Top 1190 MCP Servers (2026)
Model Context Protocol (MCP) servers let AI models like Claude connect to external tools and data sources. Browse the most comprehensive list of MCP servers.
Context7
Context7 MCP is a tool that provides Large Language Models (LLMs) with up-to-date, version-specific documentation and code examples directly in their context. This prevents the LLMs from generating outdated, generic, or hallucinated API information, improving the accuracy of code generation and assistance.
mindsdb
MindsDB is an open-source server that empowers AI, agents, and applications to obtain accurate answers from diverse, large-scale data sources. It features a robust architecture to connect and unify data from databases, data warehouses, and SaaS applications, and then respond to queries using built-in AI agents and its Model Context Protocol (MCP).
GitHub MCP Server
The GitHub MCP Server integrates AI tools with the GitHub platform, enabling AI agents to interact with repositories, manage issues/PRs, and automate workflows using natural language. It allows developers to connect AI capabilities directly to GitHub for tasks ranging from simple queries to complex agent workflows.
Brave Search MCP
This repository provides reference implementations and community servers for the Model Context Protocol (MCP). It showcases how MCP enables Large Language Models (LLMs) to securely and controllably access various tools and data sources.
Gemini CLI
Gemini CLI is an open-source AI agent that integrates the powerful Gemini models directly into your terminal for direct prompt-to-model interaction. It offers a free tier, robust Gemini 3 models, built-in tools like Google Search, and extensive capabilities for developers to automate tasks and understand code.
Gemini CLI
Gemini CLI is an open-source AI agent that integrates the powerful Gemini models directly into your terminal for direct prompt-to-model interaction. It offers a free tier, robust Gemini 3 models, built-in tools like Google Search, and extensive capabilities for developers to automate tasks and understand code.
UI-TARS-desktop
UI-TARS Desktop is a native GUI agent desktop application, powered by UI-TARS and Seed-1.5-VL/1.6 models. It enables natural language control over local and remote computers, offering cross-platform support and precise control.
genai-toolbox
MCP Toolbox for Databases is an open-source server simplifying GenAI tool development for databases. It handles complexities like connection pooling and authentication, enhancing performance and security for AI agents accessing data.
mcp-chrome
Chrome MCP Server transforms your Chrome browser into an AI-controlled automation tool by exposing its functionality via the Model Context Protocol. It allows LLMs and AI assistants like Claude to interact with your browser, leveraging your existing user habits and login states for complex tasks.
awesome-mcp-servers
This repository is a curated list of awesome Model Context Protocol (MCP) servers. It focuses on production-ready and experimental MCP servers that extend AI capabilities through various integrations.
TrendRadar
TrendRadar is a lightweight and easy-to-deploy hot topic assistant that filters news from various platforms to provide only relevant information. It leverages AI for deep analysis, sentiment detection, and supports multi-channel notifications and RSS feeds.
1Panel
1Panel is an open-source, modern web-based control panel designed for efficient Linux server management. It streamlines server administration, offers rapid website deployment, and provides a curated application store with robust security features.
playwright-mcp
Playwright MCP is a server that leverages Playwright's browser automation capabilities to enable Large Language Models (LLMs) to interact with web pages. It utilizes structured accessibility snapshots, allowing LLMs to process web content without relying on visual input or traditional screenshots.
chrome-devtools-mcp
chrome-devtools-mcp enables AI coding assistants like Gemini, Claude, and Copilot to interact with a live Chrome browser via the Model-Context-Protocol (MCP). It grants AI full access to Chrome DevTools for reliable automation, deep debugging, and detailed performance insights.
Figma-Context-MCP
This project provides a Model Context Protocol (MCP) server that grants AI-powered coding tools like Cursor direct access to Figma design data. It enables one-shot implementation of designs in any framework by simplifying and optimizing Figma API responses for AI models.
fastapi_mcp
FastAPI-MCP allows you to expose your existing FastAPI endpoints as Model Context Protocol (MCP) tools. It offers native integration with FastAPI, including built-in authentication using existing dependencies, and preserves schemas and documentation.
fastapi_mcp
FastAPI-MCP allows you to expose your existing FastAPI endpoints as Model Context Protocol (MCP) tools. It offers native integration with FastAPI, including built-in authentication using existing dependencies, and preserves schemas and documentation.
pal-mcp-server
PAL MCP is a Model Context Protocol server that acts as a Provider Abstraction Layer, integrating various AI CLIs and IDEs with multiple AI models. It enables seamless multi-model collaboration, conversation continuity, and advanced workflows for enhanced code analysis and development.
mcp
Browser MCP is an MCP server and Chrome extension that enables AI applications like VS Code, Claude, and Cursor to automate your browser. It performs automation locally, leveraging your existing browser profile for speed, privacy, and stealth.
DesktopCommanderMCP
Desktop Commander MCP is an AI-powered tool that allows users to search, update, manage files, and execute terminal commands. It extends AI capabilities beyond traditional editors, enabling task automation and in-memory code execution while leveraging host client subscriptions.
MCP-Nest
This NestJS module simplifies exposing AI tools, resources, and prompts using the Model Context Protocol (MCP). It integrates seamlessly with NestJS's dependency injection to build complex, enterprise-ready MCP servers.
mcp-sequentialthinking-tools
This is an MCP server that combines sequential thinking with intelligent tool suggestions to guide problem-solving. It breaks down complex problems, provides confidence-scored recommendations for MCP tools at each step, and offers detailed rationale for their use.
serena
Serena is an open-source coding agent toolkit that empowers LLMs with IDE-like semantic code retrieval and editing capabilities. It integrates with various LLMs and IDEs, enabling efficient and precise code manipulation directly within the codebase.
trigger.dev
Trigger.dev is an open-source platform designed for building AI workflows and agents using TypeScript. It provides a robust environment for long-running tasks with built-in features like retries, queues, observability, and elastic scaling, eliminating typical serverless timeouts.
n8n-mcp
n8n-MCP is a Model Context Protocol server that bridges n8n's workflow automation with AI models, offering deep knowledge of n8n nodes, properties, and operations. It enables AI assistants like Claude to understand and build n8n workflows effectively by providing structured access to documentation and real-world examples.
firecrawl-mcp-server
Firecrawl MCP Server is an implementation of the Model Context Protocol that integrates with Firecrawl, offering robust web scraping, crawling, and content extraction capabilities. It enables AI agents to interact with web content through a standardized protocol, supporting various platforms.
bifrost
Bifrost is a high-performance AI gateway that unifies access to over 15 AI providers through a single OpenAI-compatible API. It offers automatic failover, load balancing, semantic caching, and enterprise-grade features for building resilient AI applications that never go down.
mcp-for-beginners
This curriculum introduces the Model Context Protocol (MCP), an elegant solution for AI applications to communicate with various tools and services in a standardized way. It offers hands-on practice in multiple programming languages, guiding beginners from fundamental concepts to building and deploying their own MCP servers and clients.
nginx-ui
Nginx UI is a feature-rich web-based management interface for Nginx, offering online statistics, configuration backup, cluster management, and AI-powered assistance. It simplifies Nginx deployment and maintenance with tools like a block editor, log viewer, and one-click Let's Encrypt certificate renewal.
XHS-Downloader
XHS-Downloader is a versatile tool designed for extracting and downloading content from Xiaohongshu (RedNote). It supports extracting various types of links, collecting post information, and downloading watermark-free images and videos.
OpenMetadata
OpenMetadata is a unified metadata platform for data discovery, observability, and governance, powered by a central repository and column-level lineage. It's a fast-growing open-source project that enables end-to-end metadata management across diverse data services.
xiaozhi-esp32-server
This project develops a smart terminal software and hardware system based on human-machine symbiosis intelligence, serving as a backend for the open-source smart hardware project xiaozhi-esp32. It is implemented in Python, Java, and Vue, supporting various protocols and features like voiceprint recognition and a knowledge base.
git-mcp
GitMCP is a free, open-source Model Context Protocol (MCP) server that turns any GitHub project into a dynamic documentation hub. It allows AI assistants to access the latest code and documentation directly, significantly reducing hallucinations and improving code correctness.
unity-mcp
MCP for Unity integrates AI assistants like Claude and VS Code Copilot with the Unity Editor using the Model Context Protocol. This allows developers to use Large Language Models to manage assets, control scenes, edit scripts, and automate various tasks within Unity, streamlining game development workflows.
mcp-server-chart
This is a Model Context Protocol (MCP) server for generating various charts using AntV. It facilitates chart generation and data analysis, and can be integrated with various MCP tools and platforms.
mcp-server-browserbase
This MCP server integrates cloud browser automation via Browserbase and Stagehand, allowing LLMs to interact with web pages, extract data, and perform actions with precision. It supports a wide range of LLMs and offers enhanced performance and advanced web interaction capabilities.
inspector
MCP Inspector is a developer tool designed for testing and debugging MCP servers, featuring both a React-based web UI client and a Node.js proxy server. It acts as a protocol bridge, enabling interactive interaction with MCP servers through various transport methods.
mcp
AWS MCP Servers are a collection of specialized servers designed to integrate the Model Context Protocol (MCP) with AWS services, providing large language models with real-time access to AWS documentation, best practices, and operational capabilities. This enhances AI applications by improving output quality, enabling workflow automation, and offering deep domain knowledge for cloud-native development.
hexstrike-ai
HexStrike AI MCP v6.0 is an advanced AI-powered penetration testing framework featuring over 150 security tools and 12+ autonomous AI agents. It utilizes a multi-agent architecture with intelligent decision-making, vulnerability intelligence, and a modern visual engine for comprehensive cybersecurity automation.
mcp-playwright
Playwright MCP Server is a Model Context Protocol server that empowers Large Language Models with powerful browser automation capabilities. It allows LLMs to interact with web pages, perform tasks like taking screenshots, generating test code, web scraping, and executing JavaScript in a real browser environment, including advanced device emulation.
ida-pro-mcp
IDA Pro MCP is a straightforward Model Context Protocol (MCP) server that integrates IDA Pro with various MCP clients, enabling powerful LLM-assisted reverse engineering. It offers a comprehensive, type-safe API for accessing and modifying IDA Pro's internal state, streamlining automated analysis workflows.
aci
ACI.dev is an open-source tool-calling platform designed to connect over 600 tools to any AI agent or agentic IDE. It provides intent-aware tool access with multi-tenant authentication, granular permissions, and dynamic discovery through a Unified MCP server or a lightweight SDK.
deep-research
Deep Research is an AI-powered tool designed to generate comprehensive research reports rapidly, leveraging advanced AI models and internet connectivity. It prioritizes user privacy by processing and storing all data locally.
kubefwd
kubefwd is a command-line utility that enables seamless local development by bulk port forwarding Kubernetes services to your workstation. It assigns a unique loopback IP to each service, allowing local applications to access cluster services by their in-cluster names without configuration changes.
Windows-MCP
Windows-MCP is a lightweight, open-source project designed to seamlessly integrate AI agents with the Windows operating system. It acts as an MCP server, enabling LLMs to perform various tasks like file navigation, application control, and UI interaction.
MCP-Chinese-Getting-Started-Guide
This guide provides a rapid introduction to the Model Context Protocol (MCP), an open-source protocol standardizing LLM interactions with external data and tools. It demonstrates building and debugging MCP servers, developing MCP clients for LLMs like DeepSeek, and integrating with Claude Desktop.
mobile-mcp
Mobile MCP is a Model Context Protocol server enabling scalable mobile automation and development for iOS and Android devices through a platform-agnostic interface. It allows AI agents and LLMs to interact with native mobile applications and devices using structured accessibility data or screenshot-based coordinates.
mcp-context-forge
ContextForge MCP Gateway is a feature-rich gateway and proxy that unifies diverse AI services including REST, MCP, and Agent-to-Agent (A2A) protocols into a single, clean endpoint. It offers advanced features like federation, virtual servers, robust authentication, rate-limiting, and comprehensive OpenTelemetry observability.
nunu
Nunu is a powerful CLI scaffolding tool for building Go applications, integrating popular Go libraries like Gin and Gorm. It aims to help developers quickly build efficient, reliable, and scalable applications with a modular architecture and comprehensive documentation.
gemini-mcp-tool
This tool acts as a Model Context Protocol (MCP) server, enabling AI assistants, particularly Claude, to interact with the Gemini CLI. It allows AI to leverage Gemini's large token window for comprehensive analysis of extensive files and codebases.
grafbase
Grafbase is a self-hosted, Rust-powered GraphQL Federation Gateway for high-scale, mission-critical applications. It unifies diverse data sources and microservices into a single, performant GraphQL API, offering enterprise-grade security and flexible deployment options.
python-utcp
Universal Tool Calling Protocol (UTCP) is a secure, scalable standard for defining and interacting with tools across various communication protocols. Its Python implementation features a modular core with a plugin-based architecture, enhancing extensibility and ease of use.
mcp-use
mcp-use is a full-stack framework for Model Context Protocol (MCP), enabling the creation of MCP servers, clients, and AI agents. It supports development in both Python and TypeScript with minimal code.
mcp-agent
`mcp-agent` is a simple, composable Python framework designed for building effective agents using the Model Context Protocol (MCP). It fully implements MCP, offers composable agent patterns, and supports durable execution with Temporal for robust, production-ready applications.
Skill_Seekers
Skill Seeker is an automated tool that transforms documentation websites, GitHub repositories, and PDF files into production-ready Claude AI skills. It scrapes, analyzes, organizes, and enhances content to quickly generate comprehensive skills, saving hours of manual work.
