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Overview

AI Agent Marketplace and Directory helps to list all AI Agents in Various Industry and Applications, such as Autonomous Agent, GUI Agent, Productivity Agent. You can find your desired AI Agents by using the AI Agent search engine also.

Most Reviewed

Google Maps Location services, directions, and place details # Google Maps MCP Server MCP Server for the Google Maps API. ## Tools 1. \`maps_geocode\` - Convert address to coordinates - Input: \`address\` (string) - Returns: location, formatted_address, place_id 2. \`maps_reverse_geocode\` - Convert coordinates to address - Inputs: - \`latitude\` (numb

@alipay/mcp-server-alipay 是支付宝开放平台提供的 MCP Server,让你可以轻松将支付宝开放平台提供的交易创建、查询、退款等能力集成到你的 LLM 应用中,并进一步创建具备支付能力的智能工具。 # 简介 @alipay/mcp-server-alipay 是支付宝开放平台提供的 MCP Server,让你可以轻松将支付宝开放平台提供的交易创建、查询、退款等能力集成到你的 LLM 应用中,并进一步创建具备支付能力的智能工具。 以下是一个虚构的简化使用场景,用于方便理解工具能力: 一位插画师希望通过提供定制的原创插画服务谋取收入。传统方式下,他/她需要和每位客户反复沟通需求、确定价格,并发送支付链接,然后再人工确认支付情况,这个过程繁琐且费时。 现在,插画师利用支付宝 MCP Server 与智能 Agent 工具,通过 Agent 搭建

PayPal PayPal's official MCP server. Model Context Protocol (MCP) facilitates the management and transmission of relevant information to models, ensuring their effective operation within specified contexts. Leveraging this technology, PayPal developed an MCP server that enables merchants to interact with their preferred MCP clients using natural language. This functionality allows users to ef

Brave Search Web and local search using Brave's Search API # Brave Search MCP Server An MCP server implementation that integrates the Brave Search API, providing both web and local search capabilities. ## Features - **Web Search**: General queries, news, articles, with pagination and freshness controls - **Local Search**: Find businesses, restaurants, and services with detailed infor

Prisma Quickstart   •   Website   •   Docs   •   Examples   •   Blog   •   Discord   •   Twitter   •   Youtube ## What is Prisma? Prisma ORM is a **next-generation ORM** that consists of these tools

# Perplexity Ask MCP Server An MCP server implementation that integrates the Sonar API to provide Claude with unparalleled real-time, web-wide research. Please refer to the official for assistance with implementation. # High-level System Architecture *Credits: DeepWiki powered by Devin* ## Tools - **perplexity_ask** - Engage in a conversation with the Sonar

# 百度地图 MCP Server ## 概述 百度地图API现已全面兼容,是国内首家兼容MCP协议的地图服务商。 百度地图提供的MCP Server,包含10个符合MCP协议标准的API接口,涵盖逆地理编码、地点检索、路线规划等。 依赖\`MCP Python SDK\`和\`MCP Typescript SDK\`开发,任意支持MCP协议的智能体助手(如\`Claude\`、\`Cursor\`以及\`千帆AppBuilder\`等)都可以快速接入。 ## 工具 1. 地理编码 \`map_geocode\` - 描述: 将地址解析为对应的位置坐标, 地址结构越完整, 地址内容越准确, 解析的坐标精度越高 - 参数: \`address\` 地址信息 - 输出: \`location\` 纬经度坐标 2. 逆地

Puppeteer Browser automation and web scraping # Puppeteer A Model Context Protocol server that provides browser automation capabilities using Puppeteer. This server enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a real browser environment. ## Components ### Tools - **puppeteer_navigate** - Navigate to any URL in the browser - Inputs:

高德地图为实现 LBS 服务与 LLM 更好的交互,高德地图 MCP Server 现已覆盖12大核心服务接口,提供全场景覆盖的地图服务,包括地理编码、逆地理编码、IP 定位、天气查询、骑行路径规划、步行路径规划、驾车路径规划、公交路径规划、距离测量、关键词搜索、周边搜索、详情搜索等。为进一步提高开发者接入效率与体验,高德地图开放平台为开发者提供了通用级 SSE 协议 MCP 服务解决方案。 ### AMAP 高德地图 MCP SERVER CONFIG \`\`\` \{ "mcpServers": \{ "amap-amap-sse": \{ "url": "https://mcp.amap.com/sse?key=$\{your API KEY\}" \} \} \} \`\`\` ## 产品介

