The Stockyard

Creating algorithmic art using p5.js with seeded randomness and interactive parameter exploration. Use this when users request creating art using code, generative art, algorithmic art, flow fields, or particle systems. Create original algorithmic art rather than copying existing artists' work to avoid copyright violations.

Create beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece of art, design, or other static piece. Create original visual designs, never copying existing artists' work to avoid copyright violations.

Toolkit for creating animated GIFs optimized for Slack, with validators for size constraints and composable animation primitives. This skill applies when users request animated GIFs or emoji animations for Slack from descriptions like "make me a GIF for Slack of X doing Y".

Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate a new theme on-the-fly.

Use when creating or developing anything, before writing code or implementation plans - refines rough ideas into fully-formed designs through structured Socratic questioning, alternative exploration, and incremental validation

Use when design is complete and you need detailed implementation tasks for engineers with zero codebase context - creates comprehensive implementation plans with exact file paths, complete code examples, and verification steps assuming engineer has minimal domain knowledge

Suite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS, shadcn/ui). Use for complex artifacts requiring state management, routing, or shadcn/ui components - not for simple single-file HTML/JSX artifacts.

Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).

Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.

Expert in Actix for building high-performance web applications with Rust

Multi-agent coordinator

# Agent Skills Agent Skills are modular packages that extend Claude's capabilities with specialized domain knowledge, following Anthropic's [Agent Skills Specification](https://github.com/anthropics/skills/blob/main/agent_skills_spec.md). This plugin ecosystem includes **47 specialized skills** acr

# Agent Reference Complete reference for all **85 specialized AI agents** organized by category with model assignments. ## Agent Categories ### Architecture & System Design #### Core Architecture | Agent | Model | Description | |-------|-------|-------------| | [backend-architect](../plugins/ba

Expert in Android development, specializing in modern Android practices, optimizing performance, and ensuring robust application architecture. Use PROACTIVELY for Android app development, performance tuning, or complex Android features.

Angular 15+ enterprise patterns expert

Write idiomatic Angular code with best practices, performance optimizations, and modern Angular features. Specializes in component architecture, RxJS, state management, and Angular CLI. Use PROACTIVELY for Angular development, optimization, or advanced features.

Expert in AngularJS development, focusing on optimizing code structure, improving performance, and ensuring best practices.

REST and GraphQL API architect

API documentation specialist

Architecture review specialist

# Architecture & Design Principles This marketplace follows industry best practices with a focus on granularity, composability, and minimal token usage. ## Core Philosophy ### Single Responsibility Principle - Each plugin does **one thing well** (Unix philosophy) - Clear, focused purposes (descr

Expert in ASP.NET Core web application development, optimization, and best practices.

Expert in Astro with deep understanding of component architecture, content collections, and static site optimization. Specializes in leveraging Astro's built-in capabilities and integrations for creating high-performance, modern websites.

Expert in Auth0 implementation, configuration, and best practices

Server-side expert for scalable APIs

Web3 and crypto specialist

Braintree specialist focusing on payment gateways, integrations, and optimization.

Build system specialist

Expert in BullMQ task queue library for Node.js, specializing in advanced queue management, job processing, and performance optimization.

Expertise in Bun, focusing on high-performance JavaScript runtime, efficient module execution, and optimized bundling.

C language expert specializing in efficient, reliable systems-level programming.

Master in Cassandra database design, optimization, and management. Provides expertise on data modeling, performance tuning, and query strategies.

Command-line tool creator

Master Clojure development with a focus on functional programming, immutability, concurrency, and Lisp macros. Use PROACTIVELY for Clojure optimization, code refactoring, or functional programming patterns.

AWS/GCP/Azure specialist

Code quality guardian

Competitive intelligence specialist

Use when tests have race conditions, timing dependencies, or inconsistent pass/fail behavior - replaces arbitrary timeouts with condition polling to wait for actual state changes, eliminating flaky tests from timing guesses

Content marketing specialist

Context optimization expert

Expert in writing high-quality, efficient, and modern C++ code.

C++ performance expert

.NET ecosystem specialist

Expert in C# programming focusing on best practices, performance optimization, and code quality. Use PROACTIVELY for C# refactoring, optimization, or complex patterns.

Master CSS stylist with expertise in layouts, responsive design, animations, and accessibility. Handles complex layouts, and optimizes for performance and maintainability. Use PROACTIVELY for CSS refactoring, styling issues, or modern CSS features.

Customer success expert

Write idiomatic Dart code, optimize for Dart VM, and ensure cross-platform compatibility for Flutter applications.

Advanced debugging specialist

Package and dependency specialist

Django 4+ web development expert

Write expert Django code with optimized models, views, and templates. Handles complex queries, middleware, and RESTful APIs. Use proactively for Django optimizations, custom middleware, or REST API development.

Technical documentation expert

.NET 8 cross-platform specialist

.NET Framework legacy enterprise specialist

Developer experience optimization specialist

Expert in DynamoDB optimization, best practices, and data modeling. Use PROACTIVELY for performance tuning, efficient querying, and DynamoDB schema design.

Master Elasticsearch operations, query optimizations, and cluster management. Expert in indexing, searching, and aggregating data efficiently. Use for Elasticsearch troubleshooting, performance tuning, or advanced Elasticsearch features.

Desktop application expert

Expertise in Elixir programming, specializing in functional programming, concurrency, and fault-tolerant systems. Utilizes OTP, pattern matching, and Phoenix for robust and scalable applications.

Embedded and real-time systems expert

Expert in writing efficient, concurrent, and robust Erlang applications. Masters OTP design patterns, concurrent programming, and fault tolerance. Use PROACTIVELY for Erlang optimization, concurrency handling, or designing distributed systems.

Error handling and recovery specialist

Error analysis and resolution expert

Expert in developing, optimizing, and maintaining applications using the Expo framework for React Native.

Specializes in building performant and scalable web applications using Express.js.

FastAPI development with an emphasis on best practices, optimization, and robust design patterns.

Expert in building high-performance Node.js applications using Fastify framework. Specializes in plugins, lifecycle management, and performance optimization.

Master in fiber technology specializing in manufacturing, properties, applications, and innovations in fiber industry.

Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting structured options for merge, PR, or cleanup

Financial technology specialist

Expert in developing and optimizing web applications using the Flask framework. Masters routing, templating, request handling, and Flask extensions. Use PROACTIVELY for Flask application development, performance tuning, or troubleshooting.

Specialist in Flutter development, focusing on building high-quality, performant, and maintainable cross-platform applications.

Flutter 3+ cross-platform mobile expert

UI/UX specialist for React, Vue, and Angular

End-to-end feature development

Game development expert

Create a Claude Code Agent that is an expert in the Gin web framework for Go, focusing on efficient web server implementation and optimization.

Git workflow and branching expert

Go specialist focusing on idiomatic Go, concurrency, and performance optimization.

Go concurrency specialist

Expert in Grafana dashboard creation, visualization best practices, and alerting systems. Proactively used for monitoring and reporting.

GraphQL schema and federation expert

Expert in GraphQL API design, query optimization, and implementation. Master introspection, schemas, and GraphQL best practices. Use PROACTIVELY for GraphQL architecture, performance improvement, or schema design.

