MCP Server comparisons per topic
MCP server listings on following topics retrieved from PulseMCP.com using mcp server
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Coding
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Google
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Memory
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Project tasks
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Testing
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Web search
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Web scraping
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Youtube
Coding and Development MCP Servers Comparison
This comparison highlights various Coding and Development MCP servers that facilitate seamless integration of programming tasks, coding workflows, and development processes. These servers are essential for enhancing productivity in software development projects, enabling developers to streamline their work and improve code quality with AI-driven assistance.
| Server Name | URL | Description | Source Code | Technology Base | GitHub Stars |
|---|---|---|---|---|---|
| Safe Wallet | Safe Wallet | Enables interaction with Safe smart contract wallets for querying transactions and multisig details. | GitHub | TypeScript | 0 |
| Coding File Management | Coding File Management | Extracts and documents code from local filesystem for automated analysis. | GitHub | TypeScript | 10 |
| Coding Assistant | Coding Assistant | Enhances coding capabilities by providing context-aware suggestions and documentation integration. | GitHub | TypeScript | 8 |
| Style Guidelines | Style Guidelines | Enforces coding standards by managing programming guidelines across projects. | GitHub | TypeScript | 15 |
| Neovim Integration | Neovim Integration | Enables AI-enhanced coding assistance within the Neovim environment. | GitHub | TypeScript | 19 |
| Coding File Context | Coding File Context | Provides advanced file system access and code analysis capabilities for large codebases. | GitHub | TypeScript | 2 |
| Geoapify Map Generator | Geoapify Map Generator | Generates map images from geographic coordinates using Python libraries. | GitHub | TypeScript | 0 |
| Coding Project Structure | Coding Project Structure | Provides a single interface for retrieving entire project structures for analysis. | GitHub | TypeScript | 3 |
| JavaScript Sandbox | JavaScript Sandbox | Provides a secure JavaScript sandbox for executing code with configurable limits. | GitHub | TypeScript | 0 |
| Spider-CDN | Spider-CDN | Implements functions for browsing, crawling, and scraping dynamic content from web pages. | GitHub | N/A | N/A |
| Testing | Testing | Integrates testing libraries for monitoring code quality and project dependencies. | GitHub | N/A | N/A |
Google MCP Servers Comparison
This comparison highlights a variety of Google MCP servers capable of integrating with Google services such as Gmail, Drive, Calendar, and Search. Their functionalities can assist in enhancing productivity, automating tasks, and performing data analysis, making them valuable tools for AI-assisted applications and research.
| Server Name | URL | Description | Source Code | Technology Base | GitHub Stars |
|---|---|---|---|---|---|
| Google Workspace | Google Workspace | Integrates Gmail and Calendar functionality, enabling email operations and user information retrieval. | N/A | TypeScript | N/A |
| Google Workspace | Google Workspace | Integrates with Gmail and Google Calendar for multi-account support. | GitHub | TypeScript | 5 |
| Google Custom Search | Google Custom Search | Integrates Google Custom Search API for conducting web searches. | GitHub | TypeScript | 4 |
| Google Search Console | Google Search Console | Analyze SEO metrics and search performance data. | GitHub | TypeScript | 8 |
| Google Calendar | Google Calendar | Enables creation, updating, and retrieval of calendar events for scheduling management. | GitHub | TypeScript | 1 |
| Gmail | Gmail | Integrates Gmail functionality via Google Apps Script for email operations. | GitHub | TypeScript | 4 |
| Google Drive | Google Drive | Enables file listing, searching, and reading for document retrieval. | GitHub | TypeScript | 4 |
| Google Calendar | Google Calendar | Fetch event data to generate context-aware prompts for scheduling tasks. | GitHub | Rust | 3 |
| Google Tasks | Google Tasks | Enables task management with capabilities for listing, creating, and updating tasks. | GitHub | TypeScript | 9 |
| Google PageSpeed Insights | PageSpeed Insights | Analyzes webpage performance and provides optimization recommendations. | GitHub | TypeScript | 3 |
| Google Search | Google Search | Integrates Google Custom Search with enhanced data retrieval capabilities. | GitHub | TypeScript | 4 |
| Google Custom Search | Google Custom Search | Provides Google search and content extraction capabilities with bot detection avoidance. | GitHub | TypeScript | 5 |
Memory MCP Servers Comparison
This comparison highlights various Memory MCP servers designed to enhance memory management, context retention, and structured knowledge representation for AI applications. Their specific capabilities enable researchers and developers to leverage persistent memory effectively, fulfilling diverse use cases in AI-driven contexts.