A Model Context Protocol (MCP) server implementation that provides Elasticsearch and OpenSearch interaction. This server enables searching documents, analyzing indices, and managing cluster through a set of tools. # Elasticsearch/OpenSearch MCP Server ](https://smithery.ai/server/elasticsearch-mcp-server) ## Overview A Model Context Protocol (MCP) server implementation that provides El

Special thanks to: ### # Playwright MCP Server ](https://smithery.ai/server/@executeautomation/playwright-mcp-server) A Model Context Protocol server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web pages, take screenshots, generate test code, web scraps the page and execute JavaScrip

# Tavily MCP Server > **Compatible with , , , , and any other MCP Clients!** > > Tavily MCP is also compatible with any MCP client > > on combining Tavily MCP with Neo4j MCP server! > > Integrating Tavily MCP with Cline in VS Code ( Demo + Example Use-Cases) > The Model Context Protocol (MCP) is an open standard that enables AI systems to interact seamlessly with various data sou

Fetch Web content fetching and conversion for efficient LLM usage # Fetch MCP Server A Model Context Protocol server that provides web content fetching capabilities. This server enables LLMs to retrieve and process content from web pages, converting HTML to markdown for easier consumption. The fetch tool will truncate the response, but by using the \`start_index\` argument, you can speci

# Firecrawl MCP Server A Model Context Protocol (MCP) server implementation that integrates with for web scraping capabilities. > Big thanks to , for the initial implementation! ## Features - Web scraping, crawling, and discovery - Search and content extraction - Deep research and batch scraping - Automatic retries and rate limiting - Cloud and self-hosted support - SSE suppor

# APISIX Model Context Protocol (MCP) Server ](https://smithery.ai/server/@api7/apisix-mcp) APISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API. It aims to enable natural language-based interaction for viewing and managing resources in APISIX through MCP-compatible AI clients. https://github.com/user-attachments/assets/081e878c

# Model Context Protocol servers This repository is a collection of *reference implementations* for the (MCP), as well as references to community built servers and additional resources. The servers in this repository showcase the versatility and extensibility of MCP, demonstrating how it can be used to give Large Language Models (LLMs) secure, controlled access to tools and data sources.

# AI Agent Marketplace Index Search MCP Server MCP Server for AI Agent Marketplace Index from DeepNLP, , allowing AI assistants to searches available AI agents Navigation Page function, tools or use cases by "keywords" or "category". such as find all the "AI coding agents", "GUI AI Agents", "Mobile Use Agent", "Desktop Use Agent", etc. ## Features - Search AI Agents by query or category, find a

Filesystem Secure file operations with configurable access controls # Filesystem MCP Server Node.js server implementing Model Context Protocol (MCP) for filesystem operations. ## Features - Read/write files - Create/list/delete directories - Move files/directories - Search files - Get file metadata **Note**: The server will only allow operations within directories specified via

Sequential Thinking Dynamic and reflective problem solving through thought sequences # Sequential Thinking MCP Server An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process. ## Features - Break down complex problems into manageable steps - Revise and refine thoughts as understanding deepens - Branch into alt

# Desktop Commander MCP ### Search, update, manage files and run terminal commands with AI ](https://www.npmjs.com/package/@wonderwhy-er/desktop-commander) ](https://smithery.ai/server/@wonderwhy-er/desktop-commander) ](https://www.buymeacoffee.com/wonderwhyer) ](https://discord.gg/kQ27sNnZr7) Work with code and text, run processes, and automate tasks, going far beyond other AI editors - with

Top Rated

PayPal PayPal's official MCP server. Model Context Protocol (MCP) facilitates the management and transmission of relevant information to models, ensuring their effective operation within specified contexts. Leveraging this technology, PayPal developed an MCP server that enables merchants to interact with their preferred MCP clients using natural language. This functionality allows users to ef

