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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

energyatit

Connect AI agents to energy infrastructure. Dispatch, attest carbon, read meters.

Fianu Compliance Intelligence MCP Server

Enables AI assistants to query software supply chain compliance data, including asset status, security vulnerabilities, and evidence lineage. It allows for natural language analysis of compliance posture, policy violations, and deployment blockers across an organization.

Local Stock Analyst MCP

Provides a suite of stock analysis tools for Claude, enabling real-time price tracking, financial data retrieval, and technical indicator calculations like RSI and MACD. It leverages Finnhub and Alpha Vantage APIs to deliver comprehensive market insights through the Model Context Protocol.

Redmine Analytics and Automation MCP Server

A comprehensive MCP server providing advanced Redmine project analytics, web automation via Playwright, and iTunes music integration. It enables detailed tracking of sprint metrics, bug counts, and team performance through a token-optimized tool architecture.

Excel Analytics MCP Server

Enables users to analyze local Excel and CSV files through natural language queries and a web dashboard while keeping data local. It supports saving specific analyses as reusable tools and building a custom analytics toolkit within Claude Desktop.

Zava Insurance MCP Server

Enables management of insurance claims, inspections, and contractors through interactive UI widgets and data tools. Users can view claim dashboards, update statuses, and query service provider information using natural language.

FastMCP Production-Ready Server

A production-ready MCP server that enables users to interact with Neo4j databases through health checks and Cypher query tools. It features a structured, containerized architecture with built-in support for Azure deployments and environment-driven configuration.

Blogger MCP Server

Enables AI assistants to interact with the Google Blogger API v3 to manage blog posts and metadata. It supports the full post lifecycle including creating, updating, publishing, and deleting content through natural language.

Data Analytics MCP Toolkit

An MCP server that provides data visualization and machine learning tools, featuring automated intent-based pipeline routing for data cleaning and model training. It enables LLMs to process CSV or JSON data to generate visual charts, perform regressions, or execute clustering analysis.

Next.js + React + Tailwind Assistant

Provides comprehensive documentation search for Next.js 15+ and Tailwind CSS 3+, along with 27 production-ready Catalyst UI components and 13 design patterns for building modern web applications.

VulneraMCP

AI-powered bug bounty hunting platform that integrates security tools (OWASP ZAP, Caido, Burp Suite) for automated reconnaissance, vulnerability testing, JavaScript analysis, and finding management with PostgreSQL storage.

hello-mcp

A minimal learning-focused MCP server that demonstrates core primitives like tools and resources through simple greeting functions. It provides a foundational example for connecting AI models to external data using both Streamable HTTP and stdio transports.

SellerChamp MCP Server

An MCP server that enables AI agents to manage multi-marketplace e-commerce operations by connecting to the SellerChamp API. It supports inventory reporting, cross-listing analysis, order management, and bulk updates across platforms like Amazon, eBay, and Shopify.

MCP Vaultwarden Server

Enables AI agents and automation scripts to securely interact with self-hosted Vaultwarden instances through the Bitwarden CLI, automatically managing vault sessions and providing tools to read, create, update, and delete secrets programmatically.

pexbot-mcp

An MCP server for the pex.bot AI simulated crypto exchange that enables users to manage accounts, check real-time market data, and execute trades. It provides tools for profile management, order execution, and asset tracking within a simulated cryptocurrency trading environment.

Budget Allocator

An interactive tool for visualizing and managing budget allocations across business categories with real-time charts and industry benchmarks. It allows users to adjust spending distributions and compare them against historical trends and startup stage data.

GitLab WeChat MCP

Enables users to retrieve GitLab commit records and automatically generate daily work reports that can be sent to WeChat Work groups. Supports querying commits by date and user, with seamless enterprise messaging integration.

n2-free-search

Free search MCP server powered by SearXNG — no API keys, no credit cards, just search. 70+ search engines.

ATLAS Governance Gateway

A secure middleware that intercepts AI agent tool calls to evaluate risks and manage human-in-the-loop approvals via durable Inngest workflows. It ensures compliance with standards like the EU AI Act by pausing high-risk actions until authorized by a human reviewer.

@jerrysv/mlb-mcp-server

MCP server for MLB and MiLB data via the free MLB Stats API — teams, players, games, scores, standings, transactions, and more. No API key required.

Backend Architect MCP Server

A specialized toolchain that guides AI agents through a structured 'Atomic Development' workflow for building Python FastAPI and Supabase backends. It manages project scaffolding and enforces dependency-ordered generation of database models, API routes, and tests.

MCP Software Engineer

A comprehensive development server that transforms Claude into a full-stack engineer, supporting the entire software lifecycle from project scaffolding and database management to testing and cloud deployment.

42 tools

attention-matters

Geometric memory for AI coding agents. No embeddings, no vectors, no cloud — just math.

TiddlyWiki MCP Server

An MCP server that enables AI assistants to manage TiddlyWiki instances via HTTP, featuring semantic and hybrid search powered by Ollama embeddings.

4 tools

email-mcp-server-by-cdata

A read-only MCP server that exposes email data as relational SQL models, allowing LLMs to query email information using natural language through the CData JDBC driver.

6 tools

PatternStack

Provides crowdsourced package intelligence and security alerts for AI coding assistants by analyzing project dependencies and framework co-occurrence. It enables automated project scans, package alternative discovery, and data-driven recommendations across multiple programming ecosystems.

@supastory/mcp-server

SupaStory MCP server — bring AI-powered session replay insights directly into your editor

React Learning MCP Server

A minimal MCP server that enables searching through pre-scraped React documentation using a hybrid approach combining DuckDB full-text search and transformer-based reranking.

Jeneen's MCP Agent

A multi-functional AI agent with an Arabic legal chatbot, Google search capability, and a VAE model that generates handwritten digit images.

GCP MCP Server

A comprehensive MCP server for managing Google Cloud Platform resources including BigQuery, Cloud Run, and Storage through a standardized interface.