 11 ready-made tools — no custom code or token handling.
How do I add MrScraper to OpenClaw with ClawLink?
Paste the setup prompt from this page into OpenClaw. It installs the ClawLink MrScraper skill from ClawHub, then you click Connect in the dashboard to authorize MrScraper. OpenClaw calls the tools from the next message — no config files, and the MrScraper key you paste is stored server-side instead of in your environment.
How long does it take to connect MrScraper to OpenClaw?
About two minutes. Sign in, click Connect next to MrScraper in the dashboard, authenticate, and OpenClaw can use it from the next chat message.
Why use ClawLink instead of wiring MrScraper 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 MrScraper working from chat.
OpenClaw installed the MrScraper skill but can't call the tools
The ClawHub skill teaches OpenClaw about MrScraper, but the calls run through the ClawLink plugin and your connected account. Make sure MrScraper 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.
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