MCP Server Directory

Provides real-time web research and URL summarization powered by Gemini 2.5 Flash with native Google Search grounding.

Provides code review and analysis using Google Gemini models with streaming responses, context caching, multi-turn sessions, and web search capabilities.

Provides a bridge to Currents test results platform, enabling AI to analyze failing tests, optimize test suites, and troubleshoot CI/CD pipeline issues through direct access to test execution data.

Provides a complete TCL scripting environment with dynamic tool management, enabling creation and execution of custom automation tools with parameter validation, namespace organization, and file-based persistence for text processing and system integration workflows.

Lightweight Spring Boot server for retrieving and searching course details from Dan Vega's YouTube tutorials, providing easy access to educational content metadata.

Provides tools for managing and generating long-form content through conversation-based drafting and revision workflows, enabling efficient development of novels, reports, and other extensive documents.

Parses, executes, and simulates NONMEM pharmacometric models.

Converts video files to high-quality GIF animations using FFmpeg with optimized palette generation, customizable FPS and dimensions, and precise time-based segment extraction for creating animated previews and social media content.

Embeds security annotations directly in source code to maintain living threat models that update with code changes, enforced through CI validation.

Control Godot Engine projects with 42 tools for scene, node, and resource management using native .tscn parsing.

Enables control of macOS systems through native accessibility and screen capture APIs for mouse control, screen capture, text input, shell command execution, and application management.

Enables sending rich, interactive message templates to Kakao Talk users with OAuth2 authentication for notification workflows, content sharing, and social engagement.

Integrates with Kakao Maps API to provide location-based services including geolocation, address lookup, and map functionality for conversational interfaces

Synthesizes insights from multiple AI sources to provide enhanced coding assistance with automatic language detection and git-aware context gathering.

Provides a bridge to HashiCorp Consul for service discovery, health checks, key-value operations, and configuration management without leaving your assistant environment.

Analyzes cryptocurrency order book depth and imbalance across major exchanges including Binance, Kraken, Coinbase, Bitfinex, OKX, and Bybit, providing real-time market structure insights with configurable depth calculations and cross-exchange comparisons in unified tables.

Integrates mitmproxy for network traffic analysis, debugging, and API testing.

Academic research server integrating Google Scholar, OpenAlex, Crossref, and Semantic Scholar for federated paper search, PDF ingestion, citation management, and manuscript validation.

Provides Active Directory penetration testing and enumeration capabilities through a Docker-containerized wrapper around the bloodyAD tool, offering 26 specialized tools for AD reconnaissance, privilege escalation, and object manipulation with support for various authentication methods including Kerberos.

Enables automated Microsoft Word document manipulation by exposing comprehensive tools for text editing, formatting, table management, image insertion, and page setup through a Windows-specific COM Interop server.

Create podcasts and FlowSpeech episodes through natural conversation with multiple generation modes and speaker management

Enables Claude Code to consult with multiple expert coding agents powered by OpenAI's o3-mini and Claude 3.7 Sonnet for enhanced problem analysis and diverse model perspectives

Bridges AI systems with MeterSphere's testing platform, enabling natural language control of API testing, debugging, and documentation generation without leaving conversation context.

Integrates with Moralis Web3 API to enable blockchain data access, token analysis, and smart contract interactions without requiring deep Web3 development knowledge

Converts ChatGPT conversation exports into searchable Markdown files with Tantivy-powered full-text search and three MCP tools for browsing, searching, and reading chat history.

Provides AI agents with access to the Sperax DeFi ecosystem on Arbitrum, including USDs stablecoin operations, SPA governance, veSPA staking, and Demeter yield farming protocols.

Integrates with Unity Catalog to enable seamless execution of database functions, with tools for listing, retrieving, creating, and deleting functions within specified catalog environments.

Provides secure, isolated Python code execution environments with modular architecture for running untrusted code, testing solutions, generating visualizations, and performing file operations through multiple backend options including E2B and Firecracker microVMs.

Provides a bridge to Pokémon data, enabling interaction with comprehensive information about species, abilities, moves, and game mechanics through TypeScript and Node.js.

Unifies test execution and result processing across multiple frameworks for streamlined cross-language testing and analysis.

Integrates image downloading and optimization tools for efficient retrieval, resizing, and format conversion of web images.

Provides professional UI/UX design assistance through interface analysis, design system generation with multiple style variants, component improvement with accessibility optimizations, and React/Vue.js component creation with modern best practices.

Research benchmark implementation that transforms REST APIs from enterprise services like GitLab, Plane, RocketChat, ownCloud, and Azure into MCP servers, providing over 18,000 tools for evaluating tool-calling agent performance across complex multi-service workflows.

Integrates with Mem0.ai's memory management system to provide structured, persistent memory across conversations through a cognitive-inspired architecture that organizes information into short-term and long-term memory types.

Automates Keyboard Maestro workflows through AppleScript integration, enabling macro creation, modification, execution, variable management, and debugging on macOS.

Provides read-only access to Bybit's cryptocurrency exchange API for retrieving real-time market data, order book information, and account details.

Integrates with protocols.io platform to enable searching, retrieving, and managing scientific laboratory protocols with full CRUD operations for protocol collections, metadata, and step-by-step procedures.

Provides expert-level OpenAI API assistance through intelligent RAG capabilities with vector search, multi-language support, and automated data collection from GitHub repositories and community forums to deliver accurate, up-to-date guidance and code modernization.

Enables natural language interaction with Kubernetes resources, allowing developers to manage clusters through conversational interfaces instead of complex kubectl commands.

Streamlines software project creation by analyzing user input to select appropriate structures, generate documentation with Mermaid diagrams, and provide tools for setup and management.

Enables secure execution of shell commands across Windows, macOS, and Linux with a three-tier whitelist security model for controlled system access.

Generates strongly-typed API clients and TypeScript types from Swagger/OpenAPI specifications, streamlining REST API integration with template-based code generation for different client frameworks.

Command-line client that serializes Xcode build, test, and launch commands through a shared background daemon.

Maintains a structured knowledge graph of project entities and relationships, enabling users to track progress, manage tasks, monitor milestones, and assess project health through persistent storage and specialized analysis tools.

Open-source ecosystem for creating, testing, and sharing AI agent tools with a visual flow editor, simulation environment, and decentralized tool discovery capabilities.