MCP Server Directory

Integrates with Microsoft's MarkItDown tool to convert documents like PDFs, Word files, and PowerPoint presentations into clean, structured markdown for content extraction and analysis workflows.

Test protocol features and tools for client compatibility.

Integrates with PaddleOCR and PP-StructureV3 to extract text from images and PDFs with confidence scores and bounding boxes, plus parse complex documents into structured markdown with embedded images, tables, and formulas.

MindsDB allows applications to answer questions over large-scale federated data—spanning databases, data warehouses, and SaaS applications.

Agent orchestration platform with multi-agent swarms, workflow coordination, and conversational AI systems

Provides a temporal knowledge graph system for storing, retrieving, and reasoning about relationships between entities with persistent memory across conversations

Package codebases into AI-friendly single files with intelligent code structure preservation and token optimization.

Provides AI assistants with direct access to Mastra.ai's complete knowledge base.

Provides intelligent code analysis and manipulation across multiple programming languages through language server protocols, enabling developers to explore, understand, and refactor complex codebases.

Dynamic server to which you can add apps (Google Calendar, Notion, etc) or advanced Activepieces Flows (Refund logic, a research and enrichment logic, etc).

A drop-in memory upgrade for your coding agent

Enable searching and retrieving screen recordings and associated data for productivity tracking, user behavior analysis, and workflow documentation.

Provides a browser-compatible Python execution environment with package management capabilities for running code snippets safely without requiring a backend Python installation.

AI-friendly database and knowledge-management capabilities via various database schemes.

Enables LLMs to run Computer-Use Agent (CUA) workflows on Apple Silicon macOS.

Give your development workflow access to all state of the art AI models for enhanced code analysis, problem-solving, and collaborative development.

Access hosted MCP servers or deploy your own for 2,500+ APIs like Slack, GitHub, Notion, Google Drive, and more, all with built-in auth and 10k tools.

Provides browser automation and semantic search capabilities through Chrome extension integration, enabling intelligent web element interaction, form filling, screenshot capture, and vector-based content indexing with transformer models for cross-platform web automation workflows.

Cross-platform .NET development framework documentation and prompts

The MCP server tools have been designed to allow an agent to query the specific information it needs to complete an assistant-ui related task - for example: implementing chat components, integrating with different runtimes, understanding component architecture, and troubleshooting issues.

Provides a unified interface to Arize Phoenix's capabilities for managing prompts, exploring datasets, and running experiments across different LLM providers

Bridge to access Amazon Bedrock Knowledge Bases.

Decompile and analyze binaries in Ghidra.

Transform any GitHub project (repositories or GitHub pages) into a documentation hub. Allows AI tools like Cursor to access up-to-date documentation and code, ending hallucinations.

Enables bidirectional communication with Figma designs through a plugin and WebSocket server, allowing creation and manipulation of design elements directly from conversations.

Reduces context consumption by 98% through sandboxed code execution and SQLite-based session continuity with FTS5 search.

Provides semantic code search and indexing using vector embeddings and AST-based code splitting, enabling natural language queries across codebases with automatic file filtering and support for multiple embedding providers and vector databases.

Consume MCP resources or expose Genkit tools as server.

Provides a secure bridge to your WhatsApp account, enabling message search, contact management, and sending capabilities while keeping all data stored locally on your device.

Security scanner that tests applications and infrastructure for vulnerabilities, generates SBOMs, and monitors projects using TypeScript and Go components.

Enables multilingual content translation for app localization, website content, and text data through a translate tool accessible via npx command with Lingo.dev API key

Compares and patches JSON objects with a compact delta format that captures additions, modifications, deletions, and array moves for efficient data synchronization and change visualization.

Connects your AI agents to 600+ tool integrations with multi-tenant auth and granular permissions.

Create beautiful, modern UI components instantly through natural language descriptions.

Provides structured project management through a four-phase development workflow with requirements gathering, technical design, task breakdown, and implementation execution, featuring real-time web dashboard monitoring, approval workflows for stakeholder review, and specialized validation agents for systematic feature development with documentation trails and collaborative oversight.

Provides containerized development environments that persist state across interactions through git-based storage and Dagger's container runtime, enabling isolated environments with custom toolchains, background services, and the ability to checkpoint environments as publishable container images.

Memory-powered agent framework that provides persistent memory capabilities across conversations and sessions using vector databases and embeddings, enabling context retention, reasoning pattern recognition, and shared workspace memory for team collaboration.

Enables creation and validation of data visualization dashboards through natural language by generating chart code, validating configurations, and producing interactive Vizro visualizations with PyCafe preview links.

Enables Excel file manipulation without Microsoft Excel installation using openpyxl, providing workbook operations, data validation detection, formatting, formulas, charts, pivot tables, and native Excel table support for automating spreadsheet workflows and report generation.

Browser automation through Chrome extension with single Playwright API execution tool, enabling collaborative automation alongside users in existing browser tabs with reduced context window usage.

Enables code search across multiple repository hosts including GitHub, GitLab, Gitea, Gerrit, and Bitbucket with advanced filtering options for exploring large codebases through natural language queries.

Integrates with Apple's native applications to enable searching contacts, managing notes, and sending messages within the macOS ecosystem.

Bridges AI assistants with the Tianji platform to enable survey management, including querying results, retrieving detailed information, and listing workspace surveys without navigating the Tianji interface.

Enables macOS screen capture and window management with tools for taking screenshots, analyzing images, and controlling application windows

Interface with the Godot game engine. Provides tools for launching the editor, running projects, and capturing debug output.

Provides direct access to shadcn/ui v4 components, blocks, and demos through GitHub API integration with automatic framework detection for React, Svelte, and Vue, enabling rapid UI development with component source code, installation scripts, and complete block implementations.

Indexes codebases into a Neo4j graph database to enable sophisticated code analysis including function call relationships, class hierarchies, dead code detection, and dependency tracking through real-time file monitoring and direct Cypher queries.

Integrates with Google's Gemini CLI to leverage massive token windows for analyzing large files and codebases, providing general queries, sandbox-mode code execution for safe testing, and structured response handling with behavioral flags for context control.

Drop-in proxy between applications and REST/GraphQL/SQL/file endpoints that automatically handles schema drift detection, data transformation, and pipeline healing using LLM-assisted mapping to create cached JSONata transforms that run without latency and regenerate when upstream schemas change.

Provides a bridge between AI and Notte's cloud browser technology, enabling web automation, scraping, and autonomous task completion on websites without direct browser management.

Control Chrome browser through AppleScript automation on macOS

Enables Claude to control iOS simulators for testing and debugging applications by providing tools for UI interaction, element inspection, and device information retrieval through Facebook's IDB tool.

Provides a bridge to Microsoft Word for creating and modifying documents with features like text formatting, table manipulation, image scaling, and style management

Provides OpenDia diagram creation capabilities through a lightweight web server with WebSocket support and HTTP API endpoints for real-time collaborative diagram generation and editing.

Automates Google NotebookLM interactions through browser automation, enabling document querying and notebook library management with stealth capabilities to avoid detection.

Provides direct access to stock market data including income statements, balance sheets, cash flow statements, historical prices, and market news through a locally-run server that integrates with the Financial Datasets API.

Enables Claude Code instances to discover each other and exchange messages in real time via a local broker daemon.

Manage Clerk's authentication and user management organization management, session handling, and authorization features.

Personal knowledge platform that helps collect, organize, and recall information from various sources with end-to-end encryption and optional self-hosting.

Integrates with Solana blockchain to enable token deployment, NFT creation, DeFi operations, and cross-chain transfers via Wormhole directly within conversation interfaces.

Enables creation and manipulation of PowerPoint presentations with tools for adding and formatting slides, text, images, tables, charts and shapes through python-pptx

Install and configure additional MCP servers dynamically.

Provides intelligent code analysis and manipulation across multiple programming languages through language server protocols, enabling developers to explore, understand, and refactor complex codebases.

Bridges AI with Slack's messaging platform, enabling access to conversation history from channels through secure authentication and flexible transport modes.

Secure read-only MySQL database access to execute queries and analyze data patterns.

Enables high-quality text-to-speech, voice cloning, and video generation capabilities through MiniMax's API with robust error handling and file management features.

Manage Kubernetes cluster resources and deployments.

Exposes database tables and schemas via HTTP endpoints, allowing tools to query database structure without direct database access for security-conscious development.

Access to macOS Messages, Contacts, Location, Reminders and other Apple services.

Converts DeepWiki repositories into well-formatted Markdown, maintaining links between pages while removing headers, footers, navigation elements, and ads for clean documentation extraction.

Store and retrieve vector-based memories for AI systems.

Enables automated browser interactions for evaluating web application user experiences, capturing console logs and network requests to generate detailed usability reports and recommendations.

Command-line tool for managing GraphQL APIs with features for local development, federation, and deployment across various connectors including GraphQL, OpenAPI, and MongoDB.

Provides specialized documentation scraping and retrieval from GitHub, NPM, PyPI, and web pages, enabling accurate reference to up-to-date library documentation without disrupting workflow.

Automates short-form video creation by combining text-to-speech, captions, background videos, and music for platforms like TikTok, Instagram Reels, and YouTube Shorts.

Enterprise marketplace platform for packaging, publishing, and managing AI assets like Model APIs and MCP Servers with developer onboarding, subscription management, and automated approval workflows.

Search and retrieve context from local files for RAG.

Hook into your WeChat history and pull summaries of conversations.

Fetches and extracts web content using Playwright's headless browser capabilities, delivering clean, readable content from JavaScript-heavy websites in HTML or Markdown format for research and information gathering.

