How to connect Scrapegraph Ai to OpenClaw
Connect Scrapegraph Ai to OpenClaw with ClawLink: paste your Scrapegraph Ai key once and 27 tools work from chat. No MCP server to run, nothing stored on your machine.
Scrapegraph AiAPI KEYMCPScrapeGraphAI is an AI-powered web scraping API that enables developers to extract structured data from any website using natural language prompts.. Once connected, OpenClaw can read and act on Scrapegraph Ai from chat — pairing, token refresh, and tool wiring handled for you.
The usual route to Scrapegraph Ai 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 Scrapegraph Ai setup: install one ClawHub skill, connect Scrapegraph Ai in the browser, and OpenClaw can call real Scrapegraph Ai 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 Scrapegraph Ai.
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 Scrapegraph Ai
Paste your API key in the dashboard.
- 3
Use it from chat
Ask OpenClaw: "What can you do with Scrapegraph Ai?"
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 Scrapegraph Ai in the ClawLink dashboard — paste your Scrapegraph Ai API key once.
Verify the connection by asking OpenClaw:
Use Scrapegraph Ai to generate schema 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:
npx -y @useclawlink/cli loginlogin opens the same browser approval and stores a credential locally. Once Scrapegraph Ai is connected in the dashboard, that agent calls the same 27 Scrapegraph Ai tools over MCP. Full setup for MCP clients and shell agents: connect apps to any AI agent.
Scrapegraph Ai MCP for OpenClaw
Looking for a Scrapegraph Ai MCP server for OpenClaw? ClawLink connects Scrapegraph Ai to OpenClaw and exposes 27 Scrapegraph Ai tools your agent can call over MCP, with hosted auth and nothing to run or maintain yourself. Using Hermes instead? The Hermes Scrapegraph Ai integration works the same way.
What the OpenClaw Scrapegraph Ai integration can do
27 Scrapegraph Ai tools are ready for OpenClaw once the account is connected.
All 27 Scrapegraph Ai tools for OpenClaw
| Tool | What it does |
|---|---|
Generate schema scrapegraph_ai_generate_schema | Generate or modify a JSON schema based on a search query for structured data extraction |
Get agentic scraper history scrapegraph_ai_get_agentic_scraper_history | Retrieve paginated history of agentic scraper jobs |
Get crawler history scrapegraph_ai_get_crawler_history | Retrieve the history of crawler jobs for your account |
Get credits scrapegraph_ai_get_credits | Retrieve remaining and used credits for your ScrapeGraphAI account |
Get endpoint suggestions scrapegraph_ai_get_endpoint_suggestions | Get AI-powered suggestions for creating scraping endpoints |
Get markdownify history scrapegraph_ai_get_markdownify_history | Retrieve the history of markdownify webpage-to-Markdown conversion jobs |
Get scrape history scrapegraph_ai_get_scrape_history | Retrieve the history of scrape jobs from your ScrapeGraphAI account |
Get searchscraper history scrapegraph_ai_get_searchscraper_history | Get the history of searchscraper jobs with pagination support |
Get sitemap history scrapegraph_ai_get_sitemap_history | Retrieve the history of sitemap extraction jobs |
Get smartscraper history scrapegraph_ai_get_smartscraper_history | Retrieve the history of smartscraper jobs |
Get usage timeline scrapegraph_ai_get_usage_timeline | Retrieve usage timeline statistics for your ScrapeGraphAI account |
Get webhook logs scrapegraph_ai_get_webhook_logs | Retrieve webhook delivery logs for a crawler job |
List scheduled jobs scrapegraph_ai_list_scheduled_jobs | Retrieve a paginated list of all scheduled scraping jobs for your account |
Markdownify status scrapegraph_ai_markdownify_status | Check the status and retrieve results of a Markdownify webpage-to-Markdown conversion job |
Search scraper scrapegraph_ai_search_scraper | Perform AI-powered web searches with structured, parsed results |
Search scraper status scrapegraph_ai_search_scraper_status | Check the status and results of an asynchronous SearchScraper job |
Smart crawler status scrapegraph_ai_smart_crawler_status | Check the status and retrieve results of a SmartCrawler web crawling job |
Smart scraper status scrapegraph_ai_smart_scraper_status | Check the status and retrieve results of a SmartScraper web scraping job |
Toonify scrapegraph_ai_toonify | Convert JSON data to TOON (Token-Oriented Object Notation) format |
Validate API key scrapegraph_ai_validate_api_key | Validate your ScrapeGraphAI API key to ensure it is active and authorized |
Convert webpage to markdown v2 scrapegraph_ai_convert_webpage_to_markdown_v2 | Convert any webpage into clean, well-formatted Markdown with full parameter control |
Get live session URL scrapegraph_ai_get_live_session_url | Get a URL for a live browser session |
Save endpoint scrapegraph_ai_save_endpoint | Save custom scraping endpoint configurations to ScrapeGraphAI |
Smart scraper start scrapegraph_ai_smart_scraper_start | Start AI-powered web scraping with natural language extraction prompts |
Start smart crawler scrapegraph_ai_start_smart_crawler | Start a multi-page web crawl using SmartCrawler for AI-powered data extraction |
Submit feedback scrapegraph_ai_submit_feedback | Submit feedback and ratings for completed ScrapeGraphAI requests |
Submit product feedback scrapegraph_ai_submit_product_feedback | Submit product feedback for ScrapeGraphAI |
Try it: find the Scrapegraph Ai tool you need
Browse the 27 Scrapegraph Ai tools
Click any tool to see exactly what OpenClaw can do and copy a ready-to-use prompt.
