MCP Server Directory

Java-focused code exploration toolkit with batch processing and structural parsing

Provides a bridge to the Rami Levy online grocery shopping platform in Israel, enabling product searches, shopping cart management, and checkout functionality through TypeScript-based API integration.

Message bus enabling communication between AI instances across platforms through shared channels, threaded conversations, and data exchange with both local SQLite and cloud PostgreSQL modes.

Integrates YouTube search with Google Sheets to automate video data collection and analysis for content creators, marketers, and researchers.

Integrates with Backlog project management API to enable issue creation and project management operations through TypeScript/Node.js endpoints that handle authentication and API communication.

Provides a bridge to Salesforce's Agentforce API, enabling authentication, session management, and message exchange with Salesforce agents for accessing customer data and domain-specific knowledge.

Analyzes Python code structure, complexity, and dependencies using parsing tools to provide insights for automated quality checks and code reviews.

Integrates with DingDing (Dingtalk) to enable sending text and markdown messages to group chats through custom robot webhooks, supporting user mentions and formatted content for automated notification workflows.

Ephemeral environment management with lifecycle control, service logs, volume operations, and port forwarding

Integrates with Amazon Alexa smart home devices and Echo functionality through reverse-engineered web APIs, enabling voice announcements, smart light control, volume management, sensor data retrieval, and device discovery.

Uses reflection to discover and analyze Blazor components from loaded assemblies, extracting metadata about parameters, cascading parameters, and injected dependencies for contextual assistance with component APIs and parameter requirements.

Integrates with the Stockfish chess engine through UCI protocol to provide move analysis, position evaluation, and game analysis with configurable search depth and time limits.

Develop payment products with SumUp. Interact with the SumUp API and search developer documentation.

Provides a bridge to the Delve debugger for Go applications, enabling runtime debugging capabilities including breakpoints, stepping through code, variable inspection, and stack trace examination.

Comprehensive Shopify store management with 64 tools covering products, orders, customers, and inventory.

Integrates with Tailwind CSS development workflows using Google Gemini to provide component generation, CSS-to-Tailwind conversion, design analysis, and complete project scaffolding with responsive layouts and accessibility features.

Integrates with UniProt API to provide cached protein information for bioinformatics applications and protein research.

Integrates with Jira's REST API to enable issue management, task creation, and project tracking capabilities.

Integrates Smartsheet for healthcare analytics, enabling efficient data management and analysis in clinical research and hospital operations.

Integrates with the DBT Semantic Layer API to enable querying and analysis of data models defined in DBT, supporting report generation, ad-hoc analysis, and data-driven application development.

Exposes Kali Linux security tools with interactive terminal sessions, code execution, and configurable authentication for penetration testing workflows.

Generates UI flowcharts based on input specifications, enabling visual representation of user interfaces and interactions for design communication and workflow analysis.

Integrates with Yango Tech's B2B API for retail operations, enabling access to order details, product information, and stock data for automated inventory management and order tracking.

Leverages LanceDB for vector storage to enable semantic search and multilingual transcript retrieval from YouTube videos using Google's generative AI embeddings.

Connects AI systems to VOICEVOX text-to-speech engine for Japanese voice synthesis, supporting both default transport and Server-Sent Events with configurable speaker options.

Integrates with Dify AI's chat completion API to enable natural language interactions, offering tools for restaurant recommendations and supporting conversation context and streaming responses.

Integrates with Google's Gemini models for intelligent image generation, automatically routing between speed-optimized and quality-optimized models while supporting up to 4K resolution, Google Search grounding for factual accuracy, and comprehensive file management.

Provides real-time NBA game data including scores, player statistics, and play-by-play information through the nba_api package for accessing current basketball information not in Claude's training data.

Provides session-based image processing with Sharp for high-performance manipulation including dimension extraction, color sampling, region cropping, format conversion, and background removal using machine learning models.

Integrates with Twitter/X to enable direct actions like posting, replying, following users, and retrieving profile data through a Node.js server with dual authentication options.

Universal development assistant that automatically selects optimal models across OpenAI, Anthropic, Google Gemini, OpenRouter, and local Ollama based on task complexity through eight specialized modes (chat, analyze, review, debug, plan, test, refactor, think) with conversation memory and flexible file handling.

Bridges AI assistants to CATIA Magic / Cameo Systems Modeler through an embedded JVM plugin, enabling full SysML v1 model creation, querying, and manipulation via 26 tools.

Integrates with Google Jules API for code generation and modification with autonomous scheduling capabilities, featuring cron-based recurring tasks for maintenance workflows like dependency updates and security audits that run automatically with repository allowlists and approval gates for production environments.

Provides a bridge to the Ethereum blockchain for querying contract bytecode, gas prices, and account balances through standard JSON-RPC calls to public endpoints.

Searchable documentation index for football data providers covering event types, qualifiers, and API endpoints.

Wraps the Shopline Open API into 19 tools for querying orders, products, inventory, customer analytics, and promotions from Shopline e-commerce stores.

AI-maintained markdown knowledge base with a dual-layer Compiled Truth and Timeline design for tracking knowledge changes and sources.

Integrates Moodle LMS with AI assistants, providing 13 tools for accessing courses, assignments, grades, quizzes, forum discussions, and calendar events.

Provides Korean spatial land data from the V-World API with 7 tools for geospatial queries and parcel information.

Elegoo Centauri Carbon 3D printer control via reverse-engineered SDCP v3 WebSocket protocol.

Persistent memory storage for AI tools using SQLite with full-text search and tag-based filtering.

Integrates with an external task API to provide CRUD operations for task management, enabling natural language interactions for task creation, filtering, and progress reporting.

Security scanning platform for AI and LLM ecosystems with MCP proxy, schema validation, and 48+ security probes.

Full-text search and browsing across 330,000+ Apple developer documentation pages with BM25 ranking and incremental sync.

Integrates with IBM Content Services (FileNet) through GraphQL APIs to provide enterprise document operations, folder management, metadata-driven search, class introspection, and annotation handling with authentication support and performance optimization for automated filing systems and content analysis workflows.