Enables AI systems to deploy, monitor, and manage full-stack applications on Tencent CloudBase through tools for cloud environments, databases, functions, hosting services, and storage resources.

Provides AI systems with access to documentation from llms.txt files by fetching and parsing content from specified URLs, enabling seamless documentation lookup during coding sessions.

Self-hosted MCP tool registry and proxy server that enables centralized discovery, management, and secure access to multiple MCP servers through a unified gateway with authentication, access control, and audit trails.

Integrates with ComfyUI workflows to provide text-to-image, image-to-image, and image-to-video generation capabilities through natural language interactions for creative content creation.

Integrates with web browsers to enable automated web scraping, form filling, and interaction with web applications.

Enables two-way voice conversations through multiple transport methods including local microphone recording and LiveKit room-based communication, with configurable STT/TTS services and automatic transport fallback for creating voice-enabled applications.

Extracts design specifications and requirements from Lanhu design collaboration platform

Integrates with Microsoft Excel to enable reading and writing of text data in xlsx files for spreadsheet manipulation and analysis tasks.

Integrates with Nuxt.js projects to provide development workflow automation, project scaffolding, and configuration management for Vue.js web applications.

Convert OpenAPI specs into usable MCP endpoints.

Provides web search capabilities across multiple search engines including Bing, Baidu, Brave, DuckDuckGo, and Exa, plus specialized content extraction from Chinese platforms like CSDN, Zhihu, and LinuxDo for research workflows and technical content retrieval.

Indexes and analyzes code repositories to enable file navigation, pattern searching, and complexity assessment across multiple programming languages through persistent project settings and efficient dependency management.

Enhance this server with plugins written in any WebAssembly-compatible programming language.

Provides access to 200,000+ icons from 150+ collections through the Iconify API with search, retrieval, batch operations, usage pattern learning, and direct project file synchronization across React, Vue, Svelte, and other frameworks.

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

Provides unified access to multiple database types including PostgreSQL, MySQL, SQLite, DuckDB, BigQuery, and Snowflake with tools for schema inspection, data sampling, read-only querying, and intelligent pattern matching across tables.

Enables persistent memory and structured knowledge management for enhanced personalization and context retention in natural language interactions through a local graph database.

Integrates with Anna's Archive to provide search and download capabilities for Creative Commons publications and public domain materials, requiring API key authentication and emphasizing responsible use for research and educational workflows.

Indexes codebases with automatic incremental updates and provides semantic search to find relevant code snippets with file paths and line numbers.

Integrates Claude with the ChatGPT desktop app on macOS using AppleScript, enabling cross-assistant interactions for prompt sending, response retrieval, and conversation management.

Database-backed project memory management system that stores decisions, progress tracking, and system patterns in a queryable knowledge graph with vector embeddings for semantic search and comprehensive import/export functionality.

Enables web browsing capabilities through tools for content extraction, link following, and browser automation with customizable parameters for scraping, data collection, and web crawling tasks.

Provides intelligent Solidity smart contract analysis through the Aderyn static analyzer, scanning codebases to identify security vulnerabilities, code quality issues, and potential exploits across multiple severity levels with support for Foundry and Hardhat projects.

Enables developers and video editors to automate complex workflows in DaVinci Resolve by providing a flexible Python-based scripting interface for timeline manipulation, clip analysis, color correction, and media pool management.

Integrates with ClickHouse to enable natural language querying and exploration of large datasets while maintaining read-only safeguards.

Automates macOS tasks through AppleScript and JavaScript for Automation with a rich library of pre-defined scripts for application control, file operations, and system interactions.

Provides automated testing tools and Microsoft API integration capabilities for test automation workflows, QA engineers automating test suites, and teams building testing pipelines that require both API connectivity and test execution.

Provides a bridge to Facebook's Marketing API for analyzing ad campaigns, reviewing creatives, and monitoring metrics through secure OAuth authentication

Interact with Google Cloud environments using the gcloud CLI through natural language

Provides real-time crypto news search, AI sentiment analysis, and trading signals from 72+ data sources.

Unified interface for interacting with multiple LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama with parallel prompt sending and response file saving capabilities.

Integrates with Android Debug Bridge (ADB) to enable remote control, testing, and analysis of Android devices, offering capabilities like package management, UI inspection, and screenshot capture.

Provides unified database connectivity across PostgreSQL, MySQL, Oracle, Redis, and 13 additional databases with standardized operations for structured queries and key-value storage.

Integrates AI-powered tools with Obsidian for enhanced note-taking, linking, and knowledge management workflows.

Integrates with Cocos Creator 3.8 game development workflows through TypeScript-based tools for scene manipulation, node management, component operations, asset handling, prefab creation, and project debugging with both Editor API and runtime script execution capabilities.

Manage Docker containers, bridged by the Docker SDK for Python.

Integrates with Turkish legal databases to provide unified search and retrieval of court decisions from Yargitay, Danistay, Constitutional Court, and UYAP Emsal systems in Markdown format.

Enables AI-driven CAD modeling by providing a remote procedure call (RPC) server that allows programmatic control of FreeCAD, supporting operations like creating documents, inserting parts, editing objects, and executing Python code for generative design workflows.

Access shell and filesystem in order to automate tasks and run code

Integrates with Semgrep's static analysis engine to scan code for security vulnerabilities and coding issues, enabling developers to identify and fix potential problems directly within their coding workflow.

Provides financial data tools for Chinese stock market analysis through the Baostock API, enabling retrieval of historical prices, financial reports, industry classifications, index constituents, and macroeconomic indicators.

Local Apple documentation crawler with offline search across 263 frameworks

Integrates with Feishu/Lark's collaboration suite, enabling AI assistants to interact with productivity tools through the official Node.js SDK.

Integrates with Burp Suite for web security testing, enabling HTTP request manipulation, proxy history analysis, and security testing operations for vulnerability assessment and penetration testing workflows.

Turn any website into an MCP server with customizable tools.

Builds knowledge graphs from source code repositories with multi-language parsing, hybrid search, community detection, and interactive visualization.

Securely extracts text, metadata, and page information from PDF files within a project directory using pdfjs-dist for both local files and remote URLs.

Integrates with Google Search Console API to provide website search performance analytics, indexing status monitoring, and sitemap management for SEO professionals

Transforms OpenAPI specifications into tool endpoints, enabling seamless interaction with any API described in OpenAPI format without custom adapter development.

Bridges popular security tools (Nmap, Masscan, SQLMap, FFUF) with external systems for network scanning, port discovery, SQL injection testing, and web fuzzing operations

Provides AI agents with full email capabilities including send, receive, reply, search, contacts, and auto-reply through KeyID.ai infrastructure.

Provides a bridge to Kali Linux penetration testing tools including nmap, gobuster, and metasploit for security scanning, vulnerability assessment, and password cracking operations

Generates technical diagrams from text descriptions using image generation with asynchronous job management

Provides a bridge between Kubernetes GitOps operations and Flux CD ecosystem, enabling debugging, resource management, and workflow troubleshooting through specialized tools for log retrieval, reconciliation, and cluster context switching.

Provides a bridge between Microsoft 365 services and natural language interfaces, enabling access to email, calendar, OneDrive files, and Excel operations through the Microsoft Graph API with simplified authentication and parameter handling.

Deploys applications to Google Cloud Run through automated containerization, project setup, and service management with support for both local files and provided content.

Provides structured problem-solving tools for step-by-step analysis, branching thoughts, and adaptive reasoning strategies in complex decision-making processes.

Manage Neon's serverless Postgres databases.

Enables LLMs to directly interact with KiCAD for printed circuit board design.

Provides a secure interface to Metasploit Framework's penetration testing capabilities, enabling exploit execution, payload generation, session management, and post-exploitation operations for security professionals.

Integrates with Ghidra's analysis framework to provide binary reverse engineering capabilities including function decompilation, disassembly, cross-reference analysis, symbol management, and program structure exploration for malware analysis, vulnerability research, and legacy code understanding.

Enables direct control over Figma designs through WebSocket communication for document inspection, element creation and modification, text manipulation, component management, and export capabilities for automated design workflows and content localization.

Unified image generation across local ComfyUI workflows, OpenAI APIs, and MeiGen Cloud with a curated prompt library.

Parses Korean government and legal documents with structured data extraction and metadata analysis.

Enables direct execution of shell commands in the active iTerm tab, streamlining terminal-based workflows and automation tasks.

Open-source alternative to Yahoo Finance APIs for reliable financial market data access.

Bridges Adobe Creative Suite applications including Photoshop, Premiere Pro, and InDesign through WebSocket connections and UXP plugins, enabling natural language control of layer manipulation, filter application, video editing with transitions and effects, and document creation workflows.

Markdown processing server with tools for rendering, linting, parsing, and text extraction, optimized for Chinese publishing platforms like WeChat, Zhihu, and Juejin.

Enables programmatic reading and searching of IDA Pro databases via large language models, providing tools for reverse engineering and binary analysis automation.

Explore and visualize CSV datasets with the power of pandas and matplotlib.

Provides a bridge between dbt (data build tool) resources and natural language interfaces, enabling execution of CLI commands, discovery of model metadata, and querying of the Semantic Layer for data transformation management.

Integrates with WeRead e-book platform to provide access to book content, user highlights, and annotations with efficient cache management for research and literature analysis workflows.

Integrates with Chroma vector database to enable collection management, document operations, and vector search capabilities for knowledge bases and context-aware conversations.

Enables AI models to explore and understand Rails projects by providing tools for file browsing, route inspection, model analysis, and database schema retrieval across multiple applications.

Reads directly from Apple Health's SQLite database to provide access to personal health metrics including steps, heart rate, sleep patterns, and workout data for health trend analysis and fitness insights.

