20 个#ai-search MCP 服务器和客户端

Crawlie

Crawlie

Technical SEO + GEO audits your agents can run

AI Search Tool

XvJunyan

AI搜索的MCP server

TofuBofu AI Visibility

Arnav Neil

TofuBofu runs a free AI visibility scan for any B2B company, right inside your AI assistant. Ask it to scan a domain and it runs the questions real buyers ask across ChatGPT, Claude, Gemini, Perplexity, Google AI Overvie

Shipfound

Shipfound

Shipfound turns Claude Code or Codex into your growth engineer: site fixes for Google and AI search, content as pull requests, and proof of every result.

Milvus

danchev

A Model Context Protocol (MCP) server for agentic retrieval and semantic search over unstructured and structured data using Milvus, a high-performance vector database. This server enables large language model (LLM) applications to efficiently index, store, and retrieve vector emb

RankControl

RankControl

Run RankControl's AI SEO workspace from Claude or Cursor: AI citations, content, rankings, analytics and publishing, 80+ tools.

Citare

ravirdp

AI search intelligence + full Ahrefs-class SEO suite as 59 MCP tools. Brand tracking across all 5 AI engines (ChatGPT, Google AI Overview via vision-parsed screenshots, Gemini, Claude/Brave-grounded, Perplexity) with persona-anchored 50-cell weekly Brand Radar dispatches. Bundles

Perplexica MCP Server

thetom42

MCP server for Perplexica

Experimental MCP Service for Azure AI Search

projectAcetylcholine

An experimental MCP service for Azure AI Search in Python

AthenaHQ

AthenaHQ

Query AthenaHQ AI search visibility data, share of voice, citations and content from Claude, ChatGPT or any MCP client.

Biel.ai

techdocsStudio

Chat with any product's documentation from Claude, Cursor, Copilot, or any MCP client. Biel.ai turns technical docs into a queryable MCP server with accurate, sourced answers.

Sorank

Thibault Besson-Magdelain

Sorank connects Google Search Console, PageSpeed Insights, and AI citability scoring to your assistant, so it can diagnose why a page underperforms and tell you exactly what to change. Sorank gives your AI assistant dir

Professional SEO auditing MCP server with 14 tools and 9 specialist agents. Quick audits, deep multi-agent analysis, Core Web Vitals, E-E-A-T scoring, schema validation, local SEO, GEO/AI readiness, and site crawling. Free tier available.

Collimer

sandcastlelabs

MCP server for Collimer — run a free AI-search visibility scan (ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews) from any agent. npx collimer-mcp

Superlines AI Search Optimization MCP

Superlines

Superlines connects your AI assistant to real-time analytics on how AI search engines represent your brand. As search shifts from traditional Google results to AI-generated answers, Superlines helps you understand and improve your Share of Voice in this new landscape.

Agent Ready

mlava

AI agent readability scanner — score any public URL against the Vercel Agent Readability Spec, llmstxt.org, and 6 agent-protocol manifests (MCP, A2A, agents.json, agent-permissions, UCP, x402). 59 checks with per-check fix guidance. Same engine as agent-ready.dev.

Onsomble

Onsomble Limited

Onsomble is an AI marketing research and analytics platform. This MCP gives your AI assistant AEO, AI Discoverability, SEO and analytical tools that allow you to accurately measure how AI Perceives your brand. Onsomble w

Higress AI-Search MCP Server

MCP-Mirror

Mirror of

AfterLaunch

Team AfterLaunch

The agentic growth engine, in your terminal. AfterLaunch watches how customers find your product across AI search and traditional search, then hands your agent the next growth move, already drafted.