AI & ML
Embeddings, Vector DBs, and machine learning tools
5,661 servers in this category
hayhooks
Hayhooks acts as a bridge to expose any Haystack pipeline or agent as an MCP tool, allowing custom AI workflows to be integrated directly into environments like Cursor and Claude Desktop.
zettelkasten-mcp
An MCP server implementing the Zettelkasten methodology for creating and managing a bidirectional knowledge graph of atomic, markdown-based notes with AI assistance.
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.
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.
LM Studio
A Model Context Protocol bridge that enables Claude to interact with locally hosted LLMs through LM Studio, performing health checks, model listing, and private text generation.
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).
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.
GitHub Repository Explorer
An MCP server that integrates with Gitingest to extract comprehensive repository information including directory structures and file contents from GitHub.
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.
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.
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.
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.
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.
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.
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.
Readwise
A bridge between LLMs and Readwise, enabling users to search and retrieve their saved highlights and notes directly within chat interfaces.
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-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.
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.
AgentCrew
Chat application with multi-agents system supports multi-models and MCP
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.
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.
Ghost
A Model Context Protocol (MCP) server for interacting with Ghost CMS through LLM interfaces like Claude.
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.
Zomato
A specialized MCP server for Zomato that enables users to discover restaurants, browse menus, manage carts, and place food orders with secure QR code payments.
CreatorBox
CreatorBox is a flexible toolbox for media editing and dubbing, offering capabilities for video translation, subtitle extraction, and vocal removal.
Frappe_Assistant_Core
Frappe Assistant Core provides a standardized MCP infrastructure to connect LLMs to ERPNext, offering secure document operations, reporting, and analytics through a plugin-based architecture.