Enables AI control of Minecraft bots through Mineflayer-based tools for movement, block manipulation, inventory management, and environment interaction without requiring direct player input.

Database integration with security and compliance. Supports: PostgreSQL, MySQL, ClickHouse, Snowflake, MSSQL, BigQuery, Oracle Database, SQLite, ElasticSearch and DuckDB.

Integrates with Godot to enable AI interaction with scripts, supporting features like reading, listing, and updating script information for enhanced game development workflows.

Provides real-time financial data and news through tools for stock market information, market indices tracking, and financial news updates

Document format conversion using Pandoc, enabling transformation of content between PDF, HTML, Markdown, .docx, .rst, .epuc, .latex, and more.

Provides a server for accessing NixOS packages, system options, Home Manager, and nix-darwin configurations with multi-level caching and advanced search capabilities

Extract and analyze video captions and subtitles in multiple languages.

Enables creation and management of n8n workflows for simplified automation and integration tasks.

Integrates with VS Code's debugging capabilities to enable interactive code debugging and expression evaluation.

Provides direct automation and control of Android devices through uiautomator2, enabling clicking, swiping, typing, and UI element inspection for mobile app testing and automation workflows.

AI gateway that aggregates multiple MCP servers and LLM providers through a unified HTTP interface with JWT authentication, rate limiting, and tool discovery for centralized AI resource management.

Integrates with the Resend API to enable sending plain text emails with scheduling options and configurable reply-to addresses through command-line or environment variable configuration.

Integrates with biomedical databases including ClinicalTrials.gov, PubMed, and MyVariant.info to provide structured access to clinical trials, research articles, and genetic variants with intelligent data rendering and source attribution.

Provides secure remote control of macOS machines through VNC protocol, enabling screenshot capture and desktop interaction with mouse and keyboard inputs for remote administration or automated testing.

ATLAS enables AI assistants to manage complex projects by breaking them down into hierarchical tasks with rich content support.

Provides a natural language interface to Redis databases, enabling operations on various data structures with tools for vector similarity search, pub/sub messaging, and server management.

Manage containers and compose stacks through natural language.

Bridge Cheat Engine memory analysis to AI workflows via named pipes

Biologically-inspired memory system that implements spaced repetition, dual-strength modeling, and forgetting curves to provide local-first memory storage with semantic search, automatic connection discovery, and git-aware context capture for persistent memory that naturally decays and strengthens like human cognition.

Enables Roblox Studio developers to insert marketplace models and execute Luau code through a plugin.

Personal-use financial market analysis server that provides technical analysis tools including RSI, MACD, and moving averages with stock screening capabilities for supply/demand breakouts and momentum patterns using Tiingo and Yahoo Finance data.

Enables AI to execute AppleScript code on macOS systems, providing access to applications and system features like Notes, Calendar, Contacts, Messages, and Finder through a lightweight server implementation.

Provides specialized stock market data retrieval for Chinese markets, enabling detailed stock information access across brief, medium, and full depth levels through a custom data feed system.

Integrates with Baidu Maps API for location-based operations including geocoding, route planning, and location search within the Baidu Maps ecosystem.

Control plane and proxy server that aggregates multiple MCP servers through centralized management, providing tool access controls, session management, metrics collection, and Docker-based orchestration via a web-based dashboard.

Integrates with Airbnb to enable vacation rental search and detailed property information retrieval without requiring API keys

Aggregates multiple MCP servers into a single unified interface, reducing system resource usage and simplifying configuration management with dynamic reloading and tag-based filtering capabilities.

Empowers network analysis with real-time traffic monitoring capabilities through Wireshark's tshark utility, providing tools for packet capture, protocol statistics, conversation tracking, and threat detection.

Integrates Claude Desktop with SQL databases using SQLAlchemy to enable direct querying, analysis, and exploration of data across many database engines.

Enables rapid deployment of HTML content to Tencent's EdgeOne Pages service with integrated Functions and KV store support for edge hosting

Persistent memory system for Claude Code that automatically captures session context, stores observations in SQLite with vector search, and injects relevant history into future coding sessions to maintain continuity across development workflows.

Guides developers through a structured, question-based approach to break down software goals into actionable implementation plans with detailed task lists, complexity scores, and code examples.

Integrates with the Things task management app to enable natural language queries and updates for tasks, projects, and areas.

Integrates with Argo CD to enable natural language management of Kubernetes GitOps applications, resources, and deployments without switching context from your assistant.

Execute code securely in cloud sandboxes.

MCP server that seamlessly integrates Hugging Face Spaces with AI assistants, enabling easy access to diverse AI models and tools without manual configuration.

Executes local Anthropic-style skills through directory-based discovery where each skill contains YAML metadata and Markdown instructions, enabling reusable AI workflows and automation scripts with sandboxed execution environments.

Bridges Figma design files to code generation, enabling direct conversion of designs into HTML, CSS, and other assets with customizable output paths and file organization.

Automates web browser actions with Selenium WebDriver.

Integrates with the Graphlit platform to enable natural language processing tasks and data retrieval from the Graphlit ecosystem.

Enables control and interaction with Android devices through secure tools for device management, app installation, UI automation, file operations, and system diagnostics.

Integrates with EVM-compatible blockchains to enable querying data, transferring tokens, reading smart contracts, and resolving ENS names across Ethereum, Optimism, Arbitrum, and Base networks.

Bridges to the ast-grep code search tool for finding code patterns in projects using abstract syntax tree matching, enabling efficient code analysis and refactoring tasks.

Integrates with Xcode to streamline iOS development workflows, automate build processes, and facilitate code generation for efficient app creation.

Deploy applications and infrastructure to any cloud provider in minutes

Integrates with Microsoft Teams to enable reading messages, creating threads, replying to messages, and mentioning team members through Azure bot credentials.

Enables semantic search and retrieval of specialized coding skills from GitHub repositories and local directories, using vector similarity to match tasks with relevant bioinformatics, cheminformatics, and data analysis implementations.

Enables direct interaction with MySQL and PostgreSQL databases through a Go-based connectivity layer that supports both local stdio and production SSE transport modes for querying, analyzing, and manipulating structured data.

Rust-based Terraform infrastructure management server that enables resource listing, configuration validation, and state management across different project environments through a JSON-RPC 2.0 protocol.

Provides a bridge to Chinese BaZi astrology calculations, enabling fortune-telling and personality analysis based on birth date and time without specialized knowledge of the complex calculation systems.

Integrates with JADX-GUI to enable reverse engineering of Java and Android applications through decompiled code analysis, method searching, and access to both Java and Smali representations.

Aggregates security detection rules from Sigma, Splunk ESCU, Elastic, and KQL into a unified searchable SQLite database with MITRE ATT&CK mappings and CVE tracking for security analysts and threat hunters.

Integrates with BloodHound security tool to analyze Active Directory and Azure environments for attack paths, privilege escalation opportunities, and security misconfigurations through specialized tools for threat hunting and penetration testing.

Python-to-Rust transpiler with analysis and verification tools

Integrates Kagi's advanced search capabilities into workflows, enabling high-quality, privacy-focused web information retrieval for informed decision-making and analysis.

Exposes VS Code's filesystem, editing capabilities, symbol search, diagnostics, and terminal access as tools for AI-assisted coding tasks directly within your existing VS Code environment.

Integrates with Salesforce development tools to provide org management, metadata deployment, SOQL queries, code analysis, and development lifecycle automation through modular provider architecture.

Generates structured documentation for software projects through code analysis, template management, and specialized commands for consistent documentation practices across diverse project types.

Enables direct control of Rhino 8's 3D modeling environment through a C# SDK-based server that exposes modeling operations for design workflow automation and conversational interfaces.

Provides full Chrome DevTools Protocol debugging capabilities for Node.js applications with breakpoint management, stepping controls, call stack inspection, variable evaluation, and console output capture through a clean API interface.

Interactive terminal interface for enhancing AI interactions with user input capabilities, notifications, and cross-platform support for complex tasks requiring confirmation or clarification.

Store and query structured data in local knowledge graphs.

Codebase indexing and semantic search with file traversal, gitignore support, and real-time monitoring

Bridges MaaFramework for Android and Windows device automation through computer vision and OCR-based control.

Built for Cursor, integrates screenshot capture, web page structure analysis, and code review capabilities for automated UI testing, web scraping, and code quality checks.

Enables real-time web research, information gathering, and report generation with tools for conducting deep research, quick searches, and comprehensive source tracking.

Enables direct interaction with SQLite and SQL Server databases through a modular adapter architecture for data analysis, database management, and business intelligence workflows without exposing raw credentials.

Enables AI to interact with local system resources through a secure, configurable server that provides browser automation, file operations, and command execution with robust security measures.

Extracts content from WeChat public account articles using browser automation and HTML parsing.

Securely integrates with Microsoft SQL Server databases for data analysis, reporting, and management.

Transforms OpenAPI specifications into ready-to-use tools that enable seamless interaction with REST APIs through automatic endpoint mapping, authentication handling, and response formatting.

Execute Python in isolated containers while bridging access to other MCP servers through auto-discovered proxies

Integrates with the Everything SDK to enable rapid file searches and metadata retrieval on Windows.

Provides real-time financial analysis tools leveraging market data from yfinance and CNN's Fear & Greed Index for investment research, portfolio analysis, and market sentiment evaluation.

Security harness that wraps MCP servers as stdio proxies with credential exfiltration prevention, DLP pattern matching, and SSRF protection.

Performs iterative, deep research on any topic by combining search engines, web scraping, and large language models to generate comprehensive markdown reports.