Skill_Seekers
Skill Seeker is an automated tool that transforms documentation websites, GitHub repositories, and PDF files into production-ready Claude AI skills. It scrapes, analyzes, organizes, and enhances content to quickly generate comprehensive skills, saving hours of manual work.
browser-tools-mcp
BrowserTools MCP empowers AI applications to monitor and interact with browsers through a Chrome extension and Anthropic's Model Context Protocol. It offers a suite of tools for web development audits, including accessibility, performance, and SEO analysis, enhancing AI's capability to understand and improve web pages.
cursor-talk-to-figma-mcp
This project provides a Model Context Protocol (MCP) integration between Cursor AI and Figma, enabling AI-powered programmatic interaction with Figma designs. It allows Cursor to read design information, modify elements, and automate various design tasks through a WebSocket server and a Figma plugin.
Awesome-MCP-ZH
Awesome-MCP-ZH is a curated collection of Model Context Protocol (MCP) resources designed for Chinese users. It provides comprehensive introductions, usage guides, and a variety of MCP clients, servers, and community resources to help users quickly master this 'universal adapter' for AI.
whatsapp-mcp
The WhatsApp MCP Server connects to your personal WhatsApp account via the WhatsApp web multidevice API, storing messages locally in SQLite. It enables searching, reading, and sending messages to individuals or groups, along with media handling, through an LLM agent like Claude using standardized MCP tools.
5ire
5ire is a sleek AI assistant that integrates with the Model Context Protocol (MCP), enabling it to leverage external tools and data sources. It offers robust features like local knowledge base for RAG, prompt libraries, usage analytics, and efficient conversation management.
Viper
VIPER is a powerful and flexible red team platform designed for adversary simulation and cybersecurity assessment. It integrates core tools, an LLM agent, and over 100 post-exploitation modules to efficiently complete red team operations.
httprunner
HttpRunner (hrp) is an open-source testing framework, evolved from API and performance testing into a general, extensible intelligent automation testing solution. It supports UI automation across Android, iOS, Harmony, and Browser platforms, integrating Large Language Models (LLM) for enhanced capabilities.
XcodeBuildMCP
XcodeBuildMCP is a Model Context Protocol (MCP) server designed to integrate Xcode-related development tools with AI assistants and various MCP clients. It simplifies common Xcode tasks by exposing them through a standardized protocol, enabling AI-driven development workflows.
spec-workflow-mcp
Spec Workflow MCP is a Model Context Protocol server designed for structured, spec-driven development. It offers a real-time web dashboard and a VSCode extension to monitor and manage development workflows, including approval processes and task tracking.
osaurus
Osaurus is an AI edge runtime for macOS, leveraging Apple Silicon for optimized local inference and connecting to various cloud models. It provides a native foundation for AI applications, exposing tools via the Model Context Protocol (MCP) and supporting custom assistants and automated workflows.
fastmcp
FastMCP is an opinionated TypeScript framework built on the official MCP SDK, designed to simplify the creation of MCP servers. It handles boilerplate, provides intuitive APIs, and includes built-in best practices for session management, streaming, and error handling.
buildwithclaude
Build with Claude is a plugin marketplace and discovery platform designed to extend Claude Code workflows with curated and community-contributed plugins. It offers a wide range of agents, commands, and hooks to automate development tasks, improve code quality, and enhance overall productivity.
toolhive
ToolHive simplifies and secures the deployment of Model Context Protocol (MCP) servers, offering a comprehensive solution for managing AI toolchains in production. It provides a modular architecture with a Gateway, Registry Server, Runtime, and Portal for instant, secure, and scalable operations across various environments.
mcp-language-server
The MCP Language Server exposes language server capabilities like definition, references, and diagnostics to Large Language Models. It helps MCP-enabled clients navigate codebases more easily by providing semantic tools for code understanding and manipulation.
nerve
Nerve is an Agent Development Kit (ADK) that allows technical users to build, run, evaluate, and orchestrate LLM-based agents using declarative YAML configurations and a command-line interface. It emphasizes programmable, auditable, and reproducible automation with support for multi-agent communication and various LLMs.
code-mode
Code-Mode transforms AI agents from traditional tool callers into efficient code executors by allowing them to run TypeScript code directly within a secure sandbox. This approach significantly reduces token costs and improves performance by batching multiple operations into a single execution, validated by independent benchmarks showing up to 88% faster execution.
google_workspace_mcp
This production-ready MCP server enables full natural language control over Google Workspace services like Calendar, Drive, Gmail, Docs, Sheets, Slides, Forms, Tasks, and Chat through MCP clients, AI assistants, and developer tools. It is the most feature-complete Google Workspace MCP server, now supporting Remote OAuth2.1 multi-user operation and one-click Claude installation.
google_workspace_mcp
This production-ready MCP server enables full natural language control over Google Workspace services like Calendar, Drive, Gmail, Docs, Sheets, Slides, Forms, Tasks, and Chat through MCP clients, AI assistants, and developer tools. It is the most feature-complete Google Workspace MCP server, now supporting Remote OAuth2.1 multi-user operation and one-click Claude installation.
Unity-MCP
Unity MCP is an AI-powered game development assistant that integrates large language models into Unity Editor and Runtime. It allows automating workflows, generating code, and enabling real-time AI interactions directly within compiled games.
Stripe MCP
Enable your Agent to process payments, check subscriptions, and manage customers via Stripe API.
MassGen
MassGen is a cutting-edge multi-agent system that leverages collaborative AI to solve complex tasks by assigning them to multiple agents working in parallel. It enables agents to observe each other's progress and refine their approaches, leading to comprehensive and high-quality solutions.
solon-ai
Solon-AI is a full-scenario Java AI development framework that deeply integrates LLM large models, RAG knowledge bases, MCP protocol, and Agent collaborative orchestration. It offers comprehensive support for building intelligent applications, similar to frameworks like LangChain, LangGraph, and LlamaIndex.
xiaohongshu-mcp
This project provides a Model Context Protocol (MCP) service for automating content management and operations on Xiaohongshu. It enables users to programmatically interact with Xiaohongshu, including publishing various content types, searching, and extracting data, all seamlessly integratable with various AI clients.
lamda
FIRERPA is a next-generation Android automation framework that integrates AI for mobile data and task automation. It provides a lightweight, pure on-device service with over 160 programmable control interfaces, offering exceptional stability and supporting distributed deployment across various Android versions.
GhidraMCP
GhidraMCP is a Model Context Protocol (MCP) server that enables Large Language Models (LLMs) to perform autonomous reverse engineering of applications. It exposes Ghidra's core functionalities to various MCP clients, facilitating automated binary analysis and renaming.
registry
The MCP Registry acts as an app store for Model Context Protocol (MCP) servers, allowing MCP clients to discover and access a list of available servers. It has reached an API freeze for v0.1, ensuring stability for integrators while continuous development is ongoing for future versions.
klavis
Klavis offers solutions like Strata for intelligent AI agent connectors, optimizing context windows, and MCP Integrations with over 100 prebuilt, OAuth-supported tools. It also provides an MCP Sandbox for scalable LLM training and reinforcement learning environments.
kreuzberg
Kreuzberg is a high-performance, polyglot library designed to extract text and metadata from over 57 file formats, including comprehensive OCR capabilities. Built with a Rust core, it offers native speed processing, memory efficiency, and the ability to generate embeddings without requiring a GPU, making it highly versatile for various data extraction and processing tasks.
casibase
Casibase is an open-source AI Cloud OS, providing an enterprise-level AI knowledge base and a comprehensive management platform for models and agents. It features an admin UI, user management, and Single-Sign-On, with extensive support for various language models like ChatGPT, Claude, and Llama.
mcp-atlassian
MCP Atlassian is a Model Context Protocol server designed for seamless integration with Atlassian's Confluence and Jira products. It enables AI assistants to interact with both Cloud and Server/Data Center deployments of these platforms.
core
OpenSumi is a framework designed to help developers quickly build AI Native IDE products. It supports various IDE forms, including cloud-based, desktop (Electron), and pure web environments, enabling highly customizable and intelligent development experiences.
mcp-feedback-enhanced
MCP Feedback Enhanced is a powerful MCP server that facilitates feedback-oriented AI development workflows. It offers both Web UI and cross-platform Desktop Application interfaces, seamlessly integrating with local, SSH remote, and WSL environments to optimize AI interaction and reduce costs.
awesome-mcp-servers
This repository is an awesome list of Model Context Protocol (MCP) servers, showcasing both reference implementations and official integrations from various companies and platforms. These servers enable AI agents and LLMs to interact with diverse systems, access real-time data, and perform complex operations across different domains.
PPTAgent
AI developers often struggle with context switching, state management, and memory persistence, preventing agents from reaching production. Daydreams is the first AI framework with composable contexts, offering true memory, MCP integration, and a TypeScript-first design to build scalable and maintainable AI agents.
py-xiaozhi
py-xiaozhi is a Python-based client for the Xiaozhi AI voice assistant, designed for learning through code and experiencing AI voice features without dedicated hardware. It integrates core AI capabilities like voice interaction, visual multi-modality, and smart wake-up, alongside a rich MCP tool ecosystem and IoT device integration.
mcp-memory-service
MCP Memory Service prevents AI assistants from losing context across sessions by automatically capturing project architecture, decisions, and code patterns. This ensures your AI always remembers essential information, eliminating the need for repetitive re-explanation and saving valuable development time.
minima
Minima is an open-source, on-premises RAG (Retrieval Augmented Generation) solution designed to query local documents securely. It offers flexible deployment options, including fully local operation with Ollama, integration with custom OpenAI-compatible LLMs, and connectivity with popular AI assistants like ChatGPT and Anthropic Claude.
supabase-mcp-server
Query MCP server is an open-source tool enabling IDEs to safely interact with Supabase databases, manage schema, and utilize Supabase APIs with built-in safety features. Although widely used, this repository is no longer actively maintained by its creator, who recommends the official Supabase MCP server for future development.
arcade-mcp
The Arcade MCP Server Framework is a Python framework for building custom Multi-modal Communication Protocol (MCP) servers. It simplifies the creation of AI-callable tools, handling aspects like secrets, authentication, and different communication transports.
mcp-for-security
This repository offers Model Context Protocol (MCP) server implementations for a wide array of security testing tools, providing a standardized interface for access. It enables AI-driven cybersecurity solutions by integrating popular tools like Nmap, Nuclei, and SQLmap into an agentic AI system.
archestra
Archestra is a secure, MCP-native AI platform that simplifies enterprise AI adoption. It provides comprehensive tools for AI orchestration, security against prompt injections and data exfiltration, cost management, and observability across the organization.
Upsonic
Upsonic is an AI Agent Development Framework and AgentOS designed for fintech and banks. It provides a unified system for building safety-first AI agents with features like memory, knowledge bases, and OCR, along with a deployment platform for managing production-ready agents as microservices.
ENScan_GO
ENScan Go is a powerful open-source intelligence tool designed to solve challenges in collecting information on Chinese enterprises, especially for bug bounty programs (HW/SRC). It integrates multiple data sources like Aiqicha and Tianyancha to gather a wide range of public information, including ICP records, apps, social media accounts, and investment details.
ENScan_GO
ENScan Go is a powerful open-source intelligence tool designed to solve challenges in collecting information on Chinese enterprises, especially for bug bounty programs (HW/SRC). It integrates multiple data sources like Aiqicha and Tianyancha to gather a wide range of public information, including ICP records, apps, social media accounts, and investment details.
markdownify-mcp
Markdownify is a Model Context Protocol (MCP) server designed to convert a wide range of file types, including PDFs, images, audio, and Office documents, along with web content, into Markdown format. It provides various tools to facilitate easy conversion and retrieval of structured text for AI models or other applications.
mcp-proxy
mcp-proxy is a versatile tool designed to switch between various server transport protocols, primarily facilitating communication between stdio and SSE/Streamable HTTP. It operates in two main modes: proxying stdio to a remote SSE server, or exposing a local stdio server via an SSE endpoint.
metamcp
MetaMCP is an MCP proxy designed to dynamically aggregate multiple MCP servers into a single unified server, applying custom middlewares. It serves as an infrastructure to host these composed MCP servers via a unified endpoint, compatible with any MCP client through SSE, Streamable HTTP, or OpenAPI.
apple-docs-mcp
This project provides an MCP server to access Apple's official developer documentation, frameworks, and WWDC videos via AI assistants. It enables natural language queries for Swift/Objective-C code examples, API references, and technical guides directly within compatible AI environments.
mcp-client-cli
mcp-client-cli is a command-line interface tool designed to interact with LLMs and implement the Model Context Protocol (MCP) client. It allows users to run LLM prompts, utilize various MCP-compatible servers, and integrate with multiple LLM providers directly from the terminal.
mcp-client-cli
mcp-client-cli is a command-line interface tool designed to interact with LLMs and implement the Model Context Protocol (MCP) client. It allows users to run LLM prompts, utilize various MCP-compatible servers, and integrate with multiple LLM providers directly from the terminal.
freecad-addon-robust-mcp-server
This project provides a robust Model Context Protocol (MCP) server that integrates AI assistants with FreeCAD. It enables AI-driven development, debugging, and automation for 3D models, macros, and workbenches within FreeCAD environments.
mcp-server-excel
ExcelMcp is a Model Context Protocol (MCP) server designed to automate Microsoft Excel through conversational AI and natural language commands. It offers 22 specialized tools with 211 operations, allowing AI assistants to control various Excel features like Power Query, DAX, VBA, PivotTables, and Charts, ensuring safe and native integration via Excel's COM API.
magic-mcp
Magic Component Platform (MCP) is an AI-driven tool enabling developers to instantly create modern UI components using natural language. It integrates seamlessly with popular IDEs, streamlining the UI development workflow.
mcpo
mcpo is a simple proxy that transforms any Model Context Protocol (MCP) server command into a standard RESTful OpenAPI server. This allows LLM agents and other applications to seamlessly interact with MCP tools without custom protocols or glue code.
