AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Wazuh OpenSearch Analytics
MCP (Model Context Protocol) Server. Enables security analysts to query, analyze, and visualize Wazuh security logs stored in OpenSearch databases for efficient incident investigation and monitoring.
YouTube Translate
MCP (Model Context Protocol) Server. Enables access to YouTube video transcripts, translations, summaries, and subtitle generation through a simple API interface for research, content analysis, and multilingual video accessibility workflows.
Elastic Semantic Search
MCP (Model Context Protocol) Server. Integrates with Elasticsearch to provide semantic search functionality for blog posts, returning formatted results including titles, URLs, and relevant text snippets.
K8s MCP Server
A robust MCP server that enables LLMs to securely manage multiple Kubernetes clusters using kubectl, Helm, Istioctl, and ArgoCD through dynamic kubeconfig injection.
COMSOL MCP Server
Enables AI agents to automate multiphysics simulations in COMSOL Multiphysics, covering model management, geometry building, physics configuration, and results visualization. It supports complex simulation workflows through the MCP protocol and includes integrated knowledge retrieval for documentation and troubleshooting.
JFrog Artifactory
A remote MCP server for the JFrog Platform that provides AI-driven access to binary repository management, artifact search via AQL, security monitoring, and package curation.
Cargo MCP Server
A toolset for AI agents to interact with Rust projects, enabling automated building, testing, linting, and dependency management through Cargo commands.
log-analyzer-mcp
A comprehensive MCP server for AI-powered log analysis, supporting 9+ formats with specialized tools for error extraction, correlation, and sensitive data scanning.
Alpaca Trading
MCP (Model Context Protocol) Server. Bridges Claude with Alpaca's trading API, enabling direct execution of stock trades, portfolio management, and market data analysis within conversations.
smartlead-mcp-server
Automate cold email campaigns effortlessly with SmartLead MCP Server. Integrate with AI tools for streamlined communication. 🚀💻
Codebase MCP Server
A specialized MCP server for secure codebase analysis, enabling deep exploration of project structures, dependency trees, and file metadata within restricted directories.
Fetch
MCP (Model Context Protocol) Server. Enables web content retrieval in multiple formats including HTML, JSON, plain text, and Markdown through four specialized fetch tools for seamless content extraction and transformation.
Profile Researcher
A comprehensive LinkedIn data mining server that integrates Google Search, Apollo.io, and Proxycurl to discover profiles, extract professional details, and enrich them with contact information using AI-powered query generation.
Shared Memory MCP Server
A shared context layer for AI agent teams that enables efficient coordination through context deduplication, incremental state sharing, and dependency tracking to reduce token overhead.
Dgraph
MCP (Model Context Protocol) Server. Connects language models to Dgraph graph databases, enabling DQL queries, mutations, and schema management for seamless database interactions without context switching.
Confluence MCP Server
A FastMCP-based server providing comprehensive integration with the Confluence REST API for space management, page content retrieval, and CQL searching. It allows AI agents to navigate and query Confluence documentation programmatically.
Obsidian Vault Search for Claude
An MCP server that provides advanced ripgrep-powered search capabilities for Obsidian vaults, featuring smart context detection for YAML frontmatter and headings, link analysis, and date-based discovery.
SolarWinds Observability Logs
A specialized MCP server for SolarWinds Observability that enables searching and visualizing log data with advanced filtering and histogram generation for DevOps monitoring.
Semantic Context
A semantic code search server that indexes local directories or Git repositories into a ChromaDB vector database using OpenAI or Ollama embeddings for private, intelligent code retrieval.
Contemplation
A background cognitive processing system that uses local Ollama models to analyze conversation patterns and store insights in Obsidian or temporary storage.
Datai MCP Server
A specialized MCP server that provides AI agents with real-time access to blockchain wallet data, including DeFi positions, token balances, and protocol-specific holdings across multiple networks.
Google Calendar
MCP (Model Context Protocol) Server. Enables natural language management of Google Calendar events with OAuth2 authentication, supporting creation, updates, deletion, and search capabilities with automatic browser launch for authentication.
GlassTape Policy Builder
Transform natural language requirements into production-ready Cerbos YAML policies with automated validation, security analysis, and compliance framework support.
A comprehensive Instagram management server enabling AI models to handle account administration, content posting, social graph analysis, and direct messaging through the private Instagram API.
mcp-hello-world
A Kotlin 'Hello World' example for the Model Context Protocol (MCP). This client-server demo uses STDIO for communication, where the client launches an MCP server to execute a simple 'greet' tool. Ideal for understanding MCP's fundamentals without complex LLM integrations.
promptbook-mcp
Personal cookbook for AI prompts - MCP Server with RAG-powered semantic search
commune
A Rust library designed to support the development of discoverable networks of AI agents.
5-Day-AI-Agents-Intensive-Course-with-Google
5-Day Hands-on AI Agents Course using Google ADK & Vertex AI | From first agent to production deployment
FS-MCP
🧠🤖 MCP-compliant AI agent server in TypeScript 🚀 — Extend Claude & others with 🗂️ full local File System superpowers: read, write, browse, and manage files/folders across macOS, Windows & Linux! Pre-built executables available for easy setup
multi-agent-chat
🤖 Engage in dynamic conversations with multiple AI personalities in a group chat, enhancing your interactive experience with real-time responses.