Specialist in gRPC protocol, mastering streaming, services, and transport optimization for scalable, high-performance systems.

Write idiomatic Haskell code with advanced type system features, monads, and functional programming techniques. Optimizes for purity, laziness, and performance. Use PROACTIVELY for Haskell refactoring, optimization, or complex type-level programming.

Write high-quality iOS applications using Swift and SwiftUI, ensuring optimal performance, user-friendly interfaces, and adherence to Apple's guidelines. Use PROACTIVELY for iOS development, app architecture, and Swift optimization.

IoT systems developer

Enterprise Java expert

Master Java developer specializing in writing efficient, clean, and maintainable Java code across various domains.

Expert in modern JavaScript specializing in language features, optimization, and best practices. Handles asynchronous patterns, code quality, and performance tuning. Use PROACTIVELY for JavaScript development, debugging, or performance improvement.

JavaScript development expert

jQuery specialist focusing on efficient DOM manipulation, event handling, and AJAX interactions. Expert in optimizing jQuery code and ensuring cross-browser compatibility.

Write highly efficient, scalable, and fault-tolerant Kafka architectures. Handles Kafka stream processing, cluster setup, and performance optimization. Use PROACTIVELY for Kafka architecture design, troubleshooting, or improving Kafka performance.

Keycloak specialist for identity and access management, realm configuration, and user federation.

Expertise in Knex.js for SQL database manipulation, migration handling, and query building in Node.js environments.

Knowledge aggregation expert

Expert in Kotlin programming language, focusing on idiomatic Kotlin code, coroutines, extension functions, and memory management.

Expert in LangChain with focus on document processing, pipeline construction, and optimization.

Legacy code modernization specialist

Legal and compliance specialist

Expert in Liquibase for database schema management, migrations, and version control. Use proactively for managing and automating database changes.

Large language model architect

Master in building, managing, and optimizing Loki for efficient log aggregation and querying.

Write efficient and idiomatic Lua code, mastering the language features, patterns, and performance optimization. Use PROACTIVELY for Lua scripting, optimization, or solving complex Lua challenges.

Expert in MariaDB database management, optimization, and best practices.

Market analysis and consumer insights

Model Context Protocol specialist

Distributed systems designer

Mobile application specialist

Cross-platform mobile specialist

Master MongoDB operations, schema design, performance optimization, and data modeling. Handles indexing, aggregations, and replication. Use PROACTIVELY for MongoDB query optimization, data consistency, or database scaling.

Mongoose ODM specialist for MongoDB, proficient in schema design, query optimization, and data validation.

Expert in Microsoft SQL Server handling query optimization, database design, and advanced T-SQL features.

Advanced multi-agent orchestration

Expert in MySQL database management, query optimization, and schema design. Provides efficient solutions for MySQL-related tasks.

Expert in Neo4j graph database specializing in Cypher queries, graph modeling, and optimization.

Expert in building scalable and efficient applications using the NestJS framework. Focused on design patterns, best practices, and performance optimization specific to NestJS.

Network infrastructure specialist

Next.js 14+ full-stack specialist

Expert in Next.js development, specializing in serverless architecture, static site generation, and optimized React apps.

Natural language processing expert

Specializes in Node.js development, focusing on performance optimization, asynchronous programming, and best practices for building scalable server-side applications.

Expert in NumPy for scientific computing, data analysis, and numerical operations. Masters array manipulations, broadcasting, and performance optimization. Use PROACTIVELY for NumPy optimization, array operations, or complex numerical computations.

Expert in OAuth 2.0 and OpenID Connect (OIDC) for secure authentication and authorization.

Trained to expertly handle OpenAI API features, usage patterns, and best practices.

Expert in designing, documenting, and optimizing APIs using OpenAPI specifications.

Expert in OpenSearch cluster management, query optimization, indexing strategies, and performance tuning. Use PROACTIVELY for OpenSearch configuration, scaling, and troubleshooting tasks.

Master in OpenTelemetry for observability, tracing, metrics, and logs.

Expert in data manipulation and analysis using pandas library in Python.

Payment systems expert

Performance optimization expert

Agent performance optimization

Master Perl scripting with regular expressions, data manipulation, CPAN modules, and advanced text processing. Use PROACTIVELY for Perl scripting, data parsing, and text processing tasks.

Expert in Phoenix framework, optimizing web applications, and ensuring best practices. Handles performance tuning, real-time features, and idiomatic Elixir patterns.

Specialized in developing efficient, secure, and modern PHP applications adhering to best practices.

PHP web development expert

Platform architecture expert

# Complete Plugin Reference Browse all **63 focused, single-purpose plugins** organized by category. ## Quick Start - Essential Plugins > 💡 **Getting Started?** Install these popular plugins for immediate productivity gains. ### Development Essentials **code-documentation** - Documentation and

Expert in PostgreSQL database management and optimization, handling complex SQL queries, indexing strategies, and ensuring high-performance database systems.

PostgreSQL database expert

Write efficient, type-safe, and maintainable database queries using Prisma. Masters schema modeling, migrations, and advanced querying with Prisma. Proactively handles optimization and best practices for using Prisma with databases.

Product strategy expert

Project management specialist

Expert in Prometheus for monitoring, alerting, and performance optimization.

Prompt optimization specialist

Expert in Pulumi infrastructure as code for cloud resources

Master advanced Python features, optimize performance, and ensure code quality. Expert in clean, idiomatic Python and comprehensive testing.

Python ecosystem master

Expert in PyTorch for building and optimizing deep learning models.

Quantitative analysis specialist

Expert in RabbitMQ messaging, configuration, and optimization.

Master Ruby on Rails for building scalable, maintainable, and performant web applications. Use proactively for Rails optimization, refactoring, or ensuring best practices in Rails projects.

Rails 7+ rapid development expert

React development expert with deep understanding of component architecture, hooks, state management, and performance optimization. Use PROACTIVELY for React refactoring, performance tuning, or complex state handling.

Expert in React Native development focusing on cross-platform mobile applications with optimal performance and native integrations. Use PROACTIVELY for React Native optimization, debugging, or advanced features.

React 18+ modern patterns expert

Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not performative agreement or blind implementation

Expert in Redis for in-memory data storage, caching, and real-time analytics.

Expert in building performant, scalable web applications using the Remix framework, with deep understanding of loaders, actions, and dynamic routing.

Use when completing tasks, implementing major features, or before merging to verify work meets requirements - dispatches code-reviewer subagent to review implementation against plan or requirements before proceeding

Comprehensive research specialist

Master in designing and implementing RESTful APIs with focus on best practices, HTTP methods, status codes, and resource modeling.

Risk assessment and management expert

Expert in Rollup.js for bundling JavaScript projects with optimal performance and configuration.

Expert in Ruby programming language, focusing on idiomatic Ruby, performance optimization, and best practices.

Systems programming expert

Expert in writing idiomatic Rust code with focus on safety, concurrency, and performance. Masters ownership, borrowing concepts, and Rust's type system. Use PROACTIVELY for Rust optimization and code safety checks.

