AI & ML
Embeddings, Vector DBs, and machine learning tools
5,471 servers in this category
n8n-mcp
A comprehensive MCP server that enables AI assistants to design, build, and manage n8n workflows with access to over 1,000 nodes, 2,700 templates, and real-world configuration examples.
FastAPI to MCP auto generator
A tool that automatically transforms FastAPI endpoints into MCP tools while preserving authentication dependencies, schemas, and documentation.
claude-flow
An enterprise-grade AI orchestration platform featuring hive-mind swarm intelligence, high-performance vector memory via AgentDB, and comprehensive GitHub integration for automated development workflows.
cognee
Cognee is an AI memory layer that transforms raw data into a persistent knowledge graph, combining vector search and graph databases to provide agents with accurate, relationship-aware context.
Zen
A Provider Abstraction Layer (PAL) that connects AI CLIs to over 50 state-of-the-art models from Gemini, OpenAI, Anthropic, and local providers for multi-model orchestration and deep code analysis.
Chrome Browser Automation
A Chrome extension-based MCP server that enables AI assistants to automate browser tasks, manage tabs, and perform semantic searches using the user's active login states and configuration.
Beads
Beads is a git-backed graph issue tracker designed for coding agents, providing a persistent and dependency-aware memory structure that survives context resets. It allows agents to manage complex, long-horizon tasks by storing task hierarchies and relationships directly in the repository.
mcp-use
A comprehensive full-stack framework for building, connecting, and debugging MCP servers and AI agents in both Python and TypeScript.
Scrapling
A high-performance web scraping MCP server that provides adaptive element tracking and advanced anti-bot bypass capabilities. It allows AI agents to efficiently extract targeted web content while minimizing token usage through custom fetcher classes.
OpenMetadata
A unified metadata platform for data discovery, observability, and governance powered by central schemas and 84+ connectors. It provides end-to-end lineage tracking, data quality monitoring, and a collaborative metadata repository for data assets.
Arize Phoenix
An MCP server providing a unified interface to the Arize Phoenix AI observability platform for managing prompts, exploring datasets, and running experiments.
xiaozhi-esp32-server
A comprehensive backend service for ESP32 devices that enables advanced AI features like voice interaction, soundprint recognition, and tool calling via MCP and MQTT protocols.
mcp-agent
Build effective agents using Model Context Protocol and simple workflow patterns
Assistant UI
MCP (Model Context Protocol) Server. The MCP server tools have been designed to allow an agent to query the specific information it needs to complete an assistant-ui related task - for example: implementing chat components, integrating with different runtimes, understanding component architecture, and troubleshooting issues.
AWS
A comprehensive suite of specialized MCP servers designed to integrate AWS best practices, documentation, and resource management directly into AI-powered development workflows.
Upsonic
Agent Framework For Fintech and Banks
lamda
A comprehensive Android automation and RPA framework that exposes over 160 APIs and a built-in MCP server for remote device control, system configuration, and AI-driven mobile task automation.
GitMCP
gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project documentation effortlessly
Ghidra
A specialized MCP server that bridges LLMs with Ghidra, enabling automated binary analysis, decompilation, and reverse engineering tasks.
browser-tools-mcp
A comprehensive browser monitoring and auditing suite that allows AI agents to capture console logs, network traffic, and screenshots while performing Lighthouse-powered SEO, performance, and accessibility audits.
Skill_Seekers
A comprehensive toolset to automate the conversion of documentation websites, GitHub repositories, and PDFs into production-ready AI skills for Claude, Gemini, and ChatGPT with built-in AST code analysis and conflict detection.
cursor-talk-to-figma-mcp
TalkToFigma: MCP integration between Cursor and Figma, allowing Cursor Agentic AI to communicate with Figma for reading designs and modifying them programmatically.
hexstrike-ai
HexStrike AI is a comprehensive cybersecurity MCP server that empowers AI agents to autonomously operate over 150 offensive security tools for penetration testing, vulnerability discovery, and bug bounty automation.
Strata
Strata is a meta-MCP server designed to orchestrate and manage multiple MCP connectors, optimizing the context window for AI agents at scale.
PraisonAI
A comprehensive Multi-AI Agents framework that provides MCP client and server support, featuring auto-generated memories, deep research capabilities, and advanced agentic workflow patterns.
Awesome-MCP-ZH
A comprehensive curated directory and resource hub of Model Context Protocol (MCP) servers, clients, and tools specifically compiled for the Chinese-speaking community.
mcp
A Browser MCP server and Chrome extension that enables AI applications to automate your local browser using your existing profile and sessions.
Genkit
A framework that allows developers to consume MCP resources or expose Genkit tools and flows as Model Context Protocol servers for AI application development.
DesktopCommander
Let AI edit and manage files on your computer, run terminal commands, and connect to remote servers via SSH - all powered by one of the most popular local MCP servers.
WhatsApp MCP Server
MCP server for your personal WhatsApp handling individuals, groups, searching and sending.