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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Jira Insights

2

MCP (Model Context Protocol) Server. Enables programmatic management of Jira Insights asset schemas through CRUD operations on object types and AQL queries, streamlining IT asset management and configuration tracking workflows.

3 tools

Jira

2

MCP (Model Context Protocol) Server. Integrates with Atlassian Jira to enable listing projects, retrieving issue details, searching by project and assignee, and checking user assignments through authenticated API requests with markdown-formatted responses.

7 tools

OpenRouter Conversation Manager

2

MCP (Model Context Protocol) Server. Provides a unified conversation management system for OpenRouter's language models with features like token counting, context window management, and filesystem persistence across multiple AI providers.

3 tools

MAGI Code Review

2

MCP (Model Context Protocol) Server. Orchestrates code reviews through a distributed framework of three specialized agents (Melchior, Balthasar, and Casper) that evaluate submissions and deliver majority-rule verdicts on code quality.

1 tool

Shodan

2

MCP (Model Context Protocol) Server. Integrates with Shodan's database to enable host information lookup, vulnerability scanning, and DNS resolution for security research and network exposure analysis

5 tools

Portkey

2

MCP (Model Context Protocol) Server. Provides a comprehensive administrative interface for managing Portkey AI platform users, workspaces, configurations, and cost analytics through a TypeScript-based management API

DeepSeek + Claude

2

MCP (Model Context Protocol) Server. Combines DeepSeek's reasoning capabilities with Claude 3.5 Sonnet's response generation through OpenRouter to leverage both models' strengths in a single conversation flow

2 tools

Traits Matcher

2

MCP (Model Context Protocol) Server. Enables HR professionals to create, track, and match personality traits for individuals by providing tools to analyze interpersonal dynamics through data-driven personality dimensions like friendliness and dominance.

4 tools

0x-lang-mcp-server

Needs Setup
2

0x MCP Server — AI agents compile 0x to React/Vue/Svelte with 80% fewer tokens

Weaviate

2

MCP (Model Context Protocol) Server. Provides a flexible vector database system for storing, searching, and retrieving persistent memories and structured knowledge across conversation contexts using Weaviate's advanced search capabilities.

Nostr Code Snippets

2

MCP (Model Context Protocol) Server. Enables AI to fetch and retrieve code snippets from the decentralized Nostr protocol network for accessing community-shared programming solutions.

Apple Music

2

MCP (Model Context Protocol) Server. Integrates with Apple Music API to enable song searching and playback link generation for music discovery applications

2 tools

Mackerel

2

MCP (Model Context Protocol) Server. Integrates with Mackerel server monitoring platform to retrieve host information, service details, metrics, and manage monitoring configurations through natural language conversations.

ASN Lookup

2

MCP (Model Context Protocol) Server. Provides network analysis tools for security professionals, enabling IP address lookups with ASN information and organization details for incident response investigations.

4 tools

Korea Tourism API

2

MCP (Model Context Protocol) Server. Provides access to Korean tourism information through the TOUR API, enabling area code lookup, regional searches, and detailed content about attractions, festivals, and accommodations for travel planning and exploration.

Google Search

2

MCP (Model Context Protocol) Server. Provides web search capabilities and webpage content extraction through Google Custom Search API, enabling access to search results and cleaned webpage content with minimal setup.

2 tools

Magic (21st.dev UI Generator)

2

MCP (Model Context Protocol) Server. Bridges to 21st.dev's Magic API for generating UI components from descriptions, fetching existing components for inspiration, and searching for company logos in various formats.

Relay

2

A lightweight message bus that enables seamless communication and context sharing between Claude Desktop and Claude Code using a shared SQLite buffer.

3 tools

UniProt

2

A robust MCP server for UniProtKB that provides professional tools for fetching protein entries, searching bioinformatics data, and mapping identifiers across 200+ databases.

5 tools

my-dev-mcp

2

A collection of Model Context Protocol (MCP) servers providing various integrations and capabilities for MCP-compatible clients like Claude Desktop, VS Code, and other AI applications.

3 tools

safer_fetch_mcp

2

A specialized web fetching server that converts HTML/PDF to markdown while implementing robust prompt injection safeguards and content scanning to protect LLMs from malicious web content.

1 tool

AWS S3

2

MCP (Model Context Protocol) Server. Provides secure, pre-signed URL-based access to AWS S3 bucket operations with configurable expiration times for simplified cloud storage interactions.

4 tools

langtools-mcp

2

Supercharge AI agents with programming language tools

rails_mcp_engine

2

Sorbet, RubyLLM, FastMCP + Simple Tool DSL for Rails MCP Server

2 tools

clawd-mcp

2

Bridges Cursor and Claude Desktop with the OpenClaw and Moltbook ecosystems to manage personal AI agents and communication gateways across platforms like WhatsApp and Discord. It provides MCP tools to invoke agents, manage sessions, and handle social agent interactions within a secure, virtualized environment.

registry-mcp

2

A utility MCP server that allows users to search, filter, and retrieve detailed information about listed servers from the official Model Context Protocol registry.

2 tools

NixSearch.NET

2

.NET library, CLI tool, and MCP server for searching NixOS packages, options, and flakes. Search from code, command line, or AI assistants like Claude.

expo-docs-mcp

2

An MCP server providing semantic search capabilities for Expo SDK documentation, allowing users to query specific SDK versions from v51 to latest using OpenAI embeddings.

1 tool

Explain Changes

2

Enables AI to perform self-directed peer reviews by generating annotated diffs with inline comments in a dedicated VS Code/Cursor panel.

1 tool

mcplogic

2

A robust MCP server for first-order logic reasoning featuring theorem proving, model finding, and session-based knowledge management using both SAT and Prolog engines.

13 tools