notion-mcp-server
This project provides a local Model Context Protocol (MCP) server for the Notion API, offering powerful tools specifically designed for AI agents to interact with Notion content efficiently. It supports various client integrations and deployment methods, enabling AI to manage Notion pages and data sources.
exa-mcp-server
Exa MCP Server is a Model Context Protocol (MCP) server that connects AI assistants like Claude to Exa AI's powerful search capabilities. It provides efficient and accurate web and code context to prevent AI agent hallucinations, particularly for coding tasks.
excel-mcp-server
This Model Context Protocol (MCP) server enables AI agents to create, read, and modify Excel files without requiring Microsoft Excel to be installed. It offers extensive Excel manipulation capabilities, including data operations, formatting, charting, and pivot table creation, with support for stdio, SSE, and streamable HTTP transports.
boost
Laravel Boost accelerates AI-assisted development by providing AI with essential context and structure for high-quality, Laravel-specific code generation. It functions as an MCP server with specialized tools and a powerful Documentation API, leveraging a vast knowledge base for context-aware results.
generative-ai
This repository serves as a comprehensive hub for end-to-end Generative AI learning, offering an extensive collection of documentation, learning roadmaps, and practical use cases. It covers core GenAI concepts, architectural patterns, cloud platform guides for AWS, Azure, and VertexAI, alongside various projects like RAG, Agentic AI, and conversational systems.
mcphub.nvim
MCP Hub is a Neovim client designed to seamlessly integrate Model Context Protocol (MCP) servers into your editing workflow. It offers an intuitive interface for managing, testing, and utilizing MCP servers with popular chat plugins, enhancing your AI-powered development experience.
mcp-unity
MCP Unity integrates the Model Context Protocol into the Unity Editor, enabling various AI assistants to directly interact with and manipulate Unity projects. It provides a comprehensive set of tools and resources for AI agents to manage scenes, GameObjects, packages, and scripts within Unity.
tuui
TUUI is an open-source desktop client that functions as a local AI playground, accelerating AI adoption through the Model Context Protocol (MCP). It enables cross-vendor LLM API orchestration and offers features like zero accounts, full control, and download-and-run simplicity.
short-video-maker
Short Video Maker is an open-source tool that automates short-form video creation by integrating text-to-speech, automatic captions, background videos, and music from simple text inputs. It serves as a free alternative to GPU-intensive video generation, offering both REST API and Model Context Protocol (MCP) server functionalities.
memory-bank-mcp
The Memory Bank MCP Server provides a centralized service for managing memory bank files remotely. It supports multiple projects, ensures file structure consistency, and offers secure, isolated access via the MCP protocol.
MCPJungle
MCPJungle is an open-source, self-hosted gateway designed for managing and centralizing access to all your Model Context Protocol (MCP) servers and their tools. It allows developers to register and manage MCP servers, while AI clients can discover and consume these tools from a single unified "Gateway" MCP server, providing features like security, privacy, and access control.
context-space
Context Space is the first context engineering infrastructure designed to boost AI agent productivity by providing unified MCP tools, secure integrations, and a 5-minute setup. It enables AI agents to interact effectively with the real world by packaging core capabilities into standardized tools and offering secure access to live data and services.
octocode-mcp
Octocode MCP is a Model Context Protocol (MCP) server designed to empower AI assistants. It enables secure and token-efficient searching, analyzing, and extracting insights from vast GitHub repositories, bridging the gap between AI and real-world code implementations.
awesome-mcp-servers
This repository provides a curated list of awesome Model Context Protocol (MCP) servers, which are standardized implementations allowing AI models to securely interact with local and remote resources. It covers a wide range of production-ready and experimental servers extending AI capabilities through file access, database connections, and various API integrations.
MCP-Bridge
Stakpak is a secure, open-source AI agent designed for DevOps, allowing developers to deploy and run infrastructure directly from the terminal. It provides robust security features like secret substitution and network-level guardrails, ensuring AI interactions with production environments are safe and controlled.
lunar
Lunar.dev is an open-source platform designed to manage, govern, and optimize third-party API consumption for applications and AI agent workloads at scale. It acts as a unified API Gateway for the AI era, providing a crucial mediation layer between applications, agents, and external services.
CyberSecurity-MCPs
This project is a collection of Model Context Protocol Servers (MCPs) specifically designed for the cybersecurity domain. It aims to gather existing cybersecurity-related MCP server implementations and develop new ones to provide a comprehensive suite of security tools.
cli
Syrin is a CLI tool designed to lint and test MCP (Model Context Protocol) servers, ensuring AI agents call external tools correctly. It identifies common issues like vague descriptions, underspecified inputs, and problematic tool behaviors before they reach production, preventing agent malfunctions and wasted tokens.
solon
Solon is a powerful Java enterprise application development framework designed for full-scenario use, emphasizing restraint, efficiency, and openness. It offers significantly higher concurrency, reduced memory usage, and faster startup times, supporting Java 8 to 25 and GraalVM native images.
jadx-ai-mcp
JADX-AI-MCP is a plugin for the JADX decompiler that integrates with Model Context Protocol (MCP) to provide live reverse engineering support using LLMs like Claude. It offers a real-time workflow for Android APK analysis, encompassing decompilation, context-aware code review, and AI-driven recommendations.
mysql_mcp_server
MySQL MCP Server implements the Model Context Protocol to enable secure and structured interaction between AI applications and MySQL databases. It acts as a controlled interface, facilitating safe database exploration and analysis for AI hosts/clients.
mysql_mcp_server
MySQL MCP Server implements the Model Context Protocol to enable secure and structured interaction between AI applications and MySQL databases. It acts as a controlled interface, facilitating safe database exploration and analysis for AI hosts/clients.
scira-mcp-chat
Scira MCP Chat is an open-source AI chatbot application built with Next.js and Vercel's AI SDK. It fully integrates with Model Context Protocol (MCP) servers, enabling the expansion of AI capabilities through external tools and various transport types.
obsidian-mcp-tools
MCP Tools for Obsidian is a plugin that allows AI applications like Claude Desktop to securely interact with your Obsidian vault using the Model Context Protocol. It bridges your vault with AI assistants, enabling features like note reading, semantic search, and template execution through a secure local server.
mcp-duckdb-memory-server
This project is an enhanced version of the MCP Knowledge Graph Memory Server, replacing its original JSON file backend with DuckDB. This upgrade significantly improves performance, scalability, and query flexibility by leveraging DuckDB's fast query processing and SQL interface.
muster
Muster is a universal control plane that manages AI agents' access to various digital environments through the Model Context Protocol (MCP). It acts as a meta-MCP server, offering intelligent tool discovery, dynamic server management, and advanced orchestration features like workflows and ServiceClasses to streamline platform engineering tasks and optimize AI agent interactions.
mcp-server-cloudflare
This repository offers various Model Context Protocol (MCP) servers that enable MCP clients like Cursor and Claude to connect and interact with diverse Cloudflare services. Users can leverage natural language to manage configurations, process data, get insights, and apply changes across Cloudflare's application development, security, and performance offerings.
vllora
vLLora is a lightweight tool designed for real-time debugging of AI agents. It allows users to trace, analyze, and optimize agent interactions seamlessly across various major AI frameworks and OpenAI-compatible APIs.
unity-mcp
The Unity MCP server enables MCP clients, such as AI assistants, to seamlessly perform actions within the Unity Editor. This integration enhances the game development workflow by automating tasks and leveraging artificial intelligence functionalities.
arch-mcp
Arch Linux MCP Server bridges AI assistants with the Arch Linux ecosystem, providing intelligent, safe, and efficient access to Arch Wiki, AUR, and official repositories. It enables AI-assisted Arch Linux usage on both Arch and non-Arch systems through a suite of URI-based access and executable tools for system management and diagnostics.
rtfm
The open retrieval layer for AI coding agents. Indexes code, docs, legal, research, data — 22 parsers (incl. EPUB, DOCX, ODT), FTS5 + semantic search, knowledge graph. Serves surgical context via MCP. Open source, local, free.
dagu
Lightweight workflow engine built in a single binary with Web UI. Define workflows in a declarative YAML format. Linux, macOS, and Windows. Use your favorite AI agents to manage your workflows.
ChatCrystal
Crystallize knowledge from AI conversations. Import from Claude Code / Cursor / Codex CLI, summarize with LLM, search by semantics.
ghidra-mcp
Ghidra MCP Server — 200+ MCP tools for AI-powered reverse engineering. GUI plugin + headless server, lazy tool loading, convention enforcement, batch operations, Ghidra Server integration, and Docker deployment.
ai-suite
AI-Suite - n8n, OpenClaw, Open WebUI, OpenCode, Llama.cpp/Ollama, Flowise, Langfuse, MCP Gateway and more!
dcp
Device Context Protocol — bridge LLM agents to physical devices. Sub-50-byte frames, <16KB MCU footprint, capability-scoped and safe by design. Complementary to MCP.
martin-loop
The control plane for autonomous work and coding agent teams.
faf
FAF specification — IANA-registered AI context format (application/vnd.faf+yaml)
matryca-plumber
Bringing Andrej Karpathy's LLM Wiki to the Outliner Paradigm. Turn any AI Agent into a spatial Knowledge Architect using Logseq's atomic nodes.
estonia-ai-kit
🇪🇪 Open-source AI SDK for Estonian government and private services. MCP servers and skills. Connect Claude, GPT, agents and models, to Estonia's digital infrastructure.
piia-engram
AI identity layer for Claude Code, Codex and Cursor — stores who you are, not just what you did. Local-first, MCP-compatible.
nobulex
The trust economy for autonomous AI agents. Credit scores for machines. Agents earn Trust Capital through verified behavior, gating what they are allowed to do. Autonomy earned, not granted.
pilot-shell
How real engineers run Claude Code: spec-driven planning, enforced TDD, persistent memory, and quality enforcement on all levels. Make Claude Code production-ready.
seq-mcp-server
A Model Context Protocol (MCP) server providing AI assistants with tools to search, stream, and analyze events from Seq structured logging servers.
mcp-stdio-guard
Catch stdout pollution and handshake failures in MCP stdio servers before clients do.
second-brain-cloudflare
One memory layer, every AI tool. Store anything once — recall it in Claude, ChatGPT, Cursor, or any MCP client. Self-hosted on Cloudflare's free tier.
MikroMCP
Production-grade MCP server for MikroTik RouterOS with secure AI-native network automation.
claude-architect
Study materials, code examples, and practice scenarios for Anthropic's Claude Certified Architect: Foundations (CCA-F) certification exam. Covers all five exam domains: agentic architecture, MCP integration, Claude Code workflows, prompt engineering, and context management.
origin
Local-first Rust daemon for AI work. Git-versioned memories, distilled wiki pages, sessions for Claude Code, Cursor, Codex, and any MCP client.
kirby-mcp
CLI-first MCP server for composer-based Kirby CMS projects — inspect blueprints/templates/plugins, interact with a real Kirby runtime, and use a bundled Kirby knowledge base.
teslamate-mcp
A Model Context Protocol (MCP) server that provides access to your TeslaMate database, allowing AI assistants to query Tesla vehicle data and analytics.
claude-soul
Self-correcting learning engine for Claude Code — persistent identity, behavioral pattern tracking, and cross-session memory
overmind
玄霖超脑 · 无量网络 v4 重构版— 66 模块6通道 AI 认知神经系统 · 装一次，你所有的 AI 工具从此共享一个永远不失忆的大脑。跨会话记忆 · 多 Agent 互通 · 自动代码审查 · 零配置
akb
AKB — Agent Knowledgebase. Organizational memory for AI agents: vault-scoped docs / tables / files unified by URI graph, served over MCP.
toolhive-cloud-ui
ToolHive Cloud UI surfaces MCP servers running in your infrastructure, highlighting metadata, tool capabilities, and copy-ready endpoints for fast AI agent integrations.
funplay-unity-mcp
The Most Advanced MCP Server for Unity Editor with execute_code, prompts/resources, input simulation, screenshots, and play mode automation.
infomaniak-mcp-agent
Full unofficial agentic Infomaniak MCP server — guided automation of web hosting, mail, kDrive, domains and DNS.
daiso-mcp
한국 로컬 리테일과 영화관 조회를 MCP, CLI, Codex Skill로 연결합니다.
xp-mcp
Local-first, read-only MCP server to talk to your XP Investimentos portfolio through Claude Desktop. TypeScript + SQLite. Zero scraping, zero credentials.
ontosphere
Browser-based RDF/ontology knowledge graph editor — load RDF from files, URLs or SPARQL endpoints; author nodes and edges on the canvas; run OWL-RL reasoning; apply multi-algorithm layout and clustering. AI-native via MCP tool surface and relay bridge. Fully client-side, no backend required.
engram
AI identity layer for Claude Code, Codex and Cursor — stores who you are, not just what you did. Local-first, MCP-compatible.
langgraph-dev-navigator
An opinionated development framework for building production-ready AI agents with LangGraph. It grounds AI coding assistants (Cursor, Windsurf, Cline) and guides them to use local, official documentation, ensuring reliable, secure, and observable agentic workflows.
codescout
High-performance coding agent toolkit MCP server — IDE-grade code intelligence for LLMs
open-computer-use
MCP server that gives any LLM its own computer — managed Docker workspaces with live browser, terminal, code execution, document skills, and autonomous sub-agents. Self-hosted, open-source, pluggable into any model.
Mira
🔬 Mobile runtime detection workbench for AI (iOS and Android)
code-context-engine
Save 94% on AI coding tokens. Index your codebase, agents search instead of reading files. Works with Claude Code, Codex, Copilot, Cursor, Gemini CLI. Local MCP server, free, open source.
inkscape-mcp
FastMCP 3.1 MCP server for controlling Inkscape svg editor. Includes Webapp
worldlabs-mcp
FastMCP 3.2 server and webapp wrapping the World Labs Marble API — generate navigable 3D worlds from text, images, and video
pdf-reader-mcp
📄 Production-ready MCP server for PDF processing - 5-10x faster with parallel processing and 94%+ test coverage
agoragentic-integrations
Agent OS integrations for deployed agents: smart routing, execute-first tools, Micro ECF exports, x402 calls, receipts, and Base USDC settlement.
