MCP Servers

Playwright Automation

microsoft

Playwright Automation is a browser automation server that enables LLMs to perform web interactions using structured accessibility snapshots instead of visual models. Key features: - Navigate websites and perform actions like clicking, filling forms, and scrolling - Extract structured data from web pages using ARIA accessibility trees - Execute automated tasks on any website without requiring vision capabilities - Built on Playwright for reliable cross-browser automation

Tavily MCP Server

tavily-ai

Tavily is a web search and data extraction platform that provides AI assistants with real-time access to internet content and structured web data processing capabilities. Key features: - Real-time web search with configurable depth and filtering options - Intelligent content extraction from web pages to retrieve specific data - Website mapping tools that generate structured representations of site architecture - Systematic web crawling for comprehensive site exploration and indexing - Remote MCP server deployment option eliminating the need for local setup - Native integration with Claude Code and other MCP-compatible clients

Ref

ref-tools

Ref provides token-efficient access to technical documentation for AI coding agents, enabling precise search and retrieval of API references, library guides, and service documentation. Unlike bulk documentation loaders, it uses intelligent search to deliver only the relevant context, reducing token consumption by 60-95%. Key capabilities: - Search across public documentation or index private GitHub repositories and PDFs for custom knowledge bases - Session-aware search that filters duplicate results and tracks query trajectories to refine results - Smart content extraction that surfaces only the most relevant sections of documentation pages - Optimized MCP implementation designed to minimize context rot while maximizing information retrieval accuracy

OpenWebSearch

Aas-ee

OpenWebSearch is a free multi-engine web search MCP server that requires no API keys. It aggregates search results from multiple sources including Bing, Baidu, DuckDuckGo, Brave, and Exa, plus specialized developer platforms like GitHub, Juejin, and CSDN. Key features of OpenWebSearch: - Multi-engine web search without API keys or authentication - Support for major search engines: Bing, Baidu, DuckDuckGo, Brave, and Exa - Specialized search for developer content on GitHub, Juejin (Chinese tech community), and CSDN - Structured search results with titles, URLs, and descriptions - Full content fetching for CSDN articles and GitHub README files - HTTP proxy configuration for accessing restricted resources - Configurable default search engine and result count - CORS support for web-based integrations

Vibe Check

pv-bhat

Vibe Check is an AI agent oversight and safety tool that prevents over-engineering and misalignment by injecting Socratic checkpoints into agent reasoning workflows. Based on Chain-Pattern Interrupt (CPI) research, it acts as a metacognitive guardrail to keep AI agents aligned, reflective, and on the minimal viable path. Key features: - Chain-Pattern Interrupts (CPI) that pause agent execution to check for scope creep, over-engineering, and misalignment through Socratic questioning - Support for Gemini API, OpenRouter, and OpenAI models - Error logging and continuous improvement capabilities for oversight workflows - Research-backed approach demonstrating 27% improvement in agent success rates and 41% reduction in harmful actions - Compatible with STDIO and streamable HTTP transports for flexible integration into agent development stacks

Docfork delivers up-to-date technical documentation, code examples, and library references from GitHub repositories and the web for AI agents. It uses configurable Cabinets to isolate context to specific technology stacks—such as Next.js 16 with Drizzle ORM—preventing hallucinations caused by conflicting library documentation. Key features of Docfork: - Stack-isolated Cabinets that restrict agents to only your specified dependencies, eliminating irrelevant suggestions - 10,000+ pre-chunked libraries with ~200ms edge retrieval performance - Clean markdown conversion from complex web pages for efficient analysis - Team collaboration with shared Cabinets and API keys across organizations - Free tier includes 1,000 requests per month and 5 team seats

AkTools MCP Server for stock and crypto

aahl

AkTools MCP Server is a financial data provider built on the akshare library that delivers comprehensive stock and cryptocurrency market data for A-shares, Hong Kong, and US markets. Key capabilities of AkTools MCP Server: - **Stock search**: Find stock codes by company name, ticker, or keyword across A-shares, Hong Kong, and US markets - **Stock information**: Retrieve detailed stock data including real-time prices, market capitalization, and trading metrics - **Market overview**: Access A-share market intelligence including limit-up boards, dragon tiger lists, and capital flow data - **Historical prices**: Download historical price data for stocks and cryptocurrencies with technical analysis indicators - **Financial news**: Fetch the latest news and market sentiment for specific stocks and crypto assets - **Financial reports**: Query key financial metrics and ratios from earnings reports for A-shares and HK/US stocks The server integrates with data sources including OKX, Binance, and Newsnow for cryptocurrency and news feeds.

Stealth Browser

vibheksoni

Stealth Browser is a browser automation platform that enables AI agents to interact with websites undetectably, bypassing anti-bot protections and accessing difficult-to-reach sites including banking portals, social media platforms, and Cloudflare-protected pages. Key features of Stealth Browser: - Undetectable browser automation that evades bot detection systems for reliable access to protected websites - UI element extraction for structured data collection from complex web applications - Network traffic interception and full debugging capabilities via AI chat interface - Real browser environment with 105+ specialized tools for authentic web interactions - High success rate automation for sites with sophisticated blocking mechanisms - Comprehensive logging and inspection of network requests and responses

Perplexity-researcher-mcp

dainfernalcoder

Perplexity Researcher is an AI-powered research assistant that connects to Perplexity's search API to provide real-time information retrieval and analysis. It intelligently routes queries to the most appropriate search model based on complexity. Key features: - Quick search (Sonar Pro) for simple queries and basic information lookup with direct, concise answers - Reasoning mode (Sonar Reasoning Pro) for complex multi-step tasks requiring detailed analysis, explanations, and comparisons - Deep research (Sonar Deep Research) for comprehensive research and in-depth report generation with focus area customization - Automatic query complexity detection that selects the optimal model for each request - Requires a Perplexity API key for access to the Sonar model suite

Todoist Integration Server

doist

Todoist Integration Server connects LLMs to Todoist for comprehensive task and project management through natural language commands. Key features: - Full task lifecycle management: create, update, move, close, reopen, and delete tasks with support for due dates, priorities, labels, and descriptions - Natural language task creation (e.g., "Submit report by Friday 5pm #Work") - Project and section management for organizing work hierarchically - Comment management for tasks and projects - Label creation and management including shared labels - Access to productivity statistics and completed task history - Collaboration features to view project collaborators

@f4ww4z/mcp-mysql-server enables AI assistants to interact with MySQL databases through the Model Context Protocol, allowing direct execution of SQL queries and data manipulation operations. Key capabilities include: - Secure database connections configured via MySQL connection URLs or individual host, user, password, and database credentials - SELECT query execution with prepared statement parameters for safe, parameterized data retrieval - Data modification operations including INSERT, UPDATE, and DELETE statements - Multi-platform support for Claude Desktop, Codex (macOS and Windows), and other MCP-compatible clients

Serper Search and Scrape

marcopesani

Serper Search and Scrape is an MCP server that enables AI assistants to perform web searches and extract content from webpages using the Serper API. Key capabilities: - Google search with rich results including organic listings, knowledge graphs, "people also ask" questions, and related searches - Advanced search operators including site-specific searches, filetype filtering (PDF, DOC, etc.), URL and title keyword matching, date range filters, and exact phrase matching - Region and language targeting with pagination and autocorrection support - Webpage content extraction delivering plain text or markdown output while preserving document structure - JSON-LD and HTML head metadata retrieval for structured data parsing

MCP-PostgreSQL-Ops

call518

MCP-PostgreSQL-Ops is a PostgreSQL database monitoring and operations tool that enables natural language diagnostics across PostgreSQL 12-17 databases. Key features of MCP-PostgreSQL-Ops: - Natural language queries for diagnosing slow queries, table bloat, replication lag, WAL health, and database locks. - Schema discovery with detailed relationship mapping and database structure exploration. - Intelligent maintenance monitoring including VACUUM effectiveness and autovacuum analysis. - Multi-database operations for seamless cross-database monitoring and analysis. - Production-safe read-only operations compatible with AWS RDS/Aurora using standard user permissions. - Enhanced query analytics when pg_stat_statements and pg_stat_monitor extensions are installed. - Real-time monitoring for connections, locks, background processes, and checkpoint statistics.

Linear

tacticlaunch

Linear is a project management platform designed for software teams to plan, track, and ship product work. This MCP server connects AI assistants to Linear's GraphQL API, enabling seamless project management through natural language commands. Key capabilities: - Retrieve and search issues, projects, teams, and other Linear data - Create new issues and update existing ones - Modify issue status and workflow states - Assign issues to team members - Add comments and updates to issues - Create new projects and teams

hevy-mcp

chrisdoc

Hevy MCP is an integration that connects AI assistants to the Hevy fitness tracking platform, enabling programmatic management of workout data and training plans through the Hevy API. Key features include: - Workout management: retrieve training history and create or update workout sessions - Routine organization: access structured workout plans and organize them into folders - Exercise template library: browse Hevy's available exercises to build customized workouts - Webhook subscriptions: create and manage event notifications for workout changes - Real-time synchronization: keep training logs updated across the Hevy mobile app and other integrations Note: Requires a Hevy PRO subscription to access the Hevy API.

Web Scout

pinkpixel-dev

Web Scout is a web search and content extraction tool that enables AI assistants to search the internet via DuckDuckGo and retrieve clean, readable text from webpages. It handles multiple URLs simultaneously with built-in throttling and memory management for reliable research workflows. Key features of Web Scout: - DuckDuckGo-powered web search for privacy-focused results - Clean text extraction from webpages with readable formatting - Parallel processing of multiple URLs for faster data collection - Intelligent rate limiting to prevent API blocks and ensure reliability - Memory optimization to handle large-scale scraping without crashes - Robust error handling for uninterrupted research sessions

AKShare One MCP Server

zwldarren

AKShare One MCP Server is a comprehensive data access layer for Chinese stock markets that retrieves historical prices, real-time quotes, financial news, and corporate financial statements through the AKShare data library. Key features include: - Historical market data with flexible time intervals (minute, hour, day, week, month, year) and adjustment methods (none, forward-adjusted, backward-adjusted) - Real-time stock quotes from data sources including Eastmoney and Xueqiu - Company financial statements including balance sheets, income statements, and cash flow statements - Stock-related news feeds for market sentiment analysis - Multiple data source support (Eastmoney, Sina, Xueqiu) for reliable coverage of Chinese equities - Technical indicator integration for quantitative analysis

Financial Modeling Prep (FMP) Server

imbenrabi

Financial Modeling Prep MCP Server connects AI assistants to comprehensive financial market data through the Financial Modeling Prep API. Key features include: - Real-time market data for stocks, cryptocurrencies, forex, and global exchanges (NYSE, NASDAQ) - Company fundamentals including financial statements, balance sheets, income statements, and cash flow data - Technical indicators, financial ratios, and valuation metrics for equity analysis - Market intelligence with news sentiment, analyst ratings, and economic indicators - Trading and portfolio management capabilities with risk metrics and backtesting tools - SEC filings, insider trading activity, and institutional holdings tracking - ETF and mutual fund data, commodities pricing, and government trading disclosures - Dynamic tool discovery (BETA) that intelligently loads relevant tools from 250+ available functions - Configurable static toolsets for optimized performance and streamlined workflows

JFrog MCP Server

jfrog

JFrog MCP Server integrates with the JFrog Platform to provide artifact management, repository operations, and DevOps workflow automation through the Model Context Protocol. Key capabilities include: - Repository Management: Create and configure local, remote, and virtual repositories in Artifactory for package distribution - Build Tracking: List and retrieve build information across your CI/CD pipelines - Artifact Search: Execute AQL (Artifactory Query Language) queries to find artifacts, builds, and packages - Runtime Monitoring: View runtime clusters and monitor running container images - Security Scanning: Access Xray vulnerability data with severity grouping and scan summaries - Package Curation: Check package versions, vulnerabilities, and curation status across your catalog - Mission Control: View and manage associated JFrog Platform instances

mcp-local-rag

shinpr

mcp-local-rag enables local Retrieval-Augmented Generation (RAG) capabilities for AI assistants. It allows documents to be indexed, embedded, and queried locally without relying on cloud-based vector databases or embedding services. Key features of mcp-local-rag: - Local document indexing and embedding generation - Semantic search across indexed documents - Context retrieval to augment LLM responses with relevant information - Privacy-focused operation with data processed entirely on local hardware - Integration with local vector storage for efficient similarity search

Apple RAG MCP enables retrieval-augmented generation capabilities for Apple-related documentation and technical resources. It connects AI coding assistants with Apple's developer ecosystem through semantic search and intelligent document retrieval. Key capabilities include: - Semantic search across Apple developer documentation, including Swift, SwiftUI, Xcode, and platform-specific frameworks - Intelligent retrieval of code examples, API references, and implementation guidelines from Apple's technical resources - Context-aware responses that incorporate up-to-date Apple development practices and Human Interface Guidelines - Support for indexing and querying custom Apple documentation sets or internal knowledge bases - Integration with Apple's evolving framework documentation to provide accurate, version-specific development guidance

Shadcn Vue MCP Server

HelloGGX

Shadcn Vue MCP Server is an AI-powered tool that generates modern Vue.js UI components from natural language descriptions. Key capabilities: - Instantly creates production-ready Vue components using the shadcn-vue component library and TailwindCSS styling - Generates accessible (A11y), responsive UI elements following Vue.js best practices and coding standards - Integrates directly with mainstream IDEs to streamline the UI development workflow without context switching - Provides intelligent component selection and recommendations from the shadcn-vue ecosystem - Handles boilerplate code, component states, and complex interaction logic automatically

Shodan Server

burtthecoder

Shodan is a search engine for internet-connected devices that exposes servers, routers, webcams, IoT devices, and industrial control systems across the global internet. It indexes banners, open ports, and service information to enable security research, network reconnaissance, and vulnerability assessment. Key features: - Query the Shodan API to search for specific devices, services, or open ports with advanced search filters - Access Shodan CVEDB to retrieve vulnerability data, CVE details, and security advisories - Perform host lookups to discover detailed information about IP addresses including banners, running services, and geographic location - Analyze network exposure and service configurations of internet-facing infrastructure - Search by ports, operating systems, software versions, SSL certificates, and geographic locations

Brave Search Server

mikechao

Brave Search Server integrates the Brave Search API to provide comprehensive web search capabilities for AI applications. It enables searching the web, images, news, videos, and local points of interest directly from LLM workflows. Key features include: - Web search with configurable result counts, pagination, and freshness filters (past day, week, month, year, or custom date ranges) - Image search with bulk retrieval capabilities (up to 50 results) - News search for finding articles, trending topics, and recent events with temporal filtering - Video search for discovering web videos - Local points of interest search for businesses, restaurants, and services (requires Brave Search Pro API subscription)

Go Process Inspector (gospy) is a debugging and analysis tool for inspecting running Go processes in real-time. It provides deep visibility into goroutine states, memory allocation, and runtime information through both an interactive terminal interface and a programmatic HTTP API. Key features of Go Process Inspector: - Live goroutine inspection with status, scheduling info, and stack traces for debugging deadlocks and performance issues - Memory statistics analysis including heap usage, garbage collection metrics, and allocation patterns - Binary information retrieval to understand compiled Go applications - Interactive terminal UI with search, filter, and refresh capabilities for exploring process data - HTTP API endpoints for integration with external tools and automated monitoring - MCP server support via Server-Sent Events for AI assistant integration - Cross-platform support for Linux and macOS (Apple Silicon)

ABAP-ADT-API MCP-Server

mario-andreschak

ABAP-ADT-API MCP Server wraps the abap-adt-api library to provide AI assistants with programmatic access to SAP ABAP Development Tools, enabling interaction with ABAP systems through RESTful APIs. Key capabilities of ABAP-ADT-API MCP Server: - Read, write, and search ABAP source code including classes, interfaces, function modules, and programs - Manage ABAP transport requests and development packages across SAP landscapes - Execute ABAP unit tests and retrieve detailed test results and coverage data - Browse repository objects, metadata, and system information from SAP NetWeaver AS ABAP - Connect to both on-premise SAP systems and SAP Business Technology Platform (BTP) ABAP environments

Oxylabs MCP

oxylabs

Oxylabs MCP bridges AI assistants with live web data through enterprise-grade scraping infrastructure. It extracts structured content from any website, handles JavaScript-rendered pages, bypasses anti-bot protections, and enables geo-targeted data collection from 195+ countries. Key capabilities include: - Universal website scraping with JavaScript execution support - Specialized extractors for Google Search results - Amazon product and search page data extraction - AI-powered content parsing into JSON or Markdown formats - Intelligent multi-page crawling based on natural language prompts - Browser automation for interactive web workflows - Real-time web search with structured result extraction

Math-MCP

EthanHenrickson

Math-MCP is a computation server that enables Large Language Models (LLMs) to perform accurate numerical calculations through the Model Context Protocol. It provides precise mathematical operations via a simple API to overcome LLM limitations in arithmetic and statistical reasoning. Key features of Math-MCP: - Basic arithmetic operations: addition, subtraction, multiplication, division, modulo, and bulk summation - Statistical analysis functions: mean, median, mode, minimum, and maximum calculations - Rounding utilities: floor, ceiling, and nearest integer rounding - Trigonometric functions: sine, cosine, tangent, and their inverses with degrees and radians conversion support

GitLab Merge Request Integration

kopfrechner

GitLab MR MCP connects AI coding assistants to GitLab repositories for managing merge requests, issues, and code reviews. It enables comprehensive interaction with the GitLab platform through API integration. Key features of GitLab MR MCP: - List accessible GitLab projects and open merge requests - Retrieve detailed merge request information, diff contents, and discussion threads - Add general comments or post line-specific inline code review comments to merge requests - Fetch issue details and metadata from GitLab projects - Update merge request titles and descriptions to manage pull request workflows

visual-ui-debug-agent-mcp

samihalawa

VUDA (Visual UI Debug Agent) is an autonomous testing and debugging tool that enables AI models to visually analyze, test, and debug web interfaces using Playwright. It allows any AI model—even those without native vision capabilities—to inspect web pages, detect UI bugs, validate user workflows, and measure performance metrics. Key capabilities of VUDA include: - Visual analysis with screenshot capture, interactive element mapping, and page structure analysis - Workflow testing with step-by-step screenshot validation of user journeys - Performance monitoring including load times, Core Web Vitals measurement, and bottleneck identification - API testing for backend endpoint validation and response verification - Visual regression testing to highlight UI changes between versions - Real-time console monitoring for error and warning capture

Tinybird Analytics

tinybirdco

Tinybird Analytics is a real-time analytics platform that enables fast SQL-based data ingestion, transformation, and querying at scale. **Note: This MCP server implementation is deprecated.** The official replacement is available at [Tinybird MCP Server](https://www.tinybird.co/docs/forward/analytics-agents/mcp). Key capabilities of Tinybird Analytics: - Real-time data ingestion and processing from multiple sources - Fast SQL queries on large-scale datasets with low latency - Analytics API generation for building data applications - Data transformation and pipeline orchestration

Alphavantage MCP Server

calvernaz

Alpha Vantage provides comprehensive stock market data and financial analytics through a programmatic API. The service enables applications to retrieve real-time equity prices, historical trading data, and market intelligence for equities, forex, and cryptocurrencies. Key features include: - Real-time and historical stock price quotes for global equities - Foreign exchange (forex) rate monitoring and currency conversion - Cryptocurrency exchange rates and trading data - Technical indicators and market performance analytics - Company financial statements and fundamental data

A11y MCP

ronantakizawa

A11y MCP is an accessibility testing tool powered by the axe-core API that validates web content against WCAG standards and best practices. Key capabilities include: - WCAG compliance testing to ensure websites meet accessibility guidelines - ARIA attribute validation to verify proper screen reader compatibility - Color contrast ratio analysis for text readability - Support for testing both raw HTML content and live URLs - Automated detection of accessibility violations and remediation recommendations

Natural Context Provider

portel-dev

Natural Context Provider (NCP) aggregates multiple MCP servers into a unified interface, allowing AI assistants to discover and execute tools using natural language queries rather than browsing through dozens of individual tools. It reduces complexity by exposing just 2-3 simple tools to the AI while managing 50+ underlying capabilities behind the scenes. Key features: - Natural language search across all connected MCP servers to find the right tool instantly - Code mode execution for multi-step TypeScript workflows that combine multiple tools - Skills system providing domain expertise for canvas design, PDF manipulation, and document generation - Photons for creating custom TypeScript MCPs without publishing to npm - Task scheduling capabilities and response caching - Project-level configuration for automatic MCP definitions per project - Significant token optimization (97% reduction) and faster response times by eliminating tool selection overhead

Railway MCP Server

jason-tan-swe

Railway MCP Server integrates Claude with Railway.app's cloud infrastructure platform, enabling autonomous deployment and management of containerized applications, databases, and web services through natural language commands. Key capabilities: - Deploy services directly from GitHub repositories or Docker images to Railway's managed cloud infrastructure - Manage environment variables, service configurations, and networking settings across projects - Monitor and control deployments with service listing, restart capabilities, and deployment status tracking - Handle complete project lifecycle operations including creation, detailed inspection, and deletion - Provision and manage persistent volumes for stateful applications and data storage - Database template support with automated provisioning workflows (in development)

AniList MCP Server

yuna0x0

AniList MCP Server connects LLM clients to the AniList platform, providing comprehensive access to anime and manga data through the AniList API. Key features: - Search for anime, manga, characters, staff members, and studios - Retrieve detailed information about specific titles, characters, and production staff - Access user profiles and personal anime/manga lists with optional authentication - Advanced filtering options by genre, tags, and other media attributes - Dual transport support (HTTP and STDIO) for both local and cloud deployments - OAuth integration for accessing private user data and personalized lists

HexDocs MCP

bradleygolden

HexDocs MCP enables semantic search of Hex package documentation directly from your editor. It combines an Elixir binary for downloading and embedding documentation with a TypeScript MCP server that integrates with AI coding assistants. Key features: - Semantic search across Hex package documentation using embeddings - Automatic downloading and processing of Elixir package docs - Integration with MCP-compatible clients including Cursor, Claude Desktop, and Continue - Local embedding generation via Ollama using models like mxbai-embed-large - Supports the Hex package manager ecosystem for Elixir

Search Google Flights

punitarani

Fli is a Python library and MCP server that provides programmatic access to Google Flights data through direct API integration. Unlike traditional approaches that rely on web scraping, it reverse-engineers Google's internal API to deliver faster, more reliable flight search results without browser automation. Key capabilities: - Search flights between airport IATA codes with specific departure dates or flexible date ranges to identify cheapest travel windows - Filter results by cabin class (Economy, Premium Economy, Business, First), maximum layovers, departure time windows, and preferred airlines - Sort results by price, total duration, departure time, or arrival time - Support for one-way and round-trip searches with passenger count specification - Available as pip-installable CLI tools (`fli-mcp` for stdio, `fli-mcp-http` for streamable HTTP)

InfraNodus Knowledge Graphs & Text Analysis

infranodus

InfraNodus is a text analysis and knowledge graph platform that transforms unstructured text into structured insights using network science algorithms and Graph RAG technology. It converts documents into visual knowledge graphs to reveal conceptual relationships, topical clusters, and structural patterns. Key features: - Generate knowledge graphs from any text to extract topics, concepts, and their relationships - Detect content gaps between topical clusters to identify underexplored areas and research opportunities - Generate research questions and innovative ideas that bridge identified content gaps - Create topical clusters and keyword groupings using network analysis for SEO and content strategy - Connect existing InfraNodus graphs to LLM workflows or create new ones to augment AI assistant responses - Generate contextual hints to provide LLMs with high-level text understanding and better prompt augmentation

Taoke Affiliate 淘客助手

liuliang520530

Taoke Affiliate (淘客助手) is an affiliate marketing tool for Chinese e-commerce platforms that helps users discover profitable products and generate commission-earning promotional links across Taobao, JD.com, and Pinduoduo. Key capabilities include: - Product search with filtering and sorting by price and commission rates across all three platforms - Automatic conversion of regular product URLs to affiliate tracking links with embedded promotion codes - Short link generation and mobile-optimized Taobao password (淘口令) creation for social media sharing - Activity and campaign URL conversion for special promotional events - Promotion slot (PID) management and creation for tracking different marketing channels - Real-time order tracking, commission monitoring, and coupon status queries - Penalty order detection and detailed transaction reporting - Docker deployment support with configurable environment variables for API credentials

MediaWiki

professionalwiki

MediaWiki MCP Server connects LLM clients to any MediaWiki-powered wiki (including Wikipedia, Fandom, and private instances) for comprehensive content management. Key capabilities: - Create, edit, move, and delete wiki pages with proper permission handling - Search page titles and content, including prefix-based searches - Retrieve page history, revisions, and file metadata - Upload files from local disk or URLs - Manage multiple wikis as MCP resources with dynamic addition/removal - Secure OAuth 2.0 authentication for authorized operations - Browse category members and access file objects - Support for restoring deleted pages

Neo4j Agent Memory Server

knowall-ai

Neo4j Agent Memory gives AI assistants persistent, graph-based memory using Neo4j. Store information as interconnected nodes — people, places, organizations, projects, events — and create meaningful relationships between them with semantic predicates like KNOWS, WORKS_AT, CREATED, or MANAGES. Key features: - Store facts as labeled nodes with flexible schemas and custom properties - Build directional relationships with optional metadata (e.g., "since: 2023") - Search memory content with word-tokenized matching (querying "John Smith" finds "John" OR "Smith") - Traverse connections up to 3 levels deep to surface related information - Filter and retrieve memories by creation date with automatic timestamp tracking - Connect to any Neo4j instance including Neo4j Enterprise Edition with multi-database support - 10 specialized tools for CRUD operations and intelligent graph exploration without embedding complex logic in the tools themselves

TMDB Server connects to The Movie Database (TMDB) API to provide comprehensive movie and TV show data access for AI assistants. The server offers several capabilities: - **Movie search** by title or keywords, returning results with release years, ratings, and overviews - **Trending content** retrieval for daily or weekly popular movies - **Personalized recommendations** based on specific movie IDs - **Detailed movie information** including genres, cast details, posters, and full plot summaries Access structured entertainment data from TMDB's extensive catalog of films and series.