Prisma Quickstart   •   Website   •   Docs   •   Examples   •   Blog   •   Discord   •   Twitter   •   Youtube ## What is Prisma? Prisma ORM is a **next-generation ORM** that consists of these tools

# Perplexity Ask MCP Server An MCP server implementation that integrates the Sonar API to provide Claude with unparalleled real-time, web-wide research. Please refer to the official for assistance with implementation. # High-level System Architecture *Credits: DeepWiki powered by Devin* ## Tools - **perplexity_ask** - Engage in a conversation with the Sonar

Puppeteer Browser automation and web scraping # Puppeteer A Model Context Protocol server that provides browser automation capabilities using Puppeteer. This server enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a real browser environment. ## Components ### Tools - **puppeteer_navigate** - Navigate to any URL in the browser - Inputs:

高德地图为实现 LBS 服务与 LLM 更好的交互,高德地图 MCP Server 现已覆盖12大核心服务接口,提供全场景覆盖的地图服务,包括地理编码、逆地理编码、IP 定位、天气查询、骑行路径规划、步行路径规划、驾车路径规划、公交路径规划、距离测量、关键词搜索、周边搜索、详情搜索等。为进一步提高开发者接入效率与体验,高德地图开放平台为开发者提供了通用级 SSE 协议 MCP 服务解决方案。 ### AMAP 高德地图 MCP SERVER CONFIG \`\`\` \{ "mcpServers": \{ "amap-amap-sse": \{ "url": "https://mcp.amap.com/sse?key=$\{your API KEY\}" \} \} \} \`\`\` ## 产品介

Special thanks to: ### # Playwright MCP Server ](https://smithery.ai/server/@executeautomation/playwright-mcp-server) A Model Context Protocol server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web pages, take screenshots, generate test code, web scraps the page and execute JavaScrip

# Firecrawl MCP Server A Model Context Protocol (MCP) server implementation that integrates with for web scraping capabilities. > Big thanks to , for the initial implementation! ## Features - Web scraping, crawling, and discovery - Search and content extraction - Deep research and batch scraping - Automatic retries and rate limiting - Cloud and self-hosted support - SSE suppor

# APISIX Model Context Protocol (MCP) Server ](https://smithery.ai/server/@api7/apisix-mcp) APISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API. It aims to enable natural language-based interaction for viewing and managing resources in APISIX through MCP-compatible AI clients. https://github.com/user-attachments/assets/081e878c

# Model Context Protocol servers This repository is a collection of *reference implementations* for the (MCP), as well as references to community built servers and additional resources. The servers in this repository showcase the versatility and extensibility of MCP, demonstrating how it can be used to give Large Language Models (LLMs) secure, controlled access to tools and data sources.

# AI Agent Marketplace Index Search MCP Server MCP Server for AI Agent Marketplace Index from DeepNLP, , allowing AI assistants to searches available AI agents Navigation Page function, tools or use cases by "keywords" or "category". such as find all the "AI coding agents", "GUI AI Agents", "Mobile Use Agent", "Desktop Use Agent", etc. ## Features - Search AI Agents by query or category, find a

Filesystem Secure file operations with configurable access controls # Filesystem MCP Server Node.js server implementing Model Context Protocol (MCP) for filesystem operations. ## Features - Read/write files - Create/list/delete directories - Move files/directories - Search files - Get file metadata **Note**: The server will only allow operations within directories specified via

Sequential Thinking Dynamic and reflective problem solving through thought sequences # Sequential Thinking MCP Server An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process. ## Features - Break down complex problems into manageable steps - Revise and refine thoughts as understanding deepens - Branch into alt

# Desktop Commander MCP ### Search, update, manage files and run terminal commands with AI ](https://www.npmjs.com/package/@wonderwhy-er/desktop-commander) ](https://smithery.ai/server/@wonderwhy-er/desktop-commander) ](https://www.buymeacoffee.com/wonderwhyer) ](https://discord.gg/kQ27sNnZr7) Work with code and text, run processes, and automate tasks, going far beyond other AI editors - with