Terradev
An imperative command-line-interface for AI workload orchestration
Web-Algebra
Suite of generic Linked Data/SPARQL as well as LinkedDataHub-specific MCP tools
moo-tasks
A simple multiuser multiboard task MCP server managed via kanban board interface. Created to allow simple self hosted agent task management.
factorly
Factorly is a local runtime for agent tool chains. It manages tool calls, injects credentials from an encrypted vault, enforces governance rules, and logs everything. Your agent sees workflows, tools, and data. Secrets stay secret.
coolify-mcp
MCP server for Coolify — 42 optimized tools for managing self-hosted PaaS through AI assistants
sublinear-time-solver
Rust + WASM sublinear-time solver for asymmetric diagonally dominant systems. Exposes Neumann series, push, and hybrid random-walk algorithms with npm/npx CLI and Flow-Nexus HTTP streaming for swarm cost propagation and verification.
mache
IDE-style navigation for structured data — code, JSON, YAML. Jump to definitions, find callers, follow references. Available as an MCP server or a mounted folder.
kremis
A minimal graph engine for grounded AI — records, associates, and retrieves, but never invents. Written in Rust.
brilliant-directories-mcp
Official MCP server for Brilliant Directories — manage members, posts, leads, reviews, pages, and more from any AI agent. OpenAPI 3.1 spec included.
clio-mcp
Open-source MCP server connecting Claude to Clio practice management. Built by Oktopeak.
node-csfd-api
ČSFD API in JavaScript. Amazing NPM library for scrapping csfd.cz. Now with MCP server
OpenPass
🔐 The password manager for terminal users and AI agents. Age-encrypted, keyring-cached, MCP-ready. Zero telemetry.
locallama-mcp
An MCP Server that works with Roo Code/Cline.Bot/Claude Desktop to optimize costs by intelligently routing coding tasks between local LLMs free APIs and paid APIs.
mcp-server
MCP server for AI-assisted development of CAP applications
sync-worktrees
Auto-sync Git worktrees with remote branches. Includes an MCP server so Claude Code, Cursor & other AI agents can inspect and manage worktrees.
awesome-mcp-enterprise
A curated list of awesome MCP (Model Context Protocol) tools, platforms, and services for enterprises.
obsidian-mcp-plugin
High-performance Model Context Protocol (MCP) server for Obsidian that provides AI tools with direct vault access through semantic operations and HTTP transport.
wechat-local-mcp
WeChat/微信 local chat history MCP server for macOS agents. Read messages, contacts, media, favorites, transfers, red packets, Moments and full-text search from local WeChat 4.x data.
its-over-9k
Persistent memory and agent lifecycle for Claude Code — because sessions shouldn't start from zero.
mcp_agent_mail_rust
Rust MCP server for multi-agent coordination: 34 tools, Git-backed archive, SQLite indexing, advisory file locks, and an interactive TUI console
dunetrace
Real-time monitoring of your production agents. No raw content transmitted.
MemoryPilot
The most advanced AI memory server in the world. Hybrid search, Temporal Knowledge Graph, transformer embeddings, AAAK compression (3x token savings) — pure Rust, single binary, zero dependencies.
adbfriend
Android ADB CLI tool including integrated MCP Server with common adb actions used during development
local-mcp-releases
LMCP — Give your AI native access to your apps. 189 tools across macOS and Windows. Mail, Calendar, Teams, OneDrive, Outlook, Google Drive and more. 100% local.
fortemi
Self-hosted AI knowledge base with hybrid semantic search (pgvector + FTS + RRF), MCP server, multi-provider LLM inference (Ollama, OpenAI, OpenRouter, llama.cpp), multimodal ingestion (vision, audio transcription, speaker diarization), and knowledge graph. Rust + PostgreSQL.
post-cortex
Post-Cortex provides durable memory infrastructure with automatic knowledge graph construction, intelligent entity extraction, and semantic search powered by local transformer models.
arkon
Arkon: Enterprise AI Knowledge Hub & MCP Server. Self-hosted knowledge base for teams to manage RAG contexts, access policies, and AI skills. Connect Claude and other LLMs via Model Context Protocol (MCP) for automated, secure organizational knowledge integration.
flowlens-mcp-server
FlowLens is an open-source MCP server that gives your coding agent (Claude Code, Cursor, Copilot, Codex) full browser context for in-depth debugging and regression testing.
anansi
A self-healing web scraper built for hostile sites: selectors repair themselves, browser rendering kicks in when needed, and Chrome TLS fingerprinting evades bot detection. Ships with an MCP server so any LLM can drive a full crawl through conversation.
cdpilot
Zero-dependency browser automation CLI. 70+ commands, 10 test assertions, smart commands (click/fill by text — no LLM needed). MCP server for AI agents with 500x fewer tokens. Extract, observe, script runner. 50KB, pure CDP.
gograph
A fast, local-only CLI tool to generate repository structures and improve IDE context awareness for Go codebases.
Vault-for-LLM
🧠 Local-first knowledge system for LLM agents — sqlite-vec + ONNX embeddings, no cloud/Docker/PyTorch dependency
mk-qa-master
AI 測試大師 — MCP server driving pytest / Jest / Cypress / Go / Maestro. Analyze, generate, run, advise. Web + Mobile (iOS/Android/BlueStacks).
Wwise-MCP
Wwise-MCP is a Model Context Protocol (MCP) server that enables large language models (LLMs) to interact with the Wwise Authoring application. It exposes a set of tools built on a custom Python WAAPI library, allowing MCP clients such as Claude or Cursor to automate and compose complex, multi-step Wwise workflows.
retyc-cli
Official CLI client for Retyc with MCP server
tooltrust-scanner
Security scanner for AI agent tool definitions
cf-worker-mcp-template
Một skeleton đầy đủ để bạn bắt đầu nhanh với Cloudflare Workers: routes, utils, services, bindings (KV/D1/R2), Durable Objects, cron.
obsidian-llm-wiki
Your markdown vault, compiled into a 6-persona MCP team for Claude Code, Codex, OpenCode, and Gemini CLI. Headless-first. Cites, doesn't guess.
mcpc
Build agentic-MCP servers by composing existing MCP tools.
mcp-dock
A cross-platform MCP Server manager for Cursor, Claude, Windsurf, Zed & TRAE. Features one-click installation, multi-client sync, and a curated registry of Official & Smithery servers.
goldenmatch
Polyglot entity-resolution + data-quality toolkit. Zero-config auto-config (negative-evidence + Path Y) hits DQbench composite 91.04 (T3 53.8% → 85.5%). Holds 0.96 DBLP-ACM, 0.94 Febrl3, 0.97 NCVR. GoldenCheck → GoldenFlow → GoldenMatch → GoldenPipe. MCP per package, multi-arch containers, Airflow DAGs, browser workbench.
DevFlow-Agent
AI-powered development workflow automation tool
shokunin
職人 Shokunin — 35 AI agent skills for OpenCode, Claude Code, Cursor. ChromaDB memory, MCP servers, automations. Multi-model, open source, zero cost.
google-surf-mcp
✨Anti-Bot Search MCP: No API Key✨
Go-High-Level-MCP-2026-Complete
GoHighLevel MCP Server — 520+ tools across 40 categories. Voice AI, Proposals, Contacts, Calendars, Conversations, Opportunities, Invoices, Payments, Workflows, Social Media, and more. MCP SDK 1.26, Streamable HTTP, tool annotations.
glade-mcp-unity
Connect any MCP-compatible AI client (Claude Code, Cursor) to your Unity Editor. 222+ granular tools, a full Unity-aware system prompt, game design document project context, script semantic search, and skill calibration - all free and local.
memex-mvp
Local-first MCP memory server. Indexes Claude Code/Cowork/Telegram chats; any MCP-compatible AI agent (Cursor, Cline, Continue) can search them.
testrail-mcp-server
AI-native MCP server connecting Claude, Cursor, Windsurf, and other AI assistants to TestRail — manage test cases, runs, and results through natural-language conversation, with typed schemas built for LLMs.
Wick
Roslyn-enriched C# exception telemetry for Godot Engine, exposed over MCP
mediawiki-mcp-server
MCP server for MediaWiki wikis - search, read, and edit wiki content from AI assistants
agent-network
多 Agent，一行命令。Run a multi-agent network with Claude / GPT / MiniMax — one npm install.
awesome-top-skills
🤖 Discover top AI agent skills with our curated collection, featuring automated updates and precise classification from the GitHub ecosystem.
claude-scholar
🚀 Simplify your research workflow with Claude Scholar, the complete configuration for Claude Code in data science, AI, and academic writing.
mcp-google-sheets
This MCP server integrates with your Google Drive and Google Sheets, to enable creating and modifying spreadsheets.
ocr-mcp
FastMCP server providing advanced OCR capabilities with current state-of-the-art models (DeepSeek-OCR, Florence-2, DOTS.OCR, PP-OCRv5, Qwen-Image-Layered decomposition), WIA scanner control, and multi-format document processing for PDFs, CBZ comics, and images.
mcp-video
Video editing MCP server for AI agents. 87 FFmpeg and Hyperframes tools, Python client, and CLI. Local, fast, free.
agent-bridge
A local bridge for bidirectional collaboration between Claude Code and Codex. 连接 Claude Code 与 Codex 的本地实时协作桥接工具。
hive-sdk
Institutional-grade crypto market infrastructure for AI agents — 376+ tools, 10 categories, 9 providers (CoinGecko, DefiLlama, Moralis, GoldRush, Codex, GoPlus, Helius, Tenderly, CCXT). MCP server + CLI for Claude, Cursor, ChatGPT.
AI-News-Briefing
📰 An automated, multi-agent research ops AI pipeline that gathers daily AI news, synthesizes it into structured briefings, and delivers them to tools like Notion, Obsidian, Slack, and Teams with zero manual effort. It also supports on-demand deep research on any topic using parallel AI agents and a modular plugin ecosystem.
ai-mate
AI development assistant MCP server for Symfony projects
hecate
Hecate is an open-source AI gateway, coding-agent console, and agent-task runtime for routing OpenAI- and Anthropic-compatible traffic across cloud and local models, running external coding agents as supervised local adapters, controlling spend, and running agent work behind policy, approvals, and OpenTelemetry.
awesome-ai-startups
A curated list of indie-built AI startups — bootstrapped, pre-seed, and angel-funded products only.
orca-skills
Skills and plugins to accelerate security workflows with the Orca Cloud Platform
gemini-cloud-assist-mcp
An MCP Server for Gemini Cloud Assist; provides tools to assist with your tasks on GCP
Uni-CLI
Command-grade software access for AI agents. 235+ websites, desktop apps, MCP servers, and external CLIs as one searchable, self-repairing CLI catalog. YAML adapters, structured error envelopes, ~80 tokens per call.
bilig
Fast headless spreadsheet engine for Node.js formulas, workbook automation, WorkPaper JSON, and agent workflows.
plasmate
The browser engine for agents. HTML in, Semantic Object Model out. 10x token compression, V8 JS rendering, CDP compatible. Apache-2.0.
bluerock
Runtime visibility for Python MCP servers. Captures tool calls, session lifecycle, module imports (SHA-256), and subprocess execution as structured NDJSON. No code changes. Apache 2.0
cc-equity-research
Turn Claude Code into an equity-research agent: 24 analysis skills (Anthropic's open-source bundle + community), a single data MCP, and a personalization layer for investors at any level.
camofox-mcp
Anti-detection browser MCP server for AI agents — navigate, interact, and automate the web without getting blocked
Genexus18MCP
GeneXus 18 MCP server for Claude, Cursor, and AI agents — read, edit, analyze KB objects (transactions, web panels, procedures, SDTs) over the Model Context Protocol.
yorishiro-proxy
AI-native MITM proxy — MCP server for traffic interception, recording & replay
home-assistant-vibecode-agent
Home Assistant MCP server agent. Enable Claude Code, Cursor, VS Code or any MCP-enabled IDE to help you vibe-code and manage Home Assistant: create and debug automations, design dashboards, tweak themes, modify configs, and deploy changes using natural language
kernel
kbot + kbot-finance. Open-source AI agent (100+ skills, MCP-native, BYOK) plus audit-grade infrastructure for AI in regulated industries: content-addressed envelopes, hash-chained audit log, jurisdiction-aware regulatory verifier, MCP server. Provenance engineering substrate. npm: @kernel.chat/kbot · @kernel.chat/kbot-finance
iai-mcp
The best-benchmarked open-source memory system for AI coding assistants
web-scout-mcp
A powerful MCP server extension providing web search and content extraction capabilities. Integrates DuckDuckGo search functionality and URL content extraction into your MCP environment, enabling AI assistants to search the web and extract webpage content programmatically.
fli
Google Flights MCP and Python Library
kicad-studio
VS Code extension that turns KiCad projects into an interactive workspace with schematic/PCB viewers, DRC/ERC diagnostics, BOM/netlist inspection, manufacturing exports, AI tools, and MCP integration.
jamjet
The open-source safety layer for AI agents — block unsafe tool calls, require approval, enforce budgets, audit, replay.
Unity-AI-Animation
AI-powered tools for Unity animation workflow. Create and modify AnimationClips and AnimatorControllers directly through natural language commands.
agent-lsp
Your coding agent is editing blind. agent-lsp gives it type-aware navigation, blast-radius analysis, and pre-verified edits. 50 tools, 21 skills, 30 languages.