| Server Name | URL | Description | Source Code | Technology Base | GitHub Stars |
|---|---|---|---|---|---|
| Notes | Notes | Integrates note-taking capabilities with AI models for persistent memory management. | GitHub | TypeScript | 17 |
| Memory Bank | Memory Bank | Transforms file-based memory banks into centralized service for multi-project management. | GitHub | N/A | 23 |
| Memory Box | Memory Box | Provides persistent, context-aware interactions via semantic memory storage using vector embeddings. | GitHub | N/A | 1 |
| Memory Usage Dashboard | Memory Usage Dashboard | Dashboard for monitoring and visualization of memory usage in MCP implementations. | GitHub | N/A | 1 |
| Memory Mesh | MemoryMesh | Provides a local knowledge graph for efficient memory management and conversation context retention. | GitHub | N/A | 69 |
| Qdrant Knowledge Graph | Qdrant Knowledge Graph | Integrates a knowledge graph with semantic search capabilities for structured information retrieval. | GitHub | TypeScript | 1 |
| Memory Service | Memory Service | Provides vector database integration for semantic search and content recommendations. | GitHub | N/A | 27 |
| Knowledge Graph Memory | Knowledge Graph Memory | Builds and queries persistent semantic networks for data management. | GitHub | N/A | 11585 |
| Memory Plugin (SQLite) | Memory Plugin | Provides SQLite-based persistent memory storage for maintaining context across conversations. | GitHub | N/A | 0 |
| Memory Cache | Memory Cache | Implements an efficient in-memory caching layer to optimize token consumption in AI interactions. | GitHub | N/A | 2 |
| Memory Manager | Memory Manager | Manages and switches between memory paths for structured context management across AI projects. | GitHub | N/A | 0 |
Project Task MCP Servers Comparison
This comparison highlights various Project Task MCP servers that integrate with project management tools to enhance collaboration and productivity. By leveraging these servers, teams can streamline workflows and automate project management tasks more effectively.
| Server Name | URL | Description | Source Code | Technology Base | GitHub Stars |
|---|---|---|---|---|---|
| Jira | Jira | Integrates with Jira’s REST API for issue management and project tracking capabilities. | GitHub | TypeScript | 6 |
| QuickBooks Time | QuickBooks Time | Integrates QuickBooks Time API for managing timesheets, users, and projects. | GitHub | Python | 3 |
| Targetprocess | Targetprocess | Integrates with Targetprocess for searching, creating, and updating project management entities. | GitHub | TypeScript | 0 |
| Trello | Trello | Integrates with Trello API for managing boards, lists, and cards for project tracking. | GitHub | TypeScript | 0 |
| Harvest | Harvest | Integrates with Harvest’s time tracking and project management features. | GitHub | TypeScript | 0 |
| ClickUp | ClickUp | Integrates with ClickUp for task management, project tracking, and workflow automation. | GitHub | TypeScript | 4 |
| Google Workspace | Google Workspace | Integrates Google Workspace for email operations and calendar management. | N/A | TypeScript | N/A |
| Asana | Asana | Integrates with Asana API for task automation and project management. | GitHub | TypeScript | 10 |
| Jira | Jira | Integrates with Jira API for automated project management and task tracking. | GitHub | Python | 1 |
| Project Hub | Project Hub | Integrates with GitHub for managing tasks, issues, and documents. | GitHub | TypeScript | 1 |
| Project Handoffs | Project Handoffs | Coordinates workflows across multiple sessions or models for seamless project transitions. | GitHub | TypeScript | 4 |
| Python Toolbox | Python Toolbox | Integrates with Python tools for file operations, code analysis, and test automation. | GitHub | Python | N/A |
| GitHub Project Manager | GitHub Project Manager | Integrates with GitHub API for managing projects and tasks. | GitHub | TypeScript | 8 |
Web Scraping MCP Servers Comparison
This comparison showcases various web scraping MCP servers, each designed to tackle different aspects of web data extraction and content management. Their individual features allow developers and organizations to choose the best-suited solution for their data collection needs and enhance AI capabilities with up-to-date online content.