Technical sales expert

Scala expert specializing in functional programming, type safety, and performance optimization.

Agile methodology expert

Expert in Sequelize ORM, proficient in database modeling, querying, associations, and migrations. Optimizes Sequelize usage for performance and data integrity.

Specialist in optimizing and managing Sidekiq for efficient job processing and background task management.

Master of Amazon Simple Notification Service (SNS) for message management and notification solutions. Expertise includes topics, subscriptions, policies, and integrations. Use PROACTIVELY for managing notifications, alerts, or message routing.

SolidJS expert specializing in creating efficient and reactive UI components using SolidJS.

Spring Boot 3+ microservices expert

Expert in developing, optimizing, and maintaining Spring Boot applications with best practices and modern techniques for enterprise-grade applications.

Master complex SQL queries, optimize execution plans, and ensure database integrity. Expert in index strategies, query optimization, and data modeling.

Database query expert

SQLite database optimization, query writing, indexing, and best practices specialist. Proactively analyzes and optimizes SQLite databases for performance and reliability.

--- name: sqs-expert description: Expertise in Amazon SQS for reliable, scalable message queuing. model: claude-sonnet-4-20250514 --- ## Focus Areas - Understanding SQS standard and FIFO queue types - Message durability and retention configurations - Visibi

Site reliability engineering expert

This agent specializes in managing and optimizing Stripe integrations, handling payments, managing subscriptions, and utilizing Stripe APIs.

Master Svelte.js development with a focus on building performant, maintainable, and idiomatic Svelte applications. Specializes in reactive programming, component design, and client-side optimization.

Write efficient, idiomatic Swift code with a focus on safety, performance, and modern features. Handles Swift UI, concurrency, and protocol-oriented programming. Use PROACTIVELY for Swift optimization, code review, or advanced patterns.

iOS and macOS specialist

Expert in SwiftUI development, focusing on building dynamic, responsive, and maintainable applications for Apple platforms. Handles view composition, state management, and performance optimization in SwiftUI.

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes - four-phase framework (root cause investigation, pattern analysis, hypothesis testing, implementation) that ensures understanding before attempting solutions

Expert in Tailwind CSS for efficient and responsive styling of web projects, utilizing utility-first approaches and responsive design principles.

Task allocation specialist

Expert in Tauri for building cross-platform desktop applications leveraging web technologies.

Technical documentation specialist

Infrastructure as Code expert

Expert in infrastructure-as-code using Terraform, specializing in efficient and reliable infrastructure provisioning and management.

Use when implementing any feature or bugfix, before writing implementation code - write the test first, watch it fail, write minimal code to pass; ensures tests actually verify behavior by requiring failure first

Use when writing or changing tests, adding mocks, or tempted to add test-only methods to production code - prevents testing mock behavior, production pollution with test-only methods, and mocking without understanding dependencies

Use when creating or editing skills, before deployment, to verify they work under pressure and resist rationalization - applies RED-GREEN-REFACTOR cycle to process documentation by running baseline without skill, writing to address failures, iterating to close loopholes

Developer tooling specialist

Emerging trends and forecasting expert

Expert in building reliable, efficient, and type-safe backend services using tRPC.

Expertise in TypeORM for defining and managing data models with efficient database interactions in Node.js applications

Expert in TypeScript specializing in type safety, async patterns, and modern ES features. Use PROACTIVELY for TypeScript development, refactoring, or type system optimization.

TypeScript specialist

Visual design and interaction specialist

# Usage Guide Complete guide to using agents, slash commands, and multi-agent workflows. ## Overview The plugin ecosystem provides two primary interfaces: 1. **Slash Commands** - Direct invocation of tools and workflows 2. **Natural Language** - Claude reasons about which agents to use ## Slash

Use when starting any conversation - establishes mandatory workflows for finding and using skills, including using Read tool before announcing usage, following brainstorming before coding, and creating TodoWrite todos for checklists

User research expert

Expert in Vector Databases, handling indexing, querying, and optimization of vector data.

Vue.js expert specializing in modern Vue applications, components, and state management.

Vue 3 Composition API expert

Expert in Webpack configuration, optimization, and troubleshooting for efficient bundling and module loading.

Real-time communication specialist

Specializes in WebSocket protocol, implementation, and application. Provides expertise for real-time data exchange using WebSockets.

WordPress development and optimization expert

Complex workflow automation

Use when creating new skills, editing existing skills, or verifying skills work before deployment - applies TDD to process documentation by testing with subagents before writing, iterating until bulletproof against rationalization

Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.

A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever asked to write some sort of internal communications (status reports, leadership updates, 3P updates, company newsletters, FAQs, incident reports, project updates, etc.).

Anthropic's flagship AI with strong reasoning, coding, and content capabilities. Great for deep research and analysis.

General-purpose conversational AI with wide plugin ecosystem. Strong for content generation and brainstorming.

Anthropic's official CLI tool for autonomous coding. Great for full-stack development with AI.

Code suggestions right in your IDE. Well-integrated with VS Code and GitHub workflow.

Use when facing 3+ independent failures that can be investigated without shared state or dependencies - dispatches multiple Claude agents to investigate and fix independent problems concurrently

Use when partner provides a complete implementation plan to execute in controlled batches with review checkpoints - loads plan, reviews critically, executes tasks in batches, reports for review between batches

Use when you've developed a broadly useful skill and want to contribute it upstream via pull request - guides process of branching, committing, pushing, and creating PR to contribute skills back to upstream repository

Use when executing implementation plans with independent tasks in the current session - dispatches fresh subagent for each task with code review between tasks, enabling fast iteration with quality gates

Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees with smart directory selection and safety verification

Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always

"Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new documents, (2) Modifying or editing content, (3) Working with tracked changes, (4) Adding comments, or any other document tasks"

Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.

"Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, or any other presentation tasks"

"Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadsheets, or (5) Recalculating formulas"

Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.

Replace with description of the skill and when Claude should use it.

More powerful than Zapier with better pricing for high-volume use. Steeper learning curve but worth it.

Industry standard for no-code automation. Huge app directory but can get expensive at scale.

Microsoft's framework for building multi-agent systems. Powerful but requires coding skills.

Popular framework for chaining LLMs with tools and data sources. Great community and docs.

A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.

MCP of MCPs. Automatic discovery and configure MCP servers on your local machine. Fully REMOTE! Just use [https://mcp.1mcpserver.com/mcp/](https://mcp.1mcpserver.com/mcp/)

Create crafted UI components inspired by the best 21st.dev design engineers.

Create crafted UI components inspired by the best 21st.dev design engineers.

An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave.

₿ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more.

The only platform you need to get paid - all payments in one place, invoicing and accounting reconciliations with [Adfin](https://www.adfin.com/).

Track and monitor AI agent mindshare across platforms - measure brand visibility in AI conversations with [Agent Mindshare](https://agentmindshare.com).

Enable AI agents to get structured data from unstructured web with [AgentQL](https://www.agentql.com/).

Connect to any function, any language, across network boundaries using [AgentRPC](https://www.agentrpc.com/).

RAG MCP for your [Agentset](https://agentset.ai/) data.