CTX
CTX - Context Runtime Engine for Coding Agents
mcp
Model Context Protocol (MCP) server for AI-powered Fastly CDN management.
mcpforge
No description provided.
MCP-Plugin-dotnet
.NET MCP bridge: expose app methods/data as MCP tools, prompts, and resources via an in-app plugin + lightweight server (SignalR; stdio/http).
mcp-dashboards
Turn your data into interactive dashboards inside any AI client - MCP Apps powered
open-codex-browser-use
👾 Open Browser Use – Open-Source Alternative to Codex Browser Use
anythingmcp
Self-hosted MCP gateway & API-to-MCP bridge. Convert REST/SOAP/WSDL/GraphQL/SQL APIs into MCP servers for Claude, ChatGPT, Gemini, Copilot, Cursor. OpenAPI/Postman/WSDL import, OAuth2, RBAC, audit log. 29 pre-built adapters (DHL, DATEV, Weclapp, Personio, Handelsregister, Shopware...). Source-available.
mdma
Interactive documents from Markdown. Extends MD with forms, approvals, webhooks, and more — built for next gen apps
systemprompt-template
AI Governance Infrastructure — local evaluation. The governance layer for AI agents: a single compiled Rust binary that authenticates, authorises, rate-limits, logs, and costs every AI interaction. Self-hosted, air-gap capable, provider-agnostic.
org-mcp-server
MCP server for org-mode and org-roam knowledge base management
knowledge-rag
Drop docs, search instantly from Claude Code — 12 MCP tools, 20 format parsers, hybrid search + reranking. Zero servers, zero API keys, 100% local.
nuclear
Streaming music player that finds free music for you
WWmcp
114 MCP servers for non-Western APIs (Russia, CIS, Turkey, MENA, Africa, SE Asia, LATAM). Turborepo monorepo + GitHub Pages catalog. npm @theyahia.
agentic-ai
This repository serves as a comprehensive knowledge hub, curating cutting-edge research papers and developments across 24 specialized domains
whatsapp-mcp-extended
Extended WhatsApp MCP server with 41 tools - reactions, group management, polls, presence, newsletters & more. Fork of lharries/whatsapp-mcp
mcp-wayback-machine
MCP server and CLI tool for interacting with the Internet Archive's Wayback Machine
Unity-AI-Tools-Template
Unity MCP Tool template project
Unity-AI-ProBuilder
AI-powered 3D modeling tools for Unity ProBuilder. Enables AI assistants to create and manipulate editable meshes through natural language commands. Create primitive shapes, extrude faces, bevel edges, apply materials, merge objects, and perform advanced mesh operations like bridging and subdivision.
Unity-AI-ParticleSystem
AI-powered tools for Unity Particle System. Create and modify Particle System directly through natural language commands.
memem
A Claude Code plugin that gives Claude persistent memory across sessions — stores lessons and decisions as markdown in your Obsidian vault, searches them with SQLite FTS5, and mines past transcripts automatically.
perfetto-mcp-rs
Perfetto trace analysis via MCP — PerfettoSQL queries plus dedicated Chrome tools for scroll jank, page loads, and main-thread hotspots
agenticmail
Email & SMS infrastructure for AI agents — send and receive real email and text messages programmatically
synapse-ai
Build AI agents that actually do things. Synapse is an open-source platform for creating, connecting, and orchestrating AI agents powered by any LLM — local, cloud or CLIs.
md2wechat-skill
Markdown to WeChat CLI | 一键排版发布到微信公众号：支持 40+ 排版样式和专业主题 、AI 配图 、批量发布
mercury-invoicing-mcp
Mercury Banking MCP server with full Invoicing API support. Read accounts/transactions and create/manage recurring invoices via Model Context Protocol.
awesome-openclaw
A curated list of OpenClaw resources, tools, skills, tutorials & articles. OpenClaw (formerly Moltbot / Clawdbot) — open-source self-hosted AI agent for WhatsApp, Telegram, Discord & 50+ integrations.
pfc-mcp
MCP server and bridge runtime for ITASCA PFC
minecraft-dev-mcp
Model Context Protocol server for Minecraft Development
oh-my-kimi
Production-ready multi-agent orchestration harness for Kimi Code CLI (K2.6): worktree team runtime, DAG/ensemble planning, MCP skill-hooks, quality gates, and local graph memory. | Kimi Code CLI(K2.6)向け本番対応マルチエージェント基盤: worktreeチーム実行、DAG/ensemble計画、MCP/スキルフック、品質ゲート、ローカルグラフ記憶を提供。
heym
Self-hosted AI workflow automation platform with visual canvas, agents, RAG, HITL, MCP, and observability in one runtime.
csharp-sdk
The official C# SDK for Model Context Protocol servers and clients. Maintained in collaboration with Microsoft.
agent_skills_directory
Intelligent skill discovery for AI agents. Find quality-validated skills that match your project with smart recommendations, maintenance tracking, and security scanning.
apple-mail-mcp
Apple Mail MCP server with full-text email search — the only one that works reliably on large mailboxes. 6 tools for Claude Desktop & Claude Code.
opencode-studio
web GUI for securely managing local OpenCode configuration
ARBuilder
AI-powered code generator for Arbitrum Stylus, SDK bridging, dApps & Orbit chains — 19 MCP tools with RAG
ffmpeg-mcp-lite
MCP server for video/audio processing via FFmpeg - convert, compress, trim, extract audio, add subtitles
awesome-agentic-ai-zh
AI Agent 中文學習地圖 — 從零開始的結構化學習路徑，每階段有必做練習跟必修閱讀。三語對照（繁中／简中／English）。歡迎社群一起貢獻、優化內容。
godot-devtool
Godot 4 MCP server for AI-assisted project inspection, editing, validation, and runtime automation.
sp500-mcp-server
An MCP server and Next.js web app for querying S&P 500 company data from Supabase, with tools for company info, news, officers, and SEC filings, plus embedded MCP App UI resources, Elicitation, and Sampling support.
patchwork-os
personal AI runtime, local-first. MCP bridge giving Claude Code 170+ tools (LSP, debugger, terminal, git) inside VS Code, Cursor, Windsurf, or JetBrains. Optional Patchwork layer adds YAML recipes, an approval queue, and an oversight dashboard. Your models, your machine, your policy.
codex-octopus
One brain, many arms — spawn multiple specialized Codex agents as MCP servers
1c-mcp
Curated list of MCP servers for 1C:Enterprise ecosystem | Каталог MCP-серверов для экосистемы 1С:Предприятие
webpage-mcp
Turn your existing webpages into an MCP server for agent control
remindb
An agentic memory database that cuts session tokens by 75–99%. One portable SQLite file — your agent's memory, anywhere.
restheart
The Agent-Ready Backend for MongoDB.
immich-photo-manager
📸🧹🗺️ MCP server for intelligent photo management with Immich — search, curate geographic albums, clean up libraries, and publish galleries
claude-command-runner
Swift-based MCP server that bridges Claude Desktop with terminal applications, enabling seamless command execution with intelligent output retrieval. Features auto-capture, SQLite history, and Warp Terminal integration
c64bridge
MCP server to control and program the Commodore 64 Ultimate or VICE.
asc-mcp
MCP server for App Store Connect API — 208 tools for managing apps, builds, TestFlight, subscriptions, and more from Claude, Cursor, VS Code, or any MCP client
followupboss-mcp-server
Talk to your Follow Up Boss CRM in plain English. 159-tool MCP server for realtors, built by a working broker (Neuhaus Realty Group, Austin TX). Free self-host, ELv2 licensed.
m1nd
A local code graph engine for MCP agents: proof-aware state, guided next steps, continuity, and safer edits.
guild
Shared context, memory, and task coordination across AI coding agents. Single Go binary, local SQLite, hybrid keyword and semantic search.
Kompl
Knowledge compiler — turns scattered links, files, and bookmarks into a living wiki that compounds with every new source.
wren-engine
The open context engine for AI agents support 15+ data sources. Built on Rust and Apache DataFusion.
pad
Project Management for the agent era
claude-code-pentest
Automate the full pentest process with six Claude Code skills covering recon, exploit chains, and bug bounty report generation from any domain.
Grinta-Coding-Agent
Local-first autonomous coding agent that plans, executes, validates, and finishes software tasks end-to-end.
biomed-agent
Connecting AI to biomedical data
ggui
The universal interface layer between AI agents and humans. Generate rich UIs on demand via MCP.
codelogic-mcp-server
An MCP Server to utilize Codelogic's rich software dependency data in your AI programming assistant.
obsidian-sync-mcp
MCP server for Obsidian — access your vault from any AI agent, even when your machine is off. Powered by Self-hosted LiveSync.
pm-skills-mcp
MCP server exposing 29 best-practice product management skills plus workflows and lifecycle tools, instantly accessible to any AI via Model Context Protocol.
mcpmate
MCPMate is a comprehensive Model Context Protocol (MCP) management center designed to address configuration complexity, resource consumption, security risks, and other issues in the MCP ecosystem, providing users with a unified management platform.
openzim-mcp
OpenZIM MCP is a modern, secure, and high-performance MCP (Model Context Protocol) server that enables AI models to access and search ZIM format knowledge bases offline.
pancake-pos-mcp
MCP server for Pancake POS — 23 tools across orders, inventory, CRM, multi-channel commerce. Bun + TypeScript, runs on stdio / HTTP / Cloudflare Workers.
awesome-unipds-projects
A curated list of original projects built by students of the UNIPDS Software engineering with Applied AI Engineering postgrad course.
mcp-server-starrocks
StarRocks MCP (Model Context Protocol) Server
mxcp
Model eXecution + Context Protocol: Enterprise-Grade Data-to-AI Infrastructure
nvim-mcp
MCP server that connects AI agents to your running Neovim instance via msgpack-RPC — no plugins required.
notebooklm-mcp
Google NotebookLM over MCP + a local HTTP REST API. Citation-backed Q&A, audio/video/content generation, multi-account rotation. For Claude Code, Codex, Cursor, n8n, Zapier, Make.
flywheel-memory
MCP server giving AI a knowledge graph over Obsidian vaults. 13-layer scoring that learns. Local-first, zero cloud.
ctx-open
CTX is the standard Cognitive Version Control System for AI. Structured working memory for AI agents. CTX preserves goals, tasks, evidence, decisions, conclusions, runbooks, and origins so agents can continue work instead of restarting from scratch.
rekal
Long-term memory for LLMs. MCP server backed by hybrid search in a single SQLite file.
hister
Your own search engine
rdkit-mcp-server
MCP server that enables language models to interact with RDKit through natural language
qasphere-mcp
MCP Server for QA Sphere TMS
TrueMemory
A living memory system that ingests long-horizon data to infer insights, enabling more decisive action, all while running on a single SQLite file locally.
primitiv
The design contract layer for your agents.
mcp
MCP server for Local Falcon's local SEO and AI visibility platform: geo-grid rank tracking, campaign management, and competitor analysis via Model Context Protocol
coco-search
Local-first hybrid semantic code search tool. Indexes codebases into PostgreSQL with pgvector embeddings via Ollama, combines vector similarity + keyword search with RRF fusion. Supports 30+ languages. Features CLI, MCP server, WEB dashboard and interactive REPL.
pensyve
Universal memory runtime for AI agents
hmem
Humanlike persistent memory for AI agents — MCP server with 5-level lazy-loaded SQLite memory. Works with Claude Code, Gemini CLI, Cursor, Windsurf, OpenCode.
m3-memory
Local-first Agentic Memory Layer Framework for MCP Agents and Multiple Computers • Over 60 tools • Hybrid search (FTS5 + vector + MMR) • GDPR • 100% local
OverleafMCP
Model Context Protocol (MCP) server that lets AI assistants read Overleaf projects, parse LaTeX document structure, and push section-level edits back via Git. Compatible with Claude Desktop, Cursor, Windsurf, and any MCP client.
mcp-stata
A lightweight Model Context Protocol (MCP) server for Stata. Execute commands, inspect data, retrieve stored results (r()/e()), and view graphs in your chat interface. Built for economists who want to integrate LLM assistance into their Stata workflow.
aderyn
Solidity Static Analyzer that easily integrates into your editor
pdf-mcp
MCP server that lets Claude Code and other AI agents read large PDFs without hitting context limits. Chunked reading, hybrid search, OCR, table and image extraction, SQLite cache.
sverklo
The local-first MCP server for code intelligence — symbol graph, blast-radius, git-pinned memory. Open-source alternative to Greptile/Sourcegraph for Claude Code & Cursor.
MCPSafari
MCPSafari: Native Safari MCP Server for AI Agents
n8n-workflows
⚡ Explore 2,053 n8n workflows with a fast, user-friendly documentation system for instant search and analysis capabilities.
tokyo-notes
A minimal GTK4 Markdown note-taking app.
roam-code
Architectural intelligence layer for AI coding agents. Structural graph, architecture governance, multi-agent orchestration, vulnerability mapping. 139 commands, 101 MCP tools, 26 languages, 100% local.
shadcn-svelte-mcp
Mastra MCP server and tooling for the shadcn-svelte component docs and developer utilities.
redmine-cli
A powerful command-line interface for Redmine, enhanced with first-class AI agent capabilities via Skills and MCP integration.
