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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Helius (Solana Blockchain)

13

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.

37 tools

Chain of Draft

13

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.

7 tools

Confluence

13

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.

3 tools

commercetools MCP Essentials

13

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.

97 tools

Backstage

13

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

13

A robust MCP server that connects AI assistants to multiple search engines including Google Web, Google Images, and YouTube via the SearchAPI.site service.

4 tools

Bear Notes

13

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.

4 tools

Brave Search

13

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

2 tools

autowpmcp

13

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.

51 tools

Advanced Reasoning

13

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.

4 tools

feather_wand_agent

13

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

13

A MCP server providing real-time web search capabilities to any AI model.

1 tool

Apple Notes

13

Bridges AI systems with the macOS Notes application via AppleScript, allowing users to create, search, and retrieve note content directly through natural language interfaces.

3 tools

Email (IMAP/SMTP)

13

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.

19 tools

Outlook Mail + Calendar + OneDrive

13

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

13

Enhances any agent's reasoning capabilities by integrating the think-tools, as described in Anthropic's article. (Works with Node)

1 tool

tachibot-mcp

Needs Setup
13

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.

17 tools

MCP Server for Excel

13

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.

12 tools

@advanced-communities/salesforce-mcp-server

Needs Setup
13

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.

36 tools

mcp-server

Needs Setup
13

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.

72 tools

PCILeech

13

A specialized MCP server providing direct memory access (DMA) capabilities via PCILeech hardware for advanced debugging, reverse engineering, and security research.

19 tools

Twitter Search

13

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.

1 tool

AgentKit (Chargebee)

13

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

13

A Node.js MCP server that provides search and summarization capabilities using Kagi.com session tokens, bypassing the need for a separate API key.

2 tools

RFC Document Bridge

13

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.

3 tools

Smart Prompts

13

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.

7 tools

memory-mcp-server

13

A MCP (Model Context Protocol) server providing long-term memory for LLMs

Rekordbox

13

A comprehensive MCP server for rekordbox database management that provides real-time SQLite access for track searching, playlist manipulation, and DJ performance history analysis.

12 tools

Agent Construct

13

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

13

MCP server that provide tools to LLMs such as claude in cursor to interact with MongoDB

8 tools