Simpler Project Management - send [Agile Luminary](https://agileluminary.com) stories straight to your IDE

Allows the AI to read from your Bear Notes (macOS only)

Connect any bitcoin lightning wallet to agents to send and receive payments instantly at low cost.

A Model Context Protocol (MCP) server that enables AI assistants to integrate with Prometheus Alertmanager

Supabase MCP Server with support for SQL query execution and database exploration tools

A comprehensive MCP server for tooling interactions(40+) and resource accessibility(60+) plus many useful prompts to interact with Algorand Blockchain.

MCP of MCPs. A central hub for MCP servers. Helps you discover available MCP servers and learn how to install and use them. REMOTE! Use the url [https://mcp.pfvc.io/mcp/](https://mcp.pfvc.io/mcp/) to add the server. **Remember the final backslash**.

An AI voice toolkit with TTS, voice cloning, and video translation, now available as an MCP server for smarter agent integration.

AI-powered SVG animation generator that transforms static files into animated SVG components using the [Allyson](https://allyson.ai) platform

📲 An MCP server that provides control over Android devices through ADB. Offers device screenshot capture, UI layout analysis, package management, and ADB command execution capabilities.

🐍 ☁️ MCP for LLM to search and read papers from arXiv

🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.

AniList MCP server for accessing AniList API data

AnkiConnect MCP server for interacting with Anki via AnkiConnect.

Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more

[AnyCrawl](https://anycrawl.dev) MCP Server, Powerful web scraping and crawling for Cursor, Claude, and other LLM clients via the Model Context Protocol (MCP).

MCP Server For [Apache Doris](https://doris.apache.org/), an MPP-based real-time data warehouse.

Talk with your Apple Notes

An MCP Server Integration with Apple Shortcuts

MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.

Enable AI agents to interact with the [Atla API](https://docs.atla-ai.com/) for state-of-the-art LLMJ evaluation.

Official MCP Server from [Atlan](https://atlan.com) which enables you to bring the power of metadata to your AI tools

Marketing insights and audience analysis from [Audiense](https://www.audiense.com/products/audiense-insights) reports, covering demographic, cultural, influencer, and content engagement analysis.

Search 1M+ hours of podcasts, interviews, talks and your private audio uploads with speaker identification and timestamps. Official Remote MCP server (via https://mcp.audioscrape.com) enabling AI assistants to access and analyze audio content through semantic and text-based search.

Comprehensive framework documentation and code examples for popular development tools and libraries.

A Model Context Protocol (MCP) server that provides AI assistants with the ability to search and retrieve Microsoft AutoGen documentation.

Cisco pyATS server enabling structured, model-driven interaction with network devices.

Query and analyze your Axiom logs, traces, and all other event data in natural language

A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, versioned docs.

Add smart Backup ability to coding agents like Windsurf, Cursor, Cluade Coder, etc

Integration with Basecamp project management platform for managing projects, to-dos, card tables, documents, and team collaboration

Read and write access to your Baserow tables.

BGG MCP enables AI tools to interact with the BoardGameGeek API.

A Binary Ninja plugin, MCP server, and bridge that seamlessly integrates [Binary Ninja](https://binary.ninja) with your favorite MCP client.

integrates with Bluesky API to query and search feeds and posts.

Interact with the Intelligent Content Management platform through Box AI.

Baserow database integration with table search, list, and row create, read, update, and delete capabilities.

Automate your local browser

Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)

MCP server for Bucket

MCP server for Bugsnag

Official MCP server for Buildable AI-powered development platform. Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.

Manage [Buildkite](https://buildkite.com) pipelines and builds.

This server enables LLMs to use calculator for precise numerical calculations.

A CalDAV MCP server to expose calendar operations as tools for AI assistants.

Python-based MCP tool providing a comprehensive set of functions for managing contacts, phonebooks, agents, teams, campaigns, and other CallHub resources.

Search campgrounds around the world on campertunity, check availability, and provide booking links.

MCP server for easy access to education data through your Canvas LMS instance.

<img height="20" width="20" src="https://carbonvoice.app/favicon.ico" align="center"/> MCP Server that connects AI Agents to [Carbon Voice](https://getcarbon.app). Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in [Carbon Voice](https://getcarbon.app).

A MCP server to retrieve up-to-date jobs from company career sites.

CLI that generates MCP tools based on your Database schema and data using AI and host as REST, MCP or MCP-SSE server

MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com).

🤖 A Model Context Protocol server for generating visual charts using [AntV](https://github.com/antvis).

Query and summarize your chat messages with AI prompts.

Embeddings, vector search, document storage, and full-text search with the open-source AI application database

A specialized MCP gateway for LLM enhancement prompts and jailbreaks with dynamic schema adaptation. Provides prompts for different LLMs using an enum-based approach.

Enable AI Agents to fix build failures from CircleCI.

Query your [ClickHouse](https://clickhouse.com/) database server.

Clojure linter

Obtains latest dependency details for Clojure libraries.

Clojure development tools, direct access to the running program via REPL.

A Model Context Protocol server for managing, monitoring, and querying data in [CockroachDB](https://cockroachlabs.com).

MCP server for Coda

A Model Context Protocol (MCP) server for CODESYS V3 programming environments.

A MCP server that provides real-time cryptocurrency market data through CoinCap's public API without requiring authentication

Official [CoinGecko API](https://www.coingecko.com/en/api) MCP Server for Crypto Price & Market Data, across 200+ blokchain networks and 8M+ tokens.

Query and analyze your [Opik](https://github.com/comet-ml/opik) logs, traces, prompts and all other telemtry data from your LLMs in natural language.

Analyze large codebases and document collections using high-context models via OpenRouter, OpenAI, or Google AI -- very useful, e.g., with Claude Code

Interact with your content on the Contentful platform

Context7 MCP - Up-to-date Docs For Any Cursor Prompt

A MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent.

Introspect and query your apps deployed to Convex.

Access comprehensive B2B data on companies, employees, and job postings for your LLMs and AI workflows.

Interact with the data stored in Couchbase clusters using natural language.

Enables AI agents to access real-time web data with HTML, markdown, and screenshot support. SDKs: Node.js, Python, Java, PHP, .NET.

Create a new MCP server in TypeScript, batteries included - supports user-defined templates!

MCP Server that exposes Creatify AI API capabilities for AI video generation, including avatar videos, URL-to-video conversion, text-to-speech, and AI-powered editing tools.

MCP server for the Computer-Use Agent (CUA), allowing you to run CUA through Claude Desktop or other MCP clients.

Enable AI Agents to fix Playwright test failures reported to [Currents](https://currents.dev).

Boost security in your dev lifecycle via SAST, SCA, Secrets & IaC scanning with [Cycode](https://cycode.com/).

MCP server for [Calcom](https://cal.com/) (Also known as [Cal.com](https://cal.com/)). Manage event types, create bookings, and access Cal.com scheduling data through LLMs.

Interact with task, doc, and project data in [Dart](https://itsdart.com), an AI-native project management tool

Navigate your OpenTelemetry resources, investigate incidents and query metrics, logs and traces on [Dash0](https://www.dash0.com/).

