AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
UML Diagramming
MCP (Model Context Protocol) Server. Integrates with UML diagramming tools to generate visual representations of system architecture, class relationships, and process flows directly from code or text descriptions within conversational interfaces.
Fastly CDN
A comprehensive MCP server that enables AI agents to manage Fastly CDN infrastructure, including service configuration, performance monitoring, and cache management via the Fastly CLI.
Sketchfab
A Model Context Protocol server that enables searching, viewing metadata, and downloading 3D models from the Sketchfab platform directly within AI environments.
MCP OCR Server
A robust MCP server that provides Tesseract OCR capabilities, allowing users to extract text from local files, URLs, or raw image data with multi-language support.
A2A Bridge
MCP (Model Context Protocol) Server. Bridges LLMs with Agent-to-Agent protocol-compatible agents, enabling delegation of complex tasks to specialized external agents without requiring direct protocol implementation
Spark Optimizer
An MCP server that optimizes Apache Spark code using Claude AI to apply performance enhancements like broadcast joins, strategic caching, and query plan improvements.
InfluxDB
Run queries against InfluxDB OSS API v2.
Interaction MCP
MCP (Model Context Protocol) Server. Enables high-frequency communication between users and AI tools through multiple interface options, providing option selection and information requests to improve interaction efficiency by confirming approaches before execution.
aaa-mcp
Constitutional AI Governance with 13 enforced floors (F1-F13) and tri-witness consensus for LLMs.
DeFi Trading Agent
A comprehensive DeFi trading MCP server that enables AI agents to perform market analysis, technical charting (OHLCV), and gasless swaps across 17+ blockchain networks. It integrates multi-chain portfolio management with 0x API swap aggregation and real-time market data from CoinGecko.
Outsource
MCP (Model Context Protocol) Server. Delegates text generation and image creation tasks to external AI models including OpenAI, Anthropic, Google, Groq, and DeepSeek, enabling access to alternative perspectives, specialized capabilities, and visual content generation.
Etherscan Tools
MCP (Model Context Protocol) Server. Integrates with Etherscan's API to provide Ethereum blockchain data tools for balance checking, transaction tracking, and smart contract analysis.
Figma Pro
A professional MCP server that optimizes Figma design analysis for AI-driven code generation, supporting 10 frameworks and smart comment processing.
YFinance Trader
MCP (Model Context Protocol) Server. Provides real-time stock market data and trading capabilities through yfinance, offering tools for retrieving quotes, company overviews, historical prices, symbol searches, analyst recommendations, and insider transactions.
PDF Extraction
A specialized MCP server for extracting text and image content from PDF files using OCR and direct text extraction, optimized for use with the Claude Code CLI.
nettune
An MCP server for Linux network optimization that enables AI-assisted TCP tuning, performance diagnostics, and safe configuration management with automated rollbacks.
Keycloak MCP Server
A Model Context Protocol server providing programmatic administration for Keycloak, including management of users, realms, clients, roles, and authentication flows.
deno-mcp-template
A versatile Deno-based template for building MCP servers that support STDIO and HTTP transports. It includes examples for tools, resources, and sampling, and can be compiled into standalone binaries or Claude Desktop Extensions (DXT).
hithereiamaliff-mcp-nextcloud
A comprehensive MCP server enabling AI assistants to manage Nextcloud data including Notes, Calendar, Contacts, Tables, and WebDAV files with a powerful unified search system.
workflows-mcp-server
A powerful orchestration server that enables AI agents to discover, create, and execute complex multi-step workflows using structured YAML definitions and global strategy instructions.
asterisk-mcp-server
A security-focused MCP server that integrates with the Asterisk Vulnerability Scanner API to provide real-time code scanning and vulnerability analysis for AI assistants.
metabase-mcp
Metabase MCP server provides integration with the Metabase API, enabling LLM with MCP capabilites to directly interact with your analytics data, this server acts as a bridge between your analytics platform and conversational AI.
nimbletools-core
NimbleTools is an open-source MCP runtime. Infrastructure for the agentic web.
perplexity-mcp
A Go-based MCP server that integrates Perplexity's real-time web search and reasoning models directly into AI assistants like Claude and Cursor.
mcp_espn_ff
ESPN Fantasy API with LLMs!
mcp-bash
A robust MCP server that enables LLMs to execute arbitrary bash commands and manage working directories on a local machine.
alibabacloud-dms-mcp-server
A comprehensive data access gateway and intelligent query engine that connects over 40 types of Alibaba Cloud and mainstream databases with natural language processing capabilities.
RetellAI Voice Services
A comprehensive MCP server for RetellAI that enables AI assistants to manage voice agents, provision phone numbers, and orchestrate automated phone or web calls.
1C Enterprise
A Spring Boot-based MCP server that integrates 1C:Enterprise development with AI assistants, providing tools for code checking, syntax explanation, and AI-driven consultation via the 1C:Naparnik API.
neurondb
NeuronMCP is part of the NeuronDB ecosystem, providing an MCP server interface to a PostgreSQL-based AI database with integrated vector search, machine learning algorithms, and RAG capabilities.