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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

DrillSpark MCP Server

Create and manage Mermaid.js flowcharts and diagrams with AI agents via MCP.

agent-pay

Payment gateway for AI agents. Tool discovery, provisioning, and pay-per-call metering.

Albacore

MCP (Model Context Protocol) Server. Lightweight TypeScript server with Ollama integration that enables local text generation, embedding services, and optional Supabase database support for rapid prototyping of context-aware tools and resources.

1 tool

astracipher

Cryptographic identity for AI agents: W3C DIDs, Verifiable Credentials, post-quantum crypto

SQL Sentinel MCP Server

SQL Server monitoring and diagnostics for AI agents using Extended Events. No ODBC drivers required.

Concierge Voyage MCP

An interactive travel planning server that integrates flight searching, weather forecasting, and route calculation through external APIs like Amadeus and OpenWeather. It uses the Model Context Protocol to enable AI assistants to autonomously manage travel logistics and discover local services.

RendrKit MCP Server

Enables AI assistants to generate professionally designed, production-ready images via the RendrKit API. It supports custom styles, brand kits for consistent visual identity, and image management across various dimensions.

Statonic MCP

Connects Claude to the Statonic video editor to enable vision-based reference video analysis and AI-driven project authoring. It allows for the direct generation of project variations and automated video structure identification through the Model Context Protocol.

Motion MCP Server

Bridges Motion's AI-powered calendar and task management API with LLMs via the Model Context Protocol. It enables users to manage tasks, projects, schedules, and custom fields through natural language conversation.

nucleo-mcp

An MCP server that provides Claude with direct access to local Nucleo icon libraries for searching, previewing, and exporting icons. It enables users to retrieve raw SVG source code, generate PNG previews, and export icons as vector PDFs directly from the Nucleo SQLite database.

Oracle Eloqua MCP Server by CData

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

Google Workspace CRM MCP Server

A Python MCP server that provides a lightweight CRM by integrating Google Sheets, Gmail, and Google Docs for contact management, email communication, and document creation. It features 30 specialized tools, OAuth2 endpoint protection, and a comprehensive audit logging system.

Frankfurter Forex MCP

An MCP server that provides currency rates, conversions, and historical exchange-rate data using the Frankfurter API. It enables users to retrieve latest rates, convert amounts between currencies, and access time-series data for currency pairs.

Motion MCP Server

Bridges Motion's AI-powered calendar and task management platform with LLMs using the Model Context Protocol. It enables users to manage tasks, projects, and schedules through natural language conversation on desktop, web, and mobile.

MCP Audio RAG Server

A Retrieval-Augmented Generation (RAG) server that transcribes audio using Google Gemini and stores it in Supabase for natural language search and analysis.

6 tools

pfSense Enhanced MCP Server

Enables natural language interaction and management of pfSense firewalls through Claude and other GenAI applications using the Model Context Protocol. It provides advanced tools for firewall rule configuration, interface management, and intelligent log analysis via a REST API integration.

Context Fabric

A persistent memory and context management system for AI CLI tools that utilizes a three-layer architecture and semantic search to prevent context loss between sessions. It provides time-aware orientation and smart memory routing to help AI agents maintain project knowledge and architectural decisions.

QuantClaw Data

Provides access to a comprehensive financial intelligence platform featuring real-time market data, quantitative models, and alternative data sources. It enables users to perform advanced financial analysis including options analytics, portfolio modeling, and SEC filing research.

spm-search-mcp

An MCP server that allows coding agents to search the Swift Package Index and retrieve GitHub READMEs without requiring an API key. It features comprehensive search filters for stars, platforms, and licenses, providing token-efficient responses optimized for LLM comprehension.

GR-MCP

An MCP server that enables natural language-driven creation and management of GNU Radio flowgraphs with validated block connections and parameter configurations. It provides tools for searching the GNU Radio block library, detecting SDR hardware, and generating functional signal processing code.

@stackmemoryai/stackmemory

Project-scoped memory for AI coding tools. Durable context across sessions with 32 MCP tools, FTS5 search, Claude/Codex/OpenCode wrappers, Linear sync, automatic hooks, and log analysis.

engram-mcp-server

Engram — Persistent Memory Cortex for AI coding agents. Gives agents session continuity, change tracking, decision logging, and project intelligence across sessions.

PiQrypt MCP Server

Enables AI agents to sign decisions with post-quantum cryptographic proofs and maintain secure audit trails for compliance. It provides tools for stamping events, verifying chain integrity, and exporting audit data across industries like finance and healthcare.

Laravel AI MCP Server

Provides AI assistants with direct access to Laravel documentation, coding rules, and implementation templates stored locally. It enables searching documentation, retrieving design system guides, and accessing domain-specific code examples to streamline Laravel development.

Code Mode Bridge

An MCP server that aggregates multiple upstream MCP tools into a single 'codemode' tool for unified orchestration and execution. It enables agents to run generated code in an isolated sandbox to interact with various connected services through a single interface.

Relay MCP Server

Provides cross-chain bridge and swap tools for AI agents using the Relay Protocol to interact with multiple blockchain networks. It enables agents to query supported chains, obtain transaction quotes, and generate unsigned transaction data for token transfers and swaps.

PostgreSQL MCP Server for Claude Desktop

Enables Claude Desktop to interact with PostgreSQL databases through natural language for schema exploration, data analysis, and query execution. Users can search schemas, describe tables, and perform read or write operations without needing to write manual SQL.

pm-copilot

Product management copilot that connects Claude to HelpScout support tickets and ProductLift feature requests. Synthesizes customer feedback across sources, scores themes by convergence, and generates prioritized product plans.

oathe-mcp

MCP server for https://oathe.ai security audits. Runtime behavioral analysis and security scanner for Ai systems. Check trust scores before installing MCP servers, plugins, or AI agent skills.

epsteinexposed-mcp

MCP to explore the EpsteinExposed API through the epsteinexposed pip api wrapper.