Example prompts
Use Scrapegraph Ai to generate schema and walk me through the result in plain English.
Pull the relevant data from Scrapegraph Ai, summarize it in plain English, and point out anything that needs attention.
Pull the relevant data from Scrapegraph Ai, summarize it in plain English, and point out anything that needs attention.
Pull the relevant data from Scrapegraph Ai, 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 Scrapegraph Ai working from chat.
| Manual | ClawLink | |
|---|---|---|
| Credential handling | Collect, validate, store, and rotate the Scrapegraph Ai API key yourself, then make sure every tool call uses the right account. | Users complete the hosted ClawLink setup once and the connected Scrapegraph Ai 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 Scrapegraph Ai. | 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 Scrapegraph Ai actions to the runtime in a format your agent can reliably use. | 27 tools for Scrapegraph Ai are already exposed through ClawLink, so the agent can read and act from chat immediately. |
ClawLink vs. Composio
Composio also exposes Scrapegraph Ai 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 Scrapegraph Ai in the browser, and the 27 tools above work from chat. There is no SDK and no config file, and the Scrapegraph Ai 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 Scrapegraph Ai skill but can't call the tools
The ClawHub skill teaches OpenClaw about Scrapegraph Ai, but the calls run through the ClawLink plugin and your connected account. Make sure Scrapegraph Ai 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 Scrapegraph Ai 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 Scrapegraph Ai tools
Scrapegraph Ai 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 Scrapegraph Ai 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.
Scrapegraph Ai 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 Scrapegraph Ai 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 Scrapegraph Ai integration?
Yes. ClawLink is the fastest way to connect OpenClaw to Scrapegraph Ai: link your Scrapegraph Ai account once in the browser and OpenClaw can call the Scrapegraph Ai API through 27 ready-made tools — no custom code or token handling.
How do I add Scrapegraph Ai to OpenClaw with ClawLink?
Paste the setup prompt from this page into OpenClaw. It installs the ClawLink Scrapegraph Ai skill from ClawHub, then you click Connect in the dashboard to authorize Scrapegraph Ai. OpenClaw calls the tools from the next message — no config files, and the Scrapegraph Ai key you paste is stored server-side instead of in your environment.
How long does it take to connect Scrapegraph Ai to OpenClaw?
About two minutes. Sign in, click Connect next to Scrapegraph Ai in the dashboard, authenticate, and OpenClaw can use it from the next chat message.
Why use ClawLink instead of wiring Scrapegraph Ai 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 Scrapegraph Ai working from chat.
OpenClaw installed the Scrapegraph Ai skill but can't call the tools
The ClawHub skill teaches OpenClaw about Scrapegraph Ai, but the calls run through the ClawLink plugin and your connected account. Make sure Scrapegraph Ai 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
Connect DataRobot
DataRobot is a machine learning platform that automates model building, deployment, and monitoring, enabling organizations to derive predictive insights from large datasets.
Chatbotkit tools
ChatBotKit is a platform that enables developers to build and manage AI-powered chatbots, offering comprehensive APIs and SDKs for seamless integration into applications.
Just One API
Just One API provides unified access to public social media, creator, entertainment, and ecommerce data across hundreds of metered endpoints.