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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Mailjet

8

The Mailjet MCP server enables AI agents to interact with Mailjet's APIs for managing contacts, email campaigns, segmentation, and delivery statistics through a standardized interface.

Container Inc.

8

This MCP server enables automated containerized deployments to the Container Inc. platform directly from code editors, handling GitHub authentication and Docker image publishing.

Solana Blockchain

8

MCP (Model Context Protocol) Server. Provides a bridge to the Solana blockchain for token analysis, liquidity tracking, and risk assessment with a focus on meme tokens through Python and FastAPI endpoints.

Voice Status Report

8

An MCP server that provides voice status updates using OpenAI's text-to-speech API, to be used with Cursor or Claude Code.

1 tool

SchemaCrawler AI

8

A database schema discovery and exploration MCP server based on SchemaCrawler, enabling AI agents to interactively interrogate database metadata through natural language.

Everything Search

8

MCP (Model Context Protocol) Server. Integrates with the Everything Search Engine to enable file search and management across large file systems using advanced query options and customizable result formatting.

1 tool

Quantitative Research

8

MCP (Model Context Protocol) Server. Organizes and analyzes numerical research data through a structured knowledge graph, enabling tracking of projects, datasets, variables, hypotheses, and statistical tests with their relationships and results.

18 tools

Plaid

8

MCP (Model Context Protocol) Server. Provides a robust bridge to the Plaid financial API, enabling secure access to bank account data, transactions, and authentication flows for financial analysis and personal finance tracking.

Perplexity Web Search

8

MCP (Model Context Protocol) Server. Integrates with the Perplexity API to provide web search functionality, enabling real-time information retrieval with time-based filtering and result summarization.

1 tool

BootstrapBlazor Documentation

8

MCP (Model Context Protocol) Server. Provides access to BootstrapBlazor component documentation and source code through automated Git repository management, enabling developers to retrieve component listings, file structures, and implementation details for Blazor application development.

GoLogin MCP server

8

Manage GoLogin browser profiles and automation directly through AI conversations, allowing for creation, configuration, and proxy management of anti-detect browser instances.

Cognio

8

A persistent semantic memory server that provides AI assistants with long-term memory across sessions using SQLite and sentence-transformers for vector search.

11 tools

Joe Sandbox Cloud

8

MCP (Model Context Protocol) Server. Integrates with Joe Sandbox Cloud API to provide malware analysis capabilities including file and URL submission, threat intelligence extraction, behavioral analysis reporting, and artifact downloads for security research and incident response workflows.

13 tools

KoboldAI

8

A Model Context Protocol server that integrates KoboldAI's text generation and Stable Diffusion capabilities into MCP-compatible applications. It provides support for local language model interactions, chat completions with memory, and image generation.

STAC

8

STAC catalog and item search MCP server for rapid geospatial data discovery.

9 tools

Repository Intelligence

8

A high-performance codebase intelligence engine providing deep static analysis, security scanning, semantic search, and AI-powered insights for repositories of any scale.

7 tools

CockroachDB

8

A comprehensive MCP server for CockroachDB that provides specialized tools for cluster monitoring, database operations, table management, and SQL query execution with transaction support.

XMCP

8

A comprehensive MCP server for X/Twitter featuring over 70 tools for research, engagement, and publishing with granular permission-based access control. It includes specialized Playwright-powered tools for fetching X articles and supports extensive account management and thread operations.

OpenRouter MCP Server

8

A comprehensive MCP server providing access to over 400 AI models via OpenRouter, allowing users to query, compare, and manage various LLMs through a single interface.

4 tools

C64 Bridge

8

AI command bridge for Commodore 64 hardware. Control Ultimate 64 and C64 Ultimate devices through REST API with BASIC and assembly program creation, real-time memory inspection, SID audio synthesis, and curated retro computing knowledge via local RAG.

12 tools

gemini-webapi-mcp

8

MCP server for Google Gemini — free image generation, editing & chat via browser cookies. No API keys needed.

Cairn

8

Persistent memory for AI agents and humans. Store, search, and discover patterns.

Claude Code Memory Server

8

A Neo4j-based memory server for Claude Code that tracks development tasks, code patterns, and solutions through a graph database to provide cross-session contextual assistance.

15 tools

BookStack MCP Server

8

A Python-based MCP server providing comprehensive management for BookStack instances, featuring unified content CRUD operations, full-text search, and advanced image gallery management with remote URL upload support.

6 tools

WordPress Reader for Claude Desktop

8

Connects WordPress.com accounts to Claude Desktop to read feeds, manage notifications, and discover blogs through natural conversation.

Tailwind-Svelte-Assistant

8

A high-performance assistant providing 100% documentation coverage for SvelteKit and Tailwind CSS, featuring secure file access, intelligent search, and component snippets.

11 tools

Vertica MCP Server

8

A specialized MCP server for Vertica databases that enables secure natural language querying with built-in schema discovery and large dataset streaming capabilities.

6 tools

ctxvault

8

Local memory infrastructure for AI agents. Isolated vaults you compose, control, monitor and query — no cloud, no setup.

ImageGen

8

A robust MCP server providing unified access to major image generation providers including OpenAI, Google Gemini/Imagen, and Flux via Replicate, featuring automatic file saving and advanced parameter control.

4 tools

Pulumi Cloud Development

8

MCP (Model Context Protocol) Server. Integrates with Pulumi's cloud development platform to streamline infrastructure-as-code operations for efficient cloud resource orchestration and deployment.

2 tools