Google Maps Location services, directions, and place details # Google Maps MCP Server MCP Server for the Google Maps API. ## Tools 1. \`maps_geocode\` - Convert address to coordinates - Input: \`address\` (string) - Returns: location, formatted_address, place_id 2. \`maps_reverse_geocode\` - Convert coordinates to address - Inputs: - \`latitude\` (numb

@alipay/mcp-server-alipay 是支付宝开放平台提供的 MCP Server,让你可以轻松将支付宝开放平台提供的交易创建、查询、退款等能力集成到你的 LLM 应用中,并进一步创建具备支付能力的智能工具。 # 简介 @alipay/mcp-server-alipay 是支付宝开放平台提供的 MCP Server,让你可以轻松将支付宝开放平台提供的交易创建、查询、退款等能力集成到你的 LLM 应用中,并进一步创建具备支付能力的智能工具。 以下是一个虚构的简化使用场景,用于方便理解工具能力: 一位插画师希望通过提供定制的原创插画服务谋取收入。传统方式下,他/她需要和每位客户反复沟通需求、确定价格,并发送支付链接,然后再人工确认支付情况,这个过程繁琐且费时。 现在,插画师利用支付宝 MCP Server 与智能 Agent 工具,通过 Agent 搭建

Brave Search Web and local search using Brave's Search API # Brave Search MCP Server An MCP server implementation that integrates the Brave Search API, providing both web and local search capabilities. ## Features - **Web Search**: General queries, news, articles, with pagination and freshness controls - **Local Search**: Find businesses, restaurants, and services with detailed infor

# finance-agent-mcp-server MCP Server of free and public available Financial Data without need of API keys from trusted sites or institues. This MCP server is a mcp wrapper of pypi package FinanceAgent (https://github.com/AI-Hub-Admin/FinanceAgent) which aims to provide free and public available financial data from open websites of trusted sites. You can help your AI system to get realtime

A Model Context Protocol (MCP) server implementation that provides Elasticsearch and OpenSearch interaction. This server enables searching documents, analyzing indices, and managing cluster through a set of tools. # Elasticsearch/OpenSearch MCP Server ](https://smithery.ai/server/elasticsearch-mcp-server) ## Overview A Model Context Protocol (MCP) server implementation that provides El

# Tavily MCP Server > **Compatible with , , , , and any other MCP Clients!** > > Tavily MCP is also compatible with any MCP client > > on combining Tavily MCP with Neo4j MCP server! > > Integrating Tavily MCP with Cline in VS Code ( Demo + Example Use-Cases) > The Model Context Protocol (MCP) is an open standard that enables AI systems to interact seamlessly with various data sou

Fetch Web content fetching and conversion for efficient LLM usage # Fetch MCP Server A Model Context Protocol server that provides web content fetching capabilities. This server enables LLMs to retrieve and process content from web pages, converting HTML to markdown for easier consumption. The fetch tool will truncate the response, but by using the \`start_index\` argument, you can speci

MCP SERVER

Google Maps Location services, directions, and place details # Google Maps MCP Server MCP Server for the Google Maps API. ## Tools 1. \`maps_geocode\` - Convert address to coordinates - Input: \`address\` (string) - Returns: location, formatted_address, place_id 2. \`maps_reverse_geocode\` - Convert coordinates to address - Inputs: - \`latitude\` (numb

@alipay/mcp-server-alipay 是支付宝开放平台提供的 MCP Server,让你可以轻松将支付宝开放平台提供的交易创建、查询、退款等能力集成到你的 LLM 应用中,并进一步创建具备支付能力的智能工具。 # 简介 @alipay/mcp-server-alipay 是支付宝开放平台提供的 MCP Server,让你可以轻松将支付宝开放平台提供的交易创建、查询、退款等能力集成到你的 LLM 应用中,并进一步创建具备支付能力的智能工具。 以下是一个虚构的简化使用场景,用于方便理解工具能力: 一位插画师希望通过提供定制的原创插画服务谋取收入。传统方式下,他/她需要和每位客户反复沟通需求、确定价格,并发送支付链接,然后再人工确认支付情况,这个过程繁琐且费时。 现在,插画师利用支付宝 MCP Server 与智能 Agent 工具,通过 Agent 搭建

