AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
mcp-graphql
A Model Context Protocol server that allows LLMs to interact with any GraphQL API through dynamic schema introspection and query execution.
home-assistant-vibecode-agent
A comprehensive Home Assistant agent that enables AI IDEs like Cursor and VS Code to manage automations, dashboards, HACS integrations, and system configuration via Git-versioned operations.
1MCP Agent
A unified MCP aggregator that acts as a secure proxy to bundle multiple MCP servers into a single interface, featuring dynamic hot-reloading and OAuth 2.1 authentication.
SonarQube
Enables seamless integration with SonarQube Server or Cloud and allows for code snippet analysis within the agent context.
Xcode
MCP server that brings AI to your Xcode projects, enabling intelligent code assistance, file operations, project management, and automated development tasks.
Linear
Allows LLM to interact with Linear's API for project management, including searching, creating, and updating issues.
Figma to Code
A tool that bridges Figma designs to code generation, allowing AI agents to convert Figma node URLs into pixel-perfect HTML, CSS, React, and Tailwind code with automated image localization.
X (Twitter)
- Interact with twitter API. Post tweets and search for tweets by query.
reddit-mcp-buddy
A robust Reddit browser for AI assistants that allows searching, subreddit browsing, and user analysis without requiring complex API registration. Features a three-tier authentication system for optimized rate limits and LLM-ready clean data responses.
roam-code
Architectural intelligence layer for AI coding agents — structural graph, architecture governance, multi-agent orchestration, vulnerability mapping. 94 commands, 26 languages, 100% local.
PlanExe
MCP server for generating rough-draft project plans from natural-language prompts.
db-mcp-server
A multi-database MCP server that dynamically generates specialized tools for MySQL, PostgreSQL, SQLite, and TimescaleDB, allowing AI assistants to perform complex queries, schema analysis, and transaction management.
WebMCP
WebMCP acts as a bridge that allows any website to function as an MCP server, exposing client-side tools, resources, and prompts directly to LLMs through a secure WebSocket connection.
boltmcp
Base Blockchain
A comprehensive MCP server for the Base blockchain that enables AI agents to manage wallets, deploy smart contracts, interact with DeFi protocols like Morpho, and handle ERC20/NFT transactions through Coinbase's AgentKit.
Prometheus
Query and analyze Prometheus - open-source monitoring system.
UE5-MCP
A tool designed to integrate AI-driven automation into Blender and Unreal Engine 5 workflows for game level creation, asset management, and Blueprint scripting.
interactive-mcp
Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.
Apple Notes
An MCP server that enables semantic and full-text search over local Apple Notes using on-device embeddings for privacy-first AI retrieval.
BloodHound
This MCP server integrates BloodHound with AI models to analyze Active Directory and Azure environments using natural language, leveraging over 75 specialized tools based on Cypher queries.
agentic-flow
A high-performance agent orchestration platform featuring 66 specialized agents, autonomous multi-agent swarms, and advanced neural memory using SONA and Flash Attention for sub-millisecond learning.
mcp-gateway
A plugin-based gateway that orchestrates multiple MCP servers, providing centralized management, security guardrails, and PII/secret masking for enterprise-grade AI agents.
DroidMind
DroidMind is an MCP server that provides AI assistants with secure, low-level control over Android devices via ADB, enabling UI automation, app management, and system diagnostics.
MoLing
MCP (Model Context Protocol) Server. Enables AI to interact with local system resources through a secure, configurable server that provides browser automation, file operations, and command execution with robust security measures.
CodeGraphContext
A code intelligence server that indexes local codebases into graph databases (Neo4j or FalkorDB) to perform deep analysis of function call chains, class hierarchies, and code complexity.
Revit
An MCP server that enables AI to interact directly with Autodesk Revit models, providing tools to query project data, manipulate BIM elements, and execute custom code within architectural design workflows.
@mseep/obsidian-mcp-server
A robust MCP server that enables AI agents to interact with Obsidian vaults via the Local REST API, supporting full note lifecycle management, metadata editing, and high-performance cached global search.
claude-recall
A persistent memory server for Claude Code that captures session context and tool outputs to inject relevant history into future sessions. It enables long-term recall through semantic search and automatic context management, allowing for more consistent and context-aware coding interactions.
eechat
eechat is a cross-platform desktop AI chat application that acts as a host and manager for MCP servers, providing visual configuration and a runtime environment for integrating AI tools.
Ace-Mcp-Node
A high-performance codebase indexing and semantic search server for AI assistants, providing incremental search and multi-encoding support for local projects and WSL environments.