Academia

ilyagusev

Academia provides access to academic research databases and literature review tools, enabling searches of arXiv and ACL Anthology, citation management, and manuscript compilation. It streamlines the research workflow from paper discovery to publication-ready documents. Key features of Academia: - Search and retrieve papers from arXiv and ACL Anthology repositories - Access and extract citations and references from academic sources - Browse web sources to supplement literature reviews - Convert downloaded papers to text format for analysis - Compile manuscripts using LaTeX templates - Discover relevant datasets from Hugging Face for experimental research

ScrapeGraph AI Integration Server

scrapegraphai

ScrapeGraph AI is an AI-powered web scraping and data extraction platform that enables intelligent extraction of structured data from websites using natural language prompts. Key capabilities of ScrapeGraph AI: - **AI-Powered Web Scraping**: Extract specific data from web pages using natural language prompts, with intelligent parsing of HTML into structured JSON or custom schemas. - **Markdown Conversion**: Transform entire web pages into clean, structured markdown format for easy consumption. - **Multi-Page Crawling**: SmartCrawler asynchronously crawls websites with configurable depth and page limits to extract data across entire site structures. - **Web Search Integration**: Execute AI-powered web searches and retrieve structured results from across the internet. - **Browser Automation**: Full JavaScript rendering support and infinite scroll handling for dynamic, JavaScript-heavy websites. - **Enterprise Reliability**: Production-grade error handling, timeout management, and async processing for robust performance at scale. The service integrates seamlessly with Claude Desktop, Cursor, and any MCP-compatible client, requiring only an API key from the ScrapeGraph dashboard to get started.

MySQL Database Access is an MCP server that provides secure, read-only access to MySQL databases for exploration and querying without risk of data modification. Key features: - Browse database structure by listing databases and tables - Inspect table schemas with detailed column information - Execute read-only SQL queries (SELECT, SHOW, DESCRIBE, EXPLAIN statements only) - Query validation to prevent SQL injection attacks - Configurable query timeouts to prevent resource exhaustion - Row limits to control data return volumes - Environment variable configuration for host, port, credentials, and default database

Figma MCP Server

thirdstrandstudio

Figma MCP Server provides AI assistants with programmatic access to the Figma design platform through a complete implementation of Figma's REST API. It enables reading and manipulating design files, managing collaborative workflows, and extracting design system data. Key capabilities include: - File operations: retrieve complete files, specific nodes, rendered images, image fills, and version history - Comment management: read, post, and delete comments along with reaction handling - Design system access: query teams and projects, list components and component sets, and access shared styles - Library analytics: retrieve usage data for components, styles, and design variables - Webhook support: create and manage webhooks for real-time notifications via the V2 API - User information: access current user profile and permissions

Open Library MCP Server

8ensmith

Open Library MCP Server connects AI assistants to the Open Library database, the collaborative catalog of books from Internet Archive. It enables searching for book titles, author information, and retrieving cover images through structured API responses. Key features of Open Library MCP Server: - Search books by title to find matching titles and metadata - Search authors by name to discover matching authors - Retrieve detailed author information using Open Library keys - Fetch author photo URLs using Open Library IDs (OLID) - Retrieve book cover images using ISBN, OCLC, LCCN, OLID, or generic ID identifiers - Access complete book details using standard library identifiers (ISBN, LCCN, OCLC, OLID)

Naver Search

isnow890

Naver Search provides unified access to Naver's content ecosystem and analytics platforms, enabling comprehensive search across Korean web content and deep-dive trend analysis. Key features of Naver Search: - Content search across Naver services including web documents, news articles, blogs, cafe communities, shopping listings, images, books, encyclopedia entries, academic papers, and local business directories - DataLab trend analysis for search term popularity and shopping category insights - Demographic analytics breaking down shopping behavior by device type, gender, and age group - Intelligent category resolution that automatically maps natural language descriptions to category codes for trend queries - Korean timezone support for accurate temporal context in date-based searches

Atom of Thoughts

kbsooo

Atom of Thoughts is an MCP server implementing a decomposition-based reasoning framework for complex problem-solving with large language models. Based on the research paper "Atom of Thoughts for Markov LLM Test-Time Scaling," it breaks down reasoning tasks into atomic steps to improve accuracy and minimize logical errors. Key features: - **AoT (Full Version)**: Deep analysis with maximum depth of 5 levels for exhaustive hypothesis generation and verification - **AoT-light**: Lightweight version with reduced depth (3 levels) for faster processing in time-sensitive scenarios - Structured reasoning using five atom types including premises, hypotheses, and conclusions - Multi-step verification to derive high-confidence conclusions - Optimized for complex reasoning tasks requiring logical decomposition and error minimization Effective for hypothesis generation requiring multi-perspective verification, critical decision-making with multiple validation steps, and scenarios where minimizing logical errors is crucial.

pure.md MCP server

puremd

pure.md is a web content extraction service that fetches web pages and converts them into clean markdown format, with built-in search capabilities for retrieving online content. Key features of pure.md: - Fetches any web page and converts it to structured markdown for easy reading and processing - Built-in web search that returns search results in markdown format - Bypasses access restrictions to retrieve content from blocked or paywalled pages - CDN-like infrastructure for fast and reliable markdown content delivery - API integration for embedding into scripts, applications, and agent workflows

AnySite Social Media Data

horizondatawave

Anysite MCP Server is a web scraping infrastructure that connects AI agents to real-time data from social media platforms and websites. It provides structured data extraction from LinkedIn, Instagram, Reddit, Twitter/X, and any website through OAuth-authenticated API connections. Key features: - Platform-specific data extraction: Search profiles, posts, comments, and analytics from LinkedIn, Instagram, Reddit, and Twitter/X - Advanced filtering: Search with rich filters including location, company, title, education, and skills (LinkedIn), or by engagement metrics and hashtags (Instagram) - Bulk operations: Extract thousands of profiles, posts, or engagement records in single requests - Network analysis: Map social connections, follower relationships, and engagement patterns - Self-healing APIs: Auto-recovery from platform changes and rate limits - Custom web parsing: Generic scraping capabilities for any website

MCP Guardrail

general-analysis

MCP Guardrail is an AI-powered security layer that aggregates multiple MCP servers into a single protected interface with intelligent content moderation. It prevents prompt injection attacks and malicious content by scanning all interactions through the General Analysis moderation API, acting as a transparent proxy between MCP clients (Cursor, Claude Desktop, Claude Code) and backend servers. Key features: - **AI-powered content moderation** to detect and block prompt injection attacks, malicious inputs, and inappropriate content using the General Analysis API. - **Multi-server aggregation** combining local (stdio) and remote (HTTP/SSE) MCP servers with automatic tool name prefixing to prevent conflicts. - **Zero-configuration setup** via CLI tool that automatically detects and updates MCP config files for Cursor, Claude Desktop, and Claude Code. - **Transparent proxying** that seamlessly manages tools, prompts, and resources between clients and aggregated backend servers without code changes. - **Zero-install deployment** via npx without local installation requirements, or standalone usage with environment variable configuration.

CoinMarketCap MCP

shinzo-labs

CoinMarketCap MCP provides comprehensive access to the CoinMarketCap API for retrieving cryptocurrency market data, exchange information, and blockchain metrics directly within AI coding assistants. Key features of CoinMarketCap MCP: - Complete API coverage with 50+ endpoints including real-time price data, market capitalization, trading volume, and circulating supply statistics - Access to global cryptocurrency market metrics and trending data across thousands of digital assets - Detailed OHLCV (Open, High, Low, Close, Volume) historical data with Standard subscription or higher - Exchange information including rankings, volume data, and supported trading pairs - Type-safe parameter validation using Zod for reliable query construction - Free Basic API tier available for standard market data access - Support for multiple subscription tiers (Basic, Standard, Pro) with tier-appropriate endpoint access

Markdown Downloader fetches webpages and converts them into markdown format for easy offline reading and documentation. It leverages the r.jina.ai service to extract clean, structured markdown content from any URL. Key features of Markdown Downloader: - Download and convert webpages to markdown using the r.jina.ai extraction service - Configurable download directory for organized file storage - Automatic generation of date-stamped filenames for version control - List and manage previously downloaded markdown files - Persistent configuration settings across sessions

advanced-homeassistant-mcp

jango-blockchained

Advanced Home Assistant MCP is a powerful bridge that connects AI assistants like Claude, GPT-4, and Cursor to your Home Assistant smart home ecosystem. It translates natural language commands into device actions, enabling voice-like control of your entire home through AI chat interfaces. Key capabilities include: - **Lighting control** with brightness, color temperature, RGB colors, and music-synchronized Aurora effects - **Climate management** for thermostats, HVAC modes, fan control, and scheduling - **Automation and scene triggering** to run routines and activate predefined scenes - **Device discovery and status monitoring** with intelligent filtering and search - **Smart home maintenance** with orphaned device detection, energy monitoring, and usage pattern analysis - **Notification system** to send alerts through Home Assistant's channels - **Intelligent scenario detection** for identifying energy waste, window/heating conflicts, and nobody-home situations - **Enterprise-grade security** with JWT authentication, rate limiting, and input sanitization

Desearch AI

desearch-ai

Desearch AI is an AI-powered search engine that delivers real-time, decentralized search capabilities across multiple platforms and data sources. Built on the Bittensor network, it provides access to metadata and content from X (Twitter), Reddit, Arxiv, and general web search, enhanced with AI analysis and sentiment detection. Key features of Desearch AI: - Real-time search across X (Twitter), Reddit, Arxiv, and the broader web - AI-powered analysis delivering contextual and unfiltered search results - Sentiment analysis to determine the emotional tone of social media posts - Comprehensive metadata extraction for deeper content understanding - Decentralized architecture ensuring unbiased and highly relevant results - Seamless integration with Claude Desktop and Cursor IDE for AI coding workflows

Shadowcrawl

devshero

ShadowCrawl is a self-hosted web scraping and federated search engine designed for AI agent workflows. Built in Rust, it provides a privacy-focused alternative to services like Firecrawl, Jina, and Tavily. Key features: - Federated web search across multiple sources with real-time results - Advanced anti-bot bypass capabilities using Browserless stealth, Playwright rendering, and proxy rotation to handle Cloudflare, DataDome, Akamai, and PerimeterX protections - Human-in-the-Loop (HITL) mode that launches a native Brave Browser instance for manual CAPTCHA solving and authentication when automated methods fail - Semantic research memory that recalls and builds upon prior search sessions - Structured data extraction using schema-driven approaches from messy or JavaScript-heavy websites - Batch URL scraping and bounded recursive website crawling for large-scale data collection - Clean Markdown output with noise reduction to minimize LLM token costs - MCP-native integration supporting both stdio and HTTP transports with Cursor, Claude Desktop, and IDEs - 100% self-hosted via Docker with no API keys or third-party data tracking

MCP-Airflow-API

call518

MCP-Airflow-API is a Model Context Protocol server that enables natural language management of Apache Airflow clusters. It transforms complex Airflow REST API operations into intuitive conversational commands, allowing you to monitor, control, and troubleshoot workflows without writing manual API calls. Key features of MCP-Airflow-API: - Full DAG lifecycle management including listing, triggering, pausing, and monitoring workflow runs - Deep visibility into task logs, source code browsing, and execution history for troubleshooting - Configuration management for Airflow variables, connection strings, and resource pools - Cluster health monitoring with quick views of failed tasks, event logs, and run durations - Cross-version compatibility supporting both Airflow 2.x (API v1) and Airflow 3.x+ (API v2) clusters - Asset management capabilities for data-aware scheduling workflows in Airflow 3.x environments

Gmail MCP

shinzo-labs

Gmail MCP provides comprehensive integration with the Gmail API, enabling AI coding assistants to manage emails, conversations, and mailbox settings directly through Google Workspace accounts. Key features: - Complete Gmail API coverage including sending, receiving, and drafting emails - Thread and conversation management for organized communication - Label management with customizable colors and visibility settings - Advanced mailbox settings including vacation responders and IMAP/POP configuration - Draft handling and email history tracking for mailbox changes - Secure OAuth2 authentication through Google Cloud credentials

Knowledge Base Server is an MCP server that enables browsing and semantic search across local knowledge bases. It provides content retrieval and listing capabilities with vector-based similarity search. Key features of Knowledge Base Server: - List and retrieve documents from configurable local knowledge base directories - Semantic search with embeddings using FAISS vector indexes for fast similarity matching - Multiple embedding provider support: Ollama (local, recommended), OpenAI API, and HuggingFace - Structured knowledge management with environment-based configuration - Automatic document indexing and embedding generation

Weather MCP Server

isdaniel

Weather MCP Server is a real-time meteorological data provider that sources weather and air quality information from the Open-Meteo API. It enables applications to retrieve comprehensive weather metrics for any global location without requiring API authentication. Key capabilities include: - Current weather conditions including temperature, humidity, dew point, wind speed and direction, precipitation probability, atmospheric pressure, cloud cover, UV index, visibility, and "feels like" temperature - Historical and forecasted hourly weather data for custom date ranges - Air quality metrics such as PM2.5, PM10, ozone, nitrogen dioxide, carbon monoxide, sulfur dioxide, ammonia, dust concentration, and aerosol optical depth with health recommendations - Timezone management tools for current time retrieval, timezone conversion, and timezone metadata - Flexible transport options supporting stdio for desktop clients, Server-Sent Events (SSE), and Streamable HTTP for web-based integrations

Think Tool Server

cgize

Think Tool Server implements Anthropic's "think" tool to provide Claude with dedicated structured reasoning capabilities for complex problem-solving tasks. It creates a scratchpad space where Claude can break down multi-step problems, verify policy compliance, analyze tool outputs, and plan approaches before executing actions. Key features: - Structured thinking space for complex reasoning and decision-making - Policy adherence verification before taking actions - Analysis of tool results and web search data for correctness - Multi-step problem decomposition and planning - Iterative reasoning validation to catch logical errors or biases

Crypto Price & Market Analysis Server

truss44

Crypto Price & Market Analysis Server is a cryptocurrency data service that provides real-time price information, market analysis, and historical trends powered by the CoinCap API. Key features: - Real-time cryptocurrency price data for thousands of digital assets - Market analysis including market cap, trading volume, and price changes - Historical price trends and charting data - Support for both CoinCap API v2 and v3 - Dual transport support: STDIO for local clients and Streamable HTTP for remote connections - Optional API key configuration for higher rate limits

LeetCode MCP Server

doggybee

LeetCode MCP Server connects AI assistants to LeetCode's extensive library of coding problems, user profiles, and competitive programming data. It provides fast, programmatic access to algorithmic challenges and contest statistics to support coding interview preparation and technical assessment workflows. Key capabilities include: - Search problems with filters for difficulty level (Easy, Medium, Hard) and topic tags like arrays, dynamic programming, and trees - Retrieve daily coding challenges for consistent practice routines - Access detailed user profiles including submission history and solved problem counts - Query contest rankings and competition performance data - Flexible integration via both command-line interface and programmable JavaScript/TypeScript API

Bruno is a fast, Git-friendly API client that enables running API test collections directly from your workspace. Execute automated API tests and retrieve comprehensive execution results through a standardized interface. Key capabilities: - Run Bruno API test collections and suites directly within your development environment - Retrieve detailed test execution results including pass/fail status and response data - Access comprehensive failure details and error diagnostics for debugging - Generate test summaries and insights to validate API reliability - Integrate API testing workflows into your development and CI/CD pipelines

MCP Server To Markdown is a file conversion service that transforms documents, images, web pages, and spreadsheets into structured Markdown descriptions using Cloudflare AI. Key capabilities: - Converts PDFs, images (JPEG, PNG, WebP, SVG), HTML, XML, CSV, and spreadsheet files (Excel, Numbers, ODS, XLSX, XLS) into Markdown format - Leverages Cloudflare's native tomarkdown API for AI-powered document understanding and content extraction - Extracts readable, structured text from various file types for use in LLM context windows - Supports batch processing of multiple file paths in a single operation

Neo4j Knowledge Graph Memory

sylweriusz

Neo4j Knowledge Graph Memory provides persistent memory infrastructure for AI assistants using Neo4j graph database with semantic search capabilities. It enables AI agents to store, retrieve, and manage interconnected memories across multiple sessions. Key features: - Graph-based memory storage with nodes, relationships, and observations as structured knowledge - Unified semantic search combining vector embeddings (384 dimensions), exact matching, wildcards, and graph traversal - Multi-database project isolation for separating different contexts or users - Smart relationship management with typed connections, strength tracking, and temporal metadata - Batch operations for creating multiple memories with relationships in single requests - Time-based queries using relative ("7d", "30d") or absolute date filters - Graph traversal with directional navigation and depth control - Temporal tracking to monitor how knowledge evolves over time Built for MCP-native integration with Claude Desktop and compatible clients. Requires Neo4j with GDS plugin (recommends DozerDB) for vector operations.

PocketBase MCP Server

mabeldata

PocketBase MCP Server provides comprehensive database operations for PocketBase instances, enabling complete record management and file handling through the Model Context Protocol. Key features include: - Full CRUD operations on PocketBase collections, including fetching single records, listing records with pagination, and creating, updating, and deleting entries. - Advanced querying capabilities with filtering, sorting, and relation expansion for complex data retrieval. - File upload and download support for managing media and documents stored in PocketBase. - Admin-level access via API token authentication to all collections and files. - Connection to self-hosted PocketBase instances through configurable API URLs.

HubSpot MCP

shinzo-labs

HubSpot MCP is a comprehensive Model Context Protocol server implementation that provides seamless access to the HubSpot CRM API, enabling AI assistants to manage customer relationship data programmatically. Key features of HubSpot MCP: - Full coverage of the HubSpot CRM API including companies, contacts, deals, and custom objects - Advanced association management using HubSpot's CRM Associations v4 API - Batch operations for efficient bulk data processing - Company-specific endpoints with built-in property validation - Powerful search and filtering capabilities for precise data retrieval - Type-safe parameter validation using Zod schema validation - Support for standard CRM operations like create, read, update, and delete

Clear Thought Server

chirag127

Clear Thought Server is a cognitive augmentation tool that provides systematic thinking frameworks, mental models, and structured reasoning methodologies for enhanced problem-solving. It guides users through complex challenges using validated cognitive approaches. Key capabilities include: • Mental models for reasoning: First Principles Thinking, Pareto Principle, Occam's Razor, Opportunity Cost Analysis, and Rubber Duck Debugging • Debugging methodologies: Binary Search, Divide and Conquer, Backtracking, Cause Elimination, and Program Slicing • Programming paradigm guidance across imperative, functional, object-oriented, declarative, reactive, and concurrent programming styles • Structured decision frameworks with criteria weighting, risk assessment, and uncertainty handling • Scientific method implementation with hypothesis testing, variable identification, and evidence evaluation • Metacognitive monitoring including reasoning bias detection, confidence calibration, and knowledge boundary assessment • Collaborative reasoning with multi-persona problem-solving and structured debate formats • Visual and sequential reasoning tools with diagrammatic representation and thought process branching

YouTube Transcript Server

sinco-lab

YouTube Transcript Server retrieves transcripts and subtitles from YouTube videos for content analysis and text processing workflows. Key features: - Extract transcripts from YouTube videos using video URLs - Support for multiple languages including auto-generated subtitles - Two formatting modes: continuous text or automatic paragraph segmentation - Retrieve video titles and metadata alongside transcript content - Text normalization with HTML entity decoding - Timestamp and overlap detection for detailed content analysis and synchronization

DuckDuckGo Search MCP is a privacy-first search server that enables real-time web search and AI-powered information retrieval without requiring API keys. It performs comprehensive web scraping directly from DuckDuckGo HTML and integrates with multiple AI search providers to deliver enhanced search capabilities to AI assistants. Key features of DuckDuckGo Search MCP: - Web search via DuckDuckGo HTML scraping with full content and metadata extraction - AI-powered answers from IAsk AI, Monica, and Brave AI search services - Works out of the box with no API keys or authentication required - Performance optimization through built-in response caching - Security protections including rate limiting and rotating user agents - MCP-compliant server implementation compatible with various AI assistants

Blockscout MCP Server

blockscout

Blockscout is a blockchain exploration platform that exposes on-chain data through a Model Context Protocol server, enabling AI agents to query wallet balances, token holdings, NFT collections, and smart contract metadata across multiple networks. Key features: - Multi-chain support via Chainscout integration, providing access to 100+ blockchain networks through their respective Blockscout explorers - Comprehensive blockchain data retrieval including native balances, ERC-20 tokens, NFTs, transaction history, and contract ABIs with metadata - Intelligent context optimization with configurable page sizes, automatic field truncation for large data, and opaque cursor pagination using Base64URL encoding to manage LLM token limits - Real-time progress notifications and periodic updates for long-running queries and data-heavy operations - Standardized ToolResponse format with structured JSON outputs and follow-up instructions for seamless AI tool integration - Native compatibility with Claude Desktop, Claude Code, Cursor, and other MCP hosts through both direct HTTP transport and the official Anthropic Connectors Directory

Notify MCP Server

aahl

Notify MCP Server is a multi-platform notification service that enables AI assistants to send messages to popular messaging and collaboration platforms. Key features: - Enterprise messaging via WeCom (WeWork), DingTalk, and Feishu/Lark group bots - Consumer messaging support for Telegram and Bark (iOS push notifications) - Home Assistant integration for smart home notifications - Flexible configuration through environment variables for each platform - Support for both bot-based and application-based authentication - Multiple deployment options including uvx, Docker, and Smithery cloud hosting

WebSearch

mnhlt

WebSearch is a self-hosted MCP server that enables AI assistants to perform real-time web searches and retrieve current information from the internet. It connects AI models to a companion Crawler API service that handles the actual search queries. Key capabilities of WebSearch: - Real-time web search integration for AI assistants via MCP protocol - Self-hosted architecture — run the crawler API on local machines or VPS for full control and privacy - Configurable search parameters including maximum result limits - Results include titles, URLs, and content snippets from web pages - Compatible with Claude Desktop, Cursor IDE, Cline, and other MCP-supporting clients

GemSuite

pv-bhat

GemSuite is a comprehensive integration layer for Google's Gemini API within MCP-compatible hosts. It automatically selects the optimal Gemini model based on task requirements to balance performance and token efficiency. Key features include: - Intelligent model selection that matches workload complexity to the appropriate Gemini model - Advanced file handling with automatic format detection for multiple file types - Token cost optimization across different operations - Seamless integration with Claude, Cursor, Replit, and other MCP-compatible environments - Unified API for document analysis, complex problem solving, and information retrieval tasks

vezlo/src-to-kb

vezlo

vezlo/src-to-kb transforms source code repositories into AI-powered searchable knowledge bases through automatic code analysis and vector embedding generation. It processes entire codebases into intelligent, queryable databases that enable semantic code search. Key features: - Automatic repository ingestion with intelligent code chunking for optimal context preservation - Vector embedding generation for semantic code search and retrieval - MCP integration enabling direct access from Claude Code and Cursor - Searchable knowledge base creation for large or complex codebases - Support for querying code by meaning rather than exact text matches

Nextcloud MCP Server

hithereiamaliff

Nextcloud MCP Server is a bridge that enables AI assistants to interact with your self-hosted Nextcloud instance. It provides comprehensive access to your personal cloud data across multiple Nextcloud apps through 34+ integrated tools. Key capabilities: - **Notes management** — create, read, update, delete, search, and append content to notes with category support - **Calendar integration** — full CalDAV support for listing calendars and managing events - **WebDAV file operations** — browse directories, read/write files, and create or delete resources across your cloud storage - **Tables operations** — list tables, view schemas, and perform CRUD operations on table rows - **Contacts management** — full CardDAV integration for creating, reading, updating, and deleting contacts and address books Built in TypeScript with full Smithery deployment support for one-click cloud hosting and local playground testing.

