AI-Agent-Hub/ai-agent-marketplace-index-mcp
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MCP Server for AI Agent Marketplace Index from DeepNLP, allowing AI assistants to search available AI agents by keywords or categories.
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AI Evaluation ReportTotal Score: 2
The ai-agent-marketplace-index-mcp agent consistently failed to provide relevant AI agents for the specified domains such as healthcare, financial data analysis, customer service, natural language processing, and cybersecurity. The responses often included agents that did not align with the requested specialization, indicating a significant limitation in accurately retrieving domain-specific agents. Additionally, the agent frequently lacked performance metrics and detailed descriptions, further reducing the utility of the provided information. The tool also experienced malfunctions, particularly in the cybersecurity query, which suggests reliability issues. Overall, the agent's performance demonstrates a lack of precision and effectiveness in fulfilling its intended purpose of facilitating AI agent discovery across diverse fields.
Test case 1
Score: 2Perform the operation of searching for AI agents specialized in healthcare within the AI Agent Marketplace Index, and provide the top 5 results including their descriptions and relevant performance metrics.Top 5 AI Agents Specialized in Healthcare
- AI Agent Name: Linear
Website: Linear MCP Integration Server
Description: This server provides Linear integration capabilities through the Model Context Protocol (MCP). It allows AI models to interact with Linear for issue tracking and project management.
Field: MCP SERVER
SubField: MCP SERVER
Statistics: Not available - AI Agent Name: RagRabbit
Website: Not specified
Description: Integrates with RagRabbit to crawl websites, generate vector embeddings, and enable search and question answering from indexed content for domain-specific information retrieval.
Field: MCP SERVER
SubField: MCP SERVER
Statistics: Not available - AI Agent Name: Kai (Kubernetes)
Website: Not specified
Description: A Model Context Protocol (MCP) server for managing Kubernetes resources through large language models (LLMs) like Claude. This server provides a bridge between LLMs and Kubernetes clusters, enabling users to interact with their Kubernetes resources through natural language.
Field: MCP SERVER
SubField: MCP SERVER
Statistics: Not available - AI Agent Name: Scholarly
Website: mcp-scholarly MCP server
Description: A MCP server to search for accurate academic articles. More scholarly vendors will be added soon. It includes tools for searching articles related to given keywords.
Field: MCP SERVER
SubField: MCP SERVER
Statistics: Not available - AI Agent Name: notegpt io
Website: Not specified
Description: AI YouTube Presentation, AI PDF Study Writer, and AI Tools. This tool allows users to generate music from text with one click and helps organize an AI music library.
Field: AI AGENT
SubField: Audio Generator
Statistics:- Bing Rank: Fluctuates around 16 to 51
- Google Rank: Fluctuates around 21.1 to 200
These agents provide various functionalities that can be leveraged in healthcare and related fields.
- AI Agent Name: Linear
Test case 2
Score: 2Perform the operation of searching for AI agents specialized in financial data analysis within the AI Agent Marketplace Index, and provide the top 5 results including their descriptions and relevant performance metrics.Top 5 AI Agents Specialized in Financial Data Analysis
- AI Agent Name: Linear
Description: This server provides Linear integration capabilities through the Model Context Protocol (MCP), allowing AI models to interact with Linear for issue tracking and project management.
Field: MCP SERVER
SubField: MCP SERVER
Performance Metrics: Not specified. - AI Agent Name: RagRabbit
Description: Integrates with RagRabbit to crawl websites, generate vector embeddings, and enable search and question answering from indexed content for domain-specific information retrieval.
Field: MCP SERVER
SubField: MCP SERVER
Performance Metrics: Not specified. - AI Agent Name: Kai (Kubernetes)
Description: A Kubernetes MCP server that provides a bridge between large language models (LLMs) and Kubernetes clusters, enabling users to manage Kubernetes resources through natural language.
Field: MCP SERVER
SubField: MCP SERVER
Performance Metrics: Not specified. - AI Agent Name: Scholarly
Description: A MCP server designed to search for accurate academic articles, with tools for searching arXiv based on keywords.
Field: MCP SERVER
SubField: MCP SERVER
Performance Metrics: Not specified. - AI Agent Name: Notegpt io
Description: Offers tools for generating music, presentations, and more, with a user rating of 4.9 based on 2156 reviews.