PHP-based tool for generating structured documentation from files, repositories, diffs, and URLs through a modular architecture with powerful configuration options for AI-assisted development workflows

Run MATLAB using AI applications with the official MCP server from MathWorks, enabling code execution, evaluation, and static analysis

Manage iOS app distribution and testing workflows.

Control Apple Shortcuts automations on macOS.

Integrates Claude Desktop with Neovim, enabling AI-enhanced coding assistance within the familiar Vim environment through direct interaction with buffers and commands.

Fetch and analyze git repository structures and contents.

Enables iOS simulator automation via Facebook's IDB tool, allowing control of simulators, app launching, screenshot capture, and UI interactions through natural language commands

Prediction market trading with 38 tools for orders, market analysis, and portfolio management with safety controls

Bridges AWS services with the AWS SDK v2, enabling secure access and management of AWS resources for cloud infrastructure and data processing tasks.

Enables Claude to execute code-related tasks through direct tools for code understanding, modification, command execution, and file operations with proper security controls.

Streamlines code context sharing with LLMs by implementing smart file selection, code outlining, and multi-language support for efficient code reviews and documentation generation.

Orchestrates a team of specialized agents working in parallel to break down complex problems through structured thinking steps, enabling multi-disciplinary analysis with greater depth than single-agent approaches.

Code indexing library with tree-sitter parsing and semantic search via embedding-based similarity.

Provides powerful image manipulation capabilities including resizing, cropping, object detection, OCR text extraction, and finding objects based on text descriptions using Python with OpenCV and Ultralytics

SQL Server performance monitoring with DuckDB storage and natural language queries for CPU, wait stats, blocking, query performance, memory, and I/O.

Provides direct access to MySQL databases with advanced features like multiple SQL execution, table metadata querying, execution plan analysis, and Chinese field to pinyin conversion through a configurable Python-based server.

Mobile automation testing for iOS and Android devices with intelligent test generation

Provides complete access to Polygon.io's financial market data API with 35+ tools covering stocks, options, forex, and crypto including real-time trades, quotes, aggregates, market snapshots, ticker details, news, dividends, splits, and financial fundamentals for trading research and market analysis.

Analyzes codebases to identify important files based on dependency relationships, providing structural understanding of projects with importance scores and visualizations for more effective development assistance.

Provides web search capabilities using OpenAI's o3 model with configurable reasoning effort levels for finding current information and solving complex problems beyond traditional search engines.

Integrates with Perplexity Sonar Pro API to provide real-time research assistance for developers, enabling efficient documentation retrieval, API discovery, and code analysis

Secure Arch Linux gateway that bridges LLMs with local system capabilities through specialized servers for file system, email, sync, and agent operations without exposing sensitive information

Implements beam search and thought evaluation for structured problem-solving, enabling exploration of multiple solution paths in complex reasoning tasks.

Provides code analysis capabilities through tree-sitter parsing, enabling structured understanding and manipulation of source code across multiple programming languages for tasks like code review, refactoring, and documentation generation.

Symbol-aware semantic search for large codebases

Unified server providing access to OpenAI O3, Google Gemini 2.5 Pro, and Azure OpenAI models with automatic usage tracking, cost estimation, and nine specialized development tools for code analysis, debugging, and documentation generation.

Integrates with Tiingo API to perform technical analysis on stocks, providing key indicators for trading decisions.

Enables dynamic instrumentation of mobile and desktop applications through Frida toolkit, providing capabilities for process management, device enumeration, and script injection for application analysis and debugging workflows.

Control Windows command-line interfaces securely.

Integrates with Facebook's advertising platform to retrieve and analyze ad account data, campaign metrics, ad sets, creatives, and performance insights using the Facebook Graph API.

Content and product marketing tools, including a standardized editing code system, writing guidelines, web metadata generator, and product communication framework.

Enables browser automation through a Firefox extension for tab management, webpage content extraction, history searching, and text highlighting via secure WebSocket communication.

Bridges Claude Desktop with macOS Messages app, enabling reading and sending iMessages through direct database access with contact lookup and group chat support.

AI-powered code indexer with semantic search and knowledge graphs.

Integrates Stata statistical software with code editors like VS Code and Cursor, enabling direct command execution, real-time output viewing, and contextual coding assistance for data scientists and researchers.

Real-time documentation context through vector-based search and retrieval via Qdrant.

Interact with and view tmux session content.

Allow dynamic search and execute any tools available on ACI.dev.

AI-powered document translation and academic literature search with support for PDF, DOCX, and PPTX across 11 languages

Integrates with Zerodha Kite trading platform to enable algorithmic trading and portfolio management for Indian stock markets.

AI Assistant Instructor for use in Epic Workshop repos (from EpicReact.dev, EpicWeb.dev, and EpicAI.pro)

Integrates with EverArt API to generate images from text prompts using multiple AI models for creative and visual design tasks.

Provides pre-defined YAML prompts for common software development tasks as tools, including code review, refactoring, API documentation, test generation, and architecture assistance through a configurable Node.js server.

Integrates with Foundry blockchain development toolkit to enable smart contract deployment, testing, bytecode analysis, and transaction inspection across local Anvil instances and remote EVM networks.

Enables Claude to collaborate with Google's Gemini AI through question answering, configurable code review, and brainstorming sessions for multi-model pair programming workflows.

Enables browser automation through structured accessibility snapshots for web navigation, form-filling, element interaction, and data extraction without requiring vision models.

Integrates with Microsoft Azure AI Foundry to enable model deployment, experiment tracking, dataset management, and access to Azure's cognitive services for machine learning project workflows.

Retrieves detailed backlink data from Ahrefs including anchor text, domain rating, and URL information for SEO analysis and link building strategies.

Provides real-time access to trending topics and content from major Chinese platforms including Weibo, Zhihu, Douyin, Bilibili, Douban, Toutiao, and 36kr through separate tools with temporary caching for improved performance.

Integrates with Google Custom Search API and web scraping tools to enable web searches, content extraction, and analysis for research and data aggregation tasks.

Extracts design file metadata from MasterGo files using a personal access token, enabling direct retrieval of design element details for analysis and code generation.

Enables direct creation, editing, and formatting of Korean documents in Hangul Word Processor (HWP) format through Python or Node.js interfaces that control the HWP COM interface.

Enables natural language interaction with MySQL databases through XiYanSQL, providing secure table listing, data reading, and query execution capabilities without direct SQL access.

OSINT Maigret integration to gather user info across social networks.

Provides a bridge between Microsoft Graph API and natural language interaction, enabling conversational management of Microsoft 365 tenants without complex API calls.

Integrate with X (Twitter) for social media data analysis.

Rust-based directory visualization and analysis tool that provides quantum compression, semantic analysis, and streaming modes with over 20 specialized tools for file system exploration, content discovery, and project understanding optimized for large codebase analysis.

Provides a bridge to ServiceNow ITSM functionality for managing incidents, service catalogs, change requests, workflows, and changesets through natural language interaction.

Enable long-running Python REPL execution on a remote machine

Integrates with Penpot's API to enable project browsing, file retrieval, object searching, and visual component export with automatic screenshot generation for converting UI designs into functional code.

Integrates with YouTube using yt-dlp to enable downloading of videos and subtitles for content analysis and processing tasks.

Connects to Odoo ERP systems via XML-RPC to enable searching, reading, creating, updating, and deleting business records with smart field optimization and comprehensive access controls for business process automation and data analysis workflows.

Transforms Markdown content into interactive HTML-based mind maps using markmap-cli, enabling visual organization of structured information and knowledge representation.

Integrates with Milvus vector database to enable vector search, full-text search, and hybrid queries for semantic search and knowledge retrieval workflows.

Converts Figma designs into Flutter widget code by extracting design elements, analyzing component structures, and generating complete project structures with proper styling, layout properties, and reusable libraries.

Enables remote control of Android phones through ADB commands for making calls, sending texts, taking screenshots, managing contacts, launching apps, and retrieving system information.

Enables human-in-the-loop interactions by creating Discord threads where assistants can request information from users when they need data that isn't publicly available or documented.

Generates interactive charts and visualizations by accepting ECharts configuration JSON with customizable dimensions, themes, and output formats including PNG images, SVG strings, and validated JSON options.

Task orchestration system that creates hierarchical milestone-task-subtask structures with inherited context and learnings, automatically managing version control bookmarks and commits throughout task lifecycle transitions for clean development history.

Provides intelligent clipboard operations and recent file discovery for macOS, enabling text and file copying to clipboard, pasting content to directories, and listing recently downloaded files with smart file type detection and automatic unarchiving.

Accepts text descriptions, generates corresponding images, and offers image download and save functions.

Provides a bridge to the Xero accounting API, enabling financial data interactions and accounting operations through OAuth2 custom connections for automated workflow management.

Integrates with JianYing desktop video editor using UI automation to enable draft management, media handling, track operations, and export capabilities for automated video editing workflows and batch processing.

Provides a bridge between natural language commands and Razorpay's payment processing APIs, enabling seamless integration for payment operations, payment links, and order management.

Integrates with Uber Eats using browser automation to enable restaurant searches, menu exploration, and food order placement for applications requiring food delivery capabilities.

Executes Python code within isolated Conda environments, enabling secure and flexible code generation and execution for tasks like data analysis and algorithm testing.

Provides direct access to headless terminal sessions through a high-performance Rust implementation, enabling terminal automation, command execution with output capture, session management, and optional live preview for server administration workflows without manual console interaction.

Provides cryptographic tools for secure communication, including key generation, shared secret derivation, and message encryption/decryption using SJCL P-256 and AES-CCM, enabling end-to-end encrypted data exchange via server-sent events.

Integrates with OpenAI's Sora 2 video generation API to create, remix, monitor, and manage videos with customizable parameters, automatic downloading, and complete lifecycle management from generation to cleanup.

