MCP Server Directory

Integrates web scraping and crawling capabilities with tools for single-page content extraction, metadata retrieval, and Google search functionality, enabling workflows that require web content analysis, data collection, or online research tasks.

Persistent memory system for robotic agents with hybrid BM25 and vector search, spatial retrieval, and session-based memory consolidation.

Integrates with the Ontology Lookup Service API to search biomedical ontology terms, retrieve detailed ontology information, explore term hierarchies, and discover semantically similar terms across standardized ontologies like Gene Ontology and Human Phenotype Ontology.

Provides HTML file preview and analysis capabilities by leveraging Puppeteer for screenshot capture and content parsing, enabling web testing and content visualization tasks.

Integrates with Telnyx's telecommunications APIs to provide voice calling, SMS/MMS messaging, phone number management, cloud storage, and webhook handling with 60+ tools for building communication applications and telecom workflows.

Enables natural language-driven k6 load testing with configurable parameters for duration and virtual user count, bridging conversational interfaces with performance testing workflows.

Enables AI assistants to dynamically control and manipulate Philips Hue smart lighting systems through natural language commands, supporting color changes, brightness adjustments, scene applications, and personalized lighting experiences.

Creates buildingSMART IDS (Information Delivery Specification) files with complete compliance validation, supporting all IFC versions and facet types with XSD restrictions for BIM quality assurance.

Provides detailed .NET library type information through robust assembly reflection, enabling systematic exploration of namespaces, types, and metadata with advanced filtering and pagination capabilities.

Provides file conversion capabilities for transforming documents and images between formats like DOCX, PDF, Excel, CSV, and HTML without external tools

Provides web search with DuckDuckGo and concurrent page fetching, sandboxed Python execution with NumPy and SymPy for mathematical computations, and persistent markdown-based memory storage for long-term information recall across conversations.

Integrates with Firewalla's MSP API v2 to provide real-time network monitoring, security analysis, and firewall management through 28 specialized tools for security alert monitoring, bandwidth tracking, device management, rule operations, and geographic threat analysis.

High-performance persistent memory system for Model Context Protocol (MCP) powered by libSQL

Integrates with Solana blockchain to enable natural language querying of account data, transactions, and network status.

Integrates with Unity Editor through HTTP transport to enable real-time GameObject manipulation, component management, asset control, scene operations, and build pipeline automation for game development workflows.

Enables iterative reasoning through structured drafts with explicit reasoning chains, allowing for focused critiques and targeted revisions to improve problem-solving quality through systematic refinement.

Hosts finite state machines as dynamic resources that clients can subscribe to for real-time updates, enabling coordination between multiple agents working on long-horizon tasks through shared state transitions and valid actions.

Bridges Dify's tool ecosystem with MCP-compatible assistants, enabling organizations to extend their existing Dify tool configurations without duplication.

Bridges AI systems with Apache Pulsar/Kafka messaging infrastructure, enabling natural language management of topics, subscriptions, schemas, and resources for monitoring and troubleshooting distributed messaging systems.

Provides intelligent guidance for telecommunications standards research through structured metadata about 3GPP specifications, offering tools for specification discovery, requirements mapping, and research strategy generation with adaptive responses based on user expertise level.

Integrates with local iCloud Photos libraries on macOS to enable efficient searching and retrieval of photo metadata based on various criteria like dates, locations, people, and labels.

Converts AI Skills (following Claude Skills format) into discoverable resources, enabling automatic skill discovery from configurable directories with metadata parsing and file access tools for building domain-specific knowledge repositories and structured workflow collections.

Collection of five servers connecting AI agents to the Fluent WordPress plugin ecosystem.

Integrates with MLB Stats API and pybaseball library to provide comprehensive baseball statistics, Statcast data, player lookups, team standings, schedules, prospect information, and generates matplotlib visualizations including strike zone plots and spray charts for sports analytics and performance evaluation.

Integrates with OpenMetadata to enable querying and manipulating metadata across data assets for governance, cataloging, and lineage tracking.

Provides async Q&A capabilities by routing questions to any OpenAI-compatible API with streaming and parallel query support.

Professional SEO analysis server that evaluates websites across multiple optimization dimensions including meta tags, content quality, technical factors, and social media tags, generating detailed reports with actionable recommendations and scoring algorithms for improving search engine visibility.

Queries the OpenEvidence medical evidence platform using browser cookie authentication.

Integrates with external services like Google APIs, Home Assistant, and DuckDuckGo to provide a modular framework for calendar management, task tracking, email handling, knowledge retrieval, and smart home control.

Provides a bridge between databases and SQL/SPARQL queries through ODBC connections, enabling schema exploration, table management, and query execution with formatted results.

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.

Implements a persona management system for dynamic AI behavior adjustment using reusable components and templates defined in .clinerules files.

Flag features directly from chat in your code editor, including VS Code, Cursor, Windsurf, Claude Code - any IDE with MCP support.

Integrates with DataBridge to enable ingestion and retrieval of contextual information from a local database, supporting persistent storage for AI applications.

A knowledge management tool for code repositories using vector embeddings.

Control Bambu Lab 3D printers with STL manipulation, BambuStudio slicing, and direct printer control via MQTT and FTPS.

Bridges AI assistants with Minecraft servers, enabling command execution for block manipulation, entity management, and game state control through a Go implementation that automatically configures popular clients.

Automates causal inference analysis on SQLite banking data by using LLM-guided variable classification to generate causal graphs and estimate Average Treatment Effects through DoWhy statistical methods with plain-language business summaries.

Analyze data from both the Apple App Store and Google Play Store

Provides a bridge to the DoorDash Drive API for managing delivery services, creating quotes, handling business operations, and store management without writing complex API interaction code

Provides a Neo4j-powered knowledge graph storage solution for maintaining complex relationships between data points with persistent memory across conversations and efficient fuzzy search capabilities.

Integrates with Kaspersky's threat intelligence platform to provide conversational access to commercial threat feeds, STIX object analysis, and URL normalization for security analysts and SOC teams.

Converts JSON samples into TypeScript type definitions and filters large JSON files to extract only specified fields, eliminating unwanted data from LLM context through shape-based filtering with simple object notation.

Provides a bridge between AI assistants and VRChat, enabling direct avatar parameter manipulation, movement control, and interaction through WebSocket and OSC protocols.

Enables multi-agent workflows by combining git-native issue tracking with atomic file reservations and cross-workspace messaging to coordinate AI agents working on codebases while preventing conflicts through structured task management and team isolation.