Official MCP server for [dbt (data build tool)](https://www.getdbt.com/product/what-is-dbt) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.

MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation.

MCP Server for DealX platform

Easy web data access. Simplified retrieval of information from websites and online sources.

Enables IDEs like Cursor and Windsurf to analyze large codebases using Gemini's 1M context window.

Remote, no-auth MCP server providing AI-powered codebase context and answers

Manage and utilize website content within the [DevHub](https://www.devhub.com) CMS platform

Access real-time DEX analytics across 20+ blockchains with [DexPaprika API](https://docs.dexpaprika.com), tracking 5M+ tokens, pools, volumes, and historical market data. Built by CoinPaprika.

Tools to the query and execute of Dify workflows

A code observability MCP enabling dynamic code analysis based on OTEL/APM data to assist in code reviews, issues identification and fix, highlighting risky code etc.

Advanced computer vision and object detection MCP server powered by Dino-X, enabling AI agents to analyze images, detect objects, identify keypoints, and perform visual understanding tasks.

An MCP server that enables secure credential retrieval from 1Password to be used by Agentic AI.

The official MCP server for version-controlled Dolt databases.

An MCP server for fetching verifiable random numbers from the [drand network](https://drand.love).

An MCP server for securely (via RBAC) talking to on-premise and cloud MS SQL Server, MySQL, PostgreSQL databases and other data sources.

MCP Server for [Driflyte](https://console.driflyte.com). The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.

Remote SSE MCP server for hosting HTML webpages and sharing content through temporary URLs without authentication

STDIO/SEE MCP Server for Apache Druid by [iunera](https://www.iunera.com) that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters.

Leverages your Schemas and Access Patterns to interact with your [DynamoDB](https://aws.amazon.com/dynamodb) Database using natural language.

MCP server for E2B

Generate visual charts using [ECharts](https://echarts.apache.org) with AI MCP dynamically, used for chart generation and data analysis.

An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.

Interact with [EduBase](https://www.edubase.net), a comprehensive e-learning platform with advanced quizzing, exam management, and content organization capabilities

MCP server for ELEMENT.FM

The official ElevenLabs MCP server

elisp (Emacs Lisp) development support tools, running in Emacs.

Contract and template management for drafting, reviewing, and sending binding contracts.

This MCP server attempts to exercise all the features of the MCP protocol. It is not intended to be a useful server, but rather a test server for builders of MCP clients. It implements prompts, tools, resources, sampling, and more to showcase MCP capabilities.

Reference / test server with prompts, resources, and tools

MCP server for Exa

Excel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table

MCP server acting as an interface to the Facebook Ads, enabling programmatic access to Facebook Ads data and management features.

Get any answer from the Facebook Ads Library, conduct deep research including messaging, creative testing and comparisons in seconds.

MCP server for Fewsats

Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs, enabling seamless integration with healthcare data through SMART-on-FHIR authentication and comprehensive FHIR operations.

MCP Server that connects AI agents to FHIR servers

Perform queries and entity operations in your [Fibery](https://fibery.io) workspace.

MCP server for Firecrawl

Immutable ledger database with live synchronization

Build modern, production-ready UI blocks, components, and landing pages in minutes.

Run Python in a code sandbox.

MCP server acting as an interface to the [Frankfurter API](https://frankfurter.dev/) for currency exchange data.

Fulcra Context MCP server for accessing your personal health, workouts, sleep, location, and more, all privately. Built around [Context by Fulcra](https://www.fulcradynamics.com/).

MCP server for Volatility 3.x, allowing you to perform memory forensics analysis with AI assistant. Experience memory forensics without barriers as plugins like pslist and netscan become accessible through clean REST APIs and LLMs.

A GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants.

The ultimate open-source server for advanced Gemini API interaction with MCP, intelligently selects models.

Gentoro generates MCP Servers based on OpenAPI specifications.

Network access with the ability to run commands like ping, traceroute, mtr, http, dns resolve.

An MCP server tailored for React Native–first development using Gluestack UI.

MCP server to provide golang packages and their information from pkg.go.dev

MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects.

Manage your GoLogin browser profiles and automation directly through AI conversations!

MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.

Read, create, update and delete Google Keep notes.

Google News search capabilities with automatic topic categorization and multi-language support via SerpAPI integration.

A Model Context Protocol (MCP) server providing access to Google Programmable Search Engine (PSE) and Custom Search Engine (CSE).

Human-in-the-loop platform - Allow AI agents and automations to send requests for approval to your [gotoHuman](https://www.gotohuman.com) inbox.

🏎️ ☁️ Tools to the query and execute of Dify workflows

🏎️ ☁️ An MCP server application that sends various types of messages to the WeCom group robot.

Search dashboards, investigate incidents and query datasources in your Grafana instance

Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a searchable [Graphlit](https://www.graphlit.com) project.

Provides AI assistants with a secure and structured way to explore and analyze data in [GreptimeDB](https://github.com/GreptimeTeam/greptimedb).

Gru-sandbox(gbox) is an open source project that provides a self-hostable sandbox for MCP integration or other AI agent usecases.

Expose Great Expectations data validation and

GXtract is a MCP server designed to integrate with VS Code and other compatible editors (documentation: [sascharo.github.io/gxtract](https://sascharo.github.io/gxtract)). It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerful document understanding capabilities directly within your development environment.

MCP server for HackMD

A Model Context Protocol server for integrating [HackMD](https://hackmd.io)'s note-taking platform with AI assistants.

HTTP toolkit providing all 7 HTTP methods (GET, POST, PUT, PATCH, DELETE, HEAD, OPTIONS) with secret substitution, comprehensive error handling, and support for JSON, XML, HTML, and form data.

HAP (Super Application Platform) is developed by Mingdao（ https://www.mingdao.com ）The launched APaaS platform helps you build enterprise level applications quickly without coding. This is HAP's MCP (Model Context Protocol) server, used for seamless integration of AI. It enables every zero code application built through HAP to quickly become a tool for agents.

Access and interact with Harness platform data, including pipelines, repositories, logs, and artifact registries.

🐍 ☁️ MCP to search through PapersWithCode API

📇 ☁️ A Model-Context-Protocol (MCP) server for integrating with Yuque API, allowing AI models to manage documents, interact with knowledge bases, search content, and access analytics data from the Yuque platform.

Turns any Swagger/OpenAPI REST endpoint with a yaml/json definition into an MCP Server with Langchain/Langflow integration automatically.

📇 ☁️ Allows AI clients to manage records and notes in Attio CRM

Connect to a [Hologres](https://www.alibabacloud.com/en/product/hologres) instance, get table metadata, query and analyze data.

Interact with Home Assistant to control smart home devices, query states, manage automations, and troubleshoot your smart home setup.

Interact with Homebrew (the package manager for macOS and Linux) using natural language commands.

Interact with Homey to control smart home system. Supports devices, flows, and zones. Contains a few goodies for better integrations with LLMs.

Official [Hostinger API](https://developers.hostinger.com/) MCP server for services managment.

Server for using HuggingFace Spaces, supporting Images, Audio, Text and more. Claude Desktop mode for ease-of-use.

Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.

[Hyperbrowser](https://www.hyperbrowser.ai/) is the next-generation platform empowering AI agents and enabling effortless, scalable browser automation.

Tool platform by IBM to build, test and deploy tools for any data source

MCP Server for automated reverse engineering with IDA Pro.

Interact with [ilert](https://ilert.com) through natural language.

ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.

A MCP server for comprehensive image editing operations including resizing, format conversion, cropping, compression, and more based on sharp.

📧 An IMAP Model Context Protocol (MCP) server to expose IMAP operations as tools for AI assistants.

MCP server for Inbox Zero

MCP server for Inkeep

Debug your Container and Kubernetes workloads with an AI interface powered by eBPF.

Send Instagram DMs via your LLM

Create, manage, and update applications on InstantDB, the modern Firebase.

Interact with any other SaaS applications on behalf of your customers.

IP2Location.io API integration to retrieve the geolocation information for an IP address.

Look up IP address geolocation, network information, detect proxies and VPNs, and find abuse contact details using IPLocate.io

:shield: MCP enabled code security analyzer for F5 iRules

Premium memory consistent across all AI applications.

Fetch the content of a remote URL as Markdown with Jina Reader.

MCP server to provide Jira Tickets information to AI coding agents like Cursor.

Supabase MCP Server for managing and creating projects and organisations in Supabase

MCP server empowers LLMs to interact with JSON files efficiently. With JSON MCP, you can split, merge, etc.

Kagi search API integration

Build robust data workflows, integrations, and analytics on a single intuitive platform.

🏎️ 🏠 This MCP Server will help you to manage projects and issues through [Plane's](https://plane.so) API

designed to work with Keycloak for identity and access management, with about 40+ tools covering, Users, Realms, Clients, Roles, Groups, IDPs, Authentication. Native builds available.

📇 ☁️ Allows AI models to interact with [Kibela](https://kibe.la/)

Connect with 10,000+ tools across HRIS, ATS, CRM, Accounting, Calendar, Meeting, Ticketing, and more categories.

Connect to Kubernetes cluster and manage pods, deployments, services.

Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts.

Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster.

Seamlessly bring real-time production context—logs, metrics, and traces—into your local environment to auto-fix code faster

MCP Server to compile latex, download/organize/read cited papers, run visualization scripts and add figures/tables to latex.

Simple unofficial MCP server to track time via Toggl API

MCP server for libSQL databases with comprehensive security and management tools. Supports file, local HTTP, and remote Turso databases with connection pooling, transaction support, and 6 specialized database tools.

Integrates the LINE Messaging API to connect an AI Agent to the LINE Official Account.

Integrates with Linear project management systems.

Make your AI agent speak every language on the planet, using [Lingo.dev](https://lingo.dev) Localization Engine.

A TypeScript framework for building MCP servers elegantly

Provides access to OpenTelemetry traces and metrics through Logfire.

MCP server for LunchMoney personal finance and budgeting tool.

🎖️ 🐍 ☁️ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering.

Turn your [Make](https://www.make.com/) scenarios into callable tools for AI assistants.

Unlock geospatial intelligence through Mapbox APIs like geocoding, POI search, directions, isochrones and more.

Client implementation for Mastra, providing seamless integration with MCP-compatible AI models and tools.

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

Tools to query latest Maven dependency information

Enhanced Maven Central integration with intelligent caching, bulk operations, and version classification

Safe Python interpreter based on HF Smolagents `LocalPythonExecutor`

MCP server for Autodesk Maya

A powerful interactive terminal **M**CP **Bro**wser client with tab completion and automatic documentation that allows you to work with multiple MCP servers, manage tools, and create complex workflows using AI assistants.

An MCP (Model Context Protocol) aggregator that allows you to combine multiple MCP servers into a single endpoint allowing to filter specific tools.

MCP Expr-Lang provides a seamless integration between Claude AI and the powerful expr-lang expression evaluation engine.

Set up MCP servers in Claude Desktop

A Model Context Protocol (MCP) server for the Open Library API that enables AI assistants to search for book and author information.

Use command line tools in a secure fashion as MCP tools.

Fast and elegant Typescript framework for building MCP servers

Golang-based Kubernetes MCP Server. Built to be extensible.

A basic implementation of persistent memory using a local knowledge graph. This lets Claude remember information about the user across chats.

Knowledge graph-based persistent memory system

Mercado Libre's official MCP server, offering tools to interact with our marketplace, simplifying tasks and product integration.

Mercado Pago's official MCP server, offering tools to interact with our API, simplifying tasks and product integration.

Remote MCP server to interact with Meta Ads API - access, analyze, and manage Facebook, Instagram, and other Meta platforms advertising campaigns.

Query and interact with kubernetes environments monitored by Metoro

A Python MCP server for Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in, and security operations via Microsoft Graph.

Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots

Search, Query and interact with data in your Milvus Vector Database.

Connect and unify data across various platforms and databases with [MindsDB as a single MCP server](https://docs.mindsdb.com/mcp/overview).

Local RAG (on-premises) with MCP server.

MCP servers for Google Calendar, Gmail, Outlook Calendar, and Outlook.

Miro MCP server, exposing all functionalities available in official Miro SDK.

Model Kontext Protocol Server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters through native Go implementation with direct API integration and comprehensive resource management.

MCP server for Model Context Protocol (MCP) Quickstart

📇 ☁️ Allows AI clients to manage contacts, opportunities and tasks in Capsule CRM including Claude Desktop ready DTX-file

A Model Context Protocol (MCP) server that enables LLMs to interact directly with MongoDB databases

Query and analyze data with MotherDuck and local DuckDB

Connect AI assistants like Cursor to Google Chat and beyond — enabling smart, extensible collaboration across chat platforms.

generate lyrics, song and background music(instrumental)

[Mux](https://www.mux.com) is a video API for developers. With Mux's official MCP you can upload videos, create live streams, generate thumbnails, add captions, manage playback policies, dig through engagement data, monitor video performance, and more.

Control Nanoleaf smart lights through MCP - turn on/off, adjust brightness, change colors, set effects, and discover devices

Production-ready RAG out of the box to search and retrieve data from your own documents.

Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory

Interact with the Neon serverless Postgres platform

List and analyze Netbird network peers, groups, policies, and more.

Web search server that integrates Perplexity Sonar models via OpenRouter API for real-time, context-aware search with citations

Manage NocoDB server, support read and write databases

Activate MCP services (Gmail, Calendar, WordPress, etc.) and run browser automation workflows via a Chrome extension with importable sequences

🐍 Automatic operation of on-screen GUI.

MCP server for managing accounting and taxes with Norman Finance.

Notion official MCP server

Leverage Notte Web AI agents & cloud browser sessions for scalable browser automation & scraping workflows

An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)

🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.

Anthropic's Model Context Protocol implementation for Oat++

Interacting with Obsidian via REST API

MCP Server for OceanBase database and its tools

An SSE-based MCP server that allows LLM-powered applications to interact with OCI registries. It provides tools for retrieving information about container images, listing tags, and more.

Deliver real-time investment research with extensive private and public market data.