Guides structured research processes through systematic question elaboration, web searching, and data synthesis to produce well-cited, properly formatted reports for educational and professional contexts.

Provides intelligent search capabilities across Claude Code conversation history with specialized tools for conversation search, file context discovery, error solution patterns, and session management through JSONL log parsing and AI-enhanced query expansion.

Integrates with email providers to enable sending and receiving emails, automating workflows and managing communications via IMAP and SMTP functionality.

MCP server that enables AI assistants to manage a minimalist Notion todo list through a simple API interface.

Provides local semantic code search using EmbeddingGemma embeddings and FAISS vector indexing with intelligent AST chunking for Python, JavaScript, TypeScript, JSX, TSX, and Svelte codebases, featuring incremental Merkle tree-based change detection and 100% local operation for private code exploration and contextual assistance.

VS Code extension that exposes semantic tools like Find Usages and Rename

Provides autonomous AWS infrastructure management through natural language processing, combining real-time resource discovery with AI-driven planning to execute step-by-step deployments across EC2, VPC, RDS, and security groups while maintaining persistent state tracking and conflict resolution.

Comprehensive Anki flashcard integration with card review, note management, deck operations, and media handling

Integrates with MongoDB databases to enable browsing collections, executing queries, running aggregation pipelines, analyzing schemas, and optimizing performance through specialized database exploration tools.

Enables advanced econometric analysis by providing R-based statistical modeling capabilities for researchers and data scientists, supporting complex regression techniques, panel data modeling, and diagnostic testing across diverse research domains.

Integrate with Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.

Provides secure code execution capabilities through containerized sandbox environments, supporting Python and JavaScript with pre-installed libraries for data analysis, visualization, and prototyping without compromising host system security.

Integrates with Sketchup to enable AI-assisted 3D modeling through bidirectional communication, allowing creation, modification, and transformation of components directly within the modeling environment.

Collection of specialized servers for Google TypeScript style analysis, Yelp Fusion API integration, systematic thinking frameworks, and probabilistic decision-making algorithms, each containerized with Docker for independent deployment.

Bridges OpenAI's Agent SDK with natural language task execution, enabling autonomous agent workflows with file system operations, multi-provider LLM support, and comprehensive session management for complex coding and automation tasks.

WordPress plugin that gives AI agents full access to WordPress through PHP execution, filesystem operations, and crash-recoverable sandboxing.

Transforms Markdown documents into interactive mind maps with zooming, node expansion/collapse, and multi-format export capabilities for visualizing hierarchical information.

Aggregates real-time trending topics from major Chinese social platforms and news sites.

UTCP-MCP Bridge is a universal, all-in-one MCP server that brings the full power of the Universal Tool Calling Protocol (UTCP) to the MCP ecosystem.

Semantic code search using local AI embeddings for intelligent code discovery.

Enables direct blockchain operations, crypto trading, and wallet management through the Armor Wallet API with JWT authentication and detailed logging for portfolio monitoring and trading strategy execution.

Provides secure Python code execution in a sandboxed Pyodide environment with automatic dependency installation, stdout/stderr capture, and complete isolation from the host system for data analysis and mathematical computations.

Transforms GitHub Gists into a personal knowledge management system with specialized handling for daily notes, reusable prompts with frontmatter support, and comprehensive gist operations including creation, updating, archiving, and commenting for version-controlled knowledge storage.

Enables natural language control of AutoCAD LT through AutoLISP code generation and execution for creating engineering drawings, process equipment symbols, and complete process diagrams via keyboard simulation.

Provides a Quarkus-based filesystem interface interactions with local file systems, enabling automated file management and data processing tasks.

Enables Claude to control x64dbg through natural language commands for dynamic analysis of software, supporting console commands, debugging status checks, module listing, and memory address lookups.

Provides structured access to Magic UI's component library for generating accurate code suggestions with proper installation instructions for implementing visually appealing UI elements in web applications.

Provides access to Erick Wendel's technical content contributions across platforms through specialized tools for filtering and querying talks, posts, and videos by language, title, and country.

Integrates with Plane's project management APIs to enable creation and management of projects, issues, cycles, modules, and work logs through over 30 specialized tools for automating workflow tasks.

Provides direct access to radare2's binary analysis framework for reverse engineering, malware analysis, and debugging through a simple stdin/stdout communication model.

Integrates with macOS Shortcuts to dynamically expose and execute user-defined automation workflows through generated tools.

AI agent integration with PayPal services.

Integrates Meilisearch's search capabilities for fast, typo-tolerant indexing and querying of documents in AI-powered applications.

Enables search across Bilibili's Chinese video platform through a lightweight FastMCP interface that retrieves video content, user information, and other searchable data with optional authentication via session cookies.

Provides unified mobile device automation for Android devices via ADB and iOS simulators via simctl, enabling screenshots, UI interactions, touch gestures, text input, and app management.

Enables creation, editing, and manipulation of Microsoft Word documents with features for text formatting, table management, content search/replace, and document styling using Python and python-docx.

Provides direct control over Strudel.cc for live coding music generation through browser automation, offering 40+ tools for pattern creation, music theory operations, genre-specific generators, and real-time audio analysis with session management.

Automatically converts Swagger/OpenAPI specifications into toolsets, enabling interaction with any API without additional coding through secure key management and dynamic request construction.

Exposes Binary Ninja's disassembly, decompilation, and analysis capabilities through 181 tools for headless reverse engineering workflows.

Integrates with the Duffel API to provide streamlined flight search capabilities for tasks like travel planning, fare comparison, and building travel-related applications.

Bridges AI systems with the Tripo 3D generation API, enabling text-to-3D model creation and manipulation through Blender addon integration for seamless 3D content creation workflows.

Integrates with Anki to enable AI-driven flashcard creation, retrieval, and review processes for enhanced spaced repetition learning.

Enables models to process unlimited document sizes by providing recursive self-querying capabilities through sandboxed Python execution with tools for search, chunking, and iterative exploration that overcome traditional context window limitations.

Integrates with Apache Superset to enable data visualization, SQL query execution, dashboard management, and analytics workflows through authenticated API calls without leaving your conversational interface.

Enables natural language manipulation of Excel spreadsheets including cell operations, formula management, formatting, data validation, and pivot table creation through conversational interfaces.

Enhances LLM capabilities with location-based services and geospatial data from OpenStreetMap.

Voice notifications and device control for Xiaomi AI speakers via webhook and MCP interfaces.

Integrates with the Hevy Fitness API to enable workout tracking, routine management, exercise template searching, and webhook notifications for comprehensive fitness data access and modification.

Integrates with arXiv to enable keyword-based searching and retrieval of academic articles for research assistance and literature reviews.

Provides Roslyn-powered C# codebase analysis and modification with surgical member additions, fuzzy FQN matching, source resolution from multiple sources, and automated Git integration for precise code manipulation with built-in undo capabilities.

Secure, self-hostable sandbox for running Python, TypeScript, and Bash code in isolated Docker containers with automatic resource management for local command execution.

Provides access to OpenNutrition's 300,000+ food database with tools for searching foods by name, browsing paginated lists, retrieving detailed nutritional information by ID, and looking up products via EAN-13 barcodes for recipe analysis and dietary planning.

Structural codebase indexing with surgical query tools that reduce token consumption by answering code navigation, dependency, and impact analysis queries with minimal response sizes.

Provides high-performance code intelligence and semantic search capabilities through RocksDB graph storage, FAISS vector indexing, and tree-sitter AST parsing to enable real-time code analysis with incremental updates across multiple programming languages.

Integrates with FAL AI to generate images from text prompts using models like 'fal-ai/recraft-v3', enabling real-time visual content creation for design and content generation tasks.

Integrates with multiple 3D printer management systems to enable remote control, file handling, and advanced STL manipulation for automated print job management and custom model modifications.

Integrates with Salesforce to enable natural language interactions for executing queries, managing records, and automating CRM workflows.

Execute web searches, news queries, and content extraction.

Integrates with JMAP-compliant email servers to provide comprehensive email management including search, retrieval, mailbox operations, message actions, and composition with reply functionality.

Execute shell commands with strict security policies.

Provides persistent intelligence infrastructure for codebase analysis through hybrid Rust-TypeScript architecture that combines Tree-sitter AST parsing with semantic concept extraction, developer pattern recognition, and SQLite-based persistence to build contextual understanding of codebases over time, learning from developer behavior and architectural decisions.

Bridges OpenAI's Codex CLI with structured command execution, brainstorming sessions, and chunked response delivery for code analysis, automated refactoring, and development workflow automation.

Execute code in isolated cloud containers

Access PubMed's medical research database via the Entrez API for biomedical literature search and analysis.

Integrates with QuickChart to enable dynamic generation of charts and graphs for data visualization tasks.

Manages prompts in Langfuse with version control, label management, and support for both text and chat prompt formats.

Provides intelligent summarization capabilities for various types of content.

Enforces Taiwan Ministry of Education standards for Traditional Chinese text, catching Mainland Chinese regional drift in vocabulary, punctuation, and character shapes.

Provides a bridge to the Scrapeless API for performing Google searches with customizable parameters including query text, country code, and language preferences.

Provides persistent memory storage with semantic search capabilities through PostgreSQL and pgvector, enabling long-term context retention across sessions with vector-based storage, relationship tracking, and asynchronous metadata processing.

Enables AI systems to query and analyze OpenTelemetry traces and metrics through Logfire's API, providing tools for finding exceptions, investigating errors, and running custom SQL queries against observability data with automatic authentication.

Integrates with Google's Gemini 2.5 Flash to generate and edit images from text prompts, supporting iterative workflows with reference images and automatic cross-platform file management.