Databutton

databutton

Databutton is an AI-powered platform for building and deploying full-stack business applications that combine React frontends with Python APIs and backends. The platform uses an intelligent agent to generate comprehensive app plans and create solid project foundations, enabling developers to streamline complex application development. Key features of Databutton: - AI planning mode that generates detailed application architectures and implementation roadmaps - Automated scaffolding of React frontend components and Python API endpoints - MCP server creation and deployment capabilities for extending AI assistant functionality - Full-stack project generation with support for complex business logic and workflows - Built-in deployment infrastructure for seamless app launching and hosting

MindBridge

pinkpixel-dev

MindBridge is an AI model router and orchestration hub that unifies access to multiple LLM providers through a single interface. It eliminates vendor lock-in by letting you route requests between OpenAI, Anthropic, Google, DeepSeek, OpenRouter, Ollama (local models), and other OpenAI-compatible APIs — selecting the right model for each task automatically or on-demand. Key features: - Multi-provider support: Connect to OpenAI, Claude, Gemini, DeepSeek, OpenRouter, Groq, and local models via Ollama - Smart routing: Auto-direct requests to reasoning-optimized models like Claude or DeepSeek Reasoner for complex tasks, or faster/cheaper models for simple queries - getSecondOpinion: Query multiple models simultaneously and compare responses side-by-side for consensus or diverse perspectives - OpenAI-compatible API layer: Drop-in replacement for OpenAI endpoints that works with Azure, Together.ai, and other compatible services - Provider auto-detection: Automatic setup and discovery once API keys are configured via environment variables or JSON config

Supadata: Web & Video data API for makers

supadata-ai

Supadata is a data extraction service that converts video content and websites into structured data without the complexity of building custom scrapers or transcription pipelines. Key features of Supadata: - Video transcript extraction from major platforms including YouTube, TikTok, Instagram, and X (Twitter), plus support for direct file URLs - Web scraping capabilities for extracting content from specific pages - Website crawling to extract content from multiple pages automatically - Site mapping to discover all available URLs on a website - Built-in automatic retries and rate limiting for reliable data collection

OMEGA Memory

omega-memory

OMEGA Memory provides persistent memory infrastructure for AI coding agents, enabling long-term retention of institutional knowledge across development sessions. It stores architecture decisions, error patterns, and task checkpoints, then retrieves relevant context through semantic similarity matching or graph-based relationship traversal. Key capabilities of OMEGA Memory: - Semantic search and graph traversal retrieval for code decisions, patterns, and milestones - Automated session briefings that summarize accumulated context - Memory consolidation to synthesize lessons across multiple sessions - Time-based reminders for surfacing context at specific intervals - Encrypted profile management for secure multi-project isolation - Knowledge compaction to optimize long-term memory efficiency - Compatible with Claude Code, Cursor, Windsurf, VS Code, and any MCP-compatible environment - Industry-leading retrieval accuracy (95.4%) on the LongMemEval benchmark

Clay MCP

clay-inc

Clay is a relationship intelligence platform that functions as a personal CRM for managing professional contacts and networking activities. It helps users organize their network, track interactions, and maintain meaningful professional relationships. Key features of Clay: - Contact search by job title, company, location, or keywords - Interaction history tracking and retrieval - Contact groups/lists creation and management - Note-taking and retrieval with date range filtering - Contact statistics and network analytics - Calendar integration for meetings and events - New contact creation with detailed profile information - Group member management and contact organization

BoardGameGeek

kkjdaniel

BGG MCP connects to the BoardGameGeek ecosystem to retrieve board game data, user collections, pricing, and recommendations through the Model Context Protocol. Key capabilities include: - Search and filter board games by type (base games, expansions) and retrieve detailed game information - Query user profiles and game collections with advanced filtering options - Access the BoardGameGeek hotness list to discover trending games - Retrieve real-time pricing data from multiple retailers via BoardGamePrices.co.uk - Find trading opportunities between BGG users - Get algorithmic game recommendations based on similarity scores from Recommend.Games - Fetch forum thread content for community discussions

Scientific Thinking (Adaptive Graph of Thoughts)

saptadey

Adaptive Graph of Thoughts is an AI reasoning framework that implements scientific thinking through graph structures, enabling complex multi-step reasoning with dynamic confidence scoring. Key features of Adaptive Graph of Thoughts: - Graph-of-Thoughts reasoning structure for decomposing complex scientific queries into interconnected reasoning paths - Dynamic confidence scoring system to evaluate and weight different lines of reasoning - External database integration for real-time evidence gathering and knowledge retrieval - FastAPI-based MCP server built on Python and NetworkX for robust graph operations - Docker deployment support for easy containerized setup - Modular architecture designed for seamless integration with AI coding assistants and clients

Arch Linux [ Not Updated ]

nihalxkumar

Arch Linux MCP Server connects AI assistants to the Arch Linux ecosystem, enabling intelligent access to the Arch Wiki, AUR (Arch User Repository), and official package repositories. Key features: - Search and retrieve Arch Wiki documentation in markdown format via `archwiki://` URIs - Query package details from official repositories (`archrepo://`) and AUR (`aur://*/info`) - Analyze PKGBUILDs with built-in safety checks before installation (`aur://*/pkgbuild`) - Access system package state on Arch systems including installed packages, orphans, explicit packages, and package groups - Works on both Arch and non-Arch systems for documentation lookup and package research - Guided workflows for safe AUR installations and system troubleshooting

Metabase MCP

hyeongjun-dev

Metabase MCP Server is a Model Context Protocol integration that connects AI assistants to Metabase analytics platforms. It enables conversational access to dashboards, saved questions, and database queries through structured JSON responses. Key features: - Browse and retrieve all available dashboards and saved questions/cards from your Metabase instance - Execute custom SQL queries against any connected database source - Run saved questions with optional parameters and extract results - Support for both session-based (username/password) and API key authentication - Navigate Metabase resources via intuitive `metabase://` URIs - Comprehensive logging and robust error handling for debugging and monitoring

Linkup

LinkupPlatform

Linkup is a real-time web search and content extraction service that enables AI assistants to search the web and retrieve information from trusted sources. It provides source-backed answers with citations, making it ideal for fact-checking, news gathering, and research tasks. Key features of Linkup: - Real-time web search using natural language queries to find current information, news, and data - Page fetching to extract and read content from any webpage URL - Search depth modes: Standard for direct-answer queries and Deep for complex research across multiple sources - Source-backed results with citations and context from relevant, trustworthy websites - JavaScript rendering support for accessing dynamic content on JavaScript-heavy pages

EduBase

EduBase

EduBase is a modular online learning platform designed for educational institutions and corporate training departments, enabling the creation of dynamic assessments, secure examinations, and centralized learning content management. Key features include: - Advanced quiz system with parameterized questions for infinite variations, real-time cheating detection, LaTeX typesetting for STEM content, and automatic grading - Unified learning environment for organizing videos, exams, documents, and SCORM modules within a single system - Enterprise-grade security with SSO integration, role-based access controls, comprehensive auditing, and GDPR compliance - AI-assisted content tools that transform existing materials into interactive quizzes and translate resources across languages - Standards-based integration via LTI and comprehensive REST API for connecting with existing educational infrastructure

Virtual Traveling Bot

mfukushim

Virtual Traveling Bot creates an immersive environment where you can control an avatar to virtually explore real-world locations on Google Maps. You can instruct the avatar where to travel and receive real-time progress updates with synthesized travel photos. Key features of Virtual Traveling Bot: - Avatar-based virtual navigation through Google Maps Street View with customizable routes - AI-powered image generation using Gemini nano-banana to composite the avatar into location photos - Real-time location tracking, address lookup, and nearby facilities discovery - Multiple travel modes including skip-to-destination and practice mode for testing - Support for both local development and remote deployment via Streamable-HTTP with Turso SQLite database backend - Social media integration for sharing travel narratives and immersive experiences

Terminal MCP Server enables AI assistants to execute system commands on both local and remote machines via SSH. It provides a secure interface for running shell commands, managing persistent terminal sessions, and configuring command execution environments. Key features: - Execute system commands on the local machine or remotely through SSH connections - Persistent terminal sessions that maintain state and environment variables (default 20-minute timeout) - Custom environment variable configuration for specific command contexts - Dual transport modes: stdio for local integrations and SSE (Server-Sent Events) for remote HTTP access - Configurable SSE server with customizable ports, endpoints, and host bindings - Built-in session management tools for listing and killing active sessions

X Twitter Server

rafaljanicki

X Twitter Server enables AI assistants to interact with Twitter (X) through natural language commands using the official Twitter API v2. Key capabilities include: - User profile management: fetch profiles, follower lists, and following lists - Tweet operations: post new tweets, delete tweets, and favorite posts - Search and discovery: search tweets and trending topics on Twitter - Personal organization: manage bookmarks and view personalized timelines - Rate limit protection: built-in handling of Twitter API rate limits - Secure authentication: proper API key and token-based access

Todoist-mcp-server-extended

chrusic

Todoist MCP Server Extended connects your Todoist workspace with MCP-compatible AI assistants like Claude, Cline, and Windsurf, enabling natural language control of tasks and projects. Key capabilities: - **Complete task lifecycle**: Create, update, complete, delete, and search tasks using conversational language, with full support for priorities, due dates, descriptions, and project assignment - **Hierarchical organization**: Manage Todoist projects and nested sections to structure complex workflows - **Flexible categorization**: Create, assign, and filter by custom labels for powerful task classification - **Intelligent discovery**: Find tasks via partial name matching and multi-criteria filtering by project, section, date, priority, or labels - **LLM-optimized batch operations**: Built-in support for efficient bulk updates and custom parameters designed specifically for AI workflow automation

Met Museum Server

mikechao

The Met Museum Server connects AI assistants to the Metropolitan Museum of Art's Open Access collection, enabling natural language exploration of over 400,000 artworks from around the world. Key features of The Met Museum Server: - Search the museum's collection by keyword, title, or department with filters for objects that include images - Browse artworks organized by 19 curatorial departments including American Decorative Arts, Egyptian Art, European Paintings, and Arms & Armor - Retrieve detailed artwork metadata including artist name and biography, object date, medium, dimensions, provenance, and credit line - Access high-resolution images of public domain artworks returned as base64-encoded JPEG content - Paginated search results supporting customizable page sizes up to 100 objects per request

PlantUML Diagrams

infobip

PlantUML Diagrams is a diagram generation service that creates PlantUML diagrams with automatic syntax validation and auto-fix suggestions. Key features of PlantUML Diagrams: - Generate embeddable SVG/PNG image URLs for valid diagrams - Provide structured feedback to resolve syntax issues - Encode or decode PlantUML code for easy URL sharing - Save diagrams locally with secure path restrictions - Support for sequence diagrams, class diagrams, architecture diagrams, and C4 diagrams - Advanced features like `!include` directives and external libraries - Works with any PlantUML server (default: plantuml.com/plantuml)

Shadcn UI Component Reference Server

heilgar

Shadcn UI Component Reference Server provides integrated access to the shadcn/ui design system for React applications. It enables AI coding assistants to query available components, retrieve documentation, and manage installations directly within development workflows. Key capabilities include: - Browse and discover available shadcn/ui components and pre-built blocks - Retrieve detailed documentation and usage examples for specific components - Install individual components or blocks with automatic package manager detection (npm, pnpm, yarn, bun) - Access component metadata to accelerate UI development This supports developers working with the shadcn/ui component library, streamlining the process of finding, understanding, and integrating UI components into React projects.

Lotus Wisdom

linxule

Lotus Wisdom is a contemplative reasoning framework inspired by the Lotus Sutra that guides AI through structured wisdom journeys for complex problems where analytical logic alone falls short. Key features of Lotus Wisdom: - Multi-domain contemplation system with three wisdom domains: Skillful Means (Upaya) for different approaches to truth, Non-Dual Recognition for transcending apparent contradictions, and Meta-Cognitive reflection for observing understanding as it unfolds - Tag-based journey system with tags like begin, open, examine, integrate, express, and meditate to structure the contemplation process - Meditation pauses that allow insights to emerge naturally from stillness rather than forcing conclusions - Journey tracking across perspectives, showing how understanding evolves through different wisdom domains - Visual formatting with domain-specific symbols (🚪🔆☯️🧠🌊🧘) and color-coded output to map the contemplative path - Best suited for multi-perspective problems, contradictions needing integration, and questions that contain their own wisdom

n8n Workflow Builder

jimmy974

n8n Workflow Builder is a Model Context Protocol (MCP) server that enables programmatic creation and management of automation workflows for the n8n platform. It provides tools for generating, validating, and exporting workflow configurations that can be directly imported into n8n instances. Key features: - Build workflows with configurable nodes (including HTTP requests, webhooks, and third-party service integrations) and define connection flows between them - Validate workflow specifications to ensure proper node configuration and connectivity before export - Generate complete workflow definitions in n8n's native JSON format - Support for various n8n node types and parameters to create automation pipelines for data synchronization, API orchestration, and business process automation

Spotify Server

superseoworld

ArtistLens provides comprehensive access to the Spotify Web API through the Model Context Protocol, enabling interaction with Spotify's music catalog including tracks, albums, artists, playlists, and audiobooks. Key features include: - Full-text search across tracks, albums, artists, playlists, and audiobooks - Detailed artist information including top tracks, related artists, and complete album discographies - Album metadata and track listings with pagination support - Playlist management including creation, modification, public/private settings, and track access - Music discovery through new releases and personalized recommendations - Audiobook access with chapter listings and market-specific content - Automatic OAuth token management and client credentials authentication flow

Decodo MCP Server

decodo

Decodo is a web scraping and data extraction service that enables AI agents to retrieve and parse web content from any site, including those with geographical restrictions. It provides tools for automated browsing, dynamic content extraction, and structured data parsing from websites worldwide. Key features of Decodo: - Dynamic web content scraping with support for JavaScript-rendered pages. - Access to geo-restricted sites through its proxy infrastructure. - Structured data extraction and parsing capabilities. - Integration with Decodo's dashboard for credential management and usage tracking.

camofox-mcp

redf0x1

CamoFox is a browser automation platform specializing in anti-detection capabilities for web scraping and automated testing. It provides stealth fingerprinting technology designed to bypass bot detection systems on protected websites. Key capabilities include: - 22 automation tools wrapping the CamoFox REST API for comprehensive browser control - Advanced stealth fingerprinting that mimics real browsers to avoid detection by anti-bot systems - Session management with proxy support for anonymous, persistent browsing sessions - Core automation operations including navigation, clicking, form filling, screenshot capture, and data extraction - Evasion of common fingerprinting checks used by sites to identify automated traffic

AIM Guard

aim-intelligence

AIM Guard is an AI-powered security analysis and protection tool designed to safeguard AI agents during MCP interactions. It provides comprehensive security capabilities to analyze content, detect threats, and enhance prompt safety. Key features include: - Text content analysis for harmful or inappropriate material using the AIM Intelligence API - Prompt injection detection compliant with OWASP LLM01:2025 standards - Credential scanning to detect exposed API keys, passwords, tokens, and secrets - URL security validation to check for phishing, malware, and enforce HTTPS - Security prompt enhancement to add protective layers to user inputs - MCP-specific security checklists and policies for databases, email, Slack, files, and web services - STRIDE-based threat modeling and risk assessment workflows The server integrates with the AIM Intelligence API for advanced analysis and works with any MCP-compatible AI assistant.

NPM Sentinel MCP

Nekzus

NPM Sentinel MCP is an AI-powered package analysis tool that delivers real-time intelligence on NPM packages to help developers make safer and faster dependency decisions. Key features of NPM Sentinel MCP: - Real-time security scanning with recursive dependency checks and vulnerability detection across package ecosystems - Version tracking and analysis with accurate version resolution capabilities - Dependency mapping and ecosystem awareness for frameworks like React - Package quality metrics including TypeScript support verification and bundle size analysis - Download trend monitoring and maintenance status tracking - Side-by-side package comparisons for informed decision-making - Automatic cache invalidation triggered by changes to package-lock.json, yarn.lock, or pnpm-lock.yaml - Strict input validation protecting against Path Traversal, SSRF, and Command Injection attacks - MCP integration with Claude and Anthropic AI for AI-assisted package analysis

China Stock Insights

xinkuang

China Stock Insights is a comprehensive market data service for China A-shares, Hong Kong stocks, and B-shares. It provides real-time and historical price data, financial statements, technical indicators, and news feeds to power investment research and trading strategies. Key features: - Real-time and historical market data for China A-shares, Hong Kong, and B-share markets - Complete financial statements including balance sheets, income statements, and cash flow statements - 30+ technical indicators including SMA, EMA, RSI, MACD, BOLL, and more - Stock-related news and announcement data - Fund flow analysis for the past 100 trading days - Multi-source data aggregation with automatic failover between East Money, Sina Finance, and Xueqiu - Multiple output formats: JSON, CSV, Excel, Markdown, HTML - Built-in caching for improved performance - Support for both local stdio and HTTP network deployment modes

Google Scholar Search Server

mochow13

Google Scholar Search Server enables AI assistants to search Google Scholar for academic papers and scholarly research through a streaming HTTP interface. Key features: - Search Google Scholar for academic papers, research articles, and scholarly publications - Returns structured search results with paper details and metadata - Real-time streaming via Server-Sent Events (SSE) for live result updates - Multi-session support for handling simultaneous client connections - Integrates with AI models like Google Gemini for enhanced research workflows

pgtuner_mcp

isdaniel

pgtuner_mcp is an AI-powered PostgreSQL performance tuning assistant that analyzes database workloads and provides actionable optimization recommendations. It integrates with PostgreSQL's system statistics and extensions to identify bottlenecks, suggest improvements, and test optimizations without impacting production systems. Key features: - Query performance analysis with slow query identification from pg_stat_statements and execution plan examination using EXPLAIN and EXPLAIN ANALYZE - AI-powered index recommendations with hypothetical index testing via the HypoPG extension to validate improvements before implementation - Database health monitoring including connection utilization, buffer and index cache hit ratios, lock contention detection, and replication lag tracking - Real-time vacuum monitoring with tracking of VACUUM and autovacuum operations, progress monitoring, and transaction ID wraparound alerts - I/O performance analysis with disk read/write pattern identification across tables and indexes, temporary file usage tracking, and PostgreSQL 16+ pg_stat_io metrics support - Configuration analysis with categorized setting reviews and recommendations for memory, checkpoint, WAL, autovacuum, and connection parameters

MLB Stats Server is an MCP server that provides structured access to Major League Baseball statistics, enabling AI assistants to query and visualize detailed baseball analytics. Key features of MLB Stats Server: - Access to official MLB Stats API data for real-time and historical game statistics - Statcast data integration for advanced player and pitch tracking metrics - Fangraphs statistics for sabermetrics and analytical baseball insights - Baseball Reference data for comprehensive historical player and team records - Matplotlib-based visualization generation that returns plots as base64-encoded images for seamless display in chat clients

MCP-OpenStack-Ops

call518

MCP-OpenStack-Ops provides comprehensive management and monitoring capabilities for OpenStack cloud infrastructure with a focus on safety and single-project scope. It enables AI assistants to interact with OpenStack resources while maintaining strict tenant isolation and configurable access controls. Key features: - Project-scoped operations that enforce resource ownership within a single tenant boundary - 90+ purpose-built tools covering compute (Nova), networking (Neutron), storage (Cinder), images (Glance), identity (Keystone), orchestration (Heat), and load balancing (Octavia) - Bulk operations with filtering capabilities across instances, volumes, networks, images, and snapshots - Safety-gated write operations that require explicit `ALLOW_MODIFY_OPERATIONS=true` configuration to prevent accidental changes - Real-time health monitoring, service status checks, and resource utilization insights - Unified instance queries with pagination and multiple search modes - Server audit trails, hypervisor details, and availability zone information - Connection caching and flexible deployment options including Docker and PyPI

Nile MCP Server

niledatabase

Nile MCP Server integrates AI assistants with the Nile serverless PostgreSQL database platform, enabling complete database lifecycle management and SQL execution through a standardized interface. Key capabilities include: - **Database Management**: Create, list, retrieve details, and delete databases programmatically through natural language commands. - **SQL Query Execution**: Execute SQL queries directly against Nile databases with full PostgreSQL compatibility. - **Credential & Region Management**: Generate database credentials securely and provision databases across available geographical regions. - **MCP Protocol Implementation**: Full Model Context Protocol support with TypeScript-based type safety, Zod input validation, and comprehensive error handling.

