"Learning to Create an Expert Python Program to Exit GitHub" matching MCP connectors:

Give AI assistants secure access to your organization's structured business data. Search records, create and update records, retrieve schema information, and manage workflow states using natural language. You need two values for every request: x-api-key — your Web Data Forms API Key x-group-id — your Web Data Forms Group ID You can find these in your Web Data Forms accounts group->information page. Preferred method: request header When possible, pass the credentials as HTTP headers: x-api-key: <your-api-key> x-group-id: <your-group-id> This is the preferred option because it keeps credentials out of the URL and is more secure. Fallback method: query parameters If your MCP client does not support custom headers, the server also accepts the credentials as URL query parameters. Example: https://mcp.webdataforms.com?x-api-key=abc123&x-group-id=xyz456 Detailed information here: https://github.com/Web-Data-Forms/mcp-server-docs/blob/main/README.md

Choose HTTP, browser, machine endpoint, or avoid before an agent visits an unfamiliar URL.

Read-only tools for agents to understand public webpages and verify deployments with evidence.

Audit a site's structured data and llms.txt, match a trade to a template, and quote real prices.

Objective-driven deep research for AI agents, paid per request via MPP (Tempo mainnet USDC.e) - no account or API key. Free daily-limited quick search across global news and arXiv papers. Paid deep research: send an objective, get an exact quote with a planned source list, pay the challenge, and poll a tracker for a cross-source report from a real cloud Chromium browser plus AI synthesis. Optional notify_email delivers the report by email. No CAPTCHA, login, or paywall bypass.

URL to Markdown or structured JSON (schema.org/OG); renders SPA; batch reads. No signup/key.

Render HTML, Markdown, or URLs to images, PDF, or branded artifacts; extract and watch pages.

Pay-per-request webpage-to-Markdown extraction for AI agents. $0.005 USDC via x402 on Solana.

AgentReady.market audit: can an AI shopping agent find, understand and BUY on this store? /100.

Give your agent live data from Twitter, Reddit, the web and GitHub. No API keys, no scraping stack.

Know whether an AI agent should REUSE or REFETCH a URL before retrieving it again.

LLM-ready web search + instant answers + URL-to-clean-text fetch for agents and RAG.

Read a URL as clean markdown, screenshot a website, url to PDF. Web access for agents, no signup.

URL to clean article markdown/text + metadata and links. Deterministic. $0.001/call via x402.

Validate whether an IP address belongs to SeznamBot. Remote MCP server exposing a validate_ip tool.

Scan website AI readiness, understand the result and route customers to the right SYA package.

Create sandboxed public-unlisted or access-key-protected HTML previews through a remote MCP server.

Free technical-SEO audit MCP: crawl a site, run checks, return an LLM-ready shareable report.

Convert any public webpage to a PDF. Single narrow tool, not a bloated PDF toolkit.

Check if a website is visible to AI search (ChatGPT, Perplexity, Claude). No install.