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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

ArmaVita Meta Ads MCP

4

A local Model Context Protocol server that enables interaction with the Meta Marketing API to manage ad accounts, campaigns, and creatives. It provides tools for targeting research, insight reporting, and campaign management through local MCP clients like Claude Code and Cursor.

Rechtsinformationen Bund DE MCP Server

4

Access official German federal laws and court decisions via the legal information portal (rechtsinformationen.bund.de) with advanced features like English-to-German translation and compound word decomposition.

6 tools

TechMCP - PSG College of Technology MCP Server

4

TechMCP provides AI assistants with authenticated access to PSG College of Technology's e-campus portal, enabling natural language queries for real-time academic marks, detailed attendance tracking, and smart timetable management.

28 tools

Bitcoin-MCP-Server

4

The first MCP Server dedicated to Bitcoin ecosystem

mcp-oda

4

An MCP server for the Oda grocery platform that allows users to search products, browse results, and manage shopping cart contents through natural language.

Koleo MCP Server

4

An MCP server that provides access to the Koleo API for Polish train timetables, including station information, departures, and arrivals. It allows users to search for connections, view train routes, and access real-time timetable data and seat occupancy statistics.

Risky Business AI

4

An automated cybersecurity assessment server that integrates NIST NVD, CISA KEV, and GitHub to identify, validate, and research CVE exploits and proof-of-concept code.

5 tools

Looker

4

A comprehensive MCP server for Looker and LookML development, providing ultra-fast local validation, dependency analysis, and automated query testing for data teams.

Obsidian MCP Server

4

Provides LLM agents with comprehensive access to Obsidian vaults via the official Obsidian CLI bridge. It enables users to read, search, and modify notes, tasks, properties, and plugins while the Obsidian desktop app is running.

Daiso MCP Server

4

Enables searching for Daiso products, locating nearby stores, and checking inventory status through a serverless Cloudflare Workers architecture.

PypReader-MCP

4

A development tool that allows AI agents to inspect local Python environments by exploring package structures, reading source code, and fetching PyPI documentation.

4 tools

Ruby Console

4

A persistent Ruby/Rails console environment that executes code through IRB, Rails, or Racksh while maintaining variables and application state across commands.

5 tools

raku-mcp-sdk

4

Raku MCP SDK

MCP Math Server

4

A Mathematical Computation Protocol server providing 286 mathematical functions across multiple domains with flexible transport options (STDIO/HTTP) and streaming capabilities.

MongTap

4

MongTap is a MongoDB-compatible MCP server that uses statistical modeling to generate realistic synthetic data on-the-fly, allowing LLMs to interact with databases without actual data storage.

8 tools

ClaudeHopper (Construction Document Analysis)

4

MCP (Model Context Protocol) Server. Integrates with Claude Desktop to analyze construction documents, enabling semantic search across architectural drawings and specifications through LanceDB vector storage and Ollama local processing.

4 tools

Typst MCP Server

4

Provides searchable and browsable access to the official Typst typesetting system documentation, allowing LLMs to retrieve syntax guides and function references.

3 tools

@brutalist/mcp

Validated
4

A multi-agent code analysis server that coordinates Claude, Codex, and Gemini CLI agents to provide brutal, honest feedback on code quality, architecture, and security with real file-system access.

13 tools

Hub Router

4

A centralized management hub and gateway for routing multiple MCP servers through streaming HTTP and SSE endpoints with smart semantic tool discovery.

NTS_MCP_FS

4

Transactional File System server for Model Context Protocol (MCP). Enterprise-grade tools for AI agents: atomic edits, undo/redo, code navigation, refactoring, git integration. Docker ready.

15 tools

mcp_server_code_extractor

4

🎯 Precise code extraction for AI assistants - MCP server using tree-sitter to extract functions, classes & snippets from 30+ languages without manual parsing

6 tools

agentmesh

4

🤖🕸️ Production-grade multi-agent orchestration framework powered by Pregel BSP. Build sophisticated AI workflows with parallel execution, state management, and observability.

1 tool

ConferenceHaven-Community

4

Community feedback, documentation, and discussions for ConferenceHaven MCP - Your AI conference assistant

2 tools

project-mcp

Needs Setup
4

A specialized MCP server for project management and documentation that uses intent mapping to automatically search relevant sources like roadmaps, backlogs, and task files without manual configuration.

37 tools

mem0-server-mcp

4

🧠 Production-ready MCP server providing intelligent memory for Claude Code with async architecture, Neo4j knowledge graphs, smart chunking & enterprise security. One-command Docker deployment.

13 tools

mcp-config-manager

4

🎛️ The visual command center for AI tool configuration. Stop wrestling with JSON - start managing MCP servers visually across Claude, VS Code, and more.

@encryptioner/html-to-pdf-generator

Failed
4

An MCP server that enables AI models to generate professional, multi-page PDFs from HTML content or URLs with support for pagination, watermarks, and security settings.

3 tools

tiger-skills

Needs Setup
4

A provider-agnostic MCP server that implements Anthropic-style skills, allowing LLMs to load modular domain expertise, workflows, and scripts from local paths or GitHub repositories.

2 tools

Public APIs

4

A semantic search-enabled catalog of public APIs that allows developers to discover free tools via natural language queries and retrieve structured metadata.

2 tools

mcp-servers

4

24 Enterprise MCP Servers for GenAI: AWS, Salesforce, HubSpot, Jenkins, Power BI + more. Production-ready AI agent integrations.