Field: AI AGENT
SubField: Audio Generator
Performance Metrics:- Bing Rank: Fluctuating around 16 to 50.
- Google Rank: Ranged from 21.1 to 200.
- AI Agent Name: Linear
Test case 3
Score: 2Perform the operation of searching for AI agents specialized in customer service within the AI Agent Marketplace Index, and provide the top 5 results including their descriptions and relevant performance metrics.Top 5 AI Agents Specialized in Customer Service
- AI Agent Name: Linear
- Description: This server provides Linear integration capabilities through the Model Context Protocol (MCP). It allows AI models to interact with Linear for issue tracking and project management.
- Field: MCP SERVER
- SubField: MCP SERVER
- Website: Linear MCP Integration Server
- Performance Metrics: N/A
- AI Agent Name: RagRabbit
- Description: Integrates with RagRabbit to crawl websites, generate vector embeddings, and enable search and question answering from indexed content for domain-specific information retrieval.
- Field: MCP SERVER
- SubField: MCP SERVER
- Website: N/A
- Performance Metrics: N/A
- AI Agent Name: Kai (Kubernetes)
- Description: A Model Context Protocol (MCP) server for managing Kubernetes resources through LLMs like Claude. It provides a bridge between large language models and Kubernetes clusters, enabling users to interact with their resources through natural language.
- Field: MCP SERVER
- SubField: MCP SERVER
- Website: N/A
- Performance Metrics: N/A
- AI Agent Name: Scholarly
- Description: A MCP server to search for accurate academic articles. More scholarly vendors will be added soon.
- Field: MCP SERVER
- SubField: MCP SERVER
- Website: mcp-scholarly MCP server
- Performance Metrics: N/A
- AI Agent Name: notegpt io
- Description: AI YouTube Presentation, AI PDF Study Writer, AI Tools. This tool allows users to generate music from text with one click and customize lyrics and styles.
- Field: AI AGENT
- SubField: Audio Generator
- Performance Metrics:
- Google Rank: Fluctuating around 200.0
- Bing Rank: Fluctuating around 50.0
- Website: N/A Please note that while some agents may not have specific performance metrics available, they provide various capabilities related to customer service and information retrieval.
- AI Agent Name: Linear
Test case 4
Score: 3Perform the operation of searching for AI agents specialized in natural language processing within the AI Agent Marketplace Index, and provide the top 5 results including their descriptions and relevant performance metrics.Top 5 AI Agents Specialized in Natural Language Processing
- AI Agent Name: Linear
Description: This server provides Linear integration capabilities through the Model Context Protocol (MCP). It allows AI models to interact with Linear for issue tracking and project management.
Field: MCP SERVER
SubField: MCP SERVER
Statistics: N/A - AI Agent Name: RagRabbit
Description: Integrates with RagRabbit to crawl websites, generate vector embeddings, and enable search and question answering from indexed content for domain-specific information retrieval.
Field: MCP SERVER
SubField: MCP SERVER
Statistics: N/A - AI Agent Name: Kai (Kubernetes)
Description: A Model Context Protocol (MCP) server for managing Kubernetes resources through large language models (LLMs) like Claude. It provides a bridge between LLMs and Kubernetes clusters, enabling users to interact with resources through natural language.
Field: MCP SERVER
SubField: MCP SERVER
Statistics: N/A - AI Agent Name: Scholarly
Description: A MCP server to search for accurate academic articles. It implements a tool called "search-arxiv" to find relevant articles based on given keywords.
Field: MCP SERVER
SubField: MCP SERVER
Statistics: N/A - AI Agent Name: notegpt io
Description: A versatile AI tool that allows users to generate music from text, create presentations, and manage educational content. It has a user rating of 4.9 based on 2156 reviews.
Field: AI AGENT
SubField: Audio Generator
Statistics:- Bing Rank: Fluctuates around 16 to 52 over time
- Google Rank: Ranges from 21.1 to 200
These agents represent a variety of capabilities in natural language processing and related functionalities.
- AI Agent Name: Linear
Test case 5
Score: 2Perform the operation of searching for AI agents specialized in cybersecurity within the AI Agent Marketplace Index, and provide the top 5 results including their descriptions and relevant performance metrics.Tool malfunction: The response did not provide AI agents specifically specialized in cybersecurity, indicating a possible issue with the tool's output.