"Information about RAG (Retrieval-Augmented Generation)" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
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
Check what an AI assistant tells buyers about a company against the company's own pricing pages.
Free MCP tools for AI-search visibility: crawler checks, page audits, and llms.txt generation.
x402 clean article text and metadata for AI/RAG. $0.002 per successful article.
Any URL to clean text, markdown, or JSON for LLM/RAG pipelines.
HTML to clean Markdown for LLM and RAG pipelines: headings, lists, tables, links, code fences. Pr...
Where a link really goes, what the server says about itself, and what pages a site publishes.
LLM-ready web search + instant answers + URL-to-clean-text fetch for agents and RAG.
Web search, agentic search, news, page retrieval, sitemaps, and trending topics through Search1API.
Seven pay-per-event Apify Actors (PDF/CSV/links/sitemap/email/phone/VAT) as MCP tools.
Russian-language web search for agents: hybrid retrieval, product prices, full page text
B2B and local lead gen: verified emails, site contacts, Maps and Yellow Pages leads.
Extract structured public contact data from any website, including emails, phones, social profiles, company information, and source URLs. Built for MCP agents and developer workflows that need reliable domain-to-contact extraction.
Conduct comprehensive research projects using a virtual computer equipped with a real browser, coding tools, document creation capabilities, and more. Deep Research by Openhelm enables your agent to tackle work such as: • Market and competitor analysis • Industry and company research • Investment and acquisition due diligence • Technical and scientific investigations • Report generation with sources and evidence What makes OpenHelm the best solution for this: • Research is continuously revie
Hosted MCP catalog with 30 tenant-isolated browser, RAG, AI, mail and media tools.
B2B lead generation from Google Maps: search, dedupe and email-enrich businesses. Needs API key.
Fetch URLs and return clean Markdown for RAG — nav, ads and boilerplate stripped.