Solve complex logic/optimization problems using MiniZinc syntax.

Fetches web content and YouTube video transcripts, converting HTML to Markdown and extracting timestamps for reference in conversations.

Enables blockchain interactions on Solana by providing a comprehensive server for asset retrieval, token deployment, wallet management, transfers, NFT minting, and domain resolution.

Provides structured access to CloudWatch Logs data for searching, analyzing, and correlating logs across AWS services to help with troubleshooting and pattern identification.

Integrates with Bocha, a Chinese search engine, to provide web search capabilities with rich structured data from billions of documents across multiple domains and languages.

Centralizes management of multiple AI services, providing secure API key handling and unified access for streamlined interactions across diverse platforms.

Analyzes Unreal Engine codebases, enabling deep insights into class hierarchies, subsystems, and game patterns.

Connects AI systems to Make automation workflows, enabling assistants to trigger scenarios with parameters and receive structured JSON output from your existing Make account.

Connect to OpenAI-compatible chat completion APIs.

Integrates with Paperless-NGX API to provide document management operations including listing, searching, editing, and uploading for efficient organization and retrieval of digital files.

Enables escalation of questions to humans through a markdown file-based workflow that prevents hallucinations by providing direct human-in-the-loop responses for critical decisions like database passwords, API endpoints, or architectural choices.

Integrates with Readwise to search and retrieve highlights from a user's library, enabling researchers and knowledge workers to reference saved notes during conversations without switching contexts.

Generates code scaffolding for modern web applications using template-based boilerplate creation and feature addition with variable substitution, conditional file inclusion, and schema validation for rapid prototyping and consistent development patterns.

Extracts structured data from web pages based on natural language descriptions, converting website content into JSON format without custom scraping code.

Provides a secure Docker-based sandbox for executing JavaScript code with npm dependencies, offering both persistent and ephemeral containers with strict resource limits for safe code testing and demonstration.

Integrates with the Serper API to enable web searches and webpage content extraction, supporting research, content aggregation, and data mining tasks.

Extends WordPress MCP Adapter to expose Elementor page builder tools for programmatic page design, widget management, and template handling.

Integrates wget-based website downloading capabilities to enable offline archiving and analysis of web content while preserving site structure.

Integrates with Swagger API specifications to download, cache, and extract endpoints, HTTP methods, models, and service connections for generating API interfaces from Swagger documentation.

Generates intelligent repository maps and code navigation by analyzing source code definitions, references, and relationships using Tree-sitter parsing and PageRank algorithms to prioritize important files and elements within token-aware overviews.

Leverage Pinecone vector databases for semantic search and RAG.

Enables real-time interaction with Unity projects through a WebSocket-based system that retrieves scene hierarchies, project settings, and executes C# code directly in the Unity Editor.

Search, retrieve, and analyze scientific literature from PubMed with capabilities for identifying research trends and generating statistical reports.

Connect to open data from millions of open government, NGO, and company datasets.

Integrates with the Figma REST API to manage design system elements, enabling variable handling, file operations, and collaborative workflows.

Integrates with Wazuh security platform to provide real-time security alerts and event data from Elasticsearch indices for security operations and threat analysis workflows.

Integrates Charles Proxy with MCP clients for real-time network traffic inspection, structured analysis, and historical recording review.

Bridges Claude with locally running LLM models via LM Studio, enabling users to leverage private models through Claude's interface while maintaining local hosting.

Enables server administrators to manage websites, databases, SSL certificates, and applications through 1Panel's server management capabilities without switching contexts.

Provides direct PostgreSQL database access with query execution, schema introspection, and performance monitoring through specialized extensions like pg_stat_statements for conversational database administration and troubleshooting.

Enables natural language management of Kafka topics, connectors, and Flink SQL statements through Confluent Cloud REST APIs for streamlined data streaming operations

Provides a flexible, template-based prompt system for Claude models that enables standardized interactions, complex reasoning workflows, and multi-step prompt chains through a TypeScript/Node.js server with comprehensive API support.

Unified gateway for managing multiple LLM providers with automatic model selection, semantic caching, and cost optimization features for reliable production deployments

Zero-config AI context generation and code quality toolkit

Bridges to the CodeQL static analysis engine for identifying security vulnerabilities and quality issues in codebases through structured query evaluation and result interpretation.

Integrates with GoHighLevel CRM to manage contacts, conversations, blog posts, calendars, workflows, and media through comprehensive API access for marketing automation and client communication workflows.

Streamlines ESP-IDF project building with automatic environment setup and error handling for ESP32 microcontroller development.

Enables natural language interaction with Kubernetes clusters for resource querying and CRUD operations with configurable write permissions.

Standalone MCP server executable for Windows, macOS, and other platforms that uses JavaScript configuration files to define resources, tools, and prompts without requiring Node.js installation.

Integrates with Exa API to enable web search capabilities with filtering options for domains, text requirements, and date ranges, returning markdown-formatted results with titles, URLs, publication dates, and content summaries for real-time internet information access.

Extracts content from diverse media sources including URLs, documents, videos, audio files, and images using intelligent auto-detection and multiple extraction engines for unified content processing and analysis.

Integrates with TikTok through TikNeuron's API to retrieve video subtitles, content details, and engagement metrics for analyzing virality factors and enabling conversational interactions with TikTok videos.

Integrates with Zotero to enable searching libraries, retrieving metadata, and accessing full-text content for scholarly research workflows.

Code Mode MCP Gateway that collapses N servers x M tools into 2 tools through sandboxed V8 JavaScript execution for cross-server orchestration.

Extracts web content and converts it to clean Markdown format using Mozilla Readability for intelligent article detection, with disk-based caching, robots.txt compliance, and concurrent crawling capabilities for fast content processing workflows.

Orchestrates Claude Code CLI and Gemini CLI sessions to perform complex coding tasks through unified task management, agent coordination, and progress tracking with persistent state storage.

Transforms natural language descriptions into parametric 3D models through a pipeline of image generation, object segmentation, 3D modeling, and OpenSCAD code conversion for customizable 3D printing.

Integrates with WeChat on macOS through accessibility APIs to enable automated message reading, sending, and contact management for customer service workflows and chat monitoring.

Extracts and provides GitHub repository information including summaries, directory structures, and file contents for seamless code analysis and reference during conversations.

Provides persistent memory storage across different AI sessions using semantic search and RAG capabilities, maintaining user context, preferences, and conversational history with a web interface for memory management.

Enables programmatic interaction with AutoCAD by providing a Python-based server that supports database management and task automation through libraries like pyautocad and comtypes.

Connect with the CrowdStrike Falcon platform for intelligent security analysis, providing programmatic access to detections, incidents, behaviors, threat intelligence, hosts, vulnerabilities, and identity protection capabilities.

Provides a bridge between AI and Portainer container management platform, enabling environment monitoring, access control management, and stack deployment through Docker and Kubernetes API proxying

Deep code intelligence with tree-sitter parsing, call graphs, and security vulnerability scanning

Integrates with AFFiNE workspaces through GraphQL and WebSocket connections to enable document operations, real-time collaboration, version control, user management, and blob storage with CRDT-based updates and workspace creation capabilities.

Integrates with RagRabbit to crawl websites, generate vector embeddings, and enable search and question answering from indexed content for domain-specific information retrieval.

Integrates with Google Sheets API to enable direct creation, reading, and editing of spreadsheets for data analysis and collaborative document management

Integrates semantic search and retrieval of documentation using a vector database (Qdrant), enabling efficient access to large document collections.

High-performance CCXT MCP server for cryptocurrency exchange integration.

Meta-MCP server that aggregates and manages multiple MCP servers through intelligent discovery from sources like Glama.ai and GitHub, enabling dynamic server installation, configuration, and unified tool access with automatic conflict resolution.

Enables desktop automation through mouse control, keyboard input, screenshots, OCR, and window management for direct interaction with graphical user interfaces

Integrates with 1C:EDT workspace to expose project management, configuration properties, validation errors, bookmarks, tasks, and check descriptions through HTTP endpoints.

Secure sandboxed TypeScript/Python execution with Docker isolation and token-efficient wrapper generation

Enables secure inter-process communication between multiple AI instances running on the same machine through TCP socket-based message brokering, session authentication, and file sharing for coordinated multi-AI workflows and collaborative problem-solving.

Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management.

Manage AWS S3 and DynamoDB resources.

Integrates Large Language Models with JetBrains IDEs, enabling custom AI-powered tools for code generation, refactoring, and development tasks.

A universal RPC layer for AI agents. Connect to any function, any language, any framework, in minutes.

Bridges WordPress websites and WooCommerce data with local clients through REST API calls, enabling content access without direct streaming connections.

Guides users through structured software project documentation phases with automated document generation, progress tracking, and workflow state management using OpenAPI specifications as templates.

Integrates with geospatial libraries to perform geometric transformations, coordinate system conversions, and spatial analyses using WKT geometry strings for map creation and location-based services.

Integrates with AWS Cost Explorer and CloudWatch to analyze cloud spending patterns and Bedrock model usage statistics for detailed cost monitoring and optimization.

Enables text-to-image generation using Replicate's flux-schnell model, offering configurable parameters for on-demand image creation in various applications.

Implements Anthropic's 'think' tool as a dedicated space for Claude to perform structured reasoning during complex problem-solving tasks, improving performance by up to 54% on challenges requiring detailed policies or sequential decision-making.

Turn natural language into powerful Perfetto trace analysis

Orchestrates multiple IDA Pro instances through a centralized registry system, enabling concurrent binary analysis across different samples with automatic instance discovery and intelligent routing.

Connects to Hugging Face Spaces to generate 2D pixel art sprites and 3D game assets from text prompts using specialized AI models for rapid game development prototyping.