WHOOP Fitness Data Server

romanevstigneev

WHOOP Fitness Data Server is an MCP server that connects Claude Desktop to your WHOOP wearable fitness tracker, enabling natural language queries about your health and performance metrics. Key features of WHOOP Fitness Data Server: - Secure OAuth authentication with encrypted local token storage - Access to comprehensive WHOOP data including workouts, recovery scores, sleep quality, cycle metrics, and profile information - Smart caching for optimized performance and reduced API calls - Automatic token refresh for seamless continuous access - Privacy-first architecture keeping all fitness data local on your machine - Natural language interface allowing conversational queries about your fitness and recovery metrics

Microsoft 365 Core Server

dynamicendpoints

Microsoft 365 Core Server is an administrative automation platform for managing Microsoft 365 tenants through the Microsoft Graph API. It enables IT administrators to automate user lifecycle operations, security policy management, and collaboration infrastructure. Key capabilities include: - User and group management: Create and manage distribution lists, security groups, and user settings - Identity and access security: Configure Conditional Access policies, named locations (IP ranges and countries), authentication strength policies, and cross-tenant B2B collaboration settings - Policy lifecycle management: Backup, restore, and manage 30+ policy types including Intune device compliance, app protection policies, and sensitivity labels - Identity protection: Monitor risk detections, view risky users, and respond to compromised accounts - Offboarding automation: Streamlined processes for secure employee departures with compliance enforcement - Full JSON export capabilities for disaster recovery and tenant migration scenarios

DocsFetcher retrieves comprehensive documentation for software packages across multiple programming languages. It crawls documentation sites to extract README files, API documentation, code examples, and repository information, then structures the data for efficient LLM consumption. Key features of DocsFetcher: - Multi-language support including JavaScript/npm, Python, Java, .NET, Ruby, PHP, Rust, Go, and Swift - Flexible package lookup by package name or direct URL input - Intelligent crawling of documentation sites to gather comprehensive information - Extraction of structured data from READMEs, API docs, code examples, and repository metadata - Specialized prompts for documentation summarization and dependency error analysis - No API key required — works natively with Claude Desktop and Cursor IDE

branch-thinking-mcp

ssdeanx

Branch Thinking is an MCP server that implements branched reasoning patterns for AI assistants, enabling parallel exploration of multiple thought pathways when tackling complex problems or generating ideas. Key features of Branch Thinking: - Simultaneous development of multiple reasoning paths before drawing conclusions - Structured divergence of ideas and alternative hypotheses - Prevention of premature convergence on single answers - Enhanced problem-solving through parallel exploration of possibilities - Support for tree-style thought organization and decision mapping - Integration with AI assistants to enable more thorough, multi-faceted analysis

Advanced YouTube

coyasong

Advanced YouTube is an MCP server that provides comprehensive access to YouTube data through the YouTube Data API. It enables querying videos, channels, comments, transcripts, and trending content for analysis and content discovery. Key capabilities include: - Search for YouTube videos with advanced filtering options - Retrieve detailed information about specific videos and channels - Compare statistics and performance metrics across multiple videos - Discover trending videos by region and category - Analyze channel performance and audience engagement metrics - Extract video comments and closed captions/transcripts - Generate video analysis and transcript summaries

FTP Access Server connects AI assistants to FTP servers for remote file management operations. It provides a natural language interface for browsing, transferring, and organizing files on standard FTP servers. Key capabilities: - List directory contents to browse files and folders on remote servers - Download files from FTP servers to your local environment - Upload files to create new or update existing files on remote servers - Create directories to organize your FTP server structure - Delete files and directories to manage server storage

claude-tools-mcp

brwse

claude-tools-mcp ports Claude Code's native capabilities into standalone MCP tools for broader AI assistant compatibility. It provides file system operations, code search, and development workflows that mirror the original Claude Code experience. Key capabilities include: - File viewing and editing with line range precision and hash-based verification - Bash command execution with status checking and error handling - Code search via directory grep and global file globbing patterns - Linting integration for code quality checks - Full directory tree exploration with configurable depth limits

Scrapezy MCP Server

scrapezy

Scrapezy is an AI-powered web scraping service that extracts structured data from websites using natural language prompts. Provide any URL and describe what information you need—Scrapezy's AI models parse the content and return the specific data. Key features of Scrapezy: - Extract structured data from any website using only a URL and natural language instructions - AI-powered understanding of web content context to locate and retrieve specific information - Simple prompt-based extraction with no need for CSS selectors, XPath, or complex configuration - Clean, structured data output ready for downstream processing and AI workflows

JW.org Content Tools

advenimus

JW.org Content Tools provides access to Jehovah's Witnesses study materials from JW.org and wol.jw.org. It enables AI assistants to retrieve Bible scriptures with study notes and cross-references, download Christian Life and Ministry workbooks, fetch Watchtower articles, and extract video captions. Key features: - **Bible Scripture Lookup**: Search Bible books, retrieve verses from the New World Translation, and get comprehensive study content including footnotes, cross-references, and research articles from wol.jw.org - **Workbook Access**: Download and parse Christian Life and Ministry workbooks with automatic RTF-to-text conversion for current or specific monthly issues - **Watchtower Articles**: Retrieve study articles with automatic date handling (accounts for the 2-month publication offset) - **Video Captions**: Extract subtitle content and metadata from JW.org videos by video ID - **Smart Content Processing**: RTF parser reduces token usage by 70% by converting rich text to clean, readable plain text - **URL Generation**: Create clickable JW.org links for Bible verses, ranges, or chapters

LottieFiles Server enables searching and retrieving vector animations from the LottieFiles platform. It provides programmatic access to LottieFiles' extensive library of JSON-based animations for integration into applications. Key features: - Search Lottie animations by keywords with pagination support - Retrieve detailed metadata about specific animations using their unique identifier - Discover trending content with the popular animations list - Access lightweight, scalable vector animations suitable for web, mobile, and desktop interfaces

Slack MCP

jtalk22

Slack MCP Server bridges AI assistants to your Slack workspace through session mirroring technology. It creates a secure, local connection that gives your AI the same access you already have in your browser—without requiring OAuth apps or workspace admin approval. Key features: - Access direct messages, private channels, and thread history - Search and retrieve messages from your entire Slack workspace - Summarize conversations and find historical messages - Works with your existing Slack web session—no separate authentication required - Operates locally to maintain security and privacy

Clockify Time Entry Manager is a time tracking integration that connects AI coding assistants with Clockify, allowing you to manage work hours and time entries through natural language prompts. Key features: - Add new time entries to Clockify by describing what you worked on in plain language - View existing time entries and check current tracking status - Control time tracking operations like starting and stopping timers - Manage time entries organized by projects and tasks

Kibela Integration Server enables AI assistants to search, read, and manage notes in Kibela, a team knowledge management platform popular in Japan for documentation and internal wikis. Key features: - Search Kibela notes by keywords across your workspace - Retrieve full note content and comments by ID or path - Fetch your personal notes and recent activity - Create new notes directly from AI assistants - Update existing note content by note ID The integration uses Kibela's GraphQL API with team-based authentication via access tokens.

MySQL Database Server is a Model Context Protocol server that enables AI assistants to connect to and interact with MySQL databases. It provides a standardized interface for performing database operations through secure prepared statements. Key capabilities include: - Establish secure connections to MySQL databases using credentials or connection strings - Execute SELECT queries with parameterized prepared statements to prevent SQL injection - Perform data modification operations including INSERT, UPDATE, and DELETE - Retrieve database metadata by listing all tables and describing table structures - Support for connection string configuration via environment variables The server supports both connection string and individual credential-based authentication, and can be installed via Smithery or npm.

Saju Insights

hjsh200219

Saju Insights provides personalized Korean traditional Four Pillars of Destiny (Saju) fortune-telling based on birth data. It calculates destiny charts using the eight characters (four heavenly stems and four earthly branches) derived from birth year, month, day, and hour. Key capabilities include: - Birth chart calculation with automatic True Solar Time adjustment (Jintaeyangsi -30min correction) - Fortune analysis covering personality, career, wealth, health, and love prospects - Relationship compatibility analysis comparing two people's Saju charts - 10-year luck cycle (Daewon) predictions for long-term planning - Yongsin (favorable element) guidance on lucky colors, directions, and career paths - Lunar-solar calendar conversion supporting 1900-2200 with leap month handling - Daily fortune readings and seasonal power calculations - Multiple interpretation schools including Ziping, DTS, and modern methodologies

Drawing Tool for AI Assistants provides programmatic drawing capabilities using an HTML5 Canvas interface, allowing AI assistants to create and export images. Key features: - Create canvases with custom dimensions (width and height) - Draw filled rectangles with configurable colors using hex color codes - Export drawings as PNG image files - Retrieve raw canvas data as JSON for further processing The tool enables AI assistants to generate simple graphics, diagrams, and visual content without external image editing software.

Korean Stocks & Disclosures

jjlabsio

Korean Stocks & Disclosures is a stock market data service that provides access to Korea Exchange (KRX) trading data and corporate disclosures through South Korea's DART (electronic disclosure system). Key features: - Search company disclosures by date, company, or disclosure type through DART - Parse original disclosure report documents and extract structured data - Access XBRL-based detailed financial statements for listed and major unlisted companies - Retrieve daily trading data for KOSPI, KOSDAQ, and KONEX markets - Get stock profiles including company names, stock codes, and market classifications - Access historical trading metrics including price, volume, and market capitalization

GitHub Fetcher

vooster-ai

GitHub Fetcher provides direct access to file contents and directory structures from GitHub repositories, enabling code research, project exploration, and documentation tasks without requiring local clones. Key features: - Retrieve raw file content from specific paths in GitHub repositories - Browse directory trees in unix-style format for quick project structure overview - Generate enhanced directory listings with file sizes, configurable depth limits, and statistics - Filter directory contents to locate specific file types or patterns - Support for both default repository configuration and dynamic per-request repository selection

Memory Box MCP Server

amotivv

Memory Box is a semantic memory storage and retrieval system that enables intelligent organization and recall of information using vector embeddings. It allows users to save, search, and manage memories with contextual understanding rather than simple keyword matching. Key features: - Save memories with metadata, source information, and automatic vector embeddings - Semantic search capabilities to find memories based on meaning and context - Organize memories into customizable buckets for structured categorization - Retrieve related memories through semantic similarity matching - Update, delete, and monitor memory processing status - Format memories according to structured system prompts - Track usage statistics and resource limits Requires a Memory Box instance (self-hosted or using the hosted service at memorybox.amotivv.ai) with API token configuration.

Paper Search

adamamer20

Paper Search is an MCP server that enables comprehensive academic literature discovery by searching and downloading papers from multiple scholarly platforms. It aggregates results from arXiv, PubMed, bioRxiv, medRxiv, Google Scholar, Semantic Scholar, IACR ePrint Archive, and optional Sci-Hub access. Key features of Paper Search: - Unified search interface across 7+ major academic repositories - PDF download and full-text extraction capabilities - Standardized metadata format for consistent citation and analysis - Asynchronous network requests for efficient performance - Deep Research compatibility with standardized `search` and `fetch` tools for OpenAI and ChatGPT connectors - Extensible architecture to add new academic platforms - Direct integration with Claude Desktop and other MCP-compatible LLM clients

Perplexity

arjunkmrm

Perplexity is an AI-powered search engine that combines real-time web search with advanced language models to deliver comprehensive, cited answers to complex queries. Key capabilities of Perplexity: - Searches the live web using Perplexity's sonar and sonar-pro models for up-to-date information - Returns synthesized answers with accurate source citations for verification - Filters results by recency (hour, day, week, or month) for time-sensitive queries - Provides structured search responses containing both synthesized content and source citations

WHOOP

jedpattersonn

WHOOP is a fitness data integration service that connects your WHOOP wearable biometric data to AI assistants. It surfaces insights about sleep, recovery, training strain, and health metrics to help optimize daily readiness and workload decisions. Key features of WHOOP: - Daily metrics overview with comprehensive biometric summaries for any date range - Sleep analysis including performance scores, sleep stages, and quality metrics - Recovery tracking with HRV (heart rate variability), resting heart rate, and recovery percentage - Strain monitoring with day strain scores, heart rate zone distribution, and logged activities - Healthspan metrics showing biological age and pace of aging calculations - Trend analysis for understanding long-term patterns in readiness and sleep quality

OpenData MCP

iosif2

OpenData MCP is a Model Context Protocol server that enables AI assistants to discover, document, and call APIs from the Korean Public Data Portal (공공데이터포털 / data.go.kr). Key features of OpenData MCP: - Search available public APIs by keyword through the Korean government data portal - Automatically generate standardized OpenAPI documentation in Markdown format from search results - Execute direct HTTPS calls to OpenAPI endpoints with configurable parameters, headers, and request bodies - Automatic authentication handling with service key injection for authorized endpoints - Support for GET and POST methods with proper parameter mapping and header management The server integrates with an MCP backend at mcp.ezrnd.co.kr and requires an ODP_SERVICE_KEY environment variable for accessing authenticated Korean public datasets.

彩云天气

marcusbai

Caiyun Weather is a comprehensive weather data service that delivers real-time meteorological information, precipitation forecasts, and severe weather alerts via API. It integrates with the Caiyun Weather platform to provide detailed atmospheric data and lifestyle recommendations for locations across China and worldwide. Key features of Caiyun Weather: - Real-time weather metrics including temperature, humidity, wind speed, atmospheric pressure, and visibility - Minute-level precipitation forecasting for the next 2 hours with support for identifying rain, snow, sleet, and hail - Extended hourly and daily weather forecasts covering 24 hours or more - Severe weather warnings and alerts - Air quality tracking with 24-hour trend analysis and primary pollutant identification - Lifestyle indices offering guidance on exercise, travel, car washing, and clothing choices - Address-based weather queries with built-in coordinate data for 35 major Chinese cities including Beijing, Shanghai, Guangzhou, and Shenzhen - Multi-language support (Chinese and English) with both metric and imperial unit systems - Optional Amap/Gaode Maps API integration for geocoding custom addresses

Structured Workflow Server

kingdomseed

Structured Workflow Server enforces disciplined, multi-phase programming workflows for AI-assisted development. It guides AI assistants through systematic audit, analysis, and verification stages before allowing code changes, preventing common pitfalls like duplicate implementations, orphaned code, or broken tests. Key features: - Mandatory audit and inventory phases that require AI to understand existing code structure before making changes - Structured workflow phases for refactoring, feature development, and testing with defined entry and exit criteria - Lint-iterate-lint cycles that require iterative refinement and verification before proceeding - Session state management to prevent skipping phases or jumping directly to implementation - Verified output requirements at each phase to ensure thorough understanding and quality results - Reduces need for repetitive prompting by automatically enforcing systematic development practices

docdex

Docdex is a local-first indexing and search daemon that transforms code repositories into structured, searchable context for AI assistants. It runs entirely on your local machine to provide intelligent code search without uploading any data to cloud services. Key capabilities of Docdex: - Local-only indexing that keeps your source code and documentation private - Semantic code intelligence that understands structure beyond simple text matching - Persistent memory for AI agents across multiple sessions - Ranked, intent-based search results that outperform simple grep/ripgrep - Multi-interface support serving CLI, HTTP, and MCP clients simultaneously - Deterministic search results for reproducible AI context retrieval

AI Research Assistant

hamid-vakilzadeh

AI Research Assistant provides comprehensive access to millions of academic papers through the Semantic Scholar and arXiv databases. This MCP server enables AI coding assistants to perform intelligent literature searches, citation network analysis, and paper content extraction without requiring an API key. Key features include: - Advanced paper search with multi-filter support by year ranges, citation thresholds, field of study, and publication type - Title matching with confidence scoring for finding specific papers - Batch operations supporting up to 500 papers per request - Citation analysis and network exploration for understanding research relationships - Full-text PDF extraction from arXiv and Wiley open-access content (Wiley TDM token required for institutional access) - Rate limits of 100 requests per 5 minutes with options to request higher limits through Semantic Scholar

PyMCP

anirbanbasu

PyMCP is a Python-based MCP server template built with FastMCP that includes working example tools and provides a complete foundation for developing new MCP servers. It comes pre-configured with testing, security scanning, and CI/CD workflows to accelerate server development. Key features of PyMCP: - Ready-to-use template structure for FastMCP-based server development in Python 3.12+ - Working example tools including greetings, password generation with complexity requirements, and web search via DuckDuckGo (DDGS) - Pre-configured development environment with pytest, CodeQL security analysis, and OpenSSF Scorecard integration - Inspired by the official TypeScript everything MCP server for consistency across language implementations

Tailwind Svelte Assistant

caullenomdahl

Tailwind Svelte Assistant provides complete LLM-optimized documentation and code snippets for SvelteKit and Tailwind CSS frontend development. It indexes 100% of official documentation including 1.04 MB of Svelte/SvelteKit content and 2.1 MB of Tailwind CSS docs across 249 files, enabling contextual search and on-demand retrieval. Key features include: - Intelligent full-text search within comprehensive framework documentation with contextual results - Ready-to-use Svelte component snippets pre-configured with Tailwind CSS utility classes - LRU content caching with configurable timeouts and async operations for high-performance retrieval - Security-hardened file operations with path traversal protection, input sanitization, and audit logging - TypeScript-native implementation with modular architecture and comprehensive error classification

OpenProject Integration Server connects AI agents to self-hosted OpenProject instances, enabling comprehensive project and task management automation through the Model Context Protocol. Key capabilities: - Full project lifecycle management including creation, retrieval, updates, deletion, and paginated listing of OpenProject projects - Complete work package (task) management with support for creating, retrieving, updating, and deleting tasks, plus filtered task lists by project - HTTP-based MCP transport built with Express for accessible remote client connections via the `/mcp` endpoint - Cloud deployment support for platforms like Smithery and Netlify with Docker containerization and production-ready configuration - Real-time operation support through SSE bridging capabilities for live connectivity between AI agents and OpenProject instances

Driflyte

serkan-ozal

Driflyte is a topic-aware knowledge retrieval platform that recursively crawls, indexes, and tags web content for use in RAG workflows. It exposes indexed documents through MCP tools, enabling AI assistants to retrieve real-world, timely information as grounding context for more accurate responses. Key capabilities include: - **Deep Web Crawling**: Recursively follows links to build comprehensive indexes of web pages with automatic topic tagging - **GitHub Integration**: Crawls repositories, issues, and discussions to surface code and community knowledge - **Topic-Aware Retrieval**: Documents are tagged with one or more topics, enabling precise, targeted searches rather than broad keyword matching - **RAG-Native Design**: Purpose-built to provide high-quality, structured documents as context for retrieval-augmented generation pipelines - **Multi-Source Roadmap**: Planned support for Slack, Microsoft Teams, Google Docs/Drive, Confluence, JIRA, Zendesk, and Salesforce

Obsidian GitHub

hint-services

Obsidian GitHub MCP connects AI assistants to Obsidian vaults stored on GitHub repositories. It enables AI models to read, search, and analyze Markdown-based knowledge bases stored in version control. Key features of Obsidian GitHub MCP: - Retrieve specific notes and documents from Obsidian vaults via GitHub's API. - Multi-mode file search across filenames, file paths, and document contents. - Track knowledge base evolution with Git commit history and diffs. - Search GitHub issues to integrate project management with notes. - Compatible with Claude, Cursor, Windsurf, Cline, and other MCP hosts. - Full TypeScript implementation with Zod schema validation.

MercadoLibre MCP Server

lumile

MercadoLibre MCP Server connects to MercadoLibre's e-commerce platform to retrieve product metadata, customer reviews, and seller reputation data from Latin America's largest online marketplace. Key features include: - Access detailed product descriptions from MercadoLibre listings using product IDs - Retrieve customer reviews and ratings for specific products across categories - Check seller reputation scores, metrics, and historical selling performance - Multi-regional support for Argentina, Brazil, Colombia, Mexico, Uruguay, and Chile via configurable site IDs (MLA, MLB, MCO, MEX, MLU, MLC) - Requires MercadoLibre API credentials (Client ID and Client Secret) for authentication Note: The product search functionality has been deprecated due to changes in MercadoLibre's API policies and is no longer available.

KuzuDB Server

jordanburke

KuzuDB MCP Server provides LLM access to Kuzu graph databases through the Model Context Protocol. It enables AI assistants to inspect database schemas and execute Cypher queries with automatic connection recovery and built-in multi-agent coordination. Key features: - Execute Cypher queries against Kuzu graph databases with robust error handling and exponential backoff recovery - Schema inspection tools to discover nodes, relationships, and properties - Built-in web UI for database management including backup/restore and direct file upload - Multi-agent coordination with file-based locking for safe concurrent access - Authentication support via OAuth and Basic Auth - Natural language to Cypher query generation - Dual transport modes (stdio and HTTP) with Docker deployment options Note: This project is archived as of October 2025 following the archival of the upstream Kuzu database repository, but remains functional with Kuzu v1.4.1-r.4.

regennexus-uap

regennow

RegenNexus UAP (Universal Adapter Protocol) is a protocol that enables AI agents to directly control robots, IoT devices, and hardware systems. Key capabilities include: - Hardware control for Raspberry Pi, Arduino, NVIDIA Jetson, and robotic arms - Mesh networking for connecting distributed devices - Auto-discovery of compatible devices on the network - Universal adapter interface for standardizing communication between AI agents and diverse hardware platforms

shaft-mcp

shafthq

Shaft MCP is a browser automation tool that enables AI assistants to control web browsers programmatically for testing, data extraction, and workflow automation. It allows targeting page elements using natural language descriptions, making it effective for handling dynamic websites and complex multi-step flows. Key features of Shaft MCP: - Browser automation including clicking, typing, form submission, and navigation - Natural language element targeting for resilient interaction with dynamic pages - Web scraping and structured data extraction from websites - Automated report generation with detailed execution results - Support for complex, multi-step workflows and repetitive web tasks

Vibe Marketing MCP (HyperFeed.ai)

synthetic-ci

Vibe Marketing MCP (Powered by HyperFeed.ai) is an open-source resource that connects AI assistants to battle-tested social media hooks, copywriting frameworks, and influencer archetypes to create authentic marketing content that avoids generic AI tones. Key features: - Real-time trend discovery that updates automatically, bypassing LLM training cutoff limitations - Platform-specific formatting tactics and style optimization for individual social networks (Twitter/X, LinkedIn, Instagram, TikTok) - Library of proven copywriting formulas (AIDA, PAS, and others) adapted specifically for social content - Influencer persona archetypes and humanization techniques to create engaging, natural-sounding posts - Community-driven repository accepting GitHub contributions for continuously evolving marketing templates

Windows Command Line MCP Server

alxspiker

Windows Command Line MCP Server is a secure bridge that enables AI assistants to execute Windows commands, PowerShell scripts, and development tasks with built-in safety controls. Key features: - Safe command execution with configurable allowlists and input validation to prevent destructive operations - Project creation support for React, Node.js, and Python in sandboxed directories - System information retrieval including running processes, network adapters, scheduled tasks, and Windows services - PowerShell script execution with configurable security levels - Multiple security modes from restricted default to extended access for different workflow needs

Supabase Admin Self-Hosted

mistersandfr

Supabase MCP Server Self-Hosted provides 54+ administrative tools for managing private Supabase instances end-to-end, covering database operations, authentication, storage, real-time subscriptions, and schema migrations from a unified MCP interface. Key features include: - Secure SQL query execution with built-in injection prevention and safety checks - Database schema management, migration tools, and automated synchronization - Authentication and user management for Supabase Auth - File storage and bucket administration - Real-time data monitoring and log streaming - Row Level Security (RLS) policy validation and security audit helpers - Automated backup workflows and CRUD generation for rapid development - Flexible deployment options supporting Railway, Docker, and HTTP self-hosted setups - Production-grade performance optimization for managing multiple projects

Wuying AgentBay Server

michael98671

Wuying AgentBay is Alibaba Cloud's serverless infrastructure platform designed for executing AI Agent tasks in secure cloud environments. Key features: - One-click deployment and configuration of AI Agent workflows with enterprise-grade security - Pre-integrated standard tools including browser, file manager, and terminal via MCP encapsulation - Secure user state persistence with isolated configurations, cookies, and files that mimic local environments - Real-time edge-cloud interaction through a proprietary ASP protocol enabling local device awareness and control - Serverless scalability supporting up to 10,000 concurrent operations with automatic resource scaling - Multiple integration options via SDK, API, or MCP Server for rapid enterprise adoption

Kibela MCP Server

kiwamizamurai

Kibela MCP Server enables AI assistants to interact with the Kibela knowledge management platform. It provides full access to search, read, and manage organizational knowledge bases through Kibela's API. Key capabilities include: - Search notes with advanced filters (co-editing status, archive status, relevance, date) - Retrieve note content, comments, and attachments - Get recently viewed notes and latest contributions - Manage groups, folders, and organizational structure - Like/unlike notes and list users - Access notes by specific paths

FrankfurterMCP

anirbanbasu

Frankfurter MCP connects AI agents to the Frankfurter API for retrieving foreign exchange rate data published by institutional sources including the European Central Bank. Key features of Frankfurter MCP: - Access to the latest currency exchange rates between major world currencies - Historical exchange rate data retrieval for specific dates - Time series data for tracking currency trends over time - Data sourced from authoritative financial institutions including the European Central Bank

Polymarket

aryankeluskar

Polymarket MCP Server is a tool for analyzing prediction market data from Polymarket's decentralized prediction marketplace. It enables AI assistants to discover markets, analyze trading patterns, and track event outcomes across politics, sports, crypto, economics, and more. Key features of Polymarket MCP Server: - **Market Discovery**: Search and filter prediction markets by tags, volume, liquidity, and activity level with advanced pagination - **Event Analysis**: Access grouped market collections (e.g., presidential elections, sporting events) with consolidated statistics - **Trading Intelligence**: View recent trade activity, analyze buy/sell patterns, and gauge market sentiment from real-time trade data - **Deep Market Insights**: Retrieve individual market details including outcome probabilities, 24-hour volume, total liquidity, and market health scores - **Category Browsing**: Explore available market categories (Politics, Sports, Crypto, Economics) via the tag taxonomy - **Real-time Data**: Connects to both Gamma Markets API and Polymarket's Data API with no authentication required - **Comprehensive Analysis**: Combine multiple data sources for AI-friendly market summaries with sentiment indicators and opportunity identification

Flutter Mobile Workbench

cristianoaredes

Flutter Mobile Workbench is a comprehensive mobile development toolset that streamlines Flutter, Android, and iOS development workflows through AI-powered automation. Key capabilities include: - Smart device management for Android emulators and iOS simulators with automated selection and control - End-to-end build, run, and test automation with self-healing processes that resolve common issues automatically - Hot reload development sessions and parallel testing across multiple devices - Automated environment setup and dependency management for Flutter projects - Log capture, screenshot generation, and performance profiling tools - Release build management with built-in health checks for confident app deployment - Support for 36+ development tools including emulator control, build automation, and intelligent error resolution Designed for integration with Claude Desktop and other MCP-compatible clients, enabling natural language commands for mobile development tasks.