Leading AI-powered code assistant for advanced research, analysis and discovery across GitHub Repositories in large ecosystems

A 3D Printing MCP server that allows for querying for live state, webcam snapshots, and 3D printer control.

Connect AI assistants to Odoo ERP systems for business data access and workflow automation.

Access real-time gaming data across popular titles like League of Legends, TFT, and Valorant, offering champion analytics, esports schedules, meta compositions, and character statistics.

Supercharge your AI assistant with plug-and-play access to authentication, project scaffolding, and smart wallet tooling.

Access Apache Fineract self-service APIs for registration, authentication, account management, and transactions via MCP.

A Model Context Protocol (MCP) server that allows AI agents to generate secure smart contracts in multiples languages based on [OpenZeppelin Wizard templates](https://wizard.openzeppelin.com/).

MCP server for OpsLevel

Access the [OSV (Open Source Vulnerabilities) database](https://osv.dev/) for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.

Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction.

An MCP server that brings enterprise-grade OCR and document parsing capabilities to AI applications.

MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, and plain text, with other formats like PDF, csv and docx in development.

An MCP server for interacting with a Paperless-NGX API server. This server provides tools for managing documents, tags, correspondents, and document types in your Paperless-NGX instance.

MCP of MCPs. A central hub for MCP servers. Helps you discover available MCP servers and learn how to install and use them.

The PayPal Model Context Protocol server allows you to integrate with PayPal APIs through function calling. This protocol supports various tools to interact with different PayPal services.

Best people search engine that reduces the time spent on talent discovery.

Official MCP Server to interact with Pearl API. Connect your AI Agents with 12,000+ certified experts instantly.

a macOS-only MCP server that enables AI agents to capture screenshots of applications, or the entire system.

Data platform with ETL and built-in data warehouse, access all business applications (ERP, CRM, Accounting etc.) via MCP and run queries on your business data.

An MCP server that connects to Perplexity's Sonar API, enabling real-time web-wide research in conversational AI.

MCP Server for [PGYER](https://www.pgyer.com/) platform, supports uploading, querying apps, etc.

Interacting with Phabricator API

AI pilot for PTY operations that enables agents to control interactive terminals with stateful sessions, SSH connections, and background process management

The official Plane MCP server provides integration with Plane APIs, enabling full AI automation of Plane projects, work items, cycles and more.

Playwright MCP server

An MCP server using Playwright for browser automation and webscrapping

A comprehensive proxy that combines multiple MCP servers into a single MCP. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers.

Access to Polish National Court Register (KRS)—the government's authoritative registry of all businesses, foundations, and other legal entities.

Multimodal MCP server for generating images, audio, and text with no authentication required

Postman’s remote MCP server connects AI agents, assistants, and chatbots directly to your APIs on Postman.

An MCP server that provides tools to interact with Powerdrill datasets, enabling smart AI data analysis and insights.

An MCP implementation that provides search functionality for the Powertools for AWS Lambda documentation across multiple runtimes.

Hierarchical task management (ideas → epics → tasks) with CLI dashboard

📇 ☁️ Parses the HTML content from news.ycombinator.com (Hacker News) and provides structured data for different types of stories (top, new, ask, show, jobs).

An MCP server for Mathematical expression calculation

Chat with any other OpenAI SDK Compatible Chat Completions API, like Perplexity, Groq, xAI and more

Integration with [QA Sphere](https://qasphere.com/) test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs

Implement semantic memory layer on top of the Qdrant vector search engine

connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.

connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.

MCP server for r/mcp Reddit

Interact with the RAD Security platform which provides AI-powered security insights for Kubernetes and cloud environments.

Interact with [Ramp](https://ramp.com)'s Developer API to run analysis on your spend and gain insights leveraging LLMs

Provides LLMs with essential random generation abilities, built entirely on Python's standard library.

Interact with your crash reporting and real using monitoring data on your Raygun account

Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows

Up-to-date documentation for your coding agent. Covers 1000s of public repos and sites. Built by [ref.tools](https://ref.tools/)

MCP server for ref.tools

A local MCP server for developers that mirrors your in-development MCP server, allowing seamless restarts and tool updates so you can build, test, and iterate on your MCP server within the same AI session without interruption.

Create spaced repetition flashcards in [Rember](https://rember.com) to remember anything you learn in your chats

MCP server for scheduling and triggering reminders via Slack or Telegram.

Smart, case-aware search & replace for codebases. Provides atomic renaming of symbols, files, and directories with full undo/redo. The MCP server lets AI assistants plan, preview, and apply rename operations safely, handling all naming conventions (snake_case, camelCase, PascalCase, etc.) automatically.

The official Render MCP server: spin up new services, run queries against your databases, and debug rapidly with direct access to service metrics and logs.

Manage your In-app-purchases in [RevenueCat](https://www.revenuecat.com) without leaving your AI coding environment.

MCP server for Riza

MCP server for Root Signals

MCP server to interact with [Routine](https://routine.co/): calendars, tasks, notes, etc.

📇 ☁️ This Model Context Protocol server implementation of Asana allows you to talk to Asana API from MCP Client such as Anthropic's Claude Desktop Application, and many more.

Rube is a Model Context Protocol (MCP) server that connects your AI tools to 500+ apps like Gmail, Slack, GitHub, and Notion. Simply install it in your AI client, authenticate once with your apps, and start asking your AI to perform real actions like "Send an email" or "Create a task."

Execute SQL (PostgreSQL, MariaDB, BigQuery, MS SQL Server, RedShift, etc.) via ConnectorX and stream results to CSV/Parquet. MCP tool: run_sql.

FastAPI and MCP service providing Islamic prayer times and other useful calculations.

📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat.

Scaffold is a Retrieval-Augmented Generation (RAG) system designed to structural understanding of large codebases. It transforms your source code into a living knowledge graph, allowing for precise, context-aware interactions that go far beyond simple file retrieval.

Minimal MCP server for scanner capture (ADF/duplex/page-size); typed tools; JSON Schema–validated I/O; multipage assembly; Node 22 + SANE.

Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.

MCP server for SchemaFlow

Integrate real-time [Scrapeless](https://www.scrapeless.com/en) Google SERP(Google Search, Google Flight, Google Map, Google Jobs....) results into your LLM applications. This server enables dynamic context retrieval for AI workflows, chatbots, and research tools.

MCP server for Scrapezy

Capture website screenshots including full page, elements, and device specific sizes.

MCP server for ScreenshotOne

Privacy-first macOS MCP server that provides visual context for AI agents through window screenshots

MCP server for SearXNG

MCP server for SearXNG

Enable AI agents to secure code with [Semgrep](https://semgrep.dev/).

Official MCP server for [Sentry](https://sentry.io).

Dynamic and reflective problem-solving through thought sequences

An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process.

MCP server for Shadcn UI, enabling automated, remote, or containerized project management via local or remote registries.

A powerful and flexible MCP server designed to enhance the development experience with Shadcn UI components, providing tools for component management, documentation, and installation.

MCP server for ShareSeer

Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more. Published as `@shopsavvy/mcp-server`.

