# How to connect Scrapegraph Ai to Hermes Agent (paste one key, 27 tools) > Connect Scrapegraph Ai to Hermes 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/hermes/scrapegraph-ai Most guides for giving Hermes Agent Scrapegraph Ai access start with registering your own OAuth app or pasting API keys into env files, then leave the token refresh and tool wiring to you. ClawLink gives Hermes a more practical Scrapegraph Ai setup: pair once in the browser and your always-on Hermes agent can act on Scrapegraph Ai for you, reading and doing real work on your behalf with no auth, token refresh, or tool wiring to build yourself. ## Setup It takes three steps to connect Hermes to Scrapegraph Ai. 1. **Install ClawLink** — add the plugin to Hermes Agent once. 2. **Connect Scrapegraph Ai** — one-click OAuth in the ClawLink dashboard. 3. **Use it from chat** — ask Hermes Agent in plain English. **Paste this into Hermes to set up ClawLink:** > Set up ClawLink for Hermes and tell me when it's ready. > 1. Install the plugin: `hermes plugins install ClawLink-HQ/hermes-plugin --enable` > 2. Start pairing with `hermes clawlink begin`. It prints an approval link, so show me the link and stop, don't wait. > 3. I'll approve it in my browser, then reply "approved". > 4. When I say approved, finish setup: `hermes clawlink finish` > 5. Then run `hermes clawlink test` and tell me whether ClawLink is ready. **Alternative for any agent (no plugin needed):** if the Hermes Agent 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 prompt above walks Hermes through this. By hand, it is four commands and a browser approval: ```bash hermes plugins install ClawLink-HQ/hermes-plugin --enable hermes clawlink begin # prints an approval link — open it and approve hermes clawlink finish # after approving in the browser hermes clawlink test ``` Then connect Scrapegraph Ai in the [ClawLink dashboard](https://claw-link.dev/dashboard) — paste your Scrapegraph Ai API key once. Verify the connection by asking Hermes: > Use Scrapegraph Ai to generate schema and walk me through the result in plain English. ### Using a different agent? The Hermes 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 Hermes Looking for a Scrapegraph Ai MCP server for Hermes Agent? ClawLink connects Scrapegraph Ai to Hermes Agent 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 OpenClaw instead? The [OpenClaw Scrapegraph Ai integration](https://claw-link.dev/openclaw/scrapegraph-ai) works the same way. ## What the Hermes Agent Scrapegraph Ai integration can do 27 Scrapegraph Ai tools are ready for Hermes Agent once the account is connected. ### All 27 Scrapegraph Ai tools for Hermes | 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 Hermes Agent. 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 Hermes Agent 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. ### Hermes paired but still can't use Scrapegraph Ai Pairing is a two-step handshake: run `hermes clawlink begin`, approve the link in your browser, then run `hermes clawlink finish`. If you ran finish before approving, or the approval link expired, run `hermes clawlink begin` again to get a fresh link. Confirm the plugin was installed with `--enable`, then verify with `hermes clawlink test`. ### 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 Hermes Agent Scrapegraph Ai integration? Yes. ClawLink is the fastest way to connect Hermes to Scrapegraph Ai: link your Scrapegraph Ai account once in the browser and Hermes Agent can call the Scrapegraph Ai API through 27 ready-made tools — no custom code or token handling. ### How do I connect Scrapegraph Ai to Hermes with ClawLink? Install the plugin with `hermes plugins install ClawLink-HQ/hermes-plugin --enable`, then pair once: run `hermes clawlink begin`, approve the link in your browser, and run `hermes clawlink finish`. Connect Scrapegraph Ai in the dashboard and Hermes can use it 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 Hermes Agent? About two minutes. Sign in, click Connect next to Scrapegraph Ai in the dashboard, authenticate, and Hermes Agent 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 Hermes Agent. That is fine if you want to build and maintain the integration yourself. Most teams just want Scrapegraph Ai working from chat. ### Hermes paired but still can't use Scrapegraph Ai Pairing is a two-step handshake: run `hermes clawlink begin`, approve the link in your browser, then run `hermes clawlink finish`. If you ran finish before approving, or the approval link expired, run `hermes clawlink begin` again to get a fresh link. Confirm the plugin was installed with `--enable`, then verify with `hermes clawlink test`. ## Related - [DataRobot tools](https://claw-link.dev/hermes/datarobot) — DataRobot is a machine learning platform that automates model building, deployment, and monitoring, enabling organizations to derive predictive insights from large datasets. - [Hermes Chatbotkit integration](https://claw-link.dev/hermes/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/hermes/just-one-api) — Just One API provides unified access to public social media, creator, entertainment, and ecommerce data across hundreds of metered endpoints.