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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Gemini 2.0 Flash

3

MCP (Model Context Protocol) Server. Enables direct access to Google's Gemini 2.0 Flash model from Claude Desktop through a bidirectional communication channel that maintains conversation context for natural interactions.

1 tool

Serpstat MCP Server

3

A comprehensive SEO analysis MCP server that integrates the Serpstat API to provide tools for domain analysis, keyword research, backlink tracking, rank tracking, and site audits.

65 tools

Get Notes

3

A knowledge base integration server for Get Notes (Biji) that enables AI-powered search and raw document recall from medical and personal note repositories.

3 tools

YouTube Translate

3

MCP (Model Context Protocol) Server. Enables access to YouTube video transcripts, translations, summaries, and subtitle generation through a simple API interface for research, content analysis, and multilingual video accessibility workflows.

COMSOL MCP Server

3

Enables AI agents to automate multiphysics simulations in COMSOL Multiphysics, covering model management, geometry building, physics configuration, and results visualization. It supports complex simulation workflows through the MCP protocol and includes integrated knowledge retrieval for documentation and troubleshooting.

Wazuh OpenSearch Analytics

3

MCP (Model Context Protocol) Server. Enables security analysts to query, analyze, and visualize Wazuh security logs stored in OpenSearch databases for efficient incident investigation and monitoring.

4 tools

Dgraph

3

MCP (Model Context Protocol) Server. Connects language models to Dgraph graph databases, enabling DQL queries, mutations, and schema management for seamless database interactions without context switching.

3 tools

GitLab Kanban

3

MCP (Model Context Protocol) Server. Integrates with GitLab's API to enable Kanban-style project management and issue tracking for streamlined software development workflows.

5 tools

AMap (Gaode Maps)

3

MCP (Model Context Protocol) Server. Integrates with AMap (Gaode Maps) API services in China for coordinate conversion, place searching, and transportation route planning between locations.

PDF Search

3

MCP (Model Context Protocol) Server. Built for Zed to enable semantic searching of PDF documents using a Qdrant vector database and OpenAI embeddings.

1 tool

Jane

3

Jane is a high-performance knowledge management MCP server that uses SQLite FTS5 to transform team documentation and project specifications into a searchable database for AI assistants.

7 tools

Claude Code Agent

3

A comprehensive MCP server suite for persistent memory management and project automation, featuring automated memory dumps, project state tracking, and n8n workflow integration.

XRP Ledger

3

MCP (Model Context Protocol) Server. Integrates with the XRP Ledger blockchain to enable account management, transaction submission, and ledger data retrieval for XRP-related operations.

17 tools

Lian Agent

3

A multi-agent coordination system that provides file operations, web scraping, and mathematical functions through an MCP-compliant FastAPI server with persistent PostgreSQL storage.

PrestaShop Documentation

3

A specialized MCP server providing lightning-fast, offline access to over 1,000 indexed PrestaShop documents, including hooks, development guides, API references, and UI components via a local SQLite FTS5 search index.

7 tools

OmniTaskAgent

3

A multi-model task management system that enables intelligent task creation, decomposition, and status tracking through natural language and LangGraph integration.

KBDB

3

A PostgreSQL-backed RAG server using pgvector to provide multiple semantic search modalities including question-answering, similarity matching, and stylistic clustering.

3 tools

Project Hub (GitHub)

3

MCP (Model Context Protocol) Server. Integrates local project management with GitHub repositories, enabling streamlined version control, automated commits, and multi-account support for efficient development workflows.

51 tools

Tavily Search

3

MCP (Model Context Protocol) Server. Integrates the Tavily Search API to perform real-time web searches for fact-checking, research, and content generation.

1 tool

TokenScope

3

A token-aware directory explorer for LLMs that enables intelligent codebase analysis by providing summarized directory structures and file contents while respecting token limits and .gitignore patterns.

3 tools

Squads MCP

3

A specialized MCP server for managing Squads multisig accounts on Solana, enabling secure creation, voting, and auditing of proposals through LLMs with local private key safety.

17 tools

Binance Bitcoin Market Data

3

MCP (Model Context Protocol) Server. Provides real-time and historical Bitcoin market data from Binance including ticker data, order books, trades, price charts, and live price streams for financial analysis and market research.

5 tools

Japanese Text Analyzer

3

MCP (Model Context Protocol) Server. Enables detailed Japanese text analysis through morphological parsing with Kuromoji, breaking down sentences into component parts with grammatical functions, readings, and base forms for language learning and translation applications.

6 tools

Gemini 2.5 Pro

3

MCP (Model Context Protocol) Server. Enables Claude Desktop to interact with Google's Gemini 2.5 Pro model through a TypeScript server with Google Search integration for grounded responses and detailed token usage reporting.

2 tools

mcp-character-tools

3

A specialized MCP server that provides character-level 'vision' for LLMs, enabling accurate letter counting, frequency analysis, and text manipulation to overcome tokenization limitations.

14 tools

Web Scraper

3

MCP (Model Context Protocol) Server. Connects Claude Desktop to a local web scraper for retrieving and processing website content in markdown format with flexible options for user agent simulation and custom headers.

Crypto Stocks

3

A Market Context Protocol server that tracks real-time and historical data for crypto-adjacent stocks like Coinbase and MicroStrategy using yfinance.

News API Aggregator

3

A robust news aggregation server that integrates five major news APIs with an automatic failover mechanism to ensure reliable access to global news articles.

1 tool

Dify.ai Workflow

3

MCP (Model Context Protocol) Server. Integrates with Dify.ai's workflow applications by transforming Dify workflows into dynamically discoverable tools with parameter validation and response formatting capabilities.

Agile Planner MCP Server

3

Automatically generates structured agile backlogs with epics, features, and user stories from natural language descriptions, creating AI-optimized markdown files and directory structures.

2 tools