MCP Server Directory

Enables AI agents to send and receive WeChat messages through QR code authentication and long-polling message retrieval.

Escalates complex reasoning tasks to more powerful language models (OpenAI o3, Google Gemini 2.5 Pro, DeepSeek Reasoner) by forwarding markdown prompts with code context and git diffs, returning responses with detailed cost tracking.

Enables AI to analyze and query GitHub repositories through a FastMCP-based interface for understanding codebases, exploring architecture, and retrieving contextual information with source references.

Enables creation and rendering of Mermaid diagrams with real-time visualization through a local web interface, featuring diagram history, export capabilities, and git repository integration for organizing visual representations by project.

Django development assistant with model introspection, database schema analysis, and configuration querying

Enables direct AI interaction with FL Studio's MIDI and recording capabilities through encrypted MIDI messages, democratizing music creation by bridging digital audio workstations with intelligent assistants.

Provides accessibility testing capabilities for web content using Axe-core, enabling evaluation of websites and HTML snippets against WCAG standards with detailed violation reports and remediation guidance.

Integrates with DAP-compatible debuggers like Delve to provide comprehensive debugging session management including breakpoints, execution control, state inspection, and expression evaluation for multiple programming languages.

Integrates with NASA and JPL APIs to provide access to astronomy images, satellite data, space weather information, Mars rover photos, and more through a unified interface built with TypeScript.

Provides a LibSQL-based persistent memory database for storing and retrieving knowledge graph entities and relations across conversations.

Automates WeChat Mini Program testing and UI interactions through DevTools integration, enabling application lifecycle management, page navigation, element manipulation, and comprehensive testing workflows for WeChat development pipelines.

Bridges AI coding assistants to the Unity Editor for scene management, GameObjects, scripts, and materials.

Integrates with Alchemy's blockchain APIs to enable querying token prices, NFT ownership, transaction history, and token balances across multiple blockchain networks without writing code.

Converts source code into Abstract Syntax Tree representations using tree-sitter parsers for multiple programming languages including C, C++, Rust, Go, Ruby, Python, and Java, enabling precise code structure analysis and semantic understanding.

Integrates with Rust Analyzer to provide type information, documentation, references, implementations, and Cargo commands for Rust development projects

Gives Notion's custom AI agent access to local file operations, shell commands, and Git workflows through 18+ tools via a cloudflared HTTPS tunnel.

Provides hardware debugging capabilities for ARM Cortex-M and RISC-V microcontrollers through probe-rs integration, supporting popular debug probes like J-Link and ST-Link with session management, memory operations, breakpoint control, flash programming, and Real-Time Transfer communication for embedded firmware development.

Enables AI to fetch and analyze Microsoft Clarity website analytics data including metrics like scroll depth, engagement time, and traffic with filtering by browser, device, and country.

Conversational access to technical content on software architecture and clean code principles

Provides expert prompt engineering capabilities through LM Studio integration, featuring 35+ specialized functions for code analysis, generation, security audits, documentation creation, and creative tasks with intelligent context window management and caching optimization.

Provides direct integration with OpenAI's GPT-5 API through simple prompt-based and structured conversation tools for text generation without building custom API integration layers.

Provides real-time system metrics for CPU, memory, disk, network, host, and process statistics using Go and gopsutil, enabling detailed performance monitoring and diagnostics across Windows, macOS, and Linux.

Provides real-time cloud cost management data across multiple providers (AWS, Azure, etc.) for analyzing spending patterns, tracking budgets, detecting anomalies, and optimizing cloud infrastructure costs.

Investment research MCP server with 16 tools for insider trades, SEC filings, FINRA short interest, and live stock quotes.

Integrates with CODESYS V3 automation programming environments through Python scripting to enable project management, POU creation and editing, code manipulation, and compilation tasks for PLC development workflows.

Provides efficient access to NPM/Go/Python package documentation through smart parsing and caching, enabling quick retrieval of up-to-date library information.

Integrates with Taiwan Stock Exchange OpenAPI to provide comprehensive stock market data including company fundamentals, trading patterns, market indices, and valuation metrics for financial analysis and investment research.

Enables mobile device automation through Android Debug Bridge and iOS Device Bridge for app testing, UI interaction, screenshot capture, and test code generation across Android and iOS platforms.

Integrates with RepoMix to enable codebase retrieval and analysis for tasks like code review, dependency tracking, and automated documentation generation.

Provides persistent memory for Cursor through vector-based semantic search and structured data storage, enabling long-term context awareness across sessions by storing conversations, code snippets, and files with automatic embeddings for similarity-based retrieval.

Provides web search and image understanding capabilities optimized for code development workflows

Queries multiple Ollama models in parallel with distinct system prompts focused on empathy, logic, and creativity to provide diverse perspectives on user queries

Provides Google Search functionality through Gemini's native grounding capabilities, delivering search results with automatic source citations and grounding metadata for reliable information retrieval.

Integrates with FHIR healthcare systems and medical document repositories to provide natural language access to electronic health records, clinical observations, patient data management, and medical literature search through OAuth2-authenticated FHIR servers and vector-based document analysis.

Provides Excel file manipulation capabilities through OpenXLSX, enabling creation, editing, and formatting of spreadsheets with cell operations, worksheet management, styling controls, and range manipulation for automated report generation and data processing workflows.

Provides a bridge to the Frame0 diagramming application for creating and manipulating visual elements like shapes, text, and connectors with customizable properties for diagram generation and mockup creation.

Provides headless access to IDA Pro's reverse engineering capabilities for analyzing binaries, extracting functions and strings, navigating cross-references, and integrating specialized analysis tools without requiring the GUI.

Automatically exposes existing Gin API endpoints as tools with zero configuration, requiring just a single line of code to bridge your Go application with AI assistants.

Provides a unified API for accessing multiple search engines including Brave Search, Metaso, and Bocha, handling authentication, rate limiting, and response formatting for each provider.

Integrates with Google Cloud services to provide direct access to Logging, Spanner, and Monitoring resources within conversations through authenticated connections.

Integrates with LlamaIndexTS to provide access to various LLM providers for code generation, documentation writing, and question answering tasks

Integrates with Google News RSS feeds and Google Trends to provide news article search, trending topic retrieval, and optional content summarization for news monitoring and trend analysis workflows.

Enables language models to compose and send emails with attachments through SMTP servers, supporting multiple providers and secure transmission for automated email workflows.

Controls real iPhones and simulators on macOS through Facebook's idb and WebDriverAgent for automated device discovery, UI interaction, screenshot capture, and app testing.

Provides a secure interface for executing controlled shell commands with comprehensive security features including allowlists, pattern-based blocking, timeouts, and output limits defined in YAML configuration.

Enables direct interaction with VS Code through bidirectional communication, providing tools for file diffing, project navigation, shell command execution, and editor information retrieval for seamless coding assistance.