Webex Messaging Server

kashyap-ai-ml-solutions

Cisco Webex MCP Server gives AI assistants comprehensive access to the Cisco Webex messaging platform for enterprise collaboration automation. It provides 52 tools to manage messages, rooms, teams, users, webhooks, and enterprise features through the Webex API. Key features include: - Full messaging lifecycle management: send, edit, delete, and retrieve messages - Space and team management: create and manage Webex rooms and team memberships - User directory operations: people management and directory lookups - Webhook integration: event notifications and automated workflows - Enterprise features: ECM folder management, room tabs, and attachment handling - Production-ready deployment with Docker support and dual transport modes (STDIO and HTTP) - Enterprise authentication support for Cisco environments

BrasilAPI MCP Server

mauricio-cantu

BrasilAPI MCP Server provides seamless access to BrasilAPI, a comprehensive Brazilian public data service that aggregates authoritative reference data across multiple domains. It enables AI assistants to query and retrieve structureddata including postal codes (CEP), phone area codes (DDD), financial institution details, national holidays, tax identifiers, and market indicators. Key capabilities include: - Postal code (CEP) lookup and reverse address geocoding for Brazilian locations - Bank information and code queries for all Brazilian financial institutions - National and state holiday calendar retrieval with support for national, state, and municipal levels - Vehicle pricing data via FIPE (Fundação Instituto de Pesquisas Econômicas) reference tables - Currency exchange rates and interbank rate data - Tax identifier (CNPJ) validation and company registration lookups

Dart MCP Server

egyleader

Dart MCP Server bridges AI coding assistants with Dart/Flutter development workflows by exposing the full Dart SDK command suite through the Model Context Protocol. Key capabilities include: - Code analysis and automated fixing via `dart-analyze` and `dart-fix` - Code formatting with `dart-format` according to Dart style guidelines - Compilation to multiple formats including executables, AOT/JIT snapshots, and JavaScript - Project scaffolding through `dart-create` with built-in templates - Test execution with filtering and reporting options via `dart-test` - Package management (get, add, upgrade, outdated) through `dart-package` - Documentation generation using `dart-doc` - Program execution with `dart-run` supporting argument passing The server features intelligent path handling that automatically resolves relative paths to absolute paths, project auto-detection for Dart/Flutter projects in common locations, and works across macOS, Linux, and Windows with zero configuration required. It integrates with MCP-compatible clients including Windsurf, Cline, and Claude Desktop.

YouTube Vision is a video analysis tool that leverages the Gemini Vision API to extract insights from YouTube videos. It enables AI assistants to understand visual and audio content through computer vision capabilities to generate comprehensive summaries and metadata. Key features of YouTube Vision: - Extract detailed descriptions and summaries from YouTube video content - Identify key moments and timestamps automatically - Analyze visual and audio elements using Google's Gemini Vision AI - Generate contextual insights to enhance video understanding and interactions - Process video content without requiring manual transcription

WhatsApp Web Server

samihalawa

GoWA is a self-hosted WhatsApp messaging server built with Go that enables programmatic communication through WhatsApp Web. It bridges AI agents and applications with WhatsApp, allowing automated message sending without relying on official WhatsApp Business APIs. Key features of GoWA: - Send text messages, images, videos, locations, and contact cards to WhatsApp chats and groups - Post WhatsApp Status updates - Mention specific users by phone number in messages - Automatic media compression for images and videos before sending - QR code authentication for WhatsApp Web pairing - Both REST API and MCP protocol support for AI agent integration - Basic authentication with multi-user credential support - Custom device/OS name display when connected - Subpath deployment support for reverse proxy setups - n8n workflow automation integration

Starknet MCP Server

mcpdotdirect

Starknet MCP Server is a blockchain integration service that connects AI agents to the Starknet ecosystem, enabling natural language interaction with Starknet networks, smart contracts, and on-chain data. Key capabilities of Starknet MCP Server: - Query blockchain state including balances, transactions, blocks, and contract storage - Interact with Cairo smart contracts through read and write operations - Transfer native tokens (ETH and STRK) as well as ERC20 tokens - Work with NFTs and retrieve token metadata - Resolve StarknetID domain names to addresses (similar to ENS) - Manage wallets and execute transactions on Mainnet and Sepolia testnet - Automatic StarknetID resolution for all address inputs

Kroki Server

tkoba1974

Kroki Server is a diagram generation service that converts text-based diagram definitions into images using Kroki.io. Key capabilities of Kroki Server: - Generate shareable URLs for diagrams from text definitions - Download diagrams as SVG, PNG, PDF, or JPEG files - Support for multiple diagram languages including Mermaid, PlantUML, and Graphviz - Optional scaling controls for adjusting output dimensions - Works with any of the 20+ diagram formats supported by Kroki.io

OpenBB Widgets JSON MCP

didierrlopes

OpenBB Widgets JSON MCP provides structured, programmatic access to the OpenBB widgets.json specification for building financial data applications. Rather than manually parsing lengthy documentation, developers can query specific widget types, configuration options, and parameter schemas through dedicated MCP tools. Key capabilities include: - Widget configuration tools for categories, grid sizes, refetch intervals, error handling, and render functions - Widget parameter documentation covering text inputs, date pickers, boolean toggles, dropdowns (including advanced and dependent variants), number inputs, and input forms - Widget type specifications for Plotly charts, JSON data, tables, and other visualization components - JSON schema generation for widgets, applications, and AI agents - Programmatic access to OpenBB developer documentation built with FastMCP

Google Drive

rishipradeep-think41

Google Drive MCP Server provides comprehensive access to Google Drive storage and collaboration features through the Model Context Protocol. It enables AI assistants to browse, manage, and interact with files, folders, and permissions directly within Google Drive. Key capabilities include: - Navigate Drive contents including "My Drive" and "Shared with me" folders, with support for browsing folder hierarchies and listing file metadata - Upload new files, update existing content, and retrieve raw file data with detailed metadata extraction - Manage sharing permissions including adding, updating, and removing access rights for users - Collaborate through comments and replies on files, with support for listing and deleting comment threads - Append plain text to existing text files and perform trash management including permanent deletion - Track file changes across Drive and search for files by name or criteria

FAL Image/Video Server

ramborogers

FAL Image/Video Server connects MCP-compatible clients like Claude to FAL AI's powerful image and video generation models. It provides seamless AI-driven media creation with automatic local downloads and flexible access options. Key features: - Generate high-quality images and videos using FAL AI's curated model collection - Automatic downloads to your local machine with customizable save locations (defaults to ~/Downloads) - Flexible content access via public URLs, data URLs, or local file paths - Auto-open generated files in your default system viewer for immediate review - Privacy-focused architecture that uses your local FAL API key without sharing data externally - Configurable data URL generation and file size limits for optimal client compatibility

VeChain MCP Server

leandrogavidia

VeChain MCP Server is a blockchain integration tool for the VeChain network that enables querying on-chain data, managing wallets, and executing token transactions. Key capabilities: - Query on-chain data including account details, transactions, blocks, and priority fee suggestions via the Thor REST API for both Mainnet and Testnet - Create VeChain wallets with mnemonic and key generation, plus sign messages, certificates, and raw transactions - Execute token operations including balance checks, transfers of native currency or ERC20 tokens, and approval management - Sign EIP-712 typed data structures and handle token allowances for DeFi interactions - Search the official VeChain documentation with direct links to relevant pages - Powered by GOAT SDK for comprehensive wallet and token management functionality

Universal Blockchain

zeta-chain

ZetaChain CLI MCP server enables building and interacting with universal applications that span multiple blockchain ecosystems. It provides a command-line interface for scaffolding cross-chain projects, managing local development environments, and executing transactions across heterogeneous networks. Key features: - Scaffold new universal applications from templates for rapid project initialization - Spin up local multi-chain development environments (localnet) supporting EVM, Solana, Bitcoin, Sui, and TON in a single command - Query cross-chain data including balances, transaction fees, contract states, and token information - Execute cross-chain calls between Solana, Sui, Bitcoin, TON, and universal applications deployed on ZetaChain - Transfer supported tokens across connected blockchain networks - Available as both local installation (with full filesystem and localnet access) and cloud deployment via Smithery

Deep Research

baranwang

MCP Deep Research is a web search and research tool powered by the Tavily API. It enables AI assistants to conduct comprehensive online research with configurable search depth and iterative planning capabilities. Key features of MCP Deep Research: - Deep web search powered by the Tavily search engine for comprehensive information gathering - Configurable research parameters including maximum search keywords and planning rounds - Multi-step research workflow that iteratively refines search strategies for thorough results - Optimized for prompt-based MCP clients including Claude Desktop, Cursor, Cline, and ChatWise - Support for HTTP/HTTPS proxy configuration for API access

Package Version Check

mshekow

Package Version Check queries registries across multiple ecosystems to return current, up-to-date versions of dependencies and development tools. Key features: - Multi-ecosystem package lookups: NPM, PyPI, NuGet, Maven/Gradle, Go modules, PHP (Packagist), RubyGems, Rust crates, Swift packages, and Dart packages - DevOps registry support: Docker images, Helm charts, GitHub Actions (including inputs, outputs, and usage documentation), Terraform providers and modules - Development runtime and tool versions: Python, Node.js, .NET, kubectl, Terraform, Gradle, and ~1000 other tools via mise-en-place integration - Helps AI coding agents avoid generating code with stale dependency versions by providing real-time registry data

GitHub PR and Issue Analyser

saidsef

GitHub PR and Issue Analyser is a GitHub automation tool that enables programmatic access to pull requests, repository issues, and release management. Key features: - Fetch pull request details, metadata, and code diffs for automated analysis - Create, update, query, and manage GitHub issues through a standardized interface - Handle GitHub releases including tagging and release note generation - Analyze repository changes and diffs for code review workflows

RideWithGPS MCP Server

boezzz

RideWithGPS is a cycling route planning and ride tracking platform for cyclists to plan routes, record trips, and organize events. It integrates with AI assistants to provide seamless access to your personal cycling data through the RideWithGPS API. Key features: - Retrieve saved cycling routes and detailed course maps - Access trip history and ride recordings with activity metrics - View upcoming cycling events and calendar entries - Manage user profile and account information - Synchronize cycling data to stay updated with recent activities and adventures

Wolfram Alpha LLM API

henryhawke

Wolfram Alpha LLM API is a computational knowledge engine designed specifically for integration with large language models, providing accurate mathematical and scientific computing capabilities through natural language queries. Key features of Wolfram Alpha LLM API: - Perform precise mathematical calculations and symbolic computations - Execute scientific computing tasks and technical analysis - Retrieve geographic information and location-based data - Access factual knowledge across domains including history, art, and astronomy - Handle ambiguous queries with intelligent assumption-based clarifications for precise results - Deliver curated, computationally verified answers rather than probabilistic responses

macrostrat-mcp

blake365

Macrostrat MCP connects AI assistants to the Macrostrat geological database for exploring global geologic data and stratigraphic information. It enables natural language queries to retrieve detailed geological context for any location on Earth. Key features include: - Query geologic units, stratigraphic columns, and formations for specific coordinates - Access mineral data and geologic timescale definitions - Retrieve bedrock geology information and rock unit ages - Generate geology map tiles for visualizing areas of interest - Analyze stratigraphic sequences to determine the geological history of locations

youtube-mcp

sfiorini

YouTube MCP Server provides AI assistants with comprehensive access to YouTube content through the YouTube Data API. It enables searching, browsing, and retrieving detailed metadata for videos, channels, and playlists. Key features: - Search videos across YouTube with direct URLs to results - Retrieve video details including titles, descriptions, durations, view counts, likes, and comments - Access multilingual, timestamped video transcripts and search within captions for specific content - Browse channel content, list channel videos and playlists, and retrieve channel statistics - List playlist items with video details and fetch transcripts for playlist videos - Built-in prompts for automated video summarization and channel content strategy analysis

Keywords Everywhere MCP Server

hithereiamaliff

Keywords Everywhere MCP Server is a community-built integration that enables AI assistants to perform comprehensive SEO research through the Keywords Everywhere API. Key capabilities include: - Keyword analysis with search volume, cost-per-click (CPC), and competition metrics - Related keyword discovery and "People Also Search For" suggestions - Domain and URL ranking analysis to identify which keywords drive organic traffic - Traffic estimation and cost analysis for websites - Backlink data retrieval for domains and specific pages - Account credit balance monitoring - Multi-country and multi-currency support for localized SEO research across global markets

Exa Websets

exa-labs

IBM

grokipedia-mcp

skymoore

Grokipedia is an encyclopedia and knowledge base service from xAI that provides articles with citations, related content, and verified information. The MCP server enables AI assistants to programmatically search, retrieve, and explore Grokipedia content. Key capabilities include: - Search articles with filters for minimum view counts and sort options by relevance or popularity - Retrieve full article content with smart truncation for lengthy pages - Extract citations and sources to verify information - Discover related pages and explore connections between topics - Extract specific sections from long articles for targeted research - Run guided research workflows for topic investigation, source discovery, and comparative analysis between subjects

YGO Chinese Card Database - 百鸽(ygocdb.com)

lieyanqzu

百鸽 (Baige) is a Yu-Gi-Oh! card database service that provides comprehensive access to Chinese Yu-Gi-Oh! trading card information and artwork through the ygocdb.com API. It enables fast retrieval of card details, effects, and images for the popular trading card game. Key features: - **Keyword search**: Find cards by searching names, effect text, and other card attributes - **Card lookup by ID**: Retrieve detailed information for specific cards using their unique identifiers - **Card images**: Fetch high-quality card artwork and visuals via CDN - **Flexible deployment**: Supports both STDIO mode for Claude Desktop integration and HTTP mode for containerized deployments - **Cross-platform**: Compatible with Windows, macOS, Linux, and Docker environments

Lokalise MCP Server

abdallahaho

Lokalise MCP Server connects AI assistants to the Lokalise translation management platform, enabling teams to manage localization projects, translation keys, and workflows through natural conversation. Key capabilities include: - Strategic project management with portfolio analysis, project health monitoring, and bottleneck identification - Bulk content operations supporting 1000+ translation keys at once, with filename filtering and platform-specific tagging (iOS, Android, Web) - Global expansion tools for adding languages, tracking translation progress, and analyzing completion metrics - Team orchestration features for managing user groups, permissions, workload distribution, and reviewer assignments - Workflow automation with file processing, translation memory (TM) and machine translation (MT) integration, and multi-stage review pipelines - Real-time monitoring through process dashboards, audit trails, and bulk operation tracking - Enterprise-grade security with multi-layer authentication, secure token handling, and rate limiting

dflow-mcp

opensvm

DFlow is a comprehensive MCP server for accessing Kalshi prediction market data—the first CFTC-regulated exchange for trading on real-world events. It enables retrieval of real-time and historical market information through 23 specialized tools covering market analytics, trade history, and sentiment tracking. Key features of DFlow: - Event and market data retrieval with advanced search and filtering by tickers, mints, categories, and sports - OHLC candlestick time series and trade history for technical analysis and price action tracking - Forecast percentile history and analytics for monitoring market sentiment and predictions - Batch market queries and real-time data feeds supporting up to 100 simultaneous lookups - Access to market metadata, series information, and trade milestone data

Excel MCP Server

msaltnet

Excel MCP Server enables AI coding assistants to search, read, and analyze Excel spreadsheets stored locally on your computer. It provides intelligent file discovery and data extraction capabilities that transform complex workbook contents into structured formats for AI processing. Key capabilities: - Recursive directory scanning to locate .xlsx and .xls files across your local file system - Full content extraction from individual worksheets with conversion to JSON format - Text search across spreadsheet cells to quickly find specific values and data - Metadata retrieval including file paths, sizes, and modification timestamps - Configurable security controls that restrict access to designated working directories - Multi-worksheet support for accessing specific sheets or entire workbooks

mcp-agent-identity

faalantir

Agent Identity Protocol (AIP) provides cryptographic provenance and attribution for AI agents by establishing persistent, verifiable identities. It generates RSA-2048 keypairs that allow agents to cryptographically sign their actions and prove authorship to downstream systems. Key features of Agent Identity Protocol: - Identity Generation: Creates persistent RSA-2048 cryptographic keypairs for AI agents - Cryptographic Signing: Signs payloads and actions to produce tamper-evident records - Signature Verification: Validates agent actions against public keys to confirm authorship - Audit Support: Enables non-repudiation and audit trails for agentic workflows - Cross-Service Trust: Works with Claude, ChatGPT, and custom agents to verify actions across APIs and databases

Expo Dev Assistant

caullenomdahl

Expo Dev Assistant provides AI-driven management of Expo and React Native projects through the Expo Application Services (EAS) platform. It enables end-to-end mobile development workflows from initial project setup to production deployment across iOS and Android. Key features include: - Project scaffolding and configuration management with support for creating new projects, installing packages, validating app config, and generating native iOS/Android code via prebuild - Cloud-based CI/CD pipelines through EAS Build for compiling iOS and Android apps with real-time build status monitoring, log streaming, and cancellation controls - Over-the-air (OTA) update publishing to instantly deploy JavaScript changes to specific branches and channels without app store review delays - Automated app store submissions to Apple App Store Connect and Google Play Console through EAS Submit - Built-in diagnostics with health checks and configuration validation via `expo doctor` - LLM-optimized documentation access covering Expo CLI reference, EAS Build, EAS Update, and EAS Submit guides

noteit-mcp

bahfahh

Noteit MCP is a visual knowledge management platform that transforms dense technical documentation into interactive HTML pages, Mermaid diagrams, and graph visualizations. It provides structured project notes, tasks, and issues designed to be easily parsed by AI coding assistants. Key capabilities include: - Over 60 reusable agent profiles and personas that shape AI behavior for specific development tasks and workflows - Rich HTML explainers with interactive flows that replace wall-of-text markdown documents - Automatic Mermaid diagram generation for visualizing system architecture and logic flows - Project-based organization of notes, tasks, and technical issues with search capabilities - OAuth 2.1 authentication with device fingerprinting for secure integration with development environments - Cross-IDE support including Cursor, Claude Code, Gemini CLI, and Claude Desktop via proxy - Graph-based visualizations of note relationships for navigating complex technical knowledge

Lunch Flow: connect your banks and financial data

lunchflow

Lunch Flow is a financial data aggregation service that connects your bank accounts to AI assistants for real-time access to balances, transactions, and spending insights. Key features of Lunch Flow: - Access 20,000+ banks across 40+ countries through a single integration. - Query account balances and transaction history using natural language. - Search and compare spending activity across accounts, merchants, and categories. - Read-only access ensures your credentials and sensitive data remain secure. - API-based connection to your Lunch Flow account—no bank credentials stored in the MCP server.

URL2QR

guangxiangdebizi

URL2QR converts URLs into scannable QR codes with shareable download links. Generate codes for websites, apps, forms, and digital content to streamline distribution across print materials, packaging, signage, and events. Key features of URL2QR: - Convert any URL to a QR code image with customizable error correction levels and dimensions - Receive HTTP download links for generated QR codes - Support for streamable HTTP transport protocol - Optional hosted remote service available for immediate use without installation - Compatible with Claude Desktop and other MCP-compatible AI assistants

Todoist Integration

miottid

Todoist Integration connects your AI assistant to your Todoist account through the complete Todoist TypeScript API, enabling comprehensive task and project management directly from chat. Key capabilities include: - Full task lifecycle management: create, update, move, close, reopen, and delete tasks with support for due dates, priorities, labels, and descriptions - Natural language task creation: add tasks using everyday phrases (e.g., "Submit report by Friday 5pm #Work") - Project organization: create and manage projects, sections within projects, and shared labels - Collaboration features: view project collaborators and manage shared resources - Comments and context: add, retrieve, and manage comments on tasks and projects - Productivity insights: access completion statistics and retrieve completed task history by date - Advanced querying: filter and retrieve tasks individually, in batches, or across your entire workspace

Plex Media Library Search Server

vyb1ng

Plex MCP Server enables AI assistants to search, browse, and manage your Plex media libraries. Connect to your Plex server to explore movies, TV shows, music, and other content with natural language queries. Key features of Plex MCP Server: - Natural language search across all Plex libraries for movies, shows, music, and more - Smart music discovery with queries like "songs from the 90s" and "rock bands I haven't heard" - Playlist management including creation, editing, and intelligent randomization - Browse collections, recently added content, and viewing history - Detailed media metadata including codecs, bitrates, file sizes, and watch status - Secure authentication via OAuth or static Plex tokens - Resource-based data access through structured URIs (plex://libraries, plex://playlists, etc.)

Flight & Stay Search Server (Duffel API)

clockworked247

Flight & Stay Search Server is a travel booking search tool powered by the Duffel API that enables flight and accommodation discovery. Key capabilities: - Search for one-way, round-trip, and multi-city flights with filters for cabin class, passenger count, and connection preferences - Retrieve detailed information about specific flight offers including pricing and itinerary details - Search for hotels and accommodations by location, check-in/check-out dates, number of guests, and rooms - Access guest reviews and ratings for specific hotels and stays - Filter results by departure/arrival time windows and price ranges The server integrates with Duffel's airline distribution platform to provide real-time flight inventory and accommodation data.

Vertica Database Connector is an MCP server that enables AI assistants to interact with Vertica analytical databases through SQL queries and schema management. Key features of Vertica Database Connector: - Execute SQL queries directly against Vertica databases - Stream large query results in configurable batches for efficient data handling - Inspect database schemas and metadata - Connection pooling with configurable limits for optimal performance - Secure connections via SSL/TLS encryption - Automatic connection cleanup and timeout handling - Connection parameter support via environment variables or command-line arguments

SingleStore MCP Server connects AI assistants to SingleStore distributed SQL databases, enabling direct database interaction through SQL queries, schema exploration, and visualization. Key capabilities include: - Execute custom SQL queries against SingleStore databases - List all tables and retrieve detailed schema information with sample data - Generate Mermaid ER diagrams for database visualization - Automatic SSL CA bundle fetching from SingleStore portal for secure connections - Support for both stdio (MCP) and Server-Sent Events (SSE) protocols

Omi MCP Server

fourcolors

Omi is a personal AI memory platform that captures, organizes, and retrieves conversations and memories through wearable devices and applications. The MCP server provides seamless integration with the Omi API to manage conversational data and memory storage. Key features of the Omi MCP Server: - Retrieve conversation transcripts and historical dialogue data from the Omi platform - Create, update, and manage memory entries with contextual metadata - Access and manipulate user data for enhanced conversational experiences - Organize and query stored memories through the Omi API

WordPress & WooCommerce API Server enables AI assistants to interact directly with WordPress sites through their REST APIs. It provides comprehensive tools for managing website content, e-commerce operations, and site administration programmatically without accessing the WordPress dashboard. Key capabilities: - Content management: Create, read, update, and delete posts, pages, media, and custom content types through the WordPress REST API - E-commerce operations: Manage WooCommerce products, orders, inventory, customer data, and payment processing - User administration: Handle user accounts, roles, permissions, and authentication - Site configuration: Access and modify site settings, plugin states, theme options, and site metadata - Taxonomy management: Organize content with categories, tags, and custom taxonomies

scrapfly-mcp

scrapfly

Scrapfly is a web scraping API that extracts data from any website with built-in proxy rotation and anti-bot protection. It retrieves content in multiple formats optimized for different use cases. Key features of Scrapfly: - Scrape web pages by URL and return content as raw HTML, plain text, or Markdown formatted for LLM consumption - Smart residential proxy rotation to avoid IP blocking and rate limiting - Anti-bot bypass technology to access protected websites and evade detection - JavaScript rendering support for dynamic, single-page applications - Structured data extraction capabilities from complex web pages

Selenium MCP Server

pshivapr

Selenium MCP Server provides AI assistants with programmatic control over web browsers via Selenium WebDriver for automated testing, web scraping, and navigation tasks. Key features: - Multi-browser automation supporting Chrome, Firefox, Edge, Safari, and other WebDriver-compatible browsers - Comprehensive element interaction including clicking, text input, form submission, DOM queries, and state detection - Advanced navigation tools for URL management, page history traversal, multi-window/tab handling, and iframe switching - Type-safe API design for robust, reliable browser automation with built-in error handling - Support for screenshot capture, JavaScript execution, and dynamic content waiting strategies - Cross-platform compatibility for automated end-to-end testing and data extraction workflows

Twitch-Streamer-Server

eclipse-xv

Twitch Streamer Server connects AI agents to Twitch's live streaming platform, enabling automated stream management, real-time chat interaction, and audience engagement tools. It provides comprehensive moderation capabilities and content management features for Twitch broadcasters. Key features include: - Send and manage chat messages within live Twitch streams - Create and control interactive polls and channel point predictions - Generate video clips from ongoing broadcasts - Analyze chat activity patterns and viewer engagement metrics - Moderate users with intelligent timeout duration suggestions and user resolution - Update stream metadata including titles and game categories automatically

Vibe Math

apetta

Vibe Math is a high-performance mathematical computation server that extends LLM capabilities with advanced numerical and symbolic mathematics. Built on the scientific Python ecosystem including NumPy, SciPy, SymPy, Pandas, and Polars, it handles everything from basic arithmetic to complex calculus and linear algebra operations. Key features: - Perform symbolic mathematics including calculus operations (derivatives, integrals, limits) and equation solving via SymPy - Execute high-performance numerical computations and linear algebra operations with NumPy and SciPy - Manipulate and analyze structured data using Pandas and Polars DataFrames - Support for both local execution and remote deployment - Optimized calculation speed for real-time LLM interactions

arXiv Papers

lecigarevolant

arXiv MCP Server provides natural language access to the arXiv academic preprint repository for searching, retrieving, and analyzing scholarly articles. Key capabilities: - Search arXiv by title, author, abstract keywords, or across all metadata fields - Retrieve detailed article metadata including authors, abstracts, and publication dates - Get direct PDF URLs and download full articles to your local machine - Load article content into LLM context with precise pagination controls (specific page ranges, maximum pages, character limits) - Preview articles before downloading to verify content

DateTime Context Provider is a utility MCP server that supplies LLMs with accurate current date and time information from the system clock. It enables AI agents to access precise temporal data with comprehensive timezone support. Key features of DateTime Context Provider: - Retrieve the current datetime for any IANA timezone (e.g., America/New_York, Europe/London, Asia/Tokyo). - Configurable default timezone via environment variables for consistent results. - Automatic fallback to UTC when no timezone is specified. - ISO-compatible datetime formatting with full timezone information. - Robust timezone validation and helpful error messages for invalid inputs.

