Every agent project hits the same wall. The LLM is great. The orchestrator is fine. But scraping is hostile, SERP APIs are expensive, document parsing is broken, and the web breaks every Tuesday. Ollagraph is the layer that fixes all of that.
A research agent needs scraping (Firecrawl / ScrapingBee). A grounding agent needs SERP (Serper / Tavily). A doc-RAG pipeline needs PDF parsing (LlamaParse / unstructured). A compliance agent needs domain intel (WhoisXML / SecurityTrails). A site-audit agent needs SEO data (DataForSEO / Ahrefs). That's five vendors, five auths, five bills, five SDKs, five rate-limiters, five sets of failure modes. And none of them speak MCP.
Ollagraph covers all five vendors with one Bearer token. Every endpoint exposed as an MCP tool. Failed calls auto-refund. Rate-limiting is per-plan, not per-vendor. The web breaks Tuesday? Our problem, not yours.
SERP → fetch top-N → clean → chunk → cite. One /v1/scrape/llm-ready call returns the whole RAG-ready payload, including source URLs for citation.
The agent claims something. You verify it against the live web before responding. Time-boxed multi-source search returns dated, attributed snippets the LLM can cite.
Customer uploads a PDF, DOCX, or XLSX. The agent needs structured text, tables, and layout. Layout-aware extraction handles forms, scans, and multi-column papers.
Customer hands the agent a URL. The agent runs 30+ technical/SEO/AEO checks, scores the site, and writes a remediation plan. 100+ audit endpoints in one family.
Email or domain in, company profile out: industry, size, HQ, socials, tech stack, careers page activity. Built from public scrape, not paid feeds.
Investigate a domain or IP: WHOIS, RDAP, DNS records, certificate transparency, ASN, subdomains via passive recon. No threat-intel feed lock-in.
Every Ollagraph endpoint is exposed as an MCP tool. The OpenAPI spec is tuned for LLM tool-use: clear descriptions, typed parameters, predictable error shapes. Add one line to your Claude Desktop / Cursor / Cline config and your agent can call all 148 capabilities directly. No SDK install. No glue code.
{
"mcpServers": {
"ollagraph": {
"command": "npx",
"args": ["@ollagraph/mcp"],
"env": {
"OG_API_KEY": "osk_..."
}
}
}
}1,000 credits on signup. 148 endpoints. MCP server. No card. No vendor sprawl.