"How to use Google Search to generate answers" matching MCP connectors:
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For queries a model can't confidently place: resolves or declines. Built to decline, not guess.
A semantic search server that gives AI assistants instant access to Dodo Payments documentation and knowledge base.
**ColdState Knowledge Search MCP Server** https://github.com/daniel-coldstate/coldstate-mcp Semantic search over 64.6M knowledge entries — the structured alternative to web search APIs and web scraping for LLM agents. No crawling, no rate limits, sub-3s responses. Cloud-hosted at services.coldstate.ai
Create your digital twin: a public page that answers from your own material, with citations.
Brave Search MCP — independent web index (no Google/Bing dependency)
LLM-ready web search + instant answers + URL-to-clean-text fetch for agents and RAG.
Serve a folder of Markdown notes as an MCP server: hybrid search, reading, and sourced answers.
1 Google Search endpoints. Pay per call in USDC via x402.
Document-to-Markdown MCP server — convert PDF, Office and HTML into LLM-ready Markdown.
Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients
Disposable private vector search + semantic RAG for AI agents. x402 pay-per-call, no account.
Extractive legal answers and semantic search over the public wiki.private.law corpus
Collaborative, cache-first web search for agents — cited answers from a shared live-web pool.
Semantic search across 50,000+ food recipes with hybrid retrieval and reranking.
Extract PDFs to Markdown, RAG chunks and cited tables; publish tracked Doc Links with read stats.
Parse PDF/Word/PPT/HTML to Markdown; tables as JSON, image extraction, RAG chunking, page ranges.
Hosted persistent memory with semantic search, importance and TTL for AI agents.
Generate 18 AI readiness files (llms.txt, ai.txt, RAG indexes, schema) for any website.
Historical market memory for AI agents using semantic vector search across years of financial market data. Discover similar market regimes, price patterns, and market context for quantitative research and algorithmic trading.