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20 Best Web Search MCP Servers: compared and ranked, November 2026Ranked from 2,138 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    Downloads your entire Search Console dataset into a local SQLite database, then gives your LLM a pre-built SQL query library for every standard SEO analysis type, with context available for your LLM to perform any SQL query to answer your questions and analyse for you.
    12
    15 npm
    16
    Apache 2.0
  • A
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    Not graded
    quality
    D
    maintenance
    This read-only MCP Server allows you to connect to Google Search data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp
    1
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A read-only MCP server that connects to Google Sheets and lets you query them in plain English, without needing a Google Cloud project.
    -
  • A
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    A
    quality
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    maintenance
    Enables AI to execute SQL queries (SELECT, DML, DDL) on MySQL/MariaDB databases with strong security: connection credentials never exposed to AI, write queries require user approval, read-only connections enforced, and query results limited to 50 rows.
    6
    ISC
  • F
    license
    A
    quality
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    Enables AI agents to read and optionally write to PostgreSQL databases through a multi-project setup with schema inspection, query execution, and performance analysis tools.
    5
    -
  • A
    license
    A
    quality
    D
    maintenance
    Enables full-text search of macOS iMessages including link preview metadata. Works as an MCP server for Claude Desktop to search your messages locally.
    1
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Connect AI assistants to Manticore Search. Execute SQL queries, list tables, get schemas, and fetch documentation. Perfect for building RAG applications and search-powered AI agents.
    5
    5
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for running read-only SQL queries across MySQL and PostgreSQL databases with safety guardrails, credentials stored outside source, and support for multiple databases.
    2
    MIT
  • F
    license
    A
    quality
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    maintenance
    A local MCP server for secure database querying from Claude Code, with Apple Keychain credential storage, permission-based access control, and audit logging.
    5
    -
  • A
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    A
    quality
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    maintenance
    Usense Data API now supports the MCP protocol, enabling easy enterprise data access via LLMs through the MCP-compatible usensedata-mcp-server-query-china-company.
    26
    9
    6 npm
    5
    MIT
  • A
    license
    A
    quality
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    Enables AI assistants to query the Ubergraph biomedical ontology SPARQL endpoint with tools for custom SPARQL queries, term lookup, search, and hierarchy traversal.
    4
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A Model Context Protocol server that provides read-only MySQL database queries for AI assistants, allowing them to execute queries, explore database structures, and investigate data directly from AI-powered tools.
    3
    37 npm
    13
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server for querying large JSON files using JSONPath expressions, enabling LLMs to efficiently search and extract information from large JSON data.
    3
    11
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI systems to perform full-text and semantic search operations over structured/unstructured data in Azure Cognitive Search, with capabilities for document indexing and management through natural language.
    3
    26 npm
    4
    ISC
  • A
    license
    A
    quality
    D
    maintenance
    Provides access to Naver Search APIs, allowing AI agents to search across multiple categories (blogs, news, books, images, shopping items, etc.) with structured responses optimized for LLM consumption.
    13
    4
    Apache 2.0
  • A
    license
    B
    quality
    D
    maintenance
    Provides a scalable knowledge graph implementation for Model Context Protocol using Elasticsearch, enabling AI models to store and query information with advanced search capabilities, memory-like behavior, and multi-zone architecture.
    20
    10 npm
    20
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Exposes an Oracle database to MCP clients over stdio, offering 75 tools to query, modify, inspect, and triage the database with zero-install thin mode requiring no Oracle Client. Every statement is recorded in a Markdown audit log.
    75
    54 npm
    2
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables AI assistants to safely run read-only SQL against SQLite databases through whitelist-validated queries, capped result sets, and confined file paths. It also exposes schema inspection so models can discover tables and columns before querying.
    2
    MIT
  • A
    license
    C
    quality
    F
    maintenance
    Enables searching for any text within a specified Algolia index through an MCP-compatible interface. It allows users to integrate Algolia search capabilities into their environment using an application ID and API key.
    1
    1
    MIT
  • A
    license
    C
    quality
    D
    maintenance
    A Model Context Protocol server that connects to Google Cloud services, allowing users to query logs, interact with Spanner databases, and analyze Cloud Monitoring metrics through natural language interaction.
    40
    166 npm
    80
    Apache 2.0