| Server Name | URL | Description | Source Code | Technology Base | GitHub Stars |
|---|---|---|---|---|---|
| Apify Actor | Apify Actor | Integrates with Apify to enable scalable web scraping and automation for data extraction. | GitHub | TypeScript | 37 |
| Firecrawl | Firecrawl | Integrates with the Firecrawl API to enable web scraping and intelligent content searching. | GitHub | TypeScript | 0 |
| Umami Analytics | Umami Analytics | Integrates with Umami analytics for website performance and user behavior analysis. | GitHub | TypeScript | 0 |
| Web Crawler | Web Crawler | Configurable web crawler for extracting structured content from websites. | GitHub | TypeScript | 0 |
| Markdown Web Crawl | Markdown Web Crawl | Extracts website content into Markdown files for aggregation and archiving. | GitHub | Python | 0 |
| RagRabbit | RagRabbit | Integrates with RagRabbit for crawling websites and enabling search and question answering. | GitHub | TypeScript | 12 |
| Memex (Firecrawl & Voyage) | Memex | Enables web content analysis and knowledge base creation. | GitHub | TypeScript | 6 |
| Google Custom Search | Google Custom Search | Integrates with Google Custom Search for automated web crawling and data extraction. | GitHub | TypeScript | 17 |
| Crawling Markdown | Crawling Markdown | Extracts content from specified websites to Markdown format for easy editing and updating. | GitHub | TypeScript | 0 |
| Advanced Web Scraper | Advanced Web Scraper | A powerful scraper with extensive features that allow dynamic data extraction from various web sources. | GitHub | TypeScript | 0 |
Web Search MCP Servers Comparison
This comparison highlights various Web Search MCP servers, each with unique functionalities for enhancing search capabilities with AI assistants. Their design focuses on integrating different search engines and retrieval strategies, making them valuable for applications requiring up-to-date information and research capabilities.
| Server Name | URL | Description | Source Code | Technology Base | GitHub Stars |
|---|---|---|---|---|---|
| Google Custom Search | Google Custom Search | Integrates Google Custom Search API to enable web searches for fact-checking and research. | GitHub | TypeScript | 4 |
| Kagi Search | Kagi Search | Enables privacy-focused searches using Kagi’s search engine. | GitHub | TypeScript | 14 |
| Tavi Search | Tavily Search | Integrates with Tavily’s search API for natural language web queries. | GitHub | TypeScript | 1 |
| Brave Search | Brave Search | Enables secure and privacy-focused searches through Brave’s search API. | GitHub | TypeScript | 2 |
| BING Search | Bing Search | Provides a web search interface using Bing services. | GitHub | TypeScript | 131 |
| DeepWebResearch | Deep Web Research | Performs web search through automated Google searches and content extraction. | N/A | TypeScript | N/A |
| Google Search (via Chrome) | Google Search | Integrates Google search capabilities with webpage extraction via Chrome. | GitHub | TypeScript | 5 |
| Npm Search | Npm Search | Enables searching npm packages for JavaScript library discovery. | GitHub | TypeScript | 4 |
| HTTP Search | HTTP Search | Integrates a basic HTTP search for online content retrieval. | GitHub | JavaScript | 0 |
| Exa Web Search | Exa Web Search | Allows AI assistants to perform web searches using the Exa API. | GitHub | TypeScript | 2 |
| SQL Search | SQL Search | Enables executing SQL queries directly through the web search framework. | GitHub | 1 | N/A |
| Document Query | Document Query | Integrates with document management systems for content searching capabilities. | GitHub | Python | 15 |
| Semantic Scholar | Semantic Scholar | Integrates with the Semantic Scholar API for querying academic papers. | GitHub | 3 | N/A |
Testing Related MCP Servers Comparison
This comparison outlines various testing-related MCP servers that facilitate a range of testing capabilities, from web scraping to automated testing frameworks. Developers can leverage these tools for enhancing software quality assurance processes and improving development workflows.