Multi-Provider Web Search Server provides unified access to multiple search engines through a single interface, automatically managing provider fallback to maximize available search quotas. Key features: - Integrates with four major search providers: Google Custom Search, Tavily, DuckDuckGo, and Brave Search. - Implements intelligent priority-based fallback (default: Tavily → Google → DuckDuckGo → Brave) when providers reach quota limits or fail. - Exposes a single standardized `search` tool that returns consistent result formats regardless of the underlying provider. - Supports direct provider specification for targeted searches or automatic selection based on availability. - Configurable via environment variables for API keys and preferences.

Scantool - File Structure Explorer

mariusei

Scantool is a code structure analysis tool that scans and maps source code across 20+ programming languages to help developers navigate and understand large codebases faster. Powered by tree-sitter, it extracts detailed structural information with precise line numbers. Key features of Scantool: - Multi-language support including Python, JavaScript, TypeScript, Rust, Go, C/C++, Java, PHP, C#, Ruby, Zig, Swift, SQL (PostgreSQL, MySQL, SQLite), HTML, CSS, SCSS, and Markdown - Extracts classes, methods, functions, imports, call graphs, and decorators with complete type annotations - Identifies function signatures, docstrings, JSDoc comments, and attributes - Searches for specific code patterns such as test files, async methods, and dataclasses - Provides compact overviews to help prioritize code exploration and refactoring targets - Delivers precise line numbers for all extracted code elements

attAck MCP Server

alex-llm

attAck MCP Server is an interface to the MITRE ATT&CK framework, providing access to a curated knowledge base of adversary tactics, techniques, and procedures (TTPs) observed in real-world cyber attacks. It enables security teams to research attack behaviors, understand platforms at risk, and identify defensive countermeasures. Key capabilities include: - Query techniques by MITRE ID (such as T1059.001) or partial-name fuzzy search to quickly find relevant attack methods. - Retrieve comprehensive attack profiles including affected platforms, kill chain phases, data sources, and external references. - Access mitigation strategies and detection methods for each technique to support defensive planning. - Browse all ATT&CK tactics spanning the cyber attack lifecycle from Initial Access to Exfiltration.

mcp-crew-risk

deeppath-ai

mcp-crew-risk is an automated crawler compliance risk assessment framework that evaluates websites for crawler-friendliness across legal, ethical, and technical dimensions. It analyzes target webpages to help developers avoid legal disputes, ethical concerns, and technical obstacles when planning web scraping strategies. Key features of mcp-crew-risk: - Legal risk detection including Terms of Service restrictions, copyright declarations, and sensitive personal data (emails, phone numbers, ID numbers) - Social and ethical compliance checks for robots.txt rules, anti-crawling technologies (Cloudflare JS Challenge), and privacy protection measures - Technical risk assessment covering redirects, CAPTCHAs, JavaScript rendering obstacles, and API path exposure - Multi-level risk ratings (allowed, partial, blocked) with specific recommendations for crawler strategy planning

Mem0 Memory Server

big-omega

Mem0 Memory Server is an MCP-compatible memory layer that uses Mem0 (mem0.ai) to persistently store, search, and retrieve coding preferences and technical knowledge. It enables AI coding assistants to maintain context across sessions by remembering code snippets, implementation patterns, setup configurations, and best practices. Key features: - Store code snippets with comprehensive context including dependencies, language/framework versions, setup instructions, and documentation - Semantic search through stored coding preferences to find relevant implementations, solutions, and best practices - Retrieve all stored preferences to analyze patterns and ensure no relevant context is missed - SSE-based endpoint for integration with MCP-compatible clients like Cursor - Persistent memory system that runs as a decoupled process, allowing agents to connect, use, and disconnect as needed

정보나루 도서 책(Data4Library)

isnow890

Data4Library is a Korean public library search and recommendation service that provides real-time access to book catalogs, availability status, and reading trends across over 1,000 public libraries nationwide. Key features of Data4Library: - Real-time book availability checking across 1,000+ Korean public libraries using the National Library of Korea's Data4Library API - Location-based library discovery with GPS-based distance calculation and sorting to find the nearest libraries - Personalized book recommendations including "Mania" expert selections and avid reader suggestions based on reading patterns - Trending and popular books analysis with real-time hot trends, monthly keywords, and regional bestseller lists - Comprehensive library statistics including regional reading rates, loan/return trends, and collection data - Detailed book search by title, author, publisher, and subject classification with ISBN-based detail lookup - New arrival tracking and keyword-based trend analysis for discovering fresh releases

TesteServidorMCP is a Python-based MCP server built with FastMCP that provides text analysis and utility tools for processing and extracting insights from content. It enables LLM applications to perform common text operations, extract structured data, and track activities through integrated logging. Key features of TesteServidorMCP: - Word frequency counting for analyzing text content and identifying key terms - URL extraction from text to identify and collect web links automatically - Internal log registration for operation tracking and debugging - AI-powered site recommendations for discovering relevant resources

SWAPI Server provides structured data from the Star Wars universe by connecting to the Star Wars API (SWAPI). It enables retrieval of comprehensive information about characters, planets, starships, vehicles, species, and films from the iconic franchise. Key features: - Character profiles including physical attributes such as height, weight, eye color, and hair color - Planetary information covering climate conditions, terrain types, and population statistics - Starship and vehicle specifications with details on manufacturers, models, and cargo capacity - Species data encompassing classification, language, and distinct physical characteristics - Film metadata including titles, directors, producers, release dates, and associated characters and spacecraft

LinkedIn Profile Data Mining Server enables automated discovery, extraction, and enrichment of LinkedIn professional profiles. It combines web scraping with AI-powered search and contact data enrichment to build comprehensive professional databases. Key features of LinkedIn Profile Data Mining Server: - Google Custom Search API integration with AI-powered query expansion using GPT-4o mini for discovering relevant profiles globally - Direct LinkedIn scraping with Nubela Proxycurl API fallback for extracting structured profile data including names, companies, job titles, descriptions, and follower counts - Apollo.io integration for contact enrichment with validated email addresses, phone numbers, and detailed company information - Support for multiple LLMs including OpenAI, Gemini, OpenRouter, and Ollama for profile summarization, relevance scoring, and query optimization - Persistent SQLite storage with automatic duplicate prevention and CSV export capabilities for CRM integration

Monarch Money

keithah

Monarch Money is a personal finance platform that aggregates bank accounts, credit cards, investments, and transactions in one dashboard. This MCP server provides AI assistants with complete access to financial data including account balances, transaction histories, budget categories, cashflow analysis, and recurring payment tracking. Key features of Monarch Money: - 70+ financial data endpoints covering accounts, transactions, budgets, categories, cashflow, and institutions - Natural language querying for complex financial analysis without manual spreadsheet work - Intelligent data summarization with three verbosity levels to prevent context overflow - Enterprise security with MFA/TOTP authentication and AES-256 encrypted sessions - Automatic SDK method discovery that future-proofs access to new financial features

Codebase Context Dumper

lex-tools

Codebase Context Dumper automates the extraction and formatting of project code for Large Language Models. It scans directories, respects .gitignore rules, and structures file contents with clear path markers for seamless LLM integration. Key features: - Recursively scans project directories while respecting .gitignore rules at all levels - Automatically detects and skips binary files - Formats output with file path headers and footers for easy LLM parsing - Supports chunking to handle codebases larger than LLM context windows - Integrates with MCP-compatible clients like Claude Desktop and VS Code

Symdex

symdex-100

Symdex-100 is a semantic code search and indexing tool for Python codebases that generates compact metadata "Cyphers" for rapid, intent-based code discovery. It enables sub-second natural language searches across large codebases while dramatically reducing token consumption for AI agents. Key capabilities: - Indexes Python functions into 20-byte semantic fingerprints (Cyphers) for ultra-fast lookups and structured code analysis - Natural language search that understands intent, returning precise file locations and code context - Security and domain-specific auditing to identify code patterns, potential vulnerabilities, and quality issues - High-level codebase overviews for understanding structure and patterns without reading thousands of lines - 10-50x token reduction for AI agents compared to grep or full-text search methods - Sub-second query performance even on large, complex codebases

Dictionary Server

meowrain

Dictionary Server connects AI assistants to the Cambridge Dictionary for comprehensive English word lookups. Key capabilities: - Retrieve detailed word definitions with multiple meanings and usage explanations - Get phonetic pronunciations to understand how words are spoken - Access contextual example sentences demonstrating proper word usage in context - Query the Cambridge Dictionary directly through MCP-enabled clients and command-line interfaces

IGDB

bielacki

IGDB is a comprehensive video game database that provides access to detailed information about video games, including metadata, ratings, platforms, and media content. Key features include: - Search and discovery of video games with detailed metadata including titles, descriptions, and release dates - Platform availability, developer, and publisher information - Genre classifications, themes, and game modes - User ratings, hype metrics, and trending game tracking - Cover art and media assets - Advanced querying capabilities using the Apicalypse query language - Pre-built prompts for common queries like finding similar games or discovering upcoming releases

github-pr-mcp

shaileshahuja

GitHub PR MCP is a Model Context Protocol server that enables AI assistants to interact with GitHub pull requests. It allows you to view, manage, and collaborate on pull requests directly through your coding assistant. Key features: - List and retrieve pull requests from any GitHub repository - View pull request details including descriptions, status, and changes - Create comments and review feedback on pull requests - Check merge status and CI/CD pipeline results - Interact with pull request reviews and approvals

Presearch MCP

nosytlabs

Presearch is a decentralized search engine that provides web search capabilities through its API. The Presearch MCP server enables AI assistants to perform web searches with advanced filtering and content extraction options. Key features include: - Web search with country, freshness, and safety filter options - Export search results to JSON, CSV, or Markdown formats - Content scraping from search result links for deeper analysis - Built-in caching to improve performance and reduce API calls - Integration with the Presearch decentralized search network

ssd-ai

ssdeanx

ssd-ai is an AI development assistant that provides 36 specialized tools for software development through natural language keyword recognition. It enables developers to execute complex tasks intuitively using Korean or English commands. Key features of ssd-ai: - Natural language tool execution with automatic keyword recognition in Korean and English - Intelligent memory management using SQLite for context persistence and compression across sessions - Multi-language code analysis supporting TypeScript, JavaScript, and Python - Project-level caching system for performance optimization - Asynchronous task management for long-running operations - Cursor-based pagination for handling large-scale datasets - Enterprise-grade quality with 100% test coverage and strict type safety

Hi-AI is a conversational AI assistant for software development that maintains context across sessions and helps manage complex workflows through natural language interaction. Key capabilities include: - Persistent memory and contextual awareness for ongoing projects and tasks - Problem analysis and planning tools for breaking down complex development challenges - Browser automation for web-based testing and data retrieval - Code quality analysis and improvement suggestions - Time utility functions for scheduling and deadline management - 29 modular tools accessible through a unified natural language interface Start interactions with a simple greeting to begin AI-assisted development sessions.

MCP Server for Singapore Government Open Data

aniruddha-adhikary

data.gov.sg provides access to Singapore's official open data portal, enabling AI assistants to browse, search, and download public government datasets. It connects to the CKAN-based datastore API to query structured data from thousands of datasets across various government agencies. Key features include: - List and explore collections and datasets from Singapore's open data catalog - Search within datasets using the CKAN datastore API with field-specific queries and filters - Initiate filtered dataset downloads and poll for completion status - Automatic rate limiting to comply with API restrictions (5 requests per minute) - No authentication required for accessing public government data

Scientific Computation MCP Server

Aman-Amith-Shastry

Scientific Computation MCP Server provides a natural language interface for performing mathematical operations using computational libraries like NumPy and SymPy. Users can execute complex linear algebra and calculus operations without directly interacting with Python code. Key features include: - Tensor storage and management with create, view, and delete operations for vectors and matrices - Matrix arithmetic operations including addition, subtraction, multiplication, and scalar scaling - Advanced matrix computations such as inverse, transpose, determinant, and rank calculations - Integration with NumPy and SymPy for robust numerical and symbolic mathematics - Natural language interface that makes scientific computing accessible without programming knowledge

鸣潮 MCP Server

jacksmith3888

鸣潮 MCP Server provides game data access for Wuthering Waves (WuWa), a popular open-world action RPG. It fetches character information, echo sets, lore, and strategy guides from the Kujiequ community platform. Key features: - Character information queries including stats, abilities, and build recommendations - Echo set (artifact) data retrieval with detailed set effects and farming locations - Character profile and background story access for lore exploration - LLM-optimized Markdown output for easy integration with AI assistants - Dual transport support for both STDIO and Streamable HTTP modes - Cloud deployment ready for VPS, Google Cloud Run, and AWS Lambda environments

Next.js Tailwind Assistant

caullenomdahl

Next.js Tailwind Assistant is an AI companion for building modern Next.js applications with React and Tailwind CSS. It provides instant access to comprehensive documentation, production-ready components, and battle-tested design patterns. Key features include: - Complete documentation for Next.js 15+ (App Router, Server Components, Server Actions) and Tailwind CSS 3+ with smart, targeted search capabilities - 27 production-ready Catalyst UI components built with TypeScript, Tailwind CSS, and Headless UI—fully accessible, responsive, and customizable across forms, navigation, layout, feedback, and data display categories - 13 design patterns abstracted from professional Next.js templates, including visual effects, color systems, typography scales, and page layouts with built-in accessibility and dark mode support

Ziwei & Bazi Astrology

spyfree

Mingli (命理) is a traditional Chinese astrology and destiny analysis service that generates detailed fortune charts using Ziwei Doushu (紫微斗数) and Bazi (八字/Four Pillars) systems based on birth date, time, and gender. Key features: - Ziwei Doushu chart generation with 12 palaces, main stars, auxiliary stars, and transformation indicators - Bazi/Four Pillars analysis with heavenly stems, earthly branches, Ten Gods, and hidden stems - Fortune predictions across multiple time scales: decades (大限), years (流年), months (流月), days (流日), and hours (流时) - Five Elements (五行) analysis with scoring, balance assessment, and missing element identification - Palace-specific analysis for destiny, career, wealth, relationships, health, and more - True solar time correction supporting 200+ cities worldwide for precise hour determination - Multi-language output: Simplified Chinese, Traditional Chinese, English, Japanese, Korean, and Vietnamese - Multiple calendar support: solar and lunar date inputs - Output formats: JSON and Markdown

RSS Reader

kwp-lab

RSS Reader is an RSS feed aggregation and article content extraction tool. It enables subscription to RSS feeds and retrieval of article lists, plus extracts full article content from URLs and formats it as clean Markdown. Key features of RSS Reader: - Fetch latest entries from any RSS feed URL with configurable limits (up to 100 entries) - Extract full article content from any article URL and convert to Markdown format - Retrieve structured feed metadata including title, link, publication date, and summary - Two transport modes: stdio (default) for local clients and HTTP streaming for containerized deployments - Compatible with MCP-capable clients like Claude Desktop and CherryStudio

UseWebhook

figstra

UseWebhook is a webhook development and debugging service that provides hosted endpoints for testing HTTP callbacks. It enables developers to capture, analyze, and manage webhook payloads without configuring local tunnels or production infrastructure. Key features of UseWebhook: - Generate unique webhook URLs for testing third-party integrations - Inspect and compare HTTP request payloads with visual diffing - Replay historical requests for iterative debugging - Forward incoming requests to localhost for local development - Access request history for comprehensive webhook analysis

SystemPrompt TaskChecker

ejb503

SystemPrompt TaskChecker is a session-based task management and evaluation system designed for AI assistants. It enables structured task orchestration with real-time progress tracking, intelligent scoring, and comprehensive workflow monitoring. Key capabilities include: - Dynamic task list creation with hierarchical organization and acceptance criteria definition - Real-time status tracking through workflow states (pending, in_progress, completed) - 0-100 precision scoring system for evaluating task completion quality - Stateful session management with automatic cleanup and concurrent session support - Historical evaluation tracking for performance analysis and continuous improvement - Enterprise-grade security with built-in validation and error handling

DinCoder

flight505

DinCoder is an MCP server that implements GitHub's Spec-Driven Development methodology, transforming AI coding workflows from ad-hoc prompting into systematic, specification-driven processes. It brings GitHub Spec Kit capabilities to AI coding agents, ensuring code serves specifications rather than the other way around. Key capabilities of DinCoder: - AI workflow orchestration through MCP prompts with seven built-in workflows for project initialization, spec creation, implementation planning, task breakdown, and progress review - Specification management tools for creating, validating, and managing feature specifications as the foundation of development - Project constitution tool for defining project-wide principles, constraints, and coding preferences to ensure consistency across AI-generated code - Clarification tracking with systematic Q&A management using unique IDs (CLARIFY-001, etc.) for tracking ambiguities and resolutions with full audit trails - Task management for breaking specifications into actionable tasks and tracking implementation progress

PDF Text Reader

wfyi-joy

PDF Text Reader extracts text content from PDF documents, supporting both local files and remote URLs. It enables quick text extraction for research, summarization, and citation workflows by eliminating manual copy-paste operations. Key features: - Extract text from local PDF files via Docker volume mounts - Fetch and parse PDFs from remote URLs - Auto-detection of PDF encoding formats - Robust error handling for corrupt, invalid, or inaccessible PDFs - Standardized JSON output format for easy integration with other tools

Outscraper Google Maps Data Extractor

jayozer

Outscraper Google Maps Data Extractor enables automated extraction of business listings, place details, and customer reviews from Google Maps through the Outscraper API. Key features: - Search for businesses and places with comprehensive details including contact information - Extract customer reviews with filtering by date, rating, and relevance - Enrich data with additional contact details through optional enrichment parameters - Support for multi-language searches and regional filtering for localized results - Automatic async processing for high-volume data extraction workflows

Browser MCP

gdanksanchor

Browser MCP is a browser automation server that enables AI assistants to interact with web pages through Anchor Browser's cloud-based infrastructure, eliminating the need for local browser installations. Key features include: - Remote browser execution via Anchor Browser's cloud service with Playwright integration - Built-in residential proxy rotation and geo-targeting capabilities - Advanced anti-detection and stealth features to bypass bot detection systems - Structured data access using Playwright's accessibility tree rather than pixel-based screenshots - Deterministic tool execution that operates without vision models - Seamless integration with VS Code, Cursor, Claude Desktop, and other MCP clients

Oscilloscope and Function Generator Server

manasp21

Oscilloscope MCP Server equips AI agents with professional signal acquisition, analysis, and waveform generation capabilities for hardware testing and embedded systems debugging. It interfaces with Windows microphones for real-time audio analysis or runs in simulation mode for development workflows. Key capabilities include: - **Multi-channel Signal Acquisition**: 4-channel oscilloscope with configurable sample rates, capturing from Windows microphones or simulated hardware sources - **Real-time Spectrum Analysis**: FFT processing with multiple windowing functions for harmonic analysis and frequency domain characterization - **Protocol Decoding**: Digital signal analysis for UART, SPI, I2C, and CAN bus embedded communications - **Function Generation**: Synthesis of sine, square, triangle, sawtooth, and noise waveforms with configurable frequency, amplitude, and duration - **Automated Measurements**: RMS, peak-to-peak, frequency, and amplitude analysis with over 40 integrated measurement functions - **Claude Desktop Integration**: Windows-compatible MCP tools for automated test workflows and instrument control

Malaysia Open Data MCP Server

hithereiamaliff

Malaysia Open Data MCP Server provides access to Malaysia's government open data repositories, enabling retrieval of public datasets, statistical information, weather forecasts, and transportation data from agencies including the Department of Statistics Malaysia (DOSM) and Data Catalogue Malaysia. Key features: - Unified search across government datasets with intelligent query handling, term normalization, and synonym expansion for flexible discovery - Parquet file parsing support with BROTLI compression, intelligent date handling, and retrieval of up to 500 rows per query - Multi-provider geocoding optimized for Malaysian addresses via GrabMaps, Google Maps, and Nominatim with automatic fallback between services - Access to real-time weather forecasts and warnings, public transport GTFS data, interactive visualization dashboards, and rich dataset metadata - Hybrid architecture combining pre-generated static indexes for fast search operations with dynamic API calls for detailed information retrieval

Firecrawl Web Scraping Server

krieg2065

Firecrawl is a web scraping and crawling platform that extracts content from websites with JavaScript rendering support and AI-powered structured data extraction capabilities. Key features of Firecrawl: - Scrape single pages or crawl entire websites with automatic URL discovery - Render JavaScript-heavy pages for dynamic content extraction - Batch process URLs with automatic rate limiting and exponential backoff retries - Perform deep research using LLM-powered structured data extraction - Execute web searches with integrated content extraction - Filter extracted content with smart tag inclusion and exclusion rules - Simulate mobile and desktop viewports for testing responsive sites - Monitor API credit usage and handle rate limits automatically - Deploy with cloud-hosted or self-managed instances

Feishu Tokens

leon-algo

Feishu Tokens is an MCP server that automates token management for Feishu (Lark) API integrations. It handles authentication flows including app-level and user-level access tokens, automatically refreshing them before they expire. Key features of Feishu Tokens: - Automatic fetching and refreshing of `app_access_token` for Feishu App API access - Refresh capability for `user_access_token` using refresh tokens - Session-based configuration for secure credential management via MCP sessions - Built on Smithery framework with support for `.env` file configuration - In-memory token caching with guidance for Redis/database persistence in production - Expiry tracking with clear details on token validity periods

Intelligent Architecture Recommendation Engine is an automated infrastructure planning tool that generates tailored system architecture recommendations based on business parameters. The tool analyzes key metrics like QPS throughput, concurrent user load, database requirements, and AI model specifications to produce complete deployment blueprints. Key features: - Parameter-driven architecture generation using inputs like QPS, concurrent users, daily active users, business type (web/AI), database type (relational/NoSQL/analytics), and AI model size (small/medium/large) - Automated resource allocation recommendations covering CPU, memory, network configuration, and GPU inference clusters - Middleware selection guidance including Redis cache sizing, eviction strategies, and message queue configurations - Architecture pattern recommendations such as microservices vs. monolith and distributed system design - Deployment strategy suggestions with cloud provider recommendations - Exportable deliverables including Markdown reports and Mermaid architecture diagrams

GrabMaps MCP Server

hithereiamaliff

GrabMaps MCP Server provides integration with GrabMaps geocoding, routing, and place search services across eight Southeast Asian countries via AWS Location Service. Key features: - Forward geocoding to find coordinates from place names or addresses - Reverse geocoding to retrieve location details from coordinates - Autocomplete suggestions for place searches as you type - Route calculation between points with support for waypoints - Route matrix calculation for multiple origins and destinations - Detailed place information retrieval - Built-in analytics and monitoring with Firebase integration, local backups, and a real-time dashboard for tracking API usage and MCP tool calls - Coverage limited to Malaysia, Singapore, Thailand, Myanmar, Cambodia, Vietnam, Philippines, and Indonesia Note: Map rendering requires access to the AWS Location Service console; the MCP server provides data and query access only.

