# How to connect Scrapegraph Ai to OpenClaw (paste one key, 27 tools) > 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. Web version: https://claw-link.dev/openclaw/scrapegraph-ai 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. 1. **Install ClawLink** — add the plugin to OpenClaw once. 2. **Connect Scrapegraph Ai** — 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 scrapegraph-ai # connect Scrapegraph Ai (browser OAuth) npx -y @useclawlink/cli actions scrapegraph-ai # list available actions npx -y @useclawlink/cli run scrapegraph-ai --input '' # 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 Scrapegraph Ai in the [ClawLink dashboard](https://claw-link.dev/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: ```bash npx -y @useclawlink/cli login ``` `login` 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](https://claw-link.dev/learn/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](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 Scrapegraph Ai integration](https://claw-link.dev/hermes/scrapegraph-ai) 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 | ## Example prompts **Generate Schema** > Use Scrapegraph Ai to generate schema and walk me through the result in plain English. **Get Agentic Scraper History** > Pull the relevant data from Scrapegraph Ai, summarize it in plain English, and point out anything that needs attention. **Get Crawler History** > Pull the relevant data from Scrapegraph Ai, summarize it in plain English, and point out anything that needs attention. **Get Credits** > 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](https://claw-link.dev/hub/composio-alternatives) comparison. ### 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. ### 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](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 tools](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. - [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.