AI & ML

Universal AI Agent Coordination Platform — 54 smart tools for multi-agent teamwork

A professional-grade CRM MCP server that uses SQLite to manage contacts, interaction history, and tasks with built-in database management, archiving, and CSV export capabilities.

A comprehensive macOS automation server that enables AI models to control mouse, keyboard, and windows, capture screen data, and execute shell or AppleScript commands with built-in safety filters against destructive operations.

A specialized MCP server that integrates professional security tools like NetExec, Bloodhound, and Nmap to enable LLMs to perform automated Active Directory penetration testing, attack path analysis, and automated findings documentation.

An MCP server for Tendem that enables users to complete tasks using a hybrid of AI and human agents. It allows for seamless task delegation and management within MCP-compatible clients.

A robust MCP server providing interactive shell sessions with full terminal emulation (PTY), enabling LLMs to run persistent commands and manage interactive programs like vim or htop.

MCP (Model Context Protocol) Server. Provides secure access to Snowflake databases with robust connection management, supporting both password and key pair authentication for SQL query execution and data analysis workflows.

A specialized MCP server that provides real-time financial data, enabling LLMs to fetch current prices and latest news for stocks and cryptocurrencies via the yfinance API.

A robust MCP server for Bybit v5 API integration, allowing AI agents to perform real-time market analysis, automated trading, and account management across Spot, Linear, and Inverse categories.

An MCP server that provides fast text classification and category management using Model2Vec static embeddings. It supports both single and batch processing with the ability to dynamically manage custom categories.

A Model Context Protocol server that allows AI assistants to control physical Arduino hardware via the Firmata protocol, specifically focusing on LED manipulation.

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.

An MCP server that indexes local Maven and Gradle repositories, enabling AI agents to perform semantic searches, extract method signatures, and decompile source code from Java dependencies.

🎨 Intelligent UI component design selection tool built on Model Context Protocol (MCP). Compare 3 designs with automatic CSS framework detection, adaptive layouts, and real-time selection. Perfect for design systems and A/B testing.

mcp2ws dynamically converts legacy SOAP/XML web services into MCP-compatible tools by parsing WSDL files. This allows AI assistants to interact with older web services using JSON-based tool calls.

Reduce MCP tool count by 10-100x. TypeScript framework that groups related operations behind discriminators, with automatic schema generation, type-safe validation, token-optimized descriptions, and hierarchical grouping for enterprise-scale APIs.

A documentation-focused MCP server that enables full-text search and retrieval of official PipeCD documentation directly from its GitHub source.

A secure bridge connecting MCP clients to OpenAI and Google Gemini APIs with built-in prompt injection detection, content filtering, and input sanitization.

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

Integrates with the Dune API to provide comprehensive blockchain data analysis for EVM and Solana networks, including wallet balances, transaction history, and token distribution metadata.

A lightweight MCP bridge providing direct access to the TSpec-LLM 3GPP specification dataset and official 3GPP metadata for intelligent telecommunications research and implementation guidance.

10 intentionally malicious MCP servers that exploit protocol features to attack AI clients. For security research and defense testing.

A specialized SEO and content analysis tool that uses Google-patented fan-out methodologies to identify gaps between user queries and existing content for generative engine optimization (GEO).

Give your AI agent a soundboard. Millions of meme sounds from myinstants.com.

A tool for accessing and searching Fediverse Enhancement Proposals (FEPs), bypassing repository bot-protections to allow AI assistants to read standardization documents.

A secure Node.js execution environment designed for AI agents to run JavaScript code and manage NPM packages within isolated Docker containers.

Universal firewall for AI agents. RBAC, CEL policies, and full audit trail for MCP tool calls, shell commands, and HTTP requests.

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.

A context-aware data pipeline generator that scaffolds PyAirbyte code to move data between 600+ Airbyte sources and destinations or into Pandas DataFrames.

A persistent memory MCP server for Claude Code - Recursive Language Model integration for Claude Code inspired by MIT CSAIL paper