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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Appwrite MCP

A comprehensive MCP server providing 143 tools to fully automate Appwrite backend operations, including database management, user authentication, file storage, serverless functions, and messaging.

143 tools

ifg-tax

International tax research — 213 jurisdictions, 500K+ legal documents.

MCP RAG with ChromaDB

A robust RAG server using ChromaDB and LangChain to ingest, index, and retrieve data from diverse document formats like PDF, Word, Excel, and URLs using OpenAI or Ollama embeddings.

5 tools

Quickbase MCP Server by CData

This read-only MCP Server allows you to connect to Quickbase data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp

claude-gladiator-mcp

Continuous learning MCP server for Claude Code — observe patterns, reflect on them, evolve your workflow

@agentutil/verify-mcp

MCP server — structured verification and trending data tools

FastMCP Multi-Tenancy

A serverless, multi-tenant implementation of MCP servers that runs on Vercel with fluid compute mode, allowing multiple users to connect to the same endpoint while maintaining session state through Redis.

mcp-server-moltmark

Manages agent certification by tracking trust scores, capabilities, and test results via a PostgreSQL database. It allows users to verify agent skills, report test outcomes, and automatically certify agents based on performance thresholds.

you-tube-skills-for-ai-agents

Solafon MCP

An MCP server for building AI-powered bots and interacting with Solana wallets on the Solafon platform. It enables users to manage messages, check token balances, and handle transactions through natural language in MCP-compatible AI tools.

Wizzypedia MCP Server

A Model Context Protocol server that enables searching, reading, and editing wiki pages on Wizzypedia from MCP-enabled tools like Cursor or Claude Desktop.

Deep Thinking Assistant

An OpenAI API-based MCP server that provides deep thinking and analysis capabilities, integrating with AI editor models to deliver comprehensive insights and practical solutions.

agentaudit

Security scanner for AI packages — MCP server + CLI

Unreal Engine API Documentation

Accurate UE5 C++ API docs for AI agents. Prevents hallucinated signatures and includes.

powersun-tron-mcp

TRON Energy & Bandwidth marketplace for AI agents. Buy/sell via MCP, REST, HTTP 402.

claude-oracle-mcp

MCP server for discovering Claude Code skills, plugins, and MCP servers from multiple sources

Kaito Query Service

AI query service with USDC payments on Base. Gemini, MiniMax, Replicate, OpenRouter.

difflens-cli

MCP server that gives AI coding agents visual diff capabilities for UI work

mcp-server-npm-plus

MCP server for npm — search packages, check bundle sizes, scan vulnerabilities, compare downloads, and inspect dependencies

LastBlueTape

Construction punch list management for AI agents. Create lists, add items, track progress.

mcp-infoblox

An MCP server that provides AI assistants with full access to Infoblox NIOS for managing DNS records, DHCP reservations, and IPAM through the WAPI REST API. It supports 35 tools for network discovery, record lifecycle management, and grid infrastructure status.

memory-mcp

A self-organizing, persistent semantic memory layer that enables AI agents to store, categorize, and retrieve information using hybrid vector and keyword search. It features autonomous chunking, deduplication, and hierarchical taxonomy management through a PostgreSQL-backed MCP server.

Marketo MCP Server

An MCP server that exposes Adobe Marketo REST API operations as tools for AI assistants and MCP clients. It enables comprehensive management of Marketo assets including leads, activities, emails, smart campaigns, and programs.

OpenReview MCP Server

Connects Claude to OpenReview to facilitate conference reviewer and area chair workflows through the Model Context Protocol. It enables users to manage paper assignments, read submissions and reviews, and perform write actions like submitting reviews or comments using a preview-and-confirm system.

roundtable-mcp

Enables Claude to orchestrate multi-model AI roundtable discussions between GPT-4o, Gemini, Grok, and DeepSeek through independent responses and cross-critique rounds. It supports various discussion presets such as debate, brainstorm, and consensus to facilitate diverse perspectives and synthesis.

mcp-mybatis

A MyBatis configuration validation tool that checks for consistency between Java entity fields and database columns across XML maps, annotations, and SQL queries. It provides detailed diagnostic reports and actionable prompts to help developers identify and fix mapping errors and configuration issues.

Customized MCP Server

A server that integrates the MCP library with OpenAI's API, allowing users to interact with various tools, such as the weather tool, through natural language queries.

Google-Flights-MCP-Server

This MCP server allows an AI assistants to search for flight information online using Google Flights. It can find flights for specific dates or search through a range of dates to find all options or just the cheapest ones available.

korean-keyword-mcp

MCP server for Korean keyword analysis using Naver SearchAd API. Niche scoring, search volume, trend analysis, blog competition, and batch comparison.

MLB V3 Scores MCP Server

An MCP Server that enables interaction with MLB scores and statistics via the SportsData.io MLB V3 Scores API, allowing users to access baseball data through natural language queries.