AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Helius (Solana Blockchain)
MCP (Model Context Protocol) Server. Integrates with the Helius API to provide real-time Solana blockchain data access, enabling wallet balance checks and block height retrieval for blockchain monitoring and analysis.
Chain of Draft
MCP (Model Context Protocol) Server. Implements Chain of Draft reasoning to generate concise intermediate steps for efficient, token-optimized problem-solving across various domains, offering tools for both CoD and Chain of Thought methods with adaptive complexity estimation and format enforcement.
Confluence
MCP (Model Context Protocol) Server. Integrates with Confluence's API to execute CQL queries and retrieve page content, enabling efficient search and access of wiki information.
commercetools MCP Essentials
A comprehensive MCP server for commercetools Composable Commerce, providing full CRUD operations for products, categories, orders, carts, and specialized commerce features like quotes and discounts.
Backstage
MCP (Model Context Protocol) Server. Enables AI systems to interact with Backstage developer portal for listing templates and instantiating new projects through Quarkus-based API communication.
searchapi-mcp-server
A robust MCP server that connects AI assistants to multiple search engines including Google Web, Google Images, and YouTube via the SearchAPI.site service.
Bear Notes
MCP (Model Context Protocol) Server. Provides read-only access to Bear note-taking app's SQLite database for searching and retrieving notes and tags through local Node.js server tools.
Brave Search
MCP (Model Context Protocol) Server. Integrates with Brave Search to provide web and local search capabilities with automatic fallback, rate limiting, and SSE transport support for privacy-respecting search operations
autowpmcp
AutoWP MCP (Model Context Protocol) server connects Claude to WordPress site and allows users to ask Claude to write blog posts and automatically publish them to WordPress sites.
Advanced Reasoning
MCP (Model Context Protocol) Server. Provides advanced reasoning capabilities through simulated algorithms including Monte Carlo Tree Search, Beam Search, and Hybrid Reasoning, delivering structured JSON responses with complete reasoning traces for complex problem-solving in software development.
feather_wand_agent
Feather Wand Agent is a comprehensive AI-powered toolkit for performance testing and monitoring. It integrates multiple industry-standard performance testing tools (JMeter, k6, Gatling, and Locust) into a single, unified interface, allowing users to execute and analyze performance tests through natural language interactions.
mcp-web-search-tool
A MCP server providing real-time web search capabilities to any AI model.
Apple Notes
Bridges AI systems with the macOS Notes application via AppleScript, allowing users to create, search, and retrieve note content directly through natural language interfaces.
Email (IMAP/SMTP)
A robust MCP server providing comprehensive IMAP and SMTP email orchestration, allowing AI assistants to search, read, manage, and send emails through secure TLS/SSL connections.
Outlook Mail + Calendar + OneDrive
A Microsoft Graph API-powered MCP server that enables AI assistants to manage Outlook emails, calendar events, and OneDrive files. It provides secure integration with Azure-registered applications to automate productivity workflows within the Microsoft 365 ecosystem.
Think Node MCP
Enhances any agent's reasoning capabilities by integrating the think-tools, as described in Anthropic's article. (Works with Node)
tachibot-mcp
A sophisticated multi-model orchestration server providing 31 tools for research, reasoning, and analysis using GPT-5, Gemini, Grok, and Perplexity. It features intelligent routing, multi-model consensus verification, and YAML-based AI workflows.
MCP Server for Excel
A comprehensive MCP server for Windows that enables AI assistants to automate Microsoft Excel through the native COM API, supporting Power Query, DAX, VBA, and complex spreadsheet operations.
@advanced-communities/salesforce-mcp-server
A comprehensive MCP server that bridges AI assistants with Salesforce environments via the Salesforce CLI, supporting data querying, Apex execution, metadata management, and security analysis.
mcp-server
A comprehensive MCP server for ConfigCat that allows AI agents to manage feature flags, environments, and segments via the public management API. It provides tools for full CRUD operations on ConfigCat entities and retrieves SDK documentation for code integration.
PCILeech
A specialized MCP server providing direct memory access (DMA) capabilities via PCILeech hardware for advanced debugging, reverse engineering, and security research.
Twitter Search
MCP (Model Context Protocol) Server. Enables Claude to search Twitter with natural language queries, filtering by keywords, users, dates, and engagement metrics with formatted markdown results.
AgentKit (Chargebee)
A deprecated MCP server that integrates Chargebee products and API services into AI agents for subscription and billing management. It was designed to enhance AI applications like Claude and Cursor with billing capabilities.
Kagi Ken
A Node.js MCP server that provides search and summarization capabilities using Kagi.com session tokens, bypassing the need for a separate API key.
RFC Document Bridge
A specialized bridge for interacting with IETF RFC documents, allowing users to search, retrieve, and extract specific sections from technical standards in HTML or TXT formats.
Smart Prompts
MCP (Model Context Protocol) Server. Fetches prompts directly from GitHub repositories with semantic search, composition tools, and usage analytics for intelligent prompt management and discovery without local storage requirements.
memory-mcp-server
A MCP (Model Context Protocol) server providing long-term memory for LLMs
Rekordbox
A comprehensive MCP server for rekordbox database management that provides real-time SQLite access for track searching, playlist manipulation, and DJ performance history analysis.
Agent Construct
MCP (Model Context Protocol) Server. Lightweight server enabling dynamic tool extension with JavaScript web scraping, Gemini search, and flexible configuration management for rapid prototyping of external tool capabilities.
mongo-mcp
MCP server that provide tools to LLMs such as claude in cursor to interact with MongoDB