AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Garmin Connect
This MCP server integrates with Garmin Connect via the python-garminconnect library, allowing AI models to access personal fitness data, health metrics, and detailed activity logs.
Think Tool
A tool that provides Claude with a dedicated space for structured, timestamped reasoning logs to improve performance in complex problem-solving and long chains of tool calls.
Serper Search and Scrape
An MCP server that provides powerful web search and scraping capabilities using the Serper API, enabling Claude to perform research and extract structured content from any webpage.
code-assistant
A coding assistant MCP server that allows to explore a code-base and make changes to code. Should be used with trusted repos only (insufficient protection against prompt injections).
RagRabbit
A tool that enables semantic search and content retrieval from indexed websites using vector embeddings, allowing AI agents to access documentation and site content.
DataForSEO
A comprehensive MCP server integrating DataForSEO APIs for search engine results, keyword research, on-page SEO metrics, and competitive market insights.
GitHub Repository Explorer
An MCP server that integrates with Gitingest to extract comprehensive repository information including directory structures and file contents from GitHub.
RAG Docs
MCP (Model Context Protocol) Server. Integrates semantic search and retrieval of documentation using a vector database (Qdrant), enabling efficient access to large document collections.
mcp-bigquery-server
A Model Context Protocol (MCP) server that provides secure, read-only access to BigQuery datasets. Enables Large Language Models (LLMs) to safely query and analyze data through a standardized interface.
frontmcp
A TypeScript framework for building MCP servers using decorators, dependency injection, and Zod schema validation. It simplifies development by handling protocol transport, session management, and authentication.
pasal
The first open, AI-native Indonesian legal platform. MCP server + web app giving Claude grounded access Indonesian laws.
MCP-PostgreSQL-Ops
A professional PostgreSQL operations and monitoring server providing over 30 tools for performance analysis, bloat detection, and schema discovery. It supports PostgreSQL 12-17 and offers intelligent maintenance recommendations through natural language interaction.
k8s-mcp-server
A comprehensive MCP server for managing Kubernetes clusters and Helm releases, enabling AI assistants to inspect resources, check logs, view metrics, and perform CRUD operations via a standardized interface.
ultimate_mcp_server
A comprehensive, multi-functional MCP server that acts as an operating system for AI agents, providing unified access to major LLM providers alongside local utilities for browser automation, Excel manipulation, cognitive memory, and document processing.
N8N2MCP
A platform that converts N8N workflows into MCP servers, allowing AI assistants like Claude and Cursor to execute complex visual automations as callable functions.
Polymarket
A comprehensive MCP server that enables AI models to search, analyze, and trade on Polymarket prediction markets with real-time monitoring and safety controls.
Figma MCP Server
The Figma MCP server enables AI agents to interact directly with Figma design files, extracting variables, component mappings, and visual context to automate design-to-code workflows.
Confluent Cloud
A comprehensive MCP server for managing Confluent Cloud infrastructure through natural language, covering Kafka topics, Flink SQL statements, connectors, and Schema Registry data tags.
mcp-victoriametrics
The implementation of Model Context Protocol (MCP) server for VictoriaMetrics
Readwise
A bridge between LLMs and Readwise, enabling users to search and retrieve their saved highlights and notes directly within chat interfaces.
mcp-email-server
A Model Context Protocol server that enables AI assistants to manage emails via IMAP and SMTP, supporting features like reading, replying with proper threading, and handling attachments.
Ghost
A Model Context Protocol (MCP) server for interacting with Ghost CMS through LLM interfaces like Claude.
Think Tool
MCP (Model Context Protocol) Server. Implements Anthropic's 'think' tool as a dedicated space for Claude to perform structured reasoning during complex problem-solving tasks, improving performance by up to 54% on challenges requiring detailed policies or sequential decision-making.
ClaudeR - RStudio MCP Server
Connect RStudio to AI assistants for interactive R coding and data analysis.
AgentCrew
Chat application with multi-agents system supports multi-models and MCP
strudel-mcp-server
Strudel MCP Server enables AI-powered music generation by controlling the Strudel.cc live coding environment via browser automation. It provides a comprehensive suite of 52 tools for pattern generation, music theory applications, real-time audio analysis, and session management.
mcp-crash-course
Hands-on crash course for the Model Context Protocol (MCP) with project-based branches on Streamable-HTTP, LangChain adapters, and Docker.
Gemini CLI
Integrates Google Gemini's 1M+ token context window into the Claude Code environment for advanced security auditing, performance analysis, and automated codebase reviews.
mcp-server-odoo
A robust MCP server for Odoo ERP that allows AI assistants to search, create, update, and manage business records through standard JSON-RPC/XML-RPC or a dedicated Odoo module.
Google Custom Search
A specialized MCP server that combines multi-engine web searching (DuckDuckGo/Google) with intelligent web crawling to provide LLM-optimized markdown content and citations.