Provides secure filesystem access, command execution, and web preview capabilities with multi-tenant isolation, document processing, and sandboxed execution environments.

Enables video manipulation through natural language commands, providing functionality for searching, retrieving metadata, cutting clips, and concatenating videos without direct interaction with FFmpeg command line tools.

Access and search local Apple Notes databases.

Searches Solodit's 20,000+ smart contract security audit findings from Claude Code and Codex CLI.

Provides manipulation of Xcode project files through 21 specialized tools for creating projects, managing targets and build configurations, adding/removing files and dependencies, modifying build settings, and automating common Xcode project tasks.

PHP library that provides a fluent interface for creating MCP servers with automatic schema generation, type conversion, and comprehensive error handling

Integrates with Dart's project management platform, enabling direct task and document management through a set of tools for creating, retrieving, updating, and filtering work items by various attributes.

Unified command-line launcher for discovering and running scientific research MCP servers from the Path Integral Institute's collection, using uvx to dynamically install and execute servers from local directories or remote Git branches with automatic dependency handling.

Integrate and validate self-hosted Payram cryptocurrency payment deployments

Integrates with Svelte documentation to enable efficient querying and retrieval of framework-specific content for development assistance.

Integrates with Logseq knowledge graphs through HTTP API for reading, writing, and analyzing personal knowledge bases with full-text search, graph analysis algorithms, journal management, flashcard operations, and hierarchical content creation.

Orchestrates AI coding workflows through role-based agents that transition between specialized responsibilities (orchestrator, architect, developer, reviewer, integration engineer) with comprehensive task management, dependency tracking, and execution state persistence.

Provides a bridge between development environments and self-hosted Supabase instances for database introspection, migration management, and storage operations through direct RPC calls and database connections.

Provides iPhone automation capabilities through Appium and XCUITest, enabling device control, app launching, UI interaction, and screenshot capture with optimized XML filtering and JPEG compression for testing and demonstration workflows.

Captures and analyzes Android device network traffic through mitmproxy integration for HTTP/HTTPS interception and mobile app debugging.

Integrates with Chinese financial data providers including AkShare and Tushare to deliver real-time stock market data, fundamental analysis, news monitoring, and market visualization through a FastAPI-based server with Redis caching and streaming capabilities.

Provides a bridge between AI systems and PocketBase databases, enabling direct interaction with collections, records, and user authentication for applications that need to manipulate database data within conversations.

Get package version data from npm and PyPI registries to assist with dependency management.

Integrates with Actual Budget to provide transaction filtering, spending breakdowns by category, monthly summaries with savings rates, and account balance history for budget analysis and financial insights.

Flight search and booking for AI agents across 400+ airlines.

Provides access to TeslaMate database analytics for querying Tesla vehicle data including battery health, charging patterns, driving efficiency, location analytics, and software update history through 20 pre-built analytical tools plus custom SQL query capabilities with safety validation.

Integrates with GDB to provide debugging capabilities for C/C++ programs, enabling breakpoint setting, code stepping, memory examination, and call stack viewing without leaving the conversation interface.

Integrates with Google News via SerpAPI to enable querying and retrieving current news articles, headlines, and related information for applications like news aggregation and trend analysis.

Provides a simplified interface for common FFmpeg media operations like video speed adjustment and audio extraction without requiring complex command-line syntax

Define operations once and expose them through both CLI and MCP surfaces via source generation.

Integrates with SAP OData services on Business Technology Platform to enable CRUD operations on SAP business data through automatically discovered service endpoints with configurable filtering and comprehensive query capabilities.

Lightweight Python server for quantitative trading using XTQuant API, enabling real-time stock market interactions and AI-driven financial analysis strategies.

Official JavaScript implementation that integrates with MiniMax's multimodal capabilities for image generation, video creation, text-to-speech, and voice cloning across multiple transport modes.

Secures remote AI servers using Azure API Management as a gateway with Microsoft Entra ID authentication, enabling enterprise-grade access control for organizations leveraging existing Azure identity services.

Integrates with Taskade's API to manage projects, tasks, and workspaces with support for task assignment, date management, and folder organization, featuring an innovative OpenAPI-to-MCP code generation system for automated tool creation.

Integrates with ElevenLabs API to provide text-to-speech capabilities for generating high-quality audio from text using multiple voices and customizable speech parameters.

Provides AI trading agents with real-time technical analysis indicators and trading signals for cryptocurrency markets, enabling quantitative strategy development without implementing complex algorithms.

Indexes local codebases and Git repositories using tree-sitter parsing and semantic embeddings to enable hybrid search combining vector similarity with keyword matching for contextual code retrieval.

Empower LLMs with fine-grained visual understanding — detect, localize, and describe anything in images with natural language prompts.

Replaces traditional tool calling with a code execution approach where assistants write TypeScript/JavaScript that makes HTTP requests to MCP servers through a local proxy, enabling natural operation chaining and complex multi-step workflows.

Integrates with Naver's OpenAPI services to provide 14 different tools for Korean-language search capabilities, including blog, news, book, image, and shopping searches.

Perform privacy-preserving web searches via the SearXNG metasearch engine.

Provides semantic document search and knowledge graph capabilities through the Flexible GraphRAG system, integrating multiple database backends for graph storage and vector search while supporting document ingestion, hybrid search, and knowledge extraction from PDFs and Office documents.

Bridges Language Server Protocol (LSP) servers with code intelligence features like hover information, completions, and diagnostics for accurate code suggestions across multiple programming languages.

Bridges to the JFrog Platform, enabling interaction with Artifactory repositories, builds, security scanning, and release management for streamlined DevOps workflows.

Enables capturing and analyzing live webcam images and screenshots for real-time visual context in AI applications.

Combines DeepSeek's analysis with multiple response models to enhance AI conversation quality through structured two-stage reasoning.

Access Go package documentation and project structures.

Provides a bridge to Freqtrade's REST API for monitoring market data, managing trades, configuring bot behavior, and analyzing performance metrics in cryptocurrency trading

Manages and serves customizable prompt templates with variable substitution and tag-based organization for streamlined LLM interactions in development workflows and code reviews.

Integrates with email systems through IMAP and SMTP protocols to enable searching, retrieving, analyzing, and sending emails directly within conversations.

Provides specialized investment research tools for analyzing SEC filings, earnings calls, financial data, stock market information, private company details, funding rounds, M&A transactions, and web scraping capabilities.

Enables LLMs to interact with AWS Lambda functions, providing access to private resources, AWS services, and Lambda's capabilities for data processing and external API integration.

Integrates with Adobe Premiere Pro through ExtendScript and UXP plugin communication to enable natural language video editing commands for project management, media import, timeline operations, effects application, and rendering workflows.

Integrates ABAP Development Tools API to enable automated code reviews, intelligent transport management, and AI-assisted ABAP development.

Enables AI systems to manage Proxmox virtualization environments with tools for monitoring nodes, controlling virtual machines, tracking storage, and maintaining cluster health

Provides basic mathematical and statistical functions for accurate numerical computations within AI-assisted applications.

Indexes codebases using Tree-sitter parsing and vector embeddings to enable semantic code search through natural language queries and source code retrieval with real-time file watching and persistent storage.

Integrates with academic APIs to enable searching, retrieving, and filtering scholarly papers across multiple sources for research and analysis tasks.

Provides a bridge to Alibaba Cloud services for managing ECS instances, viewing resources, monitoring metrics, and configuring VPC networks through natural language commands

Enables Claude to play Minesweeper through a bridge that translates game actions into API calls and returns game states as images for visual puzzle-solving.

Integrates with Chronulus AI's forecasting API to enable time series analysis, prediction generation, and visualization of forecasting data through natural language commands.

Analyzes Java applications for security vulnerabilities by tracing data flow through parsed code to identify potential SQL injection, XSS, and other security sink points with automated vulnerability reporting and code extraction capabilities.

Provides a unified Docker-based server with over 100 integrated tools spanning file operations, web search, browser automation, data analysis, and document management through a modular architecture that encapsulates domain knowledge in vertical agents for complex workflows.

Enables AI to execute code, manage files, run Git operations, and perform terminal commands through a robust task orchestration system with intelligent retry mechanisms and heartbeat monitoring.

Integrates with Xueqiu (雪球) financial platform to provide real-time Chinese stock market data, company financials, and investor sentiment analysis for comprehensive equity research and market trend tracking.

Bridges Claude with Vectorize.io's vector database services for advanced document retrieval, text extraction, and research capabilities through TypeScript-based tools that handle authentication via organization IDs and API tokens.

Provides complete access to Interactive Brokers' Web API through a containerized FastAPI architecture with session management and auto-generated endpoints for portfolio management, order placement, market data retrieval, contract searching, and trading operations across stocks, options, futures, and other securities.

Provides a robust blockchain interaction layer for Binance Smart Chain, enabling secure wallet management, token transfers, and smart contract interactions through a flexible, environment-variable-configured architecture.

Captures full-page website screenshots using Puppeteer and automatically splits them into 1072x1072 pixel tiles optimized for vision model processing with robust error handling and retry logic.

Provides healthcare professionals and researchers with access to medical information through specialized tools for FDA drug lookups, PubMed searches, Health.gov topics, clinical trials, and ICD-10 codes.

Provides secure OAuth 2.0 authentication for MCP implementations with flexible token storage and horizontal scalability through Auth0 integration.

Provides a persistent knowledge graph system for maintaining structured memory across conversations, enabling creation, querying, and management of entities and relationships through specialized graph operation tools.