Sequential Thinking Dynamic and reflective problem solving through thought sequences # Sequential Thinking MCP Server An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process. ## Features - Break down complex problems into manageable steps - Revise and refine thoughts as understanding deepens - Branch into alt

# Desktop Commander MCP ### Search, update, manage files and run terminal commands with AI ](https://www.npmjs.com/package/@wonderwhy-er/desktop-commander) ](https://smithery.ai/server/@wonderwhy-er/desktop-commander) ](https://www.buymeacoffee.com/wonderwhyer) ](https://discord.gg/kQ27sNnZr7) Work with code and text, run processes, and automate tasks, going far beyond other AI editors - with

# BrowserTools MCP > Make your AI tools 10x more aware and capable of interacting with your browser This application is a powerful browser monitoring and interaction tool that enables AI-powered applications via Anthropic's Model Context Protocol (MCP) to capture and analyze browser data through a Chrome extension. Read our for the full installation, quickstart and contribution guides.

# Firecrawl MCP Server A Model Context Protocol (MCP) server implementation that integrates with for web scraping capabilities. > Big thanks to , for the initial implementation! ## Features - Web scraping, crawling, and discovery - Search and content extraction - Deep research and batch scraping - Automatic retries and rate limiting - Cloud and self-hosted support - SSE suppor

Fetch Web content fetching and conversion for efficient LLM usage # Fetch MCP Server A Model Context Protocol server that provides web content fetching capabilities. This server enables LLMs to retrieve and process content from web pages, converting HTML to markdown for easier consumption. The fetch tool will truncate the response, but by using the \`start_index\` argument, you can speci

Prisma Quickstart   •   Website   •   Docs   •   Examples   •   Blog   •   Discord   •   Twitter   •   Youtube ## What is Prisma? Prisma ORM is a **next-generation ORM** that consists of these tools

Brave Search Web and local search using Brave's Search API # Brave Search MCP Server An MCP server implementation that integrates the Brave Search API, providing both web and local search capabilities. ## Features - **Web Search**: General queries, news, articles, with pagination and freshness controls - **Local Search**: Find businesses, restaurants, and services with detailed infor

PayPal PayPal's official MCP server. Model Context Protocol (MCP) facilitates the management and transmission of relevant information to models, ensuring their effective operation within specified contexts. Leveraging this technology, PayPal developed an MCP server that enables merchants to interact with their preferred MCP clients using natural language. This functionality allows users to ef

# Tavily MCP Server > **Compatible with , , , , and any other MCP Clients!** > > Tavily MCP is also compatible with any MCP client > > on combining Tavily MCP with Neo4j MCP server! > > Integrating Tavily MCP with Cline in VS Code ( Demo + Example Use-Cases) > The Model Context Protocol (MCP) is an open standard that enables AI systems to interact seamlessly with various data sou

A Model Context Protocol (MCP) server implementation that provides Elasticsearch and OpenSearch interaction. This server enables searching documents, analyzing indices, and managing cluster through a set of tools. # Elasticsearch/OpenSearch MCP Server ](https://smithery.ai/server/elasticsearch-mcp-server) ## Overview A Model Context Protocol (MCP) server implementation that provides El

Puppeteer Browser automation and web scraping # Puppeteer A Model Context Protocol server that provides browser automation capabilities using Puppeteer. This server enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a real browser environment. ## Components ### Tools - **puppeteer_navigate** - Navigate to any URL in the browser - Inputs:

# AI Agent Marketplace Index Search MCP Server MCP Server for AI Agent Marketplace Index from DeepNLP, , allowing AI assistants to searches available AI agents Navigation Page function, tools or use cases by "keywords" or "category". such as find all the "AI coding agents", "GUI AI Agents", "Mobile Use Agent", "Desktop Use Agent", etc. ## Features - Search AI Agents by query or category, find a

# APISIX Model Context Protocol (MCP) Server ](https://smithery.ai/server/@api7/apisix-mcp) APISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API. It aims to enable natural language-based interaction for viewing and managing resources in APISIX through MCP-compatible AI clients. https://github.com/user-attachments/assets/081e878c

Filesystem Secure file operations with configurable access controls # Filesystem MCP Server Node.js server implementing Model Context Protocol (MCP) for filesystem operations. ## Features - Read/write files - Create/list/delete directories - Move files/directories - Search files - Get file metadata **Note**: The server will only allow operations within directories specified via

# Model Context Protocol servers This repository is a collection of *reference implementations* for the (MCP), as well as references to community built servers and additional resources. The servers in this repository showcase the versatility and extensibility of MCP, demonstrating how it can be used to give Large Language Models (LLMs) secure, controlled access to tools and data sources.

