AI & ML

A specialized MCP server that provides AI agents with context-aware insights into local codebases, identifying internal library usage, team patterns, and architectural dependencies.

This MCP server integrates the QA Sphere test management system with LLMs, enabling developers to discover, summarize, and interact with test cases directly within AI-powered development environments.

A comprehensive interface for The Guardian's Open Platform API, providing access to over 1.9 million articles since 1999 for research, journalism analysis, and trend tracking.

A documentation access server that enables LLMs to search, retrieve, and navigate technical documentation in real-time using crawl4ai for markdown scraping.

The Mifos MCP server provides a standardized interface for AI agents to interact with the Mifos X/Fineract ecosystem, enabling complex financial operations like client management, loan processing, and savings account administration.

MCP (Model Context Protocol) Server. Enables secure communication with Signal messaging through direct messaging, group chats, and message reception capabilities, leveraging Signal's established encryption protocol.

A coordination layer for multi-agent development that provides real-time messaging, file locking, and shared context management via Redis to prevent code conflicts.

MCP (Model Context Protocol) Server. Provides a secure, sandboxed environment for executing code, running commands, accessing files, and performing web operations through multi-layered isolation including containers, AppArmor, and Firejail.

A Model Context Protocol server providing direct access to Grok AI's language and vision models, enabling chat completion, image analysis, and intelligent function calling.

This MCP server enables LLMs to interact with the Stellar blockchain to create accounts, check address balances, analyze transactions, view transaction history, mint new assets, interact with smart contracts and much more.

A comprehensive MCP server that integrates with the Spotify Web API to provide extensive music catalog search, artist insights, audiobook access, and playlist management capabilities.

MCP (Model Context Protocol) Server. Enabling agent-based biomedical R&D via protein structure analysis capabilities

MCP (Model Context Protocol) Server. Provides a simple sleep/wait tool for introducing timed delays between operations, enabling scenarios like API call spacing and time-dependent process simulation.

MCP (Model Context Protocol) Server. Integrates with ClickUp to enable task creation, project management, and workflow automation for teams using AI-powered assistants.

A specialized MCP server that automates React Native project upgrades by fetching version data and generating detailed code diffs between specific versions using rn-diff-purge.

Semantic C++ code analysis using libclang. Enables Claude to understand C++ codebases through AST parsing rather than text search - find classes, navigate inheritance, trace function calls, and explore code relationships.

An MCP server that enables LLMs to interact with a GameBoy emulator, providing tools for button controls, ROM loading, and visual screen capture analysis.

An MCP server for the Listmonk email marketing platform, enabling programmatic management of subscribers, lists, campaigns, and templates via AI assistants.

MCP (Model Context Protocol) Server. Enables AI interaction with Hasura GraphQL endpoints for schema discovery, data querying, and database operations through a comprehensive set of database tools

MCP (Model Context Protocol) Server. Provides direct access to ExploitDB functionality for cybersecurity research, enabling exploit searches by keywords, CVE IDs, or platforms with local database caching for threat intelligence and vulnerability analysis.

MCP (Model Context Protocol) Server. Integrates with PostgreSQL to provide database analysis, optimization, and troubleshooting tools for streamlined management and performance tuning.

A comprehensive directory and collection of over 70 Model Context Protocol (MCP) servers focused on cryptocurrency, blockchain data, and Web3 services including DeFi, DEX trading, and on-chain analysis.

MCP (Model Context Protocol) Server. Enables AI models to interact with MySQL databases through a structured interface.

MCP (Model Context Protocol) Server. Enables natural language interaction with Kubernetes clusters for managing pods, retrieving logs, and manipulating container environments without complex kubectl commands.

MCP (Model Context Protocol) Server. Enables Cursor users to provide additional input during AI generation through interactive dialog boxes, creating a more dynamic experience without interrupting the workflow.

A multi-agent coordination server that provides git-native issue tracking, atomic file locking, and cross-agent messaging to prevent conflicts in collaborative coding environments.

MCP (Model Context Protocol) Server. Integrates with the DBLP computer science bibliography database to enable searching publications, processing citations, generating BibTeX entries, and analyzing research trends.

MCP (Model Context Protocol) Server. Integrates with Shodan's network intelligence capabilities to provide cybersecurity analysts with tools for host information lookup, vulnerability analysis, network scanning, and security alerts management for effective reconnaissance and threat hunting.

MCP (Model Context Protocol) Server. Integrates with decentralized exchanges across multiple blockchains to provide real-time crypto market data, focusing on Solana memecoin markets.

MCP (Model Context Protocol) Server. Bridges AI systems with Figma design platform, transforming complex API responses into structured design information for easier understanding of layout properties, styling, and text content.