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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

simpliq-server

Simpliq Data Proxy MCP Server - Connects LLMs to SQL Databases via Semantic Mapping

outlook-mcp

A specialized MCP server for AEC professionals that provides RAG-based semantic search and Vision AI analysis for Outlook emails and technical architectural documents.

8 tools

RPG Maker MZ MCP Server

A toolset for AI agents to interface with RPG Maker MZ projects, enabling direct manipulation of database assets, maps, and plugins through natural language.

CanvasXpress MCP Server

A specialized MCP server that uses RAG and 132 few-shot examples to convert natural language into precise CanvasXpress data visualization configurations with 93% accuracy.

1 tool

pymupdf4llm-mcp

An MCP server that exports PDF documents to markdown format optimized for LLM processing.

@ameno/pi-minimax-mcp

MiniMax MCP tools for pi - Web search and image understanding via MiniMax's Model Context Protocol

Fuzzy Memory MCP Server

A persistent memory server for Claude that uses a local knowledge graph with fuzzy search capabilities to track entities, relationships, and user-specific information across sessions.

9 tools

Uniquity

Analyzes GitHub repositories for code similarities using OpenAI and Tavily, generating detailed markdown reports for repository evaluation.

2 tools

magentaa11y-mcp-remote

prompts.chat MCP Server

Validated

Search and retrieve AI prompts from prompts.chat, the social platform for AI prompts.

2 tools

coverctl

A specialized MCP server for Go projects that enables AI agents to run test coverage checks, analyze reports, and manage domain-aware coverage policies.

3 tools

File Finder

A Python-based MCP server that allows AI agents to search for files within a filesystem using path fragments, returning detailed metadata like size and creation dates.

1 tool

codecov

Needs Setup

A Model Context Protocol server for querying Codecov coverage data, supporting line-by-line file reports, commit-level statistics, and repository-wide metrics.

3 tools

Remote MCP Server (Authless)

A foundational template for deploying authentication-free Model Context Protocol servers on Cloudflare Workers using Server-Sent Events (SSE). It serves as a starter kit for developers to build and host custom remote tools accessible by MCP clients like Claude Desktop.

twitterapi-io-mcp

Validated

Provides offline-first access to TwitterAPI.io documentation, including 54 API endpoints, authentication guides, and pricing details for AI assistants.

7 tools

agentic-memory-server

@shin1ohno/sage

Needs Setup

An intelligent task management assistant that analyzes tasks for priority and duration, intelligently routing them to Apple Reminders or Notion based on deadlines while coordinating with Google Calendar.

11 tools

Google Sheets

Failed

A robust MCP server that enables AI systems to perform full CRUD operations on Google Sheets, including metadata retrieval, cell value manipulation, and sheet management.

12 tools

Google Maps Places

Failed

A Google Maps Places MCP server that enables AI systems to perform text-based place searches and retrieve business information and photos. It operates as an OAuth proxy to securely interface with the Google Places API (New).

2 tools

Google Calendar

Failed

A comprehensive MCP server for managing Google Calendar that enables AI agents to schedule meetings, RSVP to invites, check availability, and manage event details via OAuth proxy.

15 tools

Vulnerable MCP Server

An educational MCP server demonstrating common security vulnerabilities like command injection, path traversal, SQL injection, and XXE attacks. Designed for security training purposes only, not for production use.

SMARD Energy Prices (x402)

Paywalled SMARD day-ahead electricity prices (DE-LU, 15‑minute resolution) via x402 on Base mainnet.

Google Contacts

Failed

A Google Contacts MCP server that enables AI assistants to list, search, create, update, and delete contacts and search organization directories.

7 tools

TOON MCP Server

A utility server that converts JSON data and system prompts to Token-Oriented Object Notation (TOON), reducing LLM token consumption by 30-60%.

3 tools

oracle-mcp

A tool-focused MCP server that provides a unified interface to consult expert AI models like Codex or Claude via CLI for architectural analysis and complex problem-solving.

1 tool

EduChain MCP Server

A specialized MCP server that leverages the EduChain library and Grok's LLM to generate educational content such as quizzes, lesson plans, and flashcards.

OpManager MCP Server

A credential-less MCP server that provides AI assistants with access to 85+ ManageEngine OpManager API endpoints for monitoring network devices, alarms, and IT infrastructure.

10 tools

Rememberizer MCP Server

Connects to Rememberizer.ai to perform semantic and agentic search across Slack, Gmail, Google Drive, and Dropbox repositories. It enables AI-powered retrieval of personal/team knowledge and allows users to save new information for future recall.

6 tools

Context Injection MCP Server

This MCP server automatically injects development framework context, workflows, and Knowledge Graph references into Claude conversations based on keyword triggers. It is designed to help solo developers maintain consistent patterns and AI collaboration frameworks across different tasks.

polydev

Query GPT-5, Claude, Gemini, and Grok simultaneously through one MCP server