VSCode-Perplexity-MCP
Perplexity AI search, reasoning, research, and compute - MCP server, dashboard, and multi-IDE auto-config for VS Code.
adeu
Native Word Track Changes for AI agents. An MCP server and Python SDK that translates LLM edits into safe DOCX redlines without breaking formatting.
cloudping
Simple web-based ping & traceroute
whetstone
AI-powered development tools. 19 agents, 22 commands, 30 skills, 1 hook, 1 MCP server for code review, research, design, and workflow automation.
radar
Modern Kubernetes visibility. Topology, event timeline, and service traffic — plus resource browsing and Helm management.
fhir-dsl
The TypeScript FHIR toolchain — typed query builder, code generator, FHIRPath, validators with invariants, SMART v2, terminology, and an MCP server
carbon
Carbon is an open source ERP, MES and QMS for manufacturing. Perfect for complex assembly, contract manufacturing, and configure to order manufacturing.
mcp-logic
Fully functional AI Logic Calculator utilizing Prover9/Mace4 via Python based Model Context Protocol (MCP-Server)- tool for Windows, Linux, Claude App etc
whoop-mcp
MCP server to connect to whoop API
SchemaPin
The SchemaPin protocol for cryptographically signing and verifying AI agent tool schemas to prevent supply-chain attacks.
mcp-screenshot-server
An MCP server that provides AI assistants with screenshot capabilities — both web page capture via Puppeteer and cross-platform system screenshots using native OS tools.
codesearch
Fast, local semantic code search as MCP server for OpenCode and Claude Code. Rust-powered, fully offline.
VSCode-Airtable-Formula
VS Code extension and MCP server for Airtable, formula editor, schema tools, and 30+ automation utilities for bases, views, and fields.
prometheus-mcp-server
A Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces.
claude-dev-suite
Specialized agents, MCP servers, skills, and a visual dashboard for Claude Code. MIT.
LivePilot
Agentic production system for Ableton Live 12 — 453 tools across 54 domains. Device atlas (5264 devices) + User Corpus (your plugins, racks, Max devices) + spectral perception + 12 creative engines. Two routes: artist shorthand or direct musical intent.
research-hub
AI-operable research workspace for Zotero, Obsidian, and NotebookLM. Use any two, or all three, through CLI, MCP, REST, and dashboard.
onlyboxes
Code Execution Sandbox Platform Solution for Individuals and Small Teams with MCP
agentmako
Local-first MCP server that gives coding agents structured context packets, code/schema facts, and diagnostics - backed by a local SQLite store.
toonify-mcp
Automatic token optimization for Claude Code and MCP workflows, including structured data and source code compression.
mcp-for-argocd
An implementation of Model Context Protocol (MCP) server for Argo CD.
NESTstack
An emotional operating system for AI companions. Start here. NEST is a modular infrastructure stack that gives AI companions persistent memory, emotional continuity, and autonomous awareness. Built on Cloudflare Workers + D1 + Vectorize. Designed to be forked, extended, and made your own.
memtrace-public
The missing memory layer for coding agents
claude-code-source-all-in-one
Always up-to-date open-source mirror of Claude Code (currently v2.1.123). Run from source with Claude subscription/API, ChatGPT subscription (GPT-5.5 / GPT-5.4), OpenAI-compatible providers, or local Ollama. 18 deep-dive architecture articles included. For educational and reference purposes only.
McpVanguard
An open-source security proxy and active firewall for the Model Context Protocol (MCP). It acts as a real-time 'Reflex System' between AI agents and their tools, protecting the host system from malicious intent, prompt injection, and data exfiltration.
barbacane
Barbacane API and Bidirectional AI Gateway
git-courer
MCP server for Git with local Ollama — zero tokens for git operations
ab100
Exam AB-100: Agentic AI Business Solutions Architect
mcpls
Universal MCP to LSP bridge - expose Language Server Protocol capabilities as MCP tools for AI agents
MCP-India-Stack
MCP server for Indian APIs — GSTIN, IFSC, PAN, UPI, pincode, HSN/SAC. Zero auth. Offline-first. For AI agents.
che-ical-mcp
macOS Calendar & Reminders MCP server with 28 tools - Native Swift EventKit integration for Claude AI. Attendee/organizer info, per-event timezone, undo/redo, --cli mode, --setup TCC, batch ops. Supports iCloud, Google, Exchange.
pi-mcp-adapter
Token-efficient MCP adapter for Pi coding agent
pentest-ai
The most autonomous pentesting AI on the market. MCP server + Python agents with 150+ security tools, exploit chaining, and PoC validation.
semble
Fast and Accurate Code Search for Agents
opencode-browser
Browser automation plugin for OpenCode AI editor - Control Chrome/Edge with AI, automate web testing, scraping & form filling via MCP integration
prism-coder
The Mind Palace for AI Agents - HIPAA-hardened Cognitive Architecture with on-device LLM (prism-coder:7b), Hebbian learning, ACT-R spreading activation, adversarial evaluation, persistent memory, multi-agent Hivemind and visual dashboard. Zero API keys required.
mcp-server-synology
💾 Model Context Protocol (MCP) server for Synology NAS - Enables AI assistants (Claude, Cursor, Continue) to manage files, downloads, and system operations through secure API integration. Features Docker deployment, auto-authentication, and comprehensive file system tools.
atlas
Open-source local-first cognitive memory. AGM-compliant belief revision (49/49 postulates). When a fact changes, downstream beliefs are automatically re-evaluated, not just flagged.
yandex-tracker-mcp
Yandex Tracker MCP Server with OAuth2 support
locus
Persistent project-aware memory for AI coding tools. Built on MCP. Works with Codex, Claude Code, and other MCP-compatible clients.
mcp
Supermodel Model Context Protocol server. Generate code graphs in Cursor, Codex or Claude Code!
vscode-mcp
MCP server for Claude Code/VSCode/Cursor/Windsurf to use editor self functionality. ⚡ Get real-time LSP diagnostics, type information, and code navigation for AI coding agents without waiting for slow tsc/eslint checks.
claude-slack-bridge
MCP server that lets Claude Code pause mid-task and ask a human a question via Slack — then resume once you reply.
mcp
🤖 A Model Context Protocol (MCP) library for use with Agentic chat bots
openagent
⚡️AI Cloud OS: Open-source enterprise-level AI knowledge base and MCP (model-context-protocol)/A2A (agent-to-agent) management platform with admin UI, user management and Single-Sign-On⚡️, supports ChatGPT, Claude, Llama, Ollama, HuggingFace, etc., chat bot demo: https://ai.casibase.com, admin UI demo: https://ai-admin.casibase.com
kicad-mcp-pro
Production-grade MCP server for KiCad 10/9 — AI-driven schematic capture, PCB layout, DRC/ERC/DFM validation, signal & power integrity, EMC checks, SPICE simulation, FreeRouting, and gated manufacturing exports (Gerber, BOM, IPC-2581, STEP).
MetaSearchMCP
Open-source metasearch backend, MCP server, and AI search API for LLM agents. Python FastAPI search gateway with Google search via SerpBase and Serper, multi-engine search aggregation, structured JSON output, provider fallback, deduplication, and SearXNG alternative architecture for agent workflows.
bgpt-mcp
Search Paper Data from Any AI Tool
real-browser-mcp
MCP server + Chrome extension that gives AI agents control of your real browser with existing sessions and logins
blender-ai-mcp
Production-shaped MCP server for Blender with goal-first routing, curated tools, deterministic verification, and vision-assisted 3D modeling workflows.
ogham-mcp
Shared memory MCP server — persistent, searchable, cross-client Claude, Opencode
open-brain-template
Persistent memory + smart query for AI agents. Visual dashboard, semantic search, Memory Steward (Anthropic Managed Agent), SessionStart auto-load hook. One brain across Claude Code / Desktop / Cursor / ChatGPT. Built on Supabase + Vercel + Mem0.
rigour
The immune system for AI coding agents
hwpx-mcp-server
MCP server for AI agents to read, edit, inspect, and validate local HWPX documents.
p2pclaw-mcp-server
MCP server + REST API for the P2PCLAW decentralized AI research network. Lets agents publish papers, vote on the mempool, and join the swarm. Powers www.p2pclaw.com.
claude-video-vision
Give Claude the ability to watch and understand videos — Claude Code plugin with frame extraction and multimodal audio analysis
jdocmunch-mcp
The leading, most token-efficient MCP server for documentation exploration and retrieval via structured section indexing
spring-ai-playground
Safe local execution layer for AI agent tools. Build, validate, and publish MCP tools with a no-pass-no-run workflow — cross-platform desktop app powered by Spring AI.
trvl
AI Travel Agent — Google Flights + Hotels from your terminal. 43 MCP tools, trip optimization, airport lounges, travel hacks. Free, no API keys, single Go binary.
StardewValley-MCP
Let's you play and build your farm with your companion/s.
zenii
Your machine's AI brain. One 20MB binary gives every tool, script, and cron job shared AI memory + 133 API routes. Desktop app, CLI, Telegram — all connected. Rust-powered.
dbmcp
A single-binary MCP server for MySQL, MariaDB, PostgreSQL, and SQLite
lossless-code
DAG-based Lossless Context Management for Claude Code. Every message preserved, summaries cascade as a DAG, patterns extracted via Lossless Dream — full recall and reflection across sessions.
OpenStudy
Self-hostable study dashboard with a built-in MCP server so Claude can read, write, and teach from your courses, lectures, and deadlines — Making better use of your Claude/ChatGPT subscription
boss-agent-cli
AI-agent-first CLI for BOSS 直聘 — 职位搜索、福利筛选、招聘者工作流、MCP 工具与 AI 简历优化
bernstein
Deterministic orchestrator for 30+ CLI AI coding agents. Git worktree isolation, HMAC audit trail, MCP server mode.
registry
Production-ready MCP servers for 70+ APIs — GitHub, Google, Notion, Jira & more. Generated from OpenAPI specs, tested against live APIs. Works with Claude Desktop, Cursor, Codex & Claude Code.
red-team-blue-team-agent-fabric
466 security tests for AI agent systems — MCP, A2A, x402/L402, decision governance, benchmark integrity, skill supply chain. AIUC-1 pre-cert, NIST AI 800-2 aligned, 5 DOIs. v4.3.0
byob
Bring Your Own Browser — let your AI agent use the Chrome you already have open
Autosearch
Open-source deep research for AI agents: 40 channels, 10+ Chinese sources.
OnionClaw
Provide AI agents with full Tor network access and dark web data through a zero-config OpenClaw skill or standalone tool.
bitbucket-mcp
Bitbucket MCP - A Model Context Protocol (MCP) server for integrating with Bitbucket Cloud and Server APIs
agent-fleet-o
Open-source AI agent orchestration platform — self-hosted mission control for autonomous multi-agent systems. Visual DAG workflows, 450+ MCP tools, human-in-the-loop approvals. Works with Claude, GPT-4o, Gemini, Ollama, Codex.
ingero
eBPF-based GPU causal observability agent
clawmaster
Make OpenClaw usable for everyone — setup, manage, and grow it into a practical digital personal assistant.
mcp-brasil
MCP Server para 41 APIs públicas brasileiras
agent-shadow-brain
🧠 v6.0 Hive Mind — One open-source brain every AI coding agent can share (Claude Code, Cursor, Cline, Codex, Copilot, Windsurf). 22 novel features. Free. Local-first. MIT.
samyama-graph
Graph-vector database that queried 1 billion edges for $2.50. Rust, OpenCypher, vector search, 14 graph algorithms. 74M nodes / 1B edges on a single machine.
nyxstrike
AI Powered penetration testing Platform for offensive security research
eclipse-chatgpt-plugin
Eclipse IDE as an MCP Server for AI Agents
cloudglue-mcp-server
Official MCP server for Cloudglue API
reporelay
A self-hosted code context engine for MCP.
civic-ai-tools
Open-source platform connecting AI assistants to government open data — MCP server, curated civic MCP directory, and anti-hallucination framework for all 559 Socrata portals
tesseron
Expose typed web-app actions to MCP-compatible AI agents over WebSocket. TypeScript SDK + matching MCP gateway.
DeepSleep-beta
Local-first AI memory for developers. Watches your files, dreams while you code, answers what was I working on — free forever. Ollama · VS Code sidebar · MCP · Neural Link.
claude-code-tips
practical patterns for agentic coding: hooks, agents, automation. built from hundreds of claude code sessions
stigix
Stigix is a lab platform to validate SD‑WAN and SASE. It unifies SaaS traffic generation, security tests, convergence probes, and voice/IoT/VyOS simulations in one web UI
UEFN-TOOLBELT
The ultimate, ever-expanding Swiss Army Knife for the UEFN Python API (358+ tools registered across 55+ categories). Automate world-building, manage assets, generate boilerplate Verse code, and control the editor with AI via a fully-offline PySide6 dashboard.
persistent-ai-memory
A persistent local memory for AI, LLMs, or Copilot in VS Code.
DMCPServer
Dinos MCP Server, make your code, on MCP Action and execute by AI
Audrey
Persistent memory and continuity engine for Claude Code and AI agents.
formanator
Submit and manage Forma (https://joinforma.com) claims from the command line and Model Context Protocol (MCP) clients
whatsapp-mcp
WhatsApp MCP server - Connect Claude to WhatsApp for reading and sending messages
mcpc
A universal CLI client for MCP. mcpc supports persistent sessions, stdio/HTTP, OAuth 2.1, tasks, JSON output for code mode, proxy for AI sandboxes, x402, and more.
YourMemory
Agentic AI memory with Ebbinghaus forgetting curve decay. +16pp better recall than Mem0 on LoCoMo.
gortex
High-performance code intelligence engine that indexes repositories into an in-memory knowledge graph and exposes it via CLI, MCP Server, and web UI. Built for AI coding agents - expose only needed information - one get_editing_context call replaces 5-10 file reads, cutting token usage by ~94%.