# 百度地图 MCP Server ## 概述 百度地图API现已全面兼容,是国内首家兼容MCP协议的地图服务商。 百度地图提供的MCP Server,包含10个符合MCP协议标准的API接口,涵盖逆地理编码、地点检索、路线规划等。 依赖\`MCP Python SDK\`和\`MCP Typescript SDK\`开发,任意支持MCP协议的智能体助手(如\`Claude\`、\`Cursor\`以及\`千帆AppBuilder\`等)都可以快速接入。 ## 工具 1. 地理编码 \`map_geocode\` - 描述: 将地址解析为对应的位置坐标, 地址结构越完整, 地址内容越准确, 解析的坐标精度越高 - 参数: \`address\` 地址信息 - 输出: \`location\` 纬经度坐标 2. 逆地

# Perplexity Ask MCP Server An MCP server implementation that integrates the Sonar API to provide Claude with unparalleled real-time, web-wide research. Please refer to the official for assistance with implementation. # High-level System Architecture *Credits: DeepWiki powered by Devin* ## Tools - **perplexity_ask** - Engage in a conversation with the Sonar

高德地图为实现 LBS 服务与 LLM 更好的交互,高德地图 MCP Server 现已覆盖12大核心服务接口,提供全场景覆盖的地图服务,包括地理编码、逆地理编码、IP 定位、天气查询、骑行路径规划、步行路径规划、驾车路径规划、公交路径规划、距离测量、关键词搜索、周边搜索、详情搜索等。为进一步提高开发者接入效率与体验,高德地图开放平台为开发者提供了通用级 SSE 协议 MCP 服务解决方案。 ### AMAP 高德地图 MCP SERVER CONFIG \`\`\` \{ "mcpServers": \{ "amap-amap-sse": \{ "url": "https://mcp.amap.com/sse?key=$\{your API KEY\}" \} \} \} \`\`\` ## 产品介

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Reviews

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  • AILearner98 2025-07-29 09:24
    Interesting:4,Helpfulness:5,Free API:5,Correctness:4

    The finance APIs provided by ai-hub-admin/finance-agent-mcp-server is free to use without required Access Key. So this is super convenient. For asian stock market, the APIs wrapper of xueqiu.com and hkex.com is quite helpful to get realtime stock price of Mainland China, Hong kong, Japan stock market. The success rate is satisfactory but sometimes it needs sometimes of retries to get actual results.


  • MayZhou 2025-07-29 08:36
    Interesting:4,Helpfulness:5,Success Rate:3,Correctness:4

    tavily search API is a good complementary source of web search API to google and bing. Additionally, it provides good web content filling service API for AI Agent to get the crawled contents of the whole webpage. The API success rate is an issues, sometimes it will return 422 or similar errors.


  • jameslman13 2025-06-18 09:16
    Interesting:5,Helpfulness:5,Correctness:5

    I think the idea of integrating apisix mcp is very useful for API management on your AI client. The tools of create/get/delete resource will benefit backend engineers or admins to better manage their API7 api resources, which is very promising for future AI automation of API calling and usage.


  • ZackLi 2025-06-12 23:31
    Interesting:5,Helpfulness:5,Correctness:5

    I think the DesktopCommanderMCP is very useful as the central terminal to manage the local file systems. And it's easy to install to friendly to use in daily work.


  • aigcmaster97 2025-06-09 08:50
    Interesting:4,Accuracy:5,Helpfulness:4,Correctness:5
    Prompt: What's the weather like in San Francisco?

    I am using Cursor Client and searching weather calling API MCP. And Claude API directs the query tools to Brave Search tools brave_web_search. It still provides good results. However it's a little bit strange the Claude decides not to use weather API MCPs, though. Is it possible because the brave search API schema and description are ambigous?

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