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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

mcp-graphql

344

A Model Context Protocol server that allows LLMs to interact with any GraphQL API through dynamic schema introspection and query execution.

2 tools

home-assistant-vibecode-agent

342

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.

1 tool

1MCP Agent

Needs Setup
342

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

341

Enables seamless integration with SonarQube Server or Cloud and allows for code snippet analysis within the agent context.

25 tools

Xcode

340

MCP server that brings AI to your Xcode projects, enabling intelligent code assistance, file operations, project management, and automated development tasks.

7 tools

Linear

340

Allows LLM to interact with Linear's API for project management, including searching, creating, and updating issues.

5 tools

Figma to Code

340

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)

340

- Interact with twitter API. Post tweets and search for tweets by query.

2 tools

reddit-mcp-buddy

Needs Setup
340

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.

5 tools

roam-code

338

Architectural intelligence layer for AI coding agents — structural graph, architecture governance, multi-agent orchestration, vulnerability mapping. 94 commands, 26 languages, 100% local.

PlanExe

337

MCP server for generating rough-draft project plans from natural-language prompts.

db-mcp-server

335

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.

13 tools

WebMCP

333

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.

2 tools

boltmcp

333

Base Blockchain

333

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.

14 tools

Prometheus

332

Query and analyze Prometheus - open-source monitoring system.

6 tools

UE5-MCP

331

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

331

Enables interactive LLM workflows by adding local user prompts and chat capabilities directly into the MCP loop.

5 tools

Apple Notes

326

An MCP server that enables semantic and full-text search over local Apple Notes using on-device embeddings for privacy-first AI retrieval.

BloodHound

325

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

Failed
325

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.

12 tools

mcp-gateway

325

A plugin-based gateway that orchestrates multiple MCP servers, providing centralized management, security guardrails, and PII/secret masking for enterprise-grade AI agents.

2 tools

DroidMind

325

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

321

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

321

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.

16 tools

Revit

321

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.

15 tools

@mseep/obsidian-mcp-server

Needs Setup
320

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.

8 tools

claude-recall

320

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

319

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

319

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.

1 tool