MediaWiki-MCP-Server
Model Context Protocol (MCP) Server to connect your AI with any MediaWiki
pipulate
Local First AI SEO Software on Nix, FastHTML & HTMX
openaccountants
Open-source tax skills for AI — 371 skills across 134 countries. Upload to any LLM or connect via MCP. Quality-tiered Q1–Q5.
design-extract
Extract any website's complete design system with one command. DTCG tokens, semantic+primitive+composite, MCP server for Claude Code/Cursor/Windsurf, multi-platform emitters (iOS SwiftUI, Android Compose, Flutter, WordPress), Tailwind v4, Figma variables, shadcn/ui, CSS health audit, WCAG remediation, Chrome extension. MIT, Playwright, Node 20+.
beever-atlas
Your First LLM-Wiki Conversation Knowledge Base
scholar-search-mcp
An MCP server for academic paper search that integrates with AI assistants (e.g., Claude Code, Cursor), enabling them to search and retrieve academic paper metadata.
apra-fleet
AI agents that write code, review each other's work, and coordinate across your machines
native-devtools-mcp
MCP server for computer use & browser automation - screenshot, OCR, click, type, find_text, Chrome/Electron CDP, template matching. macOS, Windows & Android. Works with Claude, Cursor, and any MCP client.
skalex
AI-first, zero-dependency JavaScript database. Vector search, agent memory, MCP server, and encryption built in. Node.js, Bun, Deno, browsers, and edge runtimes.
agent-bom
Open security scanner for AI supply chain: agents, MCP, containers, cloud, GPU, and runtime with blast-radius analysis.
notebooklm-mcp
MCP server for Google NotebookLM — 32 tools for notebooks, sources, research, and studio content generation
capacities-mcp
Capacities×MCP
awesome-mcp-servers
A curated list of the best MCP Servers, featuring top solutions, libraries, tools, and more. - https://mcpserver.works
Charles-mcp
Charles Proxy MCP server for AI agents with live capture, structured traffic analysis, and agent-friendly tool contracts
mcp-nixos
MCP-NixOS - Model Context Protocol Server for NixOS resources
toolhive-catalog
ToolHive's registry catalog of MCP servers
dory
One memory layer for every AI agent. Local-first, markdown source of truth, and CLI/HTTP/MCP native. Your agent forgot who you are. Again. Dory fixes that.
swarm
SDK to build Agents in rust. Build and manage complex, self-correcting agent teams. Launch multi-agent systems via configuration files or using an Agent Factory. It's the robust framework for orchestrating intelligent agents using open standards (MCP, A2A).
coplay-unity-plugin
Unity plugin for Coplay
superlocalmemory
World's first local-only AI memory to break 74% retrieval and 60% zero-LLM on LoCoMo. No cloud, no APIs, no data leaves your machine. Additionally, mode C (LLM/Cloud) - 87.7% LoCoMo. Research-backed. arXiv: 2603.14588
netbox-mcp-server
Model Context Protocol (MCP) server for read-only interaction with NetBox data in LLMs
mcp-apache-spark-history-server
MCP Server for Apache Spark History Server. The bridge between Agentic AI and Apache Spark.
nexo
NEXO Brain — Shared brain for AI agents. Persistent memory, semantic RAG, natural forgetting, metacognitive guard, trust scoring, 150+ MCP tools. Works with Claude Code, Codex, Claude Desktop & any MCP client. 100% local, open source, free.
bikescout
The MCP server for tactical cycling intelligence: Predictive mud logic, S-Scale terrain analysis, and AI-powered GPX routing,
RepoBrain
RepoBrain is a local-first codebase memory engine for AI coding assistants. It indexes repositories, retrieves grounded evidence, traces logic flows, and ranks the safest files to inspect or edit before code generation.
NyxID
Connect AI agents to any API, anywhere. Securely. Open-source gateway that proxies requests, injects credentials automatically, punches through NAT to reach localhost services, and wraps REST APIs as MCP tools. Per-agent isolation. Never expose a raw key.
claude-plugins
28 plugins and MCP servers for Claude Code — TDD, multi-agent orchestration, iterative refinement, binary RE, structured decisions. Install any skill in one command.
study-dashboard
Self-hostable study dashboard with an MCP connector so Claude (claude.ai, Claude Desktop, Claude Code or any Claude surface) can read and write your coursework.
arbor
Graph-native code intelligence that replaces embedding-based RAG with deterministic program understanding.
ghost-mcp
A Model Context Protocol (MCP) server for interacting with Ghost CMS through LLM interfaces like Claude. Allow you to control your Ghost blog by simply asking Claude etc.
squeez
Hook-based token compressor for 5 AI CLI hosts (Claude Code, Copilot CLI, OpenCode, Gemini CLI, Codex CLI). Up to 95% bash compression, signature-mode for code reads, cross-call dedup, MCP server, self-teaching protocol. Zero runtime deps.
mimirs
Local MCP server that gives AI coding agents persistent, searchable memory of your codebase
git-mcp-server
An MCP (Model Context Protocol) server enabling LLMs and AI agents to interact with Git repositories. Provides tools for comprehensive Git operations including clone, commit, branch, diff, log, status, push, pull, merge, rebase, worktree, tag management, and more, via the MCP standard. STDIO & HTTP.
home-memory
MCP server that lets your AI assistant remember everything about your home.
mymir
Context management for the agent-native engineering era.
cupertino
A local Apple Documentation crawler and MCP server. Written in Swift.
typo3-mcp-server
One MCP endpoint connects your TYPO3 site to Claude, Cursor, n8n, and any AI tool — safely through workspaces.
Deskdrop
Android keyboard with local AI (Ollama, Whisper, MCP) or cloud (Gemini, Groq, OpenAI)
uxc
A unified CLI for discovering and invoking tools across OpenAPI, MCP, GraphQL, gRPC, and JSON-RPC
ontoskills
OWL 2 skill compiler for deterministic AI agents — transforms SKILL.md into validated RDF/ Turtle ontologies with SHACL gatekeeper
agentic-obs
agentic-obs: A Model Context Protocol (MCP) server that provides AI assistants with programmatic control over OBS Studio via the OBS WebSocket API. This server enables AI agents to manage scenes, sources, recording, streaming, and other OBS functionality through standardized MCP tools.
AgentRecall
AI Session Memory with Think-Execute-Reflect Quality Loops — give your agent a brain that survives every session. Built on the Intelligent Distance principle.
better-code-review-graph
Knowledge graph for token-efficient code reviews — fixed search, qualified call resolution, dual-mode embedding (ONNX + multi-provider cloud)
modular-context-obsidian-plugin
Modular Context | Karpathy LLM Knowledge Base + Gmail & G-Cal — multi-account MCP server for Claude Code, encrypted local-first
xiaozhi-esp32-server-java
小智ESP32的Java企业级管理平台，提供设备监控、音色定制、角色切换和对话记录管理的前后端及服务端一体化解决方案
mcs-mcp
Provide Monte-Carlo-Simulation and Flow Data diagnostics to AI Agents
orionbelt-analytics
Ontology-based MCP server that analyzes database schemas (PostgreSQL, Snowflake, ClickHouse, Dremio) and generates RDF/OWL ontologies with SQL mappings for fan-trap-free Text-to-SQL.
gnosis-mcp
Zero-config MCP server for searchable documentation (SQLite default, PostgreSQL optional)
opentrace
Observability engine for AI coding agents. Custom columnar log store, MCP-native, self-hosted on a $4/mo VM. No dashboards — your AI assistant sees production.
totem
The persistent memory and context layer for AI agents.
roampal
Memory that learns what works.
LeanKG
LeanKG: Stop Burning Tokens. Start Coding Lean.
yantrikdb-server
Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via temporal decay. Rust, AGPL, ships as library / MCP server / HTTP cluster.
qartez-mcp
Semantic code intelligence MCP server for Claude Code - project maps, symbol search, impact analysis, and more
hanzi-browse
let any ai agent use the local browser
octave-mcp
OCTAVE protocol - structured AI communication with 3-20x token reduction. MCP server with lenient-to-canonical pipeline and schema validation.
pentest-mcp-server
⚙️ Enable AI agents to conduct autonomous penetration testing on any Linux distribution with a persistent and robust Model Context Protocol server.
asap-protocol
Standard protocol for agent-to-agent communication with stateful orchestration, MCP-compatible and a public marketplace to discover and register agents.
compass
Compass is a context engine that builds a knowledge graph of your organization's metadata, capturing entities, relationships, and lineage across systems and time, making it discoverable and queryable for both humans and AI agents.
distillery
Team knowledge evaporates daily — pairing sessions, debugging context, architectural rationale lost to Slack. Distillery captures it at the point of creation, connects it into a living graph, and surfaces it conversationally. It monitors feeds, tracks what matters to your projects, and alerts you before you know to ask. A team brain that learns.
trace-mcp
Framework-aware code intelligence MCP server — 81 languages, 58 framework integrations, 138 tools, up to 99% token reduction
mcp-server
A Free, Open Source MCP server for dynamic custom persona management with public a GitHub collection of personas, skills, templates, and other elements for AI models.
maverick-mcp
MaverickMCP - Personal Stock Analysis MCP Server
zettelforge
ZettelForge - Agentic Memory System for Cyber Threat Intelligence
apple-books-mcp
Apple Books MCP Server
mcp-trino
A high-performance Model Context Protocol (MCP) server for Trino implemented in Go.
mcp-web-search-tool
A MCP server providing real-time web search capabilities to any AI model.
Ctxo
MCP server for AI coding agents. Instead of reading files one by one, your agent gets dependency graphs, git intent, blast radius, and change health in a single call. Works with any language deep analysis for TypeScript, Go, and C#.
peac
Portable signed proof for agent, API, and MCP interactions
kali-mcp-go
Let AI agents run nmap, metasploit, sqlmap, hydra and more in parallel — MCP server built for pentesting and CTF
hippocampus
Open-source MCP memory server. Universal AI memory across all platforms.
skillboss-skills
MCP server & Claude Code skills for 100+ AI services (LLMs, image/video gen, TTS). One API key, OpenAI-compatible.
obsidian-vault-mcp
MCP tool allowing Open WebUI or Claude Desktop to retrieve files from your vault
Contextcore
ContextCore: An MCP server for Claude (or any AI tool) that enables massive token saving through hybrid search (BM25 + Embeddings)
slackdump
Save or export your private and public Slack messages, threads, files, and users locally without admin privileges.
inspector
Development platform to debug, chat, inspect, and evaluate MCP servers, MCP apps, and ChatGPT apps.
tumiki
No description provided.
Opencollab-mcp
AI-powered open source contribution matchmaker — finds perfect "good first issues" matched to YOUR skills
llmqore
Qt C++ library for working with AI/LLM Providers and MCP
swarmclaw
Self-hosted multi-agent AI runtime with MCP server support. Build, orchestrate, and run autonomous agents with memory, skills, schedules, and 23+ LLM providers (Claude, GPT, Gemini, OpenRouter, Ollama).
rustyhand
Agent OS in Rust — one binary, 37 agents, 26 LLM providers, 37 channels (Telegram/Discord/Slack...), MCP server, A2A protocol, 120+ API endpoints, web dashboard
smartest-tv
📺 Control any smart TV with natural language. Play Netflix by name from your terminal. PyPI: stv · MCP server · LG/Samsung/Roku/Android
llm-router
Universal LLM router for AI coding tools. Works with Claude Code, Cursor, Codex, Gemini CLI, Copilot and more. Free-first fallback chain keeps costs 70–85% lower.
agent-skills
Agent Skills for integrating You.com capabilities into agentic workflows and AI development tools - guided integrations for Claude, OpenAI, Vercel AI SDK, and Teams.ai
EDDI
Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus.
cve-mcp-server
Production-grade MCP server giving Claude 27 security intelligence tools across 21 APIs — CVE lookup, EPSS scoring, CISA KEV, MITRE ATT&CK, Shodan, VirusTotal, and more.
gh-mcp
A GitHub CLI extension that seamlessly runs the github-mcp-server using your existing gh authentication. Eliminates manual PAT setup by automatically retrieving GitHub credentials and launching the MCP server with proper authentication.
Sentinelgate
Access control for AI agents. MCP proxy + Policy Decision Point. CEL policies, RBAC, full audit trail. Any container, any sandbox.
holaOS
The agent environment for long-horizon work, continuity, and self-evolution.
dotbot
Structured, auditable AI-assisted development for teams. Zero-dependency MCP server, web dashboard, and multi-provider AI CLI support.
agency-orchestrator
One sentence → multiple AI roles collaborate → complete plan in minutes. 179 expert roles, zero-code YAML, 9 LLM providers. 一句话让多个AI角色自动协作，几分钟出完整方案。
Opendata.cat-MCP-Server
Opendata.cat MCP Server - Servidor MCP (Model Context Protocol) per interactuar amb les dades obertes públiques de diferents organismes Catalunya. Creat per Opendata.cat
mcp-server
BrowserStack's Official MCP Server
recallium
Recallium is a local, self-hosted universal AI memory system providing a persistent knowledge layer for developer tools (Copilot, Cursor, Claude Desktop). It eliminates "AI amnesia" by automatically capturing, clustering, and surfacing decisions and patterns across all projects. It uses the MCP for universal compatibility and ensures privacy
Octopoda-OS
The open-source memory operating system for AI agents. Persistent memory, semantic search, loop detection, agent messaging, crash recovery, and real-time observability.
bear-notes-mcp
MCP Server for Bear note taking app available as Claude Desktop extension or standalone server for any other AI tool
markplane
AI-native, markdown-first project management. Your repo is the project manager.
synapse-ai
Build AI agents that actually do things. Synapse is an open-source platform for creating, connecting, and orchestrating AI agents powered by any LLM — local, cloud or CLIs.
llmcore
Qt C++ library for working with AI/LLM Providers and MCP
better-bear
No description provided.
grainulator
Research that compiles.
agent-droid-bridge
Agent Droid Bridge gives AI agents programmatic control over Android devices and emulators via ADB, exposed as an MCP server.
pm-copilot
MCP server that triangulates customer support tickets and feature requests to help PMs decide what to build next
GhidrAssistMCP
An MCP extension for Ghidra
crossmem
One search across all your Claude Code and Gemini CLI memories — every project, every tool. Local-only CLI + MCP server. No cloud, no API keys.
synaptic-memory
Brain-inspired knowledge graph: spreading activation, Hebbian learning, memory consolidation.
fusio
Self-Hosted API Management for Builders
ThinkWatch
Enterprise AI bastion host for secure AI API and MCP access, with unified proxying, RBAC, audit logs, rate limiting, and cost tracking across OpenAI, Anthropic, Gemini, and self-hosted LLMs.