| Server Name | URL | Description | Source Code | Technology Base | GitHub Stars |
|---|---|---|---|---|---|
| Cloudflare Browser Rendering | Cloudflare Browser Rendering | Integrates with Cloudflare’s API for web scraping and visual testing using Puppeteer. | GitHub | TypeScript | 0 |
| Puppeteer | Puppeteer | Web automation and scraping capabilities using Puppeteer for testing and analysis. | GitHub | TypeScript | 1 |
| Code Sandbox | Code Sandbox | Secure environment for executing arbitrary code within Docker containers for testing purposes. | GitHub | 0 | |
| Conda Executor | Conda Executor | Executes Python code within isolated Conda environments, enabling secure and flexible operations. | GitHub | TypeScript | 9 |
| Playwright | Playwright | Automates web browsers for testing, scraping, and content extraction. | GitHub | TypeScript | 16 |
| Code Runner | Code Runner | Executes tox commands to run tests within a project using the project’s tox.ini file. | GitHub | 3 | N/A |
| Test Runner | Test Runner | Unifies test execution across multiple frameworks for streamlined testing and analysis. | GitHub | TypeScript | 5 |
| Accessibility Scanner | Accessibility Scanner | Integrates accessibility testing capabilities for automated audits and compliance checks. | GitHub | TypeScript | 3 |
| Screenshot Server | Screenshot Server | Captures web page screenshots using Puppeteer for automated visual testing and archiving. | GitHub | 4 | N/A |
| Nmap Scanner | Nmap Scanner | Integrates with nmap for security assessments, network scanning, and vulnerability detection. | GitHub | TypeScript | 1 |
YouTube MCP Servers Comparison
This comparison highlights a variety of YouTube MCP servers, each designed for different functionalities such as subtitle extraction, video analysis, and integration with other tools. User choice will depend on the specific needs, such as content curation, automated analysis, or educational applications.
| Server Name | URL | Description | Source Code | Technology Base | GitHub Stars |
|---|---|---|---|---|---|
| YouTube | YouTube MCP Server | Extract and analyze video subtitle data for content understanding. | GitHub | JavaScript (Node.js) | 163 |
| YouTube Transcript | YouTube Transcript | Fetch and analyze YouTube video transcripts. | GitHub | Python | 7 |
| All-in-One | All-in-One | Integrates GitLab, Jira, Confluence, YouTube, and Google AI for workflows. | GitHub | JavaScript (Node.js) | 1 |
| YouTube Research | YouTube Research | Enables aggregated video searches for content curation. | GitHub | TypeScript | 2 |
| YouTube Transcript Extractor | Transcript Extractor | Extracts transcripts for automated analysis and summarization. | GitHub | TypeScript | 0 |
| YouTube Transcript | YouTube Transcript | Fetch and analyze video content via transcripts. | GitHub | TypeScript | 0 |
| YouTube Transcripts | YouTube Transcripts | Extracts captions and subtitles in multiple languages. | GitHub | Python | 2 |
| YouTube Music | YouTube Music | Voice-activated song selection and mood-based playlists. | GitHub | JavaScript (Node.js) | 2 |
| YouTube Watch Later | Watch Later | Manages Watch Later playlists for content curation. | GitHub | TypeScript | 1 |
| YouTube to Sheets | YouTube to Sheets | Automates video data collection and analysis in Google Sheets. | GitHub | TypeScript | 9 |
| YouTube Transcript Downloader | Transcript Downloader | Bridges YouTube API to download closed captions. | GitHub | Python | 1 |
| YouTube Transcript Extractor | Transcript Extractor | Extracts transcripts from YouTube videos for content processing. | GitHub | Python | 0 |
| YouTube Summarizer | YouTube Summarizer | Integrates summarization API for video analysis and retrieval. | GitHub | Python | 1 |