Art Institute of Chicago Collection Server

mikechao

Art Institute of Chicago Collection provides AI assistants with natural language access to one of the world's premier encyclopedic art museums, enabling rich interactions with over 50,000 artworks. Key features: - Search artworks by title with relevance scoring and pagination support - Full-text search across the entire collection metadata - Find works by specific artists with detailed artist information - Retrieve comprehensive artwork data including descriptions, provenance, and exhibition history - Access high-resolution images of artworks including masterpieces like Edward Hopper's Nighthawks - Interactive art gallery generation prompt for creating curated visual experiences of specific artists' works

Better Auth Server

dabhivijay2478

Better Auth MCP Server is a developer tool that streamlines authentication setup for TypeScript applications using the Better Auth framework. It provides intelligent configuration generators, searchable documentation, and ready-to-use integration code. Key features of Better Auth MCP Server: - Generate production-ready authentication configurations for 6+ providers including Google, GitHub, Apple, Facebook, Microsoft, and Email/Password - Support for 6 database adapters: PostgreSQL, MySQL, SQLite, MongoDB, Prisma, and Drizzle - Framework-specific integration guides for Next.js, Nuxt, SvelteKit, Remix, and Expo - Access to 14+ security plugins including OTP, Magic Link, two-factor authentication (2FA/TOTP), Passkey/WebAuthn, and organization management - Configuration validation with best-practice recommendations and security checks - Searchable documentation access and code example generation - Built-in security features including CSRF protection, session rotation, rate limiting, and secure cookie handling

fal.ai Image Generation Server

madhusudan-kulkarni

fal.ai Image Generation Server connects AI-powered image creation capabilities directly into your development environment through the Model Context Protocol. It enables text-to-image generation using fal.ai's diverse model ecosystem without leaving your IDE. Key features: - Generate images from text prompts using any fal.ai model (Kolors, Recraft-v3, and more) - Native integration with AI IDEs including Cursor and Windsurf - Configurable generation parameters including image count, size, inference steps, guidance scale, and safety checker - Automatic local saving with accessible file paths for immediate use in workflows - Built on Node.js with simple npx deployment

Gemini Imagen4

chug2k

Gemini Imagen4 is an MCP server that enables AI image generation using Google's Imagen 4.0 models. It transforms text descriptions into high-quality images through the Model Context Protocol, with outputs saved locally for easy access and management. Key capabilities include: - Three model variants (Standard, Fast, and Ultra) offering different trade-offs between generation speed and image quality - Configurable aspect ratios including 1:1, 3:4, 4:3, 9:16, and 16:9 - Support for PNG and JPEG output formats - Built-in safety filtering with reason reporting for content moderation - Local file storage with timestamped filenames in a designated directory - MCP resource integration for browsing generated images within compatible AI assistants The server requires a Google Gemini API key and can be run locally via npx or installed globally through npm.

barnsworthburning

aias

Barnsworthburning is Nick Trombley's digital commonplace book—a curated archive of bookmarks and short-form notes spanning design, software development, visual arts, architecture, craft, writing, and literature. Key features: - Search across thousands of curated bookmarks and research snippets via the barnsworthburning.net API - Coverage spans creative disciplines (typography, UX design, graphic design) and technical domains (software engineering, architectural practice, digital craft) - Access observations and reference materials drawn from years of cross-disciplinary research and reading

Prisma Cloud Docs

clarkemn

Prisma Cloud Docs enables fast, searchable access to Prisma Cloud's official documentation and API references. It indexes documentation pages for efficient querying with intelligent caching and real-time updates. Key features: - Index Prisma Cloud documentation pages for quick full-text searching - Search across both product documentation and API reference materials - Cached search results for improved performance on repeated queries - Real-time indexing capabilities to keep documentation current

RDKit Chemical Informatics Server

s20ss

RDKit Chemical Informatics Server integrates the RDKit open-source cheminformatics library with the Model Context Protocol to enable molecular analysis and computational chemistry capabilities within AI coding assistants. Key features include: - Molecular visualization: Generate 2D chemical structure images from SMILES strings and other molecular formats - Descriptor calculation: Compute molecular properties including molecular weight, logP, topological polar surface area (TPSA), and drug-likeness metrics - Cheminformatics operations: Perform molecular validation, substructure analysis, and chemical data processing tasks - Base64 image encoding: Convert molecular visualizations to base64 format for inline display

X (Twitter) Management

xonack

Apex Agents X (Twitter) Management is a social media automation service that enables frictionless management of X (Twitter) accounts through streamlined API access. It provides tools for data retrieval, content generation, and direct publishing to streamline social media operations. Key features include: - Unlimited data access and analytics retrieval from X (Twitter) accounts - AI-powered content generation for quality post creation - Direct publishing capabilities to post tweets and manage content on X (Twitter) - Single API key authentication for simplified access - Social media operations management through the Apex Agents platform

Pylon Server

marcinwyszynski

Pylon is a customer support and helpdesk platform that enables teams to manage user relationships, support tickets, and self-service knowledge resources through a unified API. Key features of Pylon: - User and contact management for organizing customer information and relationships - Issue tracking and ticket lifecycle management for support operations - Knowledge base article creation and management for documentation and self-service - Workflow automation through programmatic access to Pylon data and notifications

ubuntu-patient-care MCP server

jobeer1

Ubuntu Patient Care is an offline-capable healthcare authorization system for South African medical schemes. It eliminates manual authorization bottlenecks by providing instant, offline validation of medical aid membership and coverage. Key features: - Instant offline validation of medical aid membership and plan details - Real-time calculation of patient co-payment amounts in South African Rand (ZAR) - Automated pre-authorization request validation and queuing - Resilient operation during load shedding and in remote areas without internet connectivity - Designed specifically for the African healthcare context

invokeai-mcp-server

coinstax

InvokeAI MCP Server connects Claude Code to your local InvokeAI instance for AI-powered image generation and editing directly within your development workflow. Key features of InvokeAI MCP Server: - Text-to-image generation using Stable Diffusion 1.5, SDXL, and custom models - Image-to-image transformation to refine, modify, or stylize existing images - LoRA model support for specialized styles like logos, illustrations, and vector art - AI-powered upscaling up to 4x resolution using Spandrel models - VAE override for fixing incompatible built-in VAEs or optimizing with specialized variants

joemcp

lumberjack-so

JoeAPI is a construction management platform that helps contractors and construction teams manage projects, clients, and business operations through an integrated system. Key capabilities include: - Client and contact management with CRM functionality - Project lifecycle management from proposals and estimates through completion - Action item tracking with supervisor assignments and schedule coordination - Financial monitoring with project summaries and detailed cost views - 18 pre-built workflows for common construction management tasks - 60+ API tools for CRUD operations on construction data The MCP server supports both cloud deployment via Smithery and local STDIO transport for development use.

PowerShell Exec MCP Server enables secure PowerShell automation through a Model Context Protocol interface, providing controlled command execution with enterprise-grade safety controls for system administration and device management workflows. Key capabilities include: - Sandboxed PowerShell execution with configurable timeouts, input validation, and automatic blocking of dangerous operations to ensure safe AI-assisted automation - System inventory collection, real-time service and process monitoring, and Windows Event Log access for comprehensive system insights delivered as structured JSON outputs - Template-based and dynamic script generation specialized for Microsoft Intune detection/remediation scripts and IBM BigFix relevance/action workflows - Support for asynchronous operations and non-interactive, profile-less execution environments ideal for automated deployment pipelines and unattended infrastructure management

Region Weather

hydavinci

Region Weather retrieves comprehensive weather information for any global location through the wttr.in API service, delivering current conditions, forecasts, and atmospheric metrics via standardized MCP interfaces without requiring API keys. Key features of Region Weather: - Real-time weather conditions, 3-day hourly forecasts, astronomical data (sunrise, sunset, moon phases), and environmental measurements (humidity, barometric pressure, wind speed, UV index, visibility) - Integration with the free wttr.in weather service—no API key or registration required - Flexible transport modes: HTTP server on port 8081 for web clients or stdio for local MCP integrations - Lightweight Python 3.10+ implementation using FastMCP with minimal dependencies (requests, fastmcp) and Docker deployment support

Cowsay brings the classic Unix ASCII art generator to AI coding assistants, creating fun text-based illustrations of cows and other characters displaying custom messages. Key features: - Generate ASCII art with cows "saying" custom messages through speech bubbles - Generate ASCII art with cows "thinking" messages through thought bubbles - Choose from multiple character options including tux (penguin), moose, sheep, dragon, elephant, skeleton, and more - List all available characters to discover your options

CourtListener Case Law Explorer

khizar-anjum

CourtListener Case Law Explorer is a legal research tool that enables comprehensive analysis of U.S. case law across 3,352 courts using the CourtListener open legal database. It provides access to court opinions, dockets, and legal documents for precedent research and case strategy. Key capabilities include: - Natural language search across federal and state court opinions to find relevant cases - Retrieval of full case opinions and detailed case information - Discovery of similar precedents with related legal reasoning - Analysis of case outcome patterns and judge ruling histories for litigation strategy - Validation and expansion of legal citations - Access to procedural requirements and filing rules - Federal docket search with case status tracking and timeline analysis

LittleSis API Server

code-rabi

LittleSis is a free database that maps relationships between business and government, tracking corporate influence, political donations, board memberships, and the revolving door between public office and private industry. Key features: - Search for entities (corporations, people, organizations) by name with advanced filtering - Retrieve detailed entity information and classifications - Query relationship networks including political contributions, business associations, and social connections - Map connections between entities to uncover influence pathways - Access curated lists tracking powerful individuals and organizations - Full API coverage for integrating corporate accountability data into research workflows Data accessed through this server is licensed under CC BY-SA 4.0.

KRDS Design System

re-rank

KRDS Design System is an integrated design system for building Korean government digital services that comply with the Korea Responsive Design System (KRDS) standards. It provides official UI components, design tokens, and code validation tools to ensure accessibility and consistency in public sector web interfaces. Key features of KRDS Design System: - Search and retrieve over 65 official KRDS HTML components across categories like Form, Navigation, and Layout - Access design tokens including colors, spacing, and typography values in CSS/SCSS variable format - Validate HTML/CSS code for KRDS compliance, accessibility standards, and semantic HTML correctness - Receive actionable improvement suggestions and alternative component recommendations - Access resource information for CSS, SCSS, fonts, and other assets needed for implementation

MTG Chinese Card Database - 大学院废墟(sbwsz.com)

lieyanqzu

大学院废墟 (sbwsz.com) is a Model Context Protocol server that provides access to a Chinese Magic: The Gathering card database. It enables querying of MTG card information, sets, and detailed card data through multiple search and retrieval tools. Key features include: - Search cards using complex query syntax (e.g., `t:creature c:r` for red creatures, `pow>=5` for high-power cards) with pagination and sorting - Retrieve individual cards by set code and collector number - Get comprehensive set information and list all cards within specific sets - 活字乱刷 (Living Type Scatter): A creative tool that generates images by splicing together Magic: The Gathering card artwork based on input text - Supports both STDIO mode for direct MCP client integration and HTTP mode for containerized deployment

PromptForge

stevekaplanai

PromptForge is an intelligent prompt optimization middleware that enhances user prompts before they reach AI models. It analyzes prompt intent and applies domain-specific optimization patterns to improve clarity, context, and response quality. Key features of PromptForge: - **Smart Pattern Matching**: Automatically detects prompt intent and applies relevant enhancements like role additions, context injection, and structural improvements - **Domain-Specific Tuning**: Pre-configured optimization patterns for marketing copy, data analysis, tax/accounting, and code generation - **Analytics & Performance Tracking**: Monitors optimization metrics and prompt performance over time using Supabase - **Custom Pattern Management**: Create, update, and manage custom optimization patterns stored via JSONBin.io - **Before/After Testing**: Compare original and optimized prompts to evaluate improvement PromptForge integrates with external services for pattern storage and analytics, requiring zero configuration to start while remaining fully customizable for advanced use cases.

Gmail API Integration Server

hitmanly007

Gmail API Integration Server provides comprehensive access to Gmail's email management capabilities through the Model Context Protocol. It enables AI assistants to interact with Gmail accounts for sending, organizing, and managing emails programmatically. Key features: - Send emails and create drafts directly from Gmail accounts - Retrieve, search, and manage messages and conversation threads - Organize emails with label management including custom colors and visibility settings - Configure mailbox settings including vacation responders, IMAP/POP access, and language preferences - Track mailbox history and monitor changes - Secure OAuth2 authentication through Google Cloud credentials

VibeTide Levels

banjtheman

VibeTide Levels is a comprehensive level editor for the VibeTide 2D platformer game that enables AI-assisted creation, modification, and visualization of custom game levels. Key features include: - Create new levels from scratch or generate full layouts with AI assistance - Granular editing capabilities — modify entire levels, single rows, or individual tiles - Visualize levels as ASCII art or high-quality PNG images for preview and sharing - Launch levels instantly in the VibeTide web player for immediate gameplay testing - Decode existing levels from shared URLs to load and remix community creations - Manage level metadata including spawn rates, difficulty settings, and other gameplay properties

MCP-MySQL-Ops

call518

MCP-MySQL-Ops is a comprehensive MySQL database monitoring and operations tool that provides 19 specialized capabilities for database administration, performance analysis, and system health monitoring through natural language queries. Key capabilities include: - Performance monitoring using MySQL's Performance Schema for query analytics, slow query identification, and execution statistics. - Schema and structure discovery with detailed table, index, and column analysis across multiple databases. - Real-time connection and process monitoring to diagnose locks, connection issues, and active operations. - Storage engine intelligence with InnoDB status monitoring and table optimization recommendations. - Storage analysis and capacity planning with table size metrics and growth insights. - User and configuration exploration for database security and settings review. Compatible with MySQL 5.7+, MySQL 8.0+, AWS RDS, and Aurora MySQL. Operates in read-only mode for production safety.

StreamerSongList Server

vuvuvu

StreamerSongList provides read-only access to the StreamerSongList platform used by live streamers to manage viewer song requests. It enables AI assistants to monitor music queues, search streamer libraries, and retrieve channel configurations without requiring authentication. Key capabilities: - Fetch streamer profiles and configuration settings by channel name - View current song request queues with statistics and pagination support - Browse complete song libraries and search by title or artist - Retrieve detailed metadata for specific tracks including request status - Monitor live queue changes and real-time updates

GitLab MCP Server is a GraphQL-powered integration that enables AI assistants to explore, search, and manage GitLab repositories, issues, and merge requests. Key features of GitLab MCP Server: - Global search across projects, issues, merge requests, users, and groups - Repository browsing including file structure navigation and content retrieval - Automatic GraphQL schema discovery for dynamic query capabilities - Support for both GitLab.com and self-hosted GitLab instances - Dual authentication modes with shared read-only access and per-user tokens for write operations - Issue and merge request management tools

🚀 P-Link x402 on Solana - Email to wallet

paracetamol951

P-Link is a payment system on the Solana blockchain that enables AI agents to send money, receive payments, and pay for online resources autonomously using the x402 standard. Key features: - Send payments to any email address or phone number, with automatic wallet creation for recipients who don't have accounts - Create x402-compliant payment links that AI agents can pay automatically, enabling autonomous AI commerce - Accept payments via credit card, any Solana token (auto-converted to USDC), or direct wallet transfers - Generate customizable payment pages with webhook notifications for integration with automation tools like IFTTT and Framer - View wallet balances, public addresses, and complete transaction history on Solana - Instant account creation directly from MCP clients including ChatGPT, Claude, and n8n with no signup flow required

MCP-Ambari-API

call518

MCP-Ambari-API enables conversational management of Apache Ambari Hadoop clusters through AI assistants, providing natural language interfaces for cluster operations, monitoring, and configuration management without requiring manual console access. Key capabilities: - Service lifecycle control: start, stop, and restart services across Hadoop clusters - Real-time cluster visibility: monitor service health, host status, alerts, and ongoing requests - Ambari Metrics querying: discover AMS appIds and retrieve precise time-series metrics using exact identifiers - Configuration management: inspect and update cluster configurations directly through conversation - Operational reporting: generate HDFS status reports, service summaries, and capacity metrics - Safety guardrails: built-in confirmation requirements for large-scale operations to prevent accidental disruptions

YAPS Influence Score Server wraps the Kaito YAPS API to provide tokenized attention scores and credibility metrics for X/Twitter accounts. It enables LLMs to query real-time social media influence data, assess account trustworthiness, and identify key opinion leaders in the crypto space. Key features: - Query YAPS credibility scores for any X/Twitter account with 10-minute Redis caching - Compare two influencers side-by-side with score deltas and natural language summaries - Access daily top-10 crypto influencer leaderboards with 24-hour cache refresh cycles - Graceful handling of the YAPS API's 100 calls per 5-minute rate limit

Accounting Practice

realdealcpa-vr

Accounting Practice is a comprehensive accounting automation platform designed for CPA firms and accounting practices. It automates core bookkeeping workflows including bank reconciliation, AI-powered transaction categorization, and bidirectional QuickBooks synchronization. Key features include: - Tax planning and preparation with real-time liability calculations, quarterly estimate automation, and AI-powered deduction optimization across multiple business entities - Payroll processing with federal, state, and local tax calculations, multi-state compliance validation, and year-end W-2 generation - Sales tax compliance monitoring with economic nexus tracking, multi-jurisdiction rate calculations, and filing deadline management - Client management with comprehensive profiles, automated deadline tracking, document organization, and performance dashboards - OCR-powered document processing for extracting data from invoices, receipts, and PDF statements - Compliance monitoring for tax deadlines and filing requirements with automated alerts and audit trail maintenance

Gemini Vision

artin0123

Gemini Vision is an AI-powered media analysis tool that uses Google's Gemini models to extract insights from images and videos. It provides fast visual understanding capabilities through a simple API interface. Key features of Gemini Vision: - Analyze images from URLs with automatic MIME type detection and a 16 MB size limit per image - Process YouTube videos directly via streaming without any file size restrictions - Scene summarization, object identification, and key detail extraction for reports - Configurable model selection with default to `gemini-flash-lite-latest` - Batch analysis of multiple images in a single tool call - Support for Google AI Studio API keys via environment variables

Amadeus Flight Search Server

almogqwinz

Amadeus Flight Search Server integrates with the Amadeus Flight Offers Search API to provide real-time flight search capabilities through natural language interfaces. Key features: - Search for flights between any two locations with specific travel dates - Retrieve comprehensive flight details including departure/arrival times, airline information, and pricing - Specify passenger count and preferences for tailored search results - Supports both test and production Amadeus API endpoints via configurable environment - Built on the official amadeus-python SDK for reliable API communication

Multi Orchestrator

yoriichi-07

Multi Orchestrator is an enterprise-grade MCP server that coordinates specialized AI agents to automate complete software engineering workflows from architecture design through deployment. Key capabilities include: - Four specialized agent roles: Architecture, Quality, Cloud, and Prompt agents that collaborate on complex development tasks - End-to-end automation covering system planning, code generation, comprehensive testing, and production deployment - Self-healing mechanisms that automatically detect and remediate code issues, infrastructure failures, and execution errors - Enterprise-grade authentication via Descope and secure hosting support via Cequence for production environments - Real-time health monitoring and analytics dashboard to track project velocity, system performance, and development metrics - Compatible with VS Code, Cursor, Windsurf, and Claude Desktop through Smithery deployment platform

Marinade Finance MCP Server

leandrogavidia

Marinade Finance MCP Server enables AI assistants to interact with the Marinade Finance liquid staking protocol on the Solana blockchain. Key features include: - Search and query Marinade Finance documentation for guides, API references, and code examples - Monitor real-time protocol state including staked assets, mSOL price, rewards, and mint addresses - Perform liquid staking operations: stake SOL to receive mSOL tokens, or unstake mSOL back to SOL - Check mSOL token balances for any Solana wallet address - Transfer mSOL tokens between wallets with automatic handling of recipient token accounts The server supports both mainnet and devnet environments for testing and production operations.

Email Sender Server enables sending emails via SMTP through a simple MCP tool interface. It allows AI agents and applications to programmatically send email messages using any SMTP-compatible email service. Key features of Email Sender Server: - Send emails via SMTP using the `send_email` tool with recipient, subject, and body parameters - Support for both plain text and HTML email content - Compatible with any SMTP provider including Gmail, Outlook, and custom mail servers - Configurable through environment variables for SMTP host, port, credentials, and sender address - Built on nodemailer for reliable email delivery

hi-gcloud

su-record

Hi-gcloud is an MCP server for Google Cloud Platform operations that enables querying logs, monitoring Cloud Run services, inspecting Cloud SQL databases, and managing cloud resources through the gcloud CLI. Key features: - Cloud Logging integration for querying logs and filtering errors by severity and timeframe - Cloud Run monitoring for checking service status and deployment logs - Read-only Cloud SQL database queries (SELECT only) for safe data inspection - Cloud Storage browsing for listing buckets and objects - Secret Manager access for retrieving and managing secrets - Authentication status verification for GCP account and project configuration - API services discovery to see enabled GCP APIs - Billing information retrieval for cost monitoring and budget awareness

LibraLM Book Summaries

libralm-ai

LibraLM is a book summarization service providing AI-generated summaries and detailed chapter breakdowns for business, self-help, and educational books. It grants access to a curated library of over 50 professionally summarized titles with extracted key insights and actionable takeaways. Key features of LibraLM: - Search books by title, author, or ISBN to locate specific titles instantly - Comprehensive book summaries covering main themes and frameworks - Chapter-by-chapter breakdowns with detailed summaries of individual sections - Complete table of contents view with chapter descriptions - Key insights extraction highlighting main concepts and actionable takeaways - Secure API authentication for protected access to the summary library

HomeHarvest

zacharyhampton

HomeHarvest scrapes real estate property listings from multiple sources with advanced filtering capabilities for location, property type, date ranges, and more. Key features: - Extract comprehensive property details including pricing, specifications, and listing information - Filter searches by geographic location, property type, and listing date ranges - Generate comparable sales data (comps) for property valuation and market analysis - Support real estate investment research and lead generation workflows - Streamline data collection for market trend analysis and property research

memoria

byronwade

Memoria is an MCP server that analyzes git commit history to uncover hidden file dependencies and prevent code-breaking refactors by AI assistants. It detects implicit coupling between files by identifying which files frequently change together in commits, even when they lack direct import relationships. Key features of Memoria: - Git forensics analysis to map implicit file dependencies through co-change detection - Identifies files that evolve together in the codebase without explicit import links - Surfaces hidden dependencies to AI assistants before they suggest refactors - Works with existing git repositories to build dependency awareness

Diagrams

apetta

Diagrams generates infrastructure and architecture diagrams as code using the Python diagrams library. Key capabilities: - Infrastructure diagrams for 15+ providers including AWS, Azure, GCP, Kubernetes, On-Premises, and SaaS platforms - 500+ node types spanning compute, database, network, storage, and security resources - Flowchart creation with 24 shapes for process visualization - Custom icon support via HTTPS URLs and local image files - Multiple output formats: PNG, PDF, JPG, and DOT - Advanced layout features including cluster grouping with unlimited nesting, styled edges (colors, labels, line styles), and Graphviz attribute customization - Dry-run validation to preview diagrams before generation

Technical Content Writer

majesteitbart

Writer MCP is a technical marketing content creation and optimization suite built on Open Strategy Partners' proven methodologies. It helps teams craft polished technical content, refine drafts with standardized editing frameworks, and develop strategic product positioning assets. Key capabilities include: - **Content Creation**: Apply systematic writing guides for narrative structure, flow, style, and technical accuracy in technical marketing materials. - **Editing & Review**: Use semantic editing codes for standardized content review with a teaching/learning focus. - **SEO Optimization**: Generate optimized article titles, meta descriptions, and URL slugs with keyword placement and search intent analysis, plus comprehensive on-page SEO guidance. - **Product Positioning**: Build Product Communications Value Maps including taglines, position statements, user personas, value cases, and feature categorization.

