MCP Server Directory

Provides a JSON manipulation interface using JSONPath syntax for querying, transforming, and analyzing structured data across diverse datasets.

Integrates with GitHub Projects V2 to enable natural language management of project boards, issues, milestones, and sprints.

Integrates with ERPNext/Frappe API to enable document operations, report generation, and metadata discovery for enterprise resource planning data access without direct database interaction.

Provides a bridge to Google Cloud's Vertex AI Gemini models with web search grounding, direct knowledge answering, and documentation-based responses through configurable tools and streaming support.

Academic paper search across nine sources with PDF downloads, AI analysis, and citation graph generation.

DButils is an all-in-one MCP service that enables your AI to do data analysis by accessing versatile types of database (sqlite, mysql, postgres, and more) within a unified connection configuration in a safe way.

Integrates with Electronic Design Automation tools to enable hardware design workflows including RTL synthesis, simulation, timing analysis, and physical layout generation for chip design tasks

Provides 3D vision and reconstruction capabilities through VGGT transformer model for multi-view reconstruction from image sequences, offering camera pose estimation, depth prediction, point cloud generation, and point tracking with Apple Silicon MPS acceleration for efficient inference on Mac hardware.

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.

Integrates with Turkey's EKAP v2 government procurement API to search public tenders, announcements, and procurement classifications with filtering for tender characteristics and geographic regions.

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.

Query managed vector indexes for knowledge retrieval.

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.

Integrates with Ragie's knowledge base retrieval system to enable efficient querying and information extraction from large-scale datasets.

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.

Integrates with XBow CTF platforms and Docker containers to enable participation in cybersecurity challenges through automated vulnerability assessment, hint retrieval, solution submission, and penetration testing tool execution.

Integrates WeCom (WeChat Work) bot functionality for enterprise messaging, notifications, and interactive chatbots.

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.

Bridges Figma designs with natural language commands through a semantic CLI and HTTP polling architecture.

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.

Discovery and recommendation service that helps find and understand available MCP services based on natural language queries, supporting multiple search backends for exploring servers by semantic similarity.

Bridges the CCXT cryptocurrency trading library with natural language interfaces, enabling monitoring, analysis, and trading operations across 100+ exchanges

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.

Enables deep web searches and content extraction through automated Google searches, webpage visits, and screenshot capture for comprehensive online research tasks.

Enables control of OBS Studio through WebSocket protocol, allowing scene management, source control, streaming operations, and transitions for automated broadcasting workflows.

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.

Enables AI to access text content from websites protected by bot detection mechanisms through three protection levels (basic, stealth, max-stealth), retrieving complete pages or specific content patterns without manual copying.

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.

Browser extension that enables real-time interaction with web pages, allowing retrieval of content as markdown, CSS styling modifications, and browser history searches.

Enables agents to talk to CircleCI. Fetch build failure logs to fix issues.

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.

Controls a real iPhone through macOS iPhone Mirroring with screenshot, tap, swipe, type, and OCR capabilities.

Integrates Stability AI's image generation and manipulation capabilities for editing, upscaling, and more via Stable Diffusion models.

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.

Enables direct interaction with running Java applications through Arthas diagnostic tools via SSH connections, allowing for remote command execution, performance monitoring, and debugging of JVM processes.

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

Integrates with any OpenAPI-compliant service using dynamic tool generation and vector-based semantic search for efficient API operation discovery and interaction.

Enables security professionals to inspect and analyze AWS infrastructure for security issues through natural language queries about GuardDuty findings, IAM permissions, S3 buckets, and CloudFront distributions.