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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

OpenClaw Agent Instruction Registry

Search and retrieve agent instruction files: system prompts, skills, workflows, and safety filters.

Flight Simulator MCP Server

A comprehensive airline booking operations server that enables users to search flights, create bookings, check-in, select seats, track flights, and manage loyalty programs through natural language interactions.

you-tube-skills-for-ai-agents

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.

Kaito Query Service

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

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.

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.

Related Identity MCP Server

Discovers connected blockchain addresses and domain names for Web3 identities across platforms like Ethereum, Farcaster, Lens, and ENS using next.id's relation server.

1 tool

Blockchain Payment MCP Server

Enables blockchain payment operations across multiple networks including Base, Ethereum, BSC, Polygon, and Avalanche. Supports balance queries, token transfers, transaction tracking, wallet management, and gas fee estimation with built-in security limits.

Google Images Search MCP

MCP server for searching images with Google

FCCS MCP Agentic Server

Enables interaction with Oracle EPM Cloud Financial Consolidation and Close (FCCS) through 25+ tools covering REST API operations including jobs, dimensions, journals, data management, reports, and consolidation tasks.

Convolut MCP Server

Enables seamless integration with Convolut Context Bank for AI-powered context management, search, consolidation, and export operations. Provides 11 powerful tools for creating, managing, and analyzing contexts with semantic search and automated planning capabilities.

cloud-agent

AI software engineer — writes code, opens PRs, reviews code, generates tests, and more.

geo-agent-mcp

GEO Agent Server. Injects product knowledge and SEO landing pages into geo.yigather.com.

putput-mcp

File uploads for AI agents. Upload, list, and manage files. No signup required.

beans-mcp

Interact with the Beans CLI issue tracker agentically

PDF2ZH MCP Server

An MCP server that translates scientific PDF documents while preserving original formulas, charts, and layout. It utilizes an OpenAI-compatible backend to provide tools for document translation and language listing.

@toggletown/mcp-server

ToggleTown MCP server — manage feature flags, rollouts, targeting rules, and A/B experiments from any AI assistant

gmail-mcp

A Model Context Protocol server that enables full management of Gmail accounts, including messages, threads, labels, and drafts. It leverages the Gmail API to allow searching, sending, and organizing emails via secure OAuth2 authentication.

gcal-mcp

A Google Calendar MCP server that provides comprehensive tools for managing calendars, events, and settings using OAuth2 authentication via the Dedalus framework. It enables users to perform operations such as event scheduling, searching, and free/busy queries through natural language interfaces.

Memory MCP Server

Enables persistent storage and retrieval of user preferences, context, and decisions across AI sessions using a structured JSON-based memory system. It provides tools for storing, searching, updating, and managing memories organized by namespaces and tags.