Transcriptor

samson-art

Transcriptor extracts transcripts, subtitles, and metadata from videos across major social media and streaming platforms. It retrieves both official captions and auto-generated subtitles from YouTube, Twitter/X, Instagram, TikTok, Twitch, Vimeo, Facebook, Bilibili, VK, and Dailymotion to enable content analysis without downloading or watching full videos. Key features: - Multi-platform transcript extraction with support for cleaned text or raw SRT/VTT subtitle formats - Automatic Whisper transcription fallback via local model or OpenAI API when subtitles are unavailable - Video chapter extraction and comprehensive metadata retrieval - Multi-language subtitle support - Pagination handling for lengthy transcripts - Available as stdio or HTTP/SSE MCP server with optional Redis caching and Prometheus metrics

Weather Server is an MCP server that provides real-time weather alerts and forecasts for US locations by integrating with the official National Weather Service API. Key features include: - **get-alerts**: Retrieves active weather alerts for any US state, helping users stay informed about severe weather warnings and advisories. - **get-forecast**: Fetches detailed weather forecasts based on specific latitude and longitude coordinates, providing precise local weather predictions. - Built on Node.js with full MCP protocol implementation for seamless integration with AI assistants. - Sources data exclusively from the authoritative US National Weather Service for accurate and up-to-date information.

DadosBR

cristianoaredes

DadosBR provides fast access to Brazilian public registry data for CNPJ (company registration) and CEP (postal code) lookups. Deployed on Cloudflare Workers for low-latency queries, it enables automated form filling, data validation, and business intelligence enrichment within AI coding assistants. Key capabilities: - CNPJ lookup: Retrieve company details including legal name (razão social), trade name, CNAE business classification, legal entity type, operational status, and registered address - CEP lookup: Convert Brazilian postal codes to complete addresses with street, neighborhood, city, state (UF), and IBGE municipal codes - Stateless architecture with optional Cloudflare KV caching - Compatible with Claude Desktop, Cursor, Windsurf, Continue.dev, and other MCP clients - Available via NPM or deployable to self-hosted VPS

Repomix

skr-cloudify

Repomix consolidates entire code repositories into a single, compact file optimized for AI analysis and code comprehension. It enables developers to package complete codebase contents—whether local projects or remote GitHub repositories—into streamlined formats that LLMs can efficiently process. Key features of Repomix: - Pack local directories or remote GitHub repositories into a unified, AI-friendly bundle - Support for private repositories with authentication capabilities - Workspace file browsing and direct file reading for incremental exploration - Access to previously generated outputs for quick re-analysis - Configurable inclusion and exclusion patterns to control which files get packaged

SpaceX Launch Tracker

rftsngl

SpaceX Launch Tracker fetches real-time space mission data from the SpaceX API to provide current rocket launch information, upcoming mission schedules, and company details. Key features include: - Retrieve the latest SpaceX launch with mission details including vehicle type, payload information, launch site, and status updates - List upcoming launches with a configurable limit parameter for schedule planning and briefing preparation - Access SpaceX company overview information including headquarters, leadership, and corporate facts - Live data synchronization from official SpaceX API endpoints for dashboards and reports

Plots

mr901

Plots converts tabular data into professional charts and graphs with minimal configuration. It supports multiple visualization types including bar charts, line graphs, pie charts, scatter plots, and heatmaps, rendering them as Mermaid diagrams, PNG images, or base64-encoded text for direct embedding in documents and chat interfaces. Key features: - Multiple chart types: bar, line, pie, scatter, and heatmap visualizations - Flexible output formats: Mermaid (default, renders in Cursor/Claude Desktop), PNG images, or base64 text - Natural data input through simple prompts or structured tabular data - Customizable themes and layouts with smart field mapping suggestions - Easy deployment via PyPI, uvx (zero-install), or Docker - Optimized workflow with guided prompts to refine visualizations

Busca de Endereço por CEP

michaeldouglas

Busca de Endereço por CEP is a Brazilian postal code lookup service that queries the ViaCEP API to retrieve complete address information from CEP (postal code) codes. Key features: - Fast address lookup by CEP with data from the ViaCEP Brazilian address database - Returns structured address data including street, neighborhood, city, and state - Formatted responses optimized for AI agent consumption and understanding - Built-in validation using Zod schemas for data integrity and reliability - Stateless, plug-and-play architecture for easy MCP integration

phosphor-icons-mcp

lasaths

Phosphor Icons MCP provides access to the Phosphor Icons library, a comprehensive collection of over 1,400 customizable icons for UI design and development. Key features of Phosphor Icons MCP: - Six icon weights available: thin, light, regular, bold, fill, and duotone - Customizable appearance with any color (hex, RGB, named colors, or currentColor) and custom pixel sizes - Search and discovery tools to find icons by name, category, or tags - Batch retrieval for multiple icons simultaneously - Complete catalog browsing with metadata for all available icons - Framework-specific integration guidance for quick implementation

Obsidian Vault Management Server

libra850

Obsidian Vault Management Server integrates the Obsidian note-taking application with AI assistants through the Model Context Protocol. It enables programmatic management of Markdown-based knowledge bases stored in Obsidian vaults. Key capabilities include: - Template-driven note creation with variable substitution for consistent note formatting - Reading and updating existing notes within the vault - Tag management and full-text file search across the knowledge base - Advanced link management including wiki link creation between notes - Broken link detection and repair suggestions to maintain vault integrity - Backlink analysis to understand note relationships and graph structure - Automatic Map of Contents (MOC) generation for organizing related notes - Directory and file system navigation within the vault structure

palette

opti-kjh

Palette converts Figma designs into production-ready React or Vue components using the Delicious Design System. It maps visual designs directly to the organization's existing component library rather than generating generic code. Key features of Palette: - Converts Figma designs to React or Vue code using `@dealicious/design-system-react` and `@dealicious/design-system` component libraries - Maps designs to specific components including Button, Input, Check, Switch, Dropdown, Text, Tag, Chip, Badge, Toast, Tab, Pagination, Accordion, and LayerPopup - Analyzes Figma file structures and extracts design specifications - Lists available design system components to ensure code consistency - Restricted to dealicious-inc organization members

supabase-mcp-lite

pinion05

Supabase MCP Lite is a lightweight MCP server for Supabase database operations that uses 70% less context and initializes 20x faster than standard implementations. It provides essential database access through just four streamlined tools: query data with filters and limits, execute mutations (insert, update, delete), manage Supabase Storage files (upload, list, download), and handle user authentication operations (create users, list users, manage passwords). Uses your Supabase Personal Access Token (sbp_*) to automatically fetch service role keys for any project you own, with results auto-truncated to 100 rows per query and simplified parameter schemas to minimize token consumption.

mcp_tools_2

xiaobenyang-com

Xiaobenyang News MCP is a real-time news aggregation service that enables AI assistants to query trending topics across the web and extract key insights from news articles. It connects to the xiaobenyang.com platform to provide current hot news monitoring and content analysis capabilities. Key features: - Query real-time trending news and hot topics from across the internet - Extract keywords and key points from news content for rapid summarization - Customize topic tracking to follow specific subjects and receive timely updates - Supports HTTP, SSE, and Stdio transport modes with API key authentication

MESH by Viscount Vuln Scanner

dynamicendpoints

MESH by Viscount Vuln Scanner is a security research tool for identifying default credential vulnerabilities in MESH by Viscount access control systems. Key capabilities include: - Network scanning of single IP addresses or entire IP ranges with configurable concurrency - Automated testing for default credentials (freedom:viscount) on discovered systems - Risk assessment with automatic severity classification (LOW, MEDIUM, HIGH, CRITICAL) - Compliance reporting for NIST, ISO27001, SOC2, and PCI-DSS standards - Data export in JSON, CSV, and XML formats - System information extraction including building details, user lists, and event logs - Rate limiting controls for responsible scanning - Historical scan tracking and vulnerability trend analysis Designed for authorized security research and educational purposes with built-in safeguards.

Gold IRA Call Insights

funkytownk

Gold IRA Call Insights analyzes sales call transcripts for Gold IRA investment products to extract actionable intelligence, identify customer objections, and flag potential compliance issues. Key capabilities include: - Automated transcript analysis to surface key insights, conversation patterns, and sticking points - Detection of compliance risks specific to precious metals IRA sales and financial regulations - Sentiment analysis to gauge customer engagement, receptiveness, and emotional tone - Identification of persuasion techniques and sales effectiveness cues - Generation of clear summaries and structured call reviews for consistent evaluation - Recommended next actions for follow-up, relationship management, and deal progression - Support for sales coaching, quality assurance oversight, and team performance improvement

Mem0 Memories

ssdavidai

Mem0 Memories is a memory storage and retrieval service that helps AI agents maintain long-term context across user sessions. Built on the Mem0 platform, it stores user preferences, facts, and interaction history to enable personalized, context-aware responses. Key features: - Store memories with user-specific context and unique user IDs - Search through memories with relevance scoring to surface the most relevant information - Multi-user support for managing separate memory contexts per individual - Simple API for adding and querying memories programmatically - Compatible with MCP clients including Cursor and VS Code - Deployable on Smithery for cloud-based access without local installation

crypto-mcp-server

williamning316

crypto-mcp-server is a cryptocurrency market data integration that provides real-time trading information and technical analysis by connecting to the Binance public API. It retrieves comprehensive market data for trading pairs and can deliver synthesized market insights with trend detection and momentum indicators. Key features include: - Real-time price queries for cryptocurrency trading pairs (BTC, ETH, SOL, etc.) with customizable quote currencies (USDT, BUSD, etc.) - 24-hour market statistics including price change percentages, trading volume, high/low prices, and weighted average prices - OHLCV/K-line data retrieval with configurable time intervals from 1 minute to 1 month for technical analysis - Order book depth data showing market liquidity, buy/sell pressure ratios, best bid/ask prices, and price spread analysis - Comprehensive symbol overviews combining real-time price data, trend classification (up/down/flat), trend strength scoring, moving averages, and RSI indicators - Dual-mode architecture supporting both MCP protocol integration with clients like Claude Desktop and ChatGPT, as well as a standalone Agent for direct LLM-powered market analysis

StatPearls Medical Knowledge Server

jpoles1

StatPearls MCP Server connects AI assistants to peer-reviewed medical knowledge from the StatPearls clinical database on NCBI. It enables searching for diseases and medical conditions and retrieves comprehensive, reliable content formatted in Markdown for seamless AI consumption. Key features of StatPearls MCP Server: - Search for diseases, conditions, and medical topics from StatPearls - Retrieve peer-reviewed clinical summaries and medical information - Auto-convert HTML content to well-formatted Markdown for AI-friendly processing - Integrate trusted medical knowledge directly into AI conversations via the Model Context Protocol - Access self-service executables for Windows, Mac, and Linux with no additional dependencies - Installable via Smithery for automatic setup with Claude Desktop

My First MCP

jhseo-git

My First MCP is a starter template for building custom Model Context Protocol servers in TypeScript. It provides a ready-to-use foundation with built-in configurations for deploying MCP servers over different transport protocols. Key features of My First MCP: - TypeScript and modern JavaScript tooling pre-configured for MCP server development. - Multiple deployment options including Node.js execution and Docker containerization. - Support for stdio (standard input/output) transport for local communication. - stdio-to-SSE gateway for converting local stdio connections to server-sent events over HTTP. - Example Docker configurations with multi-platform build support for AMD64 and ARM64 architectures.

RecodeQR

figstra

RecodeQR is a QR code utility that enables generating and scanning QR codes. It supports encoding data into QR format and decoding QR code images to retrieve their content.

OpenAI Image Generator enables AI-powered image creation using OpenAI's gpt-image-1 model through a standardized interface for MCP-compatible applications. Key capabilities: - Generate custom images using OpenAI's gpt-image-1 model - Integrate AI image generation directly into development workflows - Create visual content programmatically through a simple MCP interface - Streamline image creation tasks within coding environments

PostgreSQL Database Query Server

1levick3

PostgreSQL Database Query Server enables direct SQL query execution against PostgreSQL databases through an MCP-compliant interface. It provides secure database access with support for complex query operations and connection management. Key capabilities include: - Execute custom SQL queries with full PostgreSQL syntax support - Parameterized queries to prevent SQL injection and improve security - SSL/TLS encryption for secure database connections with certificate validation - Connection pooling for efficient resource management and performance - Configurable query timeouts for long-running operation control

simple-search

jinyinghua

Simple Search is a lightweight MCP server that provides web search and page scraping capabilities through Tavily integration. It delivers a streamlined alternative to the official Tavily tool with reduced token consumption and simplified output formatting. Key features include: - Web search via Tavily: Execute simplified searches returning formatted result summaries with a configurable result limit. - Page content extraction: Scrape any URL and return clean, readable text with scripts and styles automatically stripped, including length limits to prevent excessive output. - Smithery optimization: Designed specifically for the Smithery platform with lower token overhead compared to the standard Tavily implementation.

Exa AI Search Server

jackedelic

Exa AI Search Server provides AI-powered web search capabilities that deliver real-time, optimized search results with intelligent content extraction. Key features: - Real-time web search with relevance-optimized results - Academic paper and research content search - Company research and competitor analysis - URL content extraction for comprehensive page analysis - Social media query capabilities - Customizable tool selection to enable only needed search functions

Airbnb Search Server

domoteek

Airbnb Search Server enables AI assistants to search for vacation rentals and retrieve detailed accommodation data from Airbnb without requiring an API key. Key features: - Search listings by location with filters for check-in/check-out dates, guest count (adults, children, infants, pets), and price range - Retrieve detailed property information including descriptions, host details, amenities, and pricing - Provides direct URLs to Airbnb listing pages for seamless booking access - Returns structured JSON data optimized for AI context windows - Respects Airbnb's robots.txt by default with configurable override option

Exa Web Search Server

aditya002p

Exa is an AI-powered search API that enables real-time web search, academic research, and social media queries with structured results and content snippets. Key features of Exa: - Real-time web search with live crawling for fresh content and current information - Academic paper search for scholarly research and citations - Twitter/X.com queries for social media monitoring and posts - Company research tools for business intelligence and organization data - Structured search results including titles, URLs, and content snippets - Search result caching for quick reference to recent queries - Rate limiting and error handling for reliable API access

mcp_tools_3

xiaobenyang-com

Local Filesystem MCP Server enables file discovery and content searching across local directories using glob patterns and grep. Key features: - **glob** tool - Find files by pattern matching with support for wildcards like `**/*.ts` or `src/**/*.js` - **grep** tool - Search for text patterns within file contents - Configurable working directory to scope searches to specific folders - Local filesystem access for fast filename and content matching

DynamoDB Read-Only Server

jjikky

DynamoDB Read-Only Server enables LLMs to query AWS DynamoDB NoSQL databases through natural language requests. It bridges the gap between conversational AI and DynamoDB's API, allowing you to inspect schemas and retrieve data without writing raw query syntax. Key capabilities include: - **Table discovery and inspection**: List all tables in your AWS account and view detailed schema information including partition keys, sort keys, and attribute definitions. - **Flexible data retrieval**: Scan entire tables, query with specific partition key conditions, paginate through large result sets, retrieve individual items by key, and count items matching criteria. - **Schema-aware resources**: Access table metadata and schema information as MCP resources to help LLMs construct optimal queries. - **Read-only safety**: All operations are constrained to non-destructive actions — query, scan, and describe operations only, with no write, update, or delete capabilities. Works with AWS DynamoDB tables across all AWS regions using standard AWS credentials.

File Deletion

qpd-v

File Deletion is an MCP server that provides secure file deletion capabilities for AI assistants. It enables safe removal of files from the filesystem with intelligent path handling and built-in safety checks. Key features: - Delete files using relative or absolute paths - Smart path resolution that attempts multiple potential locations to locate target files - File existence verification before deletion to prevent errors - Detailed error messages with path resolution information for troubleshooting - Compatible with Claude Desktop, VSCode Roo Cline, and other MCP-compatible AI assistants

Image Analysis Server

rentapad

Image Analysis Server is an MCP server that analyzes visual content using Google's Gemini 2.0 Flash model to generate detailed descriptions and insights from images and videos. Key features of Image Analysis Server: - Analyze images and videos via URLs or local file paths with high-precision AI recognition - Direct YouTube video URL analysis for content comprehension without downloading - Multi-modal analysis comparing relationships between multiple images or videos in a single request - Customizable prompts to guide analysis focus and extract specific information - Local file support with Base64 encoding and built-in security path validation - Handles various image and video MIME types for broad format compatibility

rendi-ffmpeg-mcp-server

ctaylor86

Rendi is a cloud-based FFmpeg processing service that enables video and audio conversions, editing, and workflows without local installation. It provides cloud infrastructure for running FFmpeg commands through the Rendi API. Key features of Rendi: - Execute single FFmpeg commands for video/audio conversions, resizing, and format changes - Chain multiple sequential commands for complex workflows (e.g., convert → extract thumbnail → apply watermark) - Poll commands to check processing status, execution metrics, and retrieve output metadata - Direct download URLs for processed files with codec, resolution, duration, and bitrate details - Delete output files to manage cloud storage space

Douyin Video Text Extractor

xray918

Douyin Video Text Extractor downloads watermark-free videos from Douyin and converts video audio into text using AI speech recognition. It processes Douyin share links to extract content and transcribe spoken dialogue with configurable transcription services. Key features: - Download watermark-free videos from Douyin share links - Extract audio and transcribe to text using AI speech recognition APIs - Support for custom transcription endpoints (defaults to SiliconFlow API with SenseVoiceSmall model) - Parse video metadata and information without downloading full video - Automatic cleanup of temporary processing files to save disk space - Compatible with FunAudioLLM/SenseVoiceSmall and other OpenAI-compatible transcription models

Mineru Document Parsing Server integrates with the Mineru API to extract structured content from documents with support for OCR, formula recognition, and table detection. Key features: - Single and batch document processing via URL or local file upload - Multi-format support including PDF, DOC/DOCX, PPT/PPTX, and image files (PNG, JPG, JPEG) - OCR text recognition for scanned documents and images - Mathematical formula recognition and table structure extraction - Multi-language document processing including Chinese and English - Real-time task status monitoring for tracking parsing progress - Optional export to additional formats including DOCX, HTML, and LaTeX

Gemini CLI MCP Server

epicsagas

Gemini CLI MCP Server bridges the Model Context Protocol with Google's Gemini CLI, enabling AI agents like Cursor and Claude Desktop to invoke Gemini commands directly. The server wraps locally installed `gemini-cli` functionality and exposes it as standardized MCP tools. Key features: - Ask questions and interact with Gemini AI models through conversational interfaces - Git workflow automation including commit generation and pull request management - Dual implementations available in Python (FastAPI) and Node.js - Multiple transport modes: stdio, HTTP, and Docker containerization - Distributed via PyPI (`pip install gemini-cli-mcp`) and npm (`npm install -g gemini-cli-mcp-server`) - Requires Gemini authentication via `gemini login` or `GEMINI_API_KEY` environment variable

Gist Task Manager

samihalawa

Shrimp Task Manager (also known as Gist Task Manager) is an intelligent AI-native task management system built on the Model Context Protocol (MCP) that transforms natural language instructions into structured, actionable programming workflows. It guides AI coding agents through systematic development processes while maintaining long-term memory of project context. Key capabilities include: - Intelligent task decomposition that breaks complex requirements into manageable subtasks with dependency tracking - Project rules initialization to define coding standards and maintain style consistency across large codebases - Research mode for systematic technical exploration, comparing solutions, and surveying best practices - Task memory function that automatically backs up history and preserves context across coding sessions - Real-time execution status tracking with automatic complexity assessment and completeness verification - Optional web-based GUI when enabled via environment configuration, creating a visual task management interface - Chain-of-thought reasoning and reflection mechanisms to prevent redundant work and improve output quality

mcp_server_trending

talljack

TrendTracker aggregates trending content metrics across popular tech platforms to surface emerging opportunities in software development, research, and product innovation. It consolidates trend data into unified views that enable quick discovery of rising projects, discussions, and resources. Key capabilities of TrendTracker: - Monitors trending repositories on GitHub, popular articles on Hacker News, and new product launches on Product Hunt - Tracks package popularity across npm (JavaScript) and PyPI (Python) registries - Surfaces trending research papers and AI models from arXiv - Aggregates job postings and employment opportunities across sources - Enables cross-platform comparisons and trend correlation analysis to identify patterns across the tech ecosystem

replit-mcp

nova-3951

Replit is a browser-based integrated development environment (IDE) and cloud development platform that enables coding, collaboration, and deployment without local setup. It supports 50+ programming languages including Python, JavaScript, Java, Go, and C++. Key features include: - Instant cloud workspaces with zero configuration required - Built-in deployment and hosting with custom domain support - Real-time multiplayer collaboration allowing multiple users to code together - AI-powered coding assistance with intelligent code completion and generation - Persistent storage options including PostgreSQL databases and Key-Value stores - Integrated package management, shell access, and Git version control - Mobile apps for iOS and Android to code on-the-go

mcp-server-bitbucket

javimaligno

Bitbucket MCP Server is an integration that connects AI assistants to Atlassian's Bitbucket platform, enabling repository management and version control operations through the Bitbucket API. Key capabilities include: - Browse and search repositories, branches, commits, and file structures - Create and manage pull requests with support for code reviews and approvals - Access repository contents, read file contents, and explore directory structures - Manage issues, comments, and track development tasks - Monitor CI/CD pipelines and deployment statuses - Work with both Bitbucket Cloud and Bitbucket Data Center instances

everything-mcp-server

glowyardlighting

Everything MCP Server is a comprehensive multi-purpose server providing a wide range of tools and utilities through the Model Context Protocol. Key features of Everything MCP Server: - Aggregates multiple utility functions and tools in a single server - Demonstrates various MCP capabilities and protocol features - Provides diverse operations that may include file handling, data processing, web requests, and system utilities - Serves as a reference implementation showcasing MCP server functionality

pipedream

dannyroosevelt

Pipedream MCP is a unified API integration platform that connects AI agents and LLMs to thousands of business applications and services through a single interface with secure, built-in authentication. Key features include: - Access to 10,000+ pre-built tools spanning 3,000+ APIs across categories like task management, CRM, team collaboration, and software development - Native integrations with popular platforms including Linear, Slack, Notion, GitHub, and HubSpot - Built-in authentication and security management for all connected services, eliminating the need for separate API key management - Unified interface allowing LLMs to interact with diverse third-party applications without custom integration code

openone

jupiterbak

OpenOne is an integration platform that enables AI assistants to connect with external data sources and services. It provides standardized access to platform resources through the Model Context Protocol. Key features of OpenOne: - Data retrieval and synchronization from connected services - API connectivity for platform resource management - Workflow automation and process integration - Standardized interface for AI assistant interactions with external systems

Tavus MCP Server

rakeshdavid

Tavus is an AI video generation platform that creates realistic digital replicas and interactive conversational videos. It enables developers to generate AI-powered video content featuring lifelike avatars with synchronized speech and natural expressions. Key capabilities include: - AI replica management for creating and customizing digital avatar identities - Video generation with realistic lip synchronization to match audio inputs - Conversational AI for building interactive, real-time video chat experiences - Speech synthesis for generating natural-sounding voice audio - Full access to Tavus API v2 for advanced video production and avatar workflows

Omi provides persistent storage and retrieval of conversations and memories, enabling AI assistants to maintain contextual continuity across sessions through the Model Context Protocol. It allows MCP-compatible clients like Claude and Cursor to access, create, and manage memory entries for more coherent long-term interactions. Key features include: - Reading existing conversations and memory entries from Omi storage - Creating new memories and conversation records from ongoing interactions - Managing and organizing memory entries and conversation history - Persistent context sharing across different LLM sessions and workflows

enhanced-fetch-mcp

danielmelody

enhanced-fetch-mcp is a web content extraction and browser automation tool that fetches web pages and converts them into clean, structured Markdown format. Key features: - Extracts readable Markdown content from any web page - Renders JavaScript-heavy sites to access dynamically loaded content - Captures screenshots and generates PDFs from web pages - Automates browser interactions within secure, isolated sandbox environments

Clarity MCP - Generative MCPs based on your network!

theclarityproject

Clarity MCP is a browser-based tool that intercepts network requests from your browsing sessions and automatically converts them into Model Context Protocol (MCP) tools. It enables AI assistants to interact with live data from websites you visit without requiring manual API integration. Key features of Clarity MCP: - Captures real-time network requests from browser traffic and transforms them into AI-accessible tools - Automatically generates MCP-compatible endpoints from observed API calls - Enables one-click creation of AI tools from any web application's backend traffic - Provides real-time data access without requiring official API access or authentication setup - Works with any website's underlying API requests made during normal browsing sessions

mcp-blink-momory

billlzzz10

MCP Blink Memory appears to be a memory management tool for AI assistants and agents, designed to maintain context and state across interactions. Key capabilities: - Persistent memory storage for bridging context between AI conversations and sessions - Fast state retrieval for maintaining continuity in multi-turn interactions - Working memory management for agentic workflows or tool chains