MCP server for ShrimpTaskManager

Interact with the SingleStore database platform

MCP Server to let Claude / your AI control the browser

Create presentations and PowerPoints using AI and SlideSpeak MCP

Model Context Protocol server for Slite integration. Search and retrieve notes, browse note hierarchies, and access content from your Slite workspace.

Snowflake database integration with read/write capabilities and insight tracking

Provides seamless integration with [SonarQube](https://www.sonarsource.com/) Server or Cloud, and enables analysis of code snippets directly within the agent context

MCP for Sonatype Nexus Repository Manager and Sonatype Repository Firewall. Manage your DevSecOps practices through AI-assisted Workflows.

🏎️ 🏠 🍎 🪟 🐧 Give hands to AI. MCP server to run shell commands securely, auditably, and on demand on isolated environments like docker.

🏎️ 🏠 🍎 🪟 🐧️ MCP server connecting AI systems to Stockfish chess engine.

MCP for semantic code search & navigation that reduces token waste

iOS Swift Package Manager server written in Swift

MCP server for SQLGlot

A Model Context Protocol (MCP) server for square

MCP server for StarRocks

Storyblok MCP server enables your AI assistants to directly access and manage your Storyblok spaces, stories, components, assets, workflows, and more.

Interact with Stripe API

Connects to Supabase platform for database, auth, edge functions and more.

Remote server (SSE/Streamable) for the latest Svelte and SvelteKit documentation

AI-powered task orchestration and workflow automation with specialized agent roles, intelligent task decomposition, and seamless integration across Claude Desktop, Cursor IDE, Windsurf, and VS Code.

Official Taskeract MCP Server for integrating your [Taskeract](https://www.taskeract.com/) project tasks and load the context of your tasks into your MCP enabled app.

An efficient task manager. Designed to minimize tool confusion and maximize LLM budget efficiency while providing powerful search, filtering, and organization capabilities across multiple file formats (Markdown, JSON, YAML)

MCP server for Tavily

MCP server for TeamCity, integrates with Claude Desktop and Cursor.

The MCP server that keeps you informed by sending the notification on phone using ntfy

Terragrunt documentation always up to date.

MCP server for text-to-graphql, integrates with Claude Desktop and Cursor.

The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform.

TikTok integration for getting post details and video subtitles

A Model Context Protocol server that provides time and timezone conversion capabilities. This server enables LLMs to get current time information and perform timezone conversions using IANA timezone names, with automatic system timezone detection.

Time and timezone conversion capabilities

Interact with Tinybird serverless ClickHouse platform

MCP server for tl;dv

Interact with your Tmux sessions, windows and pane, execute commands in tmux panes and retrieve result.

Full implementation of Todoist Rest API for MCP server

A lightweight utility designed to simplify the deployment and management of MCP servers, ensuring ease of use, consistency, and security through containerization

Shipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/)

MCP server for Trade Agent

Trello integration for working with boards, lists in boards and cards in lists.

Trello Desktop MCP server that enables Claude Desktop to interact with Trello boards, cards, lists, and team members through natural language commands.

MCP server for Trieve

A Go implementation of a Model Context Protocol (MCP) server for Trino, enabling LLM models to query distributed SQL databases through standardized tools.

A secure shell command execution server implementing the Model Context Protocol (MCP)

Interact with [Twilio](https://www.twilio.com/en-us) APIs to send messages, manage phone numbers, configure your account, and more.

Beautiful HTML and PNG diff visualization using diff2html, designed for filesystem edit_file dry-run output with high-performance Bun runtime.

MCP Server to control and interact with Unity3d Game Engine for game development

Set up and interact with your unstructured data processing workflows in [Unstructured Platform](https://unstructured.io)

MCP server for Unstructured Platform

MCP server for urlDNA

Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.

An MCP server for Cursor that enables requesting user input during generation process.

[Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.

Generate visualizations from fetched data using the VegaLite format and renderer.

Interact with Verodat AI Ready Data platform

Single tool to control all 100+ API integrations, and UI components

The definitive Vibe Coder's sanity check MCP server: Prevents cascading errors by calling a "Vibe-check" agent to ensure alignment and prevent scope creep

Server for advanced AI-driven video editing, semantic search, multilingual transcription, generative media, voice cloning, and content moderation.

Access and manage your VISO TRUST third-party risk program directly through your AI assistant.

[Wassenger](https://wassenger.com) MCP server to chat, send messages and automate WhatsApp from any AI model client (free trial available).

Accurate weather forecasts via the AccuWeather API (free tier available).

MCP server for WHOIS

MCP server that performs whois lookup against domain, IP, ASN and TLD.

A knowledge service for Germany's complex Energy Market Communications (MaKo) regulations.

MCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells.

Programmatic control over Windows system operations including mouse, keyboard, window management, and screen capture using nut.js.

Windsor MCP (Model Context Protocol) enables your LLM to query, explore, and analyze your full-stack business data integrated into Windsor.ai with zero SQL writing or custom scripting.

Wrap MCP servers with a WebSocket (for use with [kitbitz](https://github.com/nick1udwig/kibitz))

Enhanced MCP server for Twitter/X with OAuth 2.0 support, v2 API media uploads, smart v1.1 fallbacks, and comprehensive rate limiting. Post tweets with text/media, search, and delete tweets programmatically.

🍎 Build iOS Xcode workspace/project and feed back errors to llm.

 Popular MCP server that enables AI agents to scaffold, build, run and test iOS, macOS, visionOS and watchOS apps or simulators and wired and wireless devices. It has powerful UI-automation capabilities like controlling the simulator, capturing run-time logs, as well as taking screenshots and viewing the accessibility hierarchy.

🍎 Manage Xcode simulators.

🍎 MCP server for Xcode's xctrace, xcrun, xcodebuild.

Interact with the accounting data in your business using our official MCP server

Progressive code-intelligence server: lets AI assistants map structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go codebases (powered by `ast-grep`)

Execute any LLM-generated code in the [YepCode](https://yepcode.io) secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages

Fetch YouTube subtitles

AI Task schedule planning with LLamaIndex and Timefold: breaks down a task description and schedules it around an existing calendar

Clean up sloppy AI code and prevent vulnerabilities

MCP server providing date and time functions in various formats

A11y compliance expert

Expert in Ava for running tests and managing test suites efficiently.

System resilience testing expert

Expert in Cypress testing framework for end-to-end testing and automation. Handles browser-based testing, custom commands, and Cypress plugins. Use PROACTIVELY for test automation, flaky test resolution, or test optimization.

Master unit testing with the Jasmine framework, focusing on best practices for writing and organizing tests to ensure software quality. Handles asynchronous tests, spies, and test-driven development. Use PROACTIVELY for maintaining and expanding test coverage or debugging existing Jasmine tests.

Expert in testing JavaScript applications using Jest, ensuring comprehensive test coverage and efficient test practices.

Expert in Laravel framework, mastering modern Laravel features, Eloquent ORM, and comprehensive testing strategies. Use PROACTIVELY for Laravel optimization, debugging, or refactoring.

Expertise in Mocha, the JavaScript test framework running on Node.js, focusing on writing, organizing, and executing tests efficiently.

Ethical hacking specialist