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MCP-native infrastructure · 8x8ailabs.com

MCP-native web &data infrastructurefor AI agents.

Web Search, crawling, extraction, antibot, and chat apps — every capability exposed as MCP tools your agents can call from Claude, Cursor, or any MCP client.

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p95 search latency
120ms
p95 search latency
pages processed
2B+
pages processed
API uptime SLA
99.99%
API uptime SLA

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8x8 AI Labs MCP-native AI chat app visualOpen
RAG ChatMCP ServerYour Data

01

ChatApps

Custom AI chat apps like ChatGPT, Notion AI, or Manus — conversational agents grounded on your docs, with tools and memory. Ships with an MCP server built in.

From prototype to prod in weeks

Open
8x8 AI Labs MCP-native Web Search API visualOpen
REST APIMCP ToolsRerank

02

SearchAPI

Real-time Web Search API built for AI agents — fresh results, snippets, and citations with reranking out of the box. Also callable as MCP tools.

120ms p95 · 99.99% uptime

Open
8x8 AI Labs MCP-native agent crawling visualOpen
JS RenderMCP ToolsWebhooks

03

AgentCrawl

Crawling infrastructure for agents — JS rendering, smart pagination, change detection, and clean Markdown output. Crawl, extract, and monitor via MCP.

2B+ pages processed

Open
8x8 AI Labs MCP-native data extraction pipeline visualOpen
PDF → MDMCP ToolsEntity Extraction

04

DataPipeline

Data conversion, extraction & processing — PDF, HTML, scans → structured JSON, tables, and entities ready for RAG. One MCP call per document.

40+ formats supported

Open
8x8 AI Labs MCP-native AI antibot visualOpen
Bot ScoringMCP ToolsAllowlist

05

AntiBot

AI antibot for websites — behavioral scoring, smart challenges, and edge blocking that stops scrapers and fake traffic, not humans. Manage allowlists over MCP.

99%+ bot traffic blocked

Open

What we do

 
  
        

(01)ChatGPT-like, Notion AI-like, Manus-like apps for your business — grounded on your data, with a built-in MCP server for your agents.RAG ChatMCP ServerKnowledge Base
(02)Low-latency search API for agents and RAG — fresh index, dedup, rerank, citations. Same tools over REST or MCP.REST + MCPRerankCitations
(03)Scale crawling without headless-browser pain — rendering, proxy rotation, anti-bot handling, delta crawls. Drive it all from MCP.JS RenderingMCP ToolsChange alerts
(04)Messy PDFs, HTML, scans and spreadsheets → clean Markdown, JSON, tables and knowledge graphs. One MCP call per document.PDF / OCRTablesMCP Tools
(05)AI-driven bot detection, adaptive challenges, and edge enforcement — with allowlists and analytics manageable over MCP.Bot ScoringSmart ChallengeMCP Tools
8x8 AI Labs overview — search, crawl, extraction
8x8ailabs.com — live status

At 8x8 AI Labs, we build MCP-native web and data infrastructure — search, crawling, extraction, antibot — every capability a tool your agents can call.

More about usSee capabilities

Social proof

Trusted by agent builders

Search API dashboard
Crawling graph
“We plugged 8x8's MCP server into Cursor and our agents search, crawl, and extract without a line of glue code. Citations just work.”

Alex Chen

CTO, Nextura — AI assistant

nextura

4x Faster

Agent grounding latency

novahq

40+ formats

PDF, scans, HTML → JSON

arclight

99%+ bots

blocked at the edge
& humans untouched

AI antibot for websites

Meridian indexed 12M+ docs with our extraction pipeline — clean tables, entities, and RAG-ready chunks in weeks.

Meridian

FAQ

Frequently Asked
Questions

8x8 AI Labs (8x8ailabs.com) is MCP-native web and data infrastructure for AI agents, operated by 8x8 AI LLC. We build chat apps, search, crawling, and data-processing APIs — plus AI antibot for websites — every capability callable as MCP tools.

Get an API key — 8x8ailabs.com

hello@8x8ailabs.com
Start with Search API Explore services

Search API · MCP tools · Agent crawling · Data extraction · AI antibot. Operated by 8x8 AI LLC, Kalispell, MT. Reply within 1 business day.

Add to your MCP client

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    "8x8-ai": {
      "url": "https://mcp.8x8ailabs.com/mcp",
      "headers": { "x-api-key": "YOUR_KEY" }
    }
  }
}