Enables intelligent routing between Claude and Google's Gemini AI for complementary code analysis, leveraging Gemini's 1M token context window for large codebase analysis while Claude handles local operations, with conversational AI-to-AI dialogue capabilities for multi-turn problem-solving sessions.

Integrates with Tendem's AI + Human Agent platform to create, monitor, and manage tasks through their complete lifecycle, enabling delegation of work requiring human expertise.

Integrates with SAP ABAP systems via ADT, enabling AI models to perform ABAP development tasks like code generation and system analysis.

Connects to LeetCode's programming platform for accessing problem descriptions, searching by tags and difficulty, retrieving user profiles, and viewing community solutions to enhance algorithm learning and contest preparation.

Connects to Twitter/X via browser automation with 19 tools for posting, searching, and managing interactions.

Real-time voice interaction system for Claude Code that enables natural speech-based conversations during development workflows with browser-based speech recognition, text-to-speech responses, and conversation state management.

Juggles development tool integrations like Confluence, GitLab, Jira, and CLI scripts.

Integrates with Plex media servers to enable browsing, searching, and managing media libraries, including content querying, metadata editing, poster management, and playback control.

Provides advanced code graph analysis through specialized agents for parsing, indexing, querying, and semantic search across codebases with Tree-sitter parsing for multiple languages, SQLite vector storage, and hybrid search combining structural graph traversal with semantic similarity for code review workflows, refactoring analysis, and natural language codebase understanding.

Provides a lightweight MySQL database server implementation using Server-Sent Events (SSE) for streamlined database operations with modular Python connection handling.

Enables real-time interaction with the PlayCanvas game engine through a Chrome extension that injects WebSocket capabilities into the Editor, allowing creation and modification of game objects, assets, and scene settings.

Integrates with SonarQube to provide code quality metrics, issue tracking, and quality gate status information for software development projects

Access LangSmith observability data including traces, prompts, datasets, experiments, and billing usage.

Enables secure terminal command execution, directory navigation, and file system operations across Windows and UNIX-based systems, with built-in security measures to prevent dangerous operations.

Integrates with Google Workspace services through Google Apps Script Web Apps to automate Gmail, Calendar, Drive, Docs, Sheets, Slides, and Forms operations including email management, event scheduling, file handling, document creation, and form building with weather data retrieval and presentation generation capabilities.

Rule-based prose linter that scores text 0-100 for formulaic AI writing patterns using compiled regex rules, with no LLM or API calls required.

Transforms Obsidian vaults into intelligent knowledge systems with advanced editing capabilities, full-text search, link graph analysis, and atomic batch operations for research workflows and automated vault maintenance.

Integrates with DeepL to provide high-quality text translation and rephrasing between numerous languages with formality controls for supported language pairs.

Workflow management server for JD.com's FOP platform with PRD analysis and code generation.

Scans Next.js project directories to extract API route information, validation schemas, and type definitions for automated documentation and testing workflows

Provides AI-assisted development tools for semantic routing, code generation, refactoring, and project management with intelligent request handling and specialized Git integration capabilities.

Comprehensive Godot Engine integration with 95+ tools, LSP, DAP, and screenshots.

Bridges Needle AI platform with MCP servers to enable advanced natural language processing and machine learning capabilities.

Provides a bridge between language models and OpenAI's image generation capabilities, enabling creation and modification of images through text prompts without directly managing API complexities.

Automatically scrapes and indexes Google Gemini API documentation from ai.google.dev into a local SQLite database with FTS5 search capabilities, providing keyword-based search, specific page retrieval, and quick model information access for developers building Gemini-powered applications.

Integrates with LLMs and AI agents, allowing you to perform various Auth0 management operations using natural language. For instance, you could simply ask Claude to create a new Auth0 app and get the domain and client ID.

Provides zero-configuration end-to-end testing for web applications by creating secure tunnels to local development servers and spawning testing agents that interact with web interfaces through natural language descriptions, returning detailed test results with execution recordings and screenshots.

Unified search proxy aggregating Tavily, Firecrawl, and Exa with team-shared backend and token management.

Creates and manages dynamic MCP servers on-demand, enabling flexible tool execution and server lifecycle control through a TypeScript-based controller that runs in Docker for optimal isolation and security.

Integrates with Twilio's API ecosystem to enable messaging, voice, conversations, and serverless functions through authenticated access with automatic AccountSid population and context filtering capabilities.

Integrates with Cycode's security platform to perform automated SAST, SCA, IaC, and secrets scanning on local files, Git repositories, and commit ranges with detailed vulnerability reports and remediation guidance.

Integrates with Socket's dependency security API to analyze npm and PyPI packages, returning detailed security and quality metrics for vulnerability assessment and dependency management.

Inspects and analyzes running Go processes by directly reading memory on Linux and macOS systems, providing deep visibility into goroutine states, memory statistics, and runtime behavior without modifying target applications.

Integrates with Google Maps to enable AI-driven travel planning, itinerary optimization, and location-based services for automated trip management.

Toolkit for creating blockchain agents that interact with the Starknet network, enabling wallet management, DeFi operations, and smart contract interactions through modular plugins

Integrates with Minecraft to enable AI control and interaction within game environments for research, education, and automation.

Multi-vendor network automation platform with tools for device configuration, compliance checking, health monitoring, and autonomous remediation across Cisco, Juniper, Nokia, Arista, and FRRouting environments.

Official Octopus Deploy integration providing 35+ tools for deployment management, infrastructure monitoring, release tracking, and tenant administration with read-only operations for safe inspection of deployment pipelines and multi-tenant configurations.

Provides a secure Python execution environment with isolated working directories, enabling code execution, file operations, and package management for development, data analysis, and educational tasks.

Automates Xiaohongshu (Little Red Book) interactions through browser automation with persistent cookie-based authentication for social media content management and platform navigation.

Integrates with Shortcut's project management platform to provide story management, epic and iteration operations, team workflows, objective tracking, and comprehensive search capabilities for development teams automating sprint planning and task management.

Integrates with Ahrefs' SEO and marketing APIs to provide rank tracking, keyword research, batch analysis, search volume data, and competitor insights for search marketing intelligence workflows.

Provides a secure, sandboxed environment for executing Kali Linux security tools including nmap, objdump, and wireshark for vulnerability scanning, binary analysis, and network inspection tasks.

Integrates with Splunk Enterprise/Cloud to enable natural language-driven searches, index management, user handling, and KV store operations through a Python-based interface supporting both command-line and web server integration.

Enables secure SSH command execution, file transfers, and automated deployments across multiple remote servers with connection pooling, profile-based configuration for different project types, and deployment strategies with backup creation and permission detection.

Unifies interactions with multiple blockchains like Solana and Ethereum, enabling cross-chain operations such as balance checks and token transfers.

Orchestrates specialized agents for collaborative task execution with file operations, shell commands, and browser automation capabilities through a TypeScript-based API.

Integrates with Unreal Engine to assist with game development workflows.

Integrates with REST API's via Axios to provide a command-line tool for testing and debugging REST APIs with customizable requests and response analysis.

Integrates with Alibaba Cloud's monitoring and logging services, enabling log structure queries, log searches, application monitoring, and trace data analysis for troubleshooting cloud applications

Provides a bridge to the Discogs API for searching music databases, managing collections, and accessing marketplace listings with comprehensive artist and release information.

Enables AI to interact with SharePoint lists through the CLI for Microsoft 365, allowing natural language management of content without requiring SharePoint structure knowledge.

Access cryptocurrency price data without authentication.

Integrates with the CVE-CIRCL API to enable searching and retrieving vulnerability information from the Common Vulnerabilities and Exposures database for security research, patch verification, and security assessments.

Remote Obsidian vault access over HTTPS with OAuth 2.0 authentication and Cloudflare Tunnel security.

Provides a powerful Ethereum blockchain data extraction and analysis interface using Cryo and DuckDB, enabling efficient SQL-based querying of on-chain datasets with advanced filtering capabilities.

Provides direct database access and querying capabilities across H2, PostgreSQL, MySQL, Oracle, SQL Server, Snowflake, and BigQuery with connection pooling, configurable limits, and metadata discovery for natural language database exploration and business intelligence workflows.

Provides autonomous memory capabilities for storing, retrieving, and utilizing conversation information across sessions, with automatic extraction and categorization of user data for enhanced contextual interactions.

Integrates neural network-based memory encoding for enhanced long-term information storage and contextually-aware interactions across multiple conversations.

Connects AI systems to molecular visualization software like PyMol and ChimeraX, enabling direct command execution and image capture of molecular structures for scientific workflows.

Integrates with Google Stitch design platform to enable automated UI/UX design workflows, component generation, and cross-platform design system management for designers and developers.

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

Command and control framework that enables secure remote system administration through a Python server and PowerShell client, maintaining task tracking in SQLite for efficient execution and reporting.

Indexes and serves Markdown knowledge bases with specialized tools for tag-based navigation, text search, and content retrieval across large document collections.

Enables interaction with medical imaging systems through DICOM networking protocols for querying patient information, studies, series, and instances, as well as extracting text from encapsulated PDF documents.

A plugin for Jadx that exposes the MCP API, enabling intelligent navigation and automation of reverse engineering workflows — ideal for AI-assisted analysis of Android apps.

Bridges Claude with Google's Gemini AI through the official Gemini CLI, enabling direct queries and file-based context sharing between the two language models.

Bridges Claude with OpenAI's Codex through the official CLI, enabling direct consultation, stdin-piped execution for CI/CD workflows, and batch processing for automated code analysis and reviews.

Enable disassembly, debugging and analysis of native apps via LLDB on macOS and Linux.

Enables natural language querying and management of multiple database types (PostgreSQL, MySQL, SQL Server, BigQuery) for data analysis, business intelligence, and database exploration.