AgentChat
AgentChat 是一个基于 LLM 的智能体交流平台，内置默认 Agent 并支持用户自定义 Agent。通过多轮对话和任务协作，Agent 可以理解并协助完成复杂任务。项目集成 LangChain、Function Call、MCP 协议、RAG、Memory、HITL、Skill、Milvus 和 ElasticSearch 等技术，实现高效的知识检索与工具调用，使用 FastAPI 构建高性能后端服务。
Corbell
AI-powered spec generation and review using multi-repo code graph intelligence for backend teams that ship to production.
bubbaloop
Open-source Hardware AI agent. Single Rust binary for cameras, sensors, robots, and IoT fleets — orchestrated by AI agents with memory and real-time telemetry. Runs on Jetson, Raspberry Pi, any Linux.
lilbee
Chat with your documents offline using your own hardware. Augment any AI agent via MCP with hybrid RAG search over PDFs, code, and 150+ formats. Integrate with your favorite GUI via REST API.
chiasmus
Chiasmus is an MCP server that gives language models access to formal verification
deep-code-reasoning-mcp
A Model Context Protocol (MCP) server that provides advanced code analysis and reasoning capabilities powered by Google's Gemini AI
agent
A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.
mcp-metabase-server
A comprehensive MCP server for Metabase with 70+ tools.
docker-stealthy-auto-browse
Stealth browser automation that actually works. Runs Camoufox (custom Firefox) in Docker with zero Chrome DevTools Protocol exposure, real OS-level mouse and keyboard input via PyAutoGUI, and a JSON HTTP API + MCP server to control it all remotely. Watch it live via noVNC.
mcp-server-zotero-dev
Give your AI assistant superpowers for Zotero plugin development. 25 tools for screenshots, DOM inspection, JavaScript execution, build integration, and debugging via Model Context Protocol.
ClawMem
On-device context engine and memory for AI agents. Claude Code, Hermes and OpenClaw. Hooks + MCP server + hybrid RAG search.
resonant-mind
Persistent cognitive infrastructure for AI systems. 27 MCP tools — semantic memory, emotional processing, identity continuity, and a subconscious daemon. Built on Cloudflare Workers.
vector_mcp
A server implementation for the Model Context Protocol (MCP) in Ruby.
mcp-raganything
API/MCP wrapper for RagAnything
resonant
Open-source relational AI framework with identity persistence, memory, and MCP integration. Build relationship-aware AI agents that remember, grow, and maintain continuity. Built on Claude Agent SDK.
toolbox
Collaborative application security testing between humans and agents via CLI and MCP
altk-evolve
Self improving agents through iterations
ClaudeR
Connect RStudio to Claude Code, Codex, Gemini, and other LLM agents via MCP. Multi-agent orchestration, automated manuscript auditing, and zero-config setup with uvx
actual-mcp-server
Docker MCP server connecting Claude Desktop/LibreChat/LobeChat to Actual Budget for natural-language budgeting, transaction management, and financial insights.
cesium-mcp
AI-powered CesiumJS 3D globe control 49 tools for camera, entities, layers, animation & spatial analysis via Model Context Protocol (MCP). Natural language to 3D GIS.
webmcp-bridge
Bridge local MCP clients to browser WebMCP tools through Playwright, using native WebMCP when available and injected adapters when not.
ue-mcp
Complete Unreal Engine development toolkit exposed as MCP tools.
Handler
A2A Protocol client and developer toolkit.
mcpsandbox
Let your agent write code and execute code directly in the browser with WASM
composer
Composable Streaming Intelligence
UnrealMotionGraphicsMCP
🚀 UE5-UMG-MCP: A deep-focused MCP for Unreal Engine UMG layout. Designed to maximize AI efficiency within limited context windows by prioritizing precision in UI structure, animations, and blueprint integration.
lean-ctx
Reduce AI coding costs by 99% — MCP Server + Shell Hook for Cursor, Claude Code, Copilot, Windsurf, Gemini CLI & 24 tools. Single Rust binary, zero telemetry.
autotask-mcp
MCP server for Kaseya Autotask PSA — 39 tools for companies, tickets, projects, time entries, and more
teamcity-mcp
Model Context Protocol (MCP) server for JetBrains TeamCity: control builds, tests, agents and configs from AI coding assistants.
MCP-Scorecard
Deterministic CI scanner and surface-risk scoring for MCP (Model Context Protocol) servers.
OneCite
📚 An intelligent toolkit to automatically parse, complete, and format academic references.
swarmvault
Local-first LLM knowledge base compiler (Claude Code, Codex, OpenCode, OpenClaw). Turn raw research into a persistent markdown wiki, knowledge graph, and search index that compound over time.
context-mode
Context window optimization for AI coding agents. Sandboxes tool output, 98% reduction. 12 platforms
crw
Fast, lightweight Firecrawl alternative in Rust. Web scraper, crawler & search API with MCP server for AI agents. Drop-in Firecrawl-compatible API (/v1/scrape, /v1/crawl, /v1/search). 2.3x faster than Tavily, 1.5x faster than Firecrawl in 1K-URL benchmarks. 6 MB RAM, single binary. Self-host or use managed cloud.
attestix
Attestix - Attestation Infrastructure for AI Agents. DID-based agent identity, W3C Verifiable Credentials, EU AI Act compliance layer, delegation chains, and reputation scoring. 47 MCP tools across 9 modules.
mcp-zap-server
A Spring Boot application exposing OWASP ZAP as an MCP (Model Context Protocol) server. It lets any MCP‑compatible AI agent (e.g., Claude Desktop, Cursor) orchestrate ZAP actions—spider, active scan, import OpenAPI specs, and generate reports.
contrastapi
Security intelligence API and MCP server for AI agents. 25 tools, 35+ endpoints: CVE/EPSS/KEV, domain recon, SSL, IP reputation, threat intel, email security, code scanning. Free, no signup.
kai
Kai is a semantic analysis engine that sits on top of Git. It captures meaningful changes, generates semantic diffs, and produces safe selective CI plans.
CoWork-OS
Operating System for your personal AI Agents with Security-first approach. Multi-channel (WhatsApp, Telegram, Discord, Slack, iMessage), multi-provider (Claude, GPT, Gemini, Ollama), fully self-hosted.
cordum
The open agent control plane. Govern autonomous AI agents with pre-execution policy enforcement, approval gates, and audit trails. Works with LangChain, CrewAI, MCP, and any framework.
mcp-gateway
Universal MCP Gateway - Single-port multiplexing with Meta-MCP for ~95% context token savings
llm-wiki-kit
Stop re-explaining your research to your AI agent. Persistent, LLM-maintained wikis that compound over time. Drop PDFs, URLs, YouTube — your agent remembers forever. Based on Karpathy's LLM Wiki pattern.
AgentUp
Portable , scalable , secure AI Agents
mcp-memory-keeper
MCP server for persistent context management in AI coding assistants
GhostDesk
Give any AI agent a full desktop — it sees the screen, clicks, types, and runs apps like a human. Automate anything with a UI: browsers, legacy software, internal tools. No API needed. One Docker command.
UNO-MCP
Unified Narrative Operator MCP server — AI-powered prose expansion, repetition analysis & narrative enhancement
DeepLucid3D-MCP
MCP server for unified cognitive processing — deep reasoning framework for Cline, Claude & AI code assistants
TranscriptionTools-MCP
MCP server for transcript processing — formatting, contextual repair & smart summarization with deep-thinking LLMs
kernel-mcp-server
Open-source MCP server for secure, low-latency cloud-browser automation on Kernel.
golemcore-bot
AI-native runtime for the GolemCore ecosystem with skills, plugins, MCP, memory, and Hive.
pic-standard
Open standard for Provenance & Intent Contracts (PIC) in AI agents. Verify intent, provenance, and evidence before high-impact tool calls.
BrowseAI-Dev
Reliable research infrastructure for AI agents. Evidence-backed web search with citations, confidence scores, and Clarity anti-hallucination. MCP server, REST API, Python SDK.
mcp-discord
Implement Discord MCP server enabling AI assistants to interact with the Discord platform.
activitywatch-mcp-server
Model Context Protocol server for ActivityWatch time tracking data
ThumbGate
Pre-action gates for AI coding agents. Skill disclosure cuts tokens. Hallucination and PII checks harden outputs. 👍 Thumbs up reinforces good behavior. 👎 Thumbs down blocks repeated mistakes. Free is local. History-aware lessons distill vague feedback. Team adds shared lessons and org visibility, plus generated review views.
European-Parliament-MCP-Server
European Parliament MCP Server Model Context Protocol Server for European Parliament Open Data Providing AI assistants with structured access to parliamentary datasets
varrd
AI-powered trading research platform. Test any idea on stocks, futures, and crypto with event studies, backtesting, and statistical validation. MCP server with 8 tools. pip install varrd.
open-claude-in-chrome
Claude in Chrome, reverse-engineered and open-source. No domain blocklist. Any Chromium browser. Same 18 MCP tools, same performance.
AI-Agents-Orchestrator
🪈 Intelligent orchestration system that coordinates multiple AI coding assistants (Claude, Codex, Gemini CLI, Copilot CLI) to collaborate on complex software development tasks via REPL or a Vue/Nuxt UI dashboard. Also includes an Agentic Team runtime with role-based multi-agent open communication & lead-gated final responses.
apple-notes-mcp
MCP server for Apple Notes - create, search, update, and manage notes via Claude and other AI assistants
subcog
Persistent memory system for AI coding assistants. Captures decisions, learnings, and context from coding sessions. Features hybrid search (semantic + BM25), MCP server integration, SQLite persistence with knowledge graph, and proactive memory surfacing. Written in Rust.
claude-engram
Persistent memory for Claude Code. Auto-tracks mistakes, decisions, and context via hooks. Tiered storage, semantic scoring, multi-project workspaces. Local-only.
spicebridge
MCP server that gives AI assistants direct access to ngspice circuit simulation — design, simulate, and verify circuits through natural language
claude-codex-settings
My personal Claude Code and OpenAI Codex setup with battle-tested skills, commands, hooks, agents and MCP servers that I use daily.
Ombre-Brain
For Claude.
Cortex
C.O.R.T.E.X. — Cognitive profiling system for Claude Code
tardygrada
Trust infrastructure for AI agents. Know who produced a value, when, and that it hasn't been tampered with. Zero dependencies. Pure C.
mcp-engine-public
The MCP Engine is a Power BI tool that lets AI assistants like Claude interact with your Power BI models programmatically: read your model structure, run DAX queries, create and modify measures, manage relationships, and perform advanced analytics - all through natural conversation.
dreamgraph
A semantic cognitive engine for software systems. By combining MCP context with iterative "dream cycles," DreamGraph builds an abstract representation of system intent—acting as a universal architect capable of autonomous reasoning, system abstraction, and cross-ecosystem transcompilation.
unraid-mcp
Query, monitor, and manage Unraid servers via GraphQL API through MCP tools. Supports system info, Docker, VMs, array/parity, notifications, plugins, rclone, and live telemetry.
odoo-mcp-pro
MCP Server for Odoo — with JSON/2 API support for Odoo 19+
predictive-maintenance-mcp
AI-Powered Predictive Maintenance & Fault Diagnosis through Model Context Protocol. An open-source framework for integrating Large Language Models with predictive maintenance and fault diagnosis workflows.
antrieb-mcp-server
MCP server that validates AI-generated infra code on real VMs and self-corrects until it works.
Kaimon.jl
MCP server giving AI agents full access to Julia's runtime via a live Gate — code execution, introspection, debugging, testing, and semantic search
mcp-yfinance-server
Real-time stock API with Python, MCP server example, yfinance stock analysis dashboard
markview
Native macOS markdown preview + MCP server for Claude Code. Swift/SwiftUI, GFM, Mermaid, syntax highlighting. No Electron.
trainingpeaks-mcp
TrainingPeaks MCP server for Claude Desktop, Code and Cowork. No API approval needed - works with any account. Query workouts, CTL/ATL/TSB fitness data, power PRs via natural language.
delimit-mcp-server
Unify Claude Code, Codex, Cursor, and Gemini CLI with persistent context, governance, and multi-model debate.
reshapr
The open source, no-code MCP Server for AI-Native API Access
mcp-memory-libsql
🧠 High-performance persistent memory system for Model Context Protocol (MCP) powered by libSQL. Features vector search, semantic knowledge storage, and efficient relationship management - perfect for AI agents and knowledge graph applications.
godot-mcp-pro
162 MCP tools for AI-powered Godot 4 development. Scene, animation, 3D, physics, particles, audio, shader, input simulation, runtime analysis, navigation, testing & more. $5 one-time.
miro-mcp-server
MCP server for controlling Miro whiteboards with AI assistants
l4-ide
L4 - Rules-as-code - is an open-source functional specification language for business rules, legal contracts, and legislation/regulation, with a CNL syntax for isomorphism.
arxiv-mcp-server
A Model Context Protocol server for searching and analyzing arXiv papers
scrumboy
a self-hosted project management & Kanban solution + Instant shareable boards
qa-use
Agent-first E2E testing CLI
rijksmuseum-mcp-plus
MCP server for the Rijksmuseum collections
Touchpoint
Give your AI agent eyes and hands on any desktop — cross-platform accessibility API with MCP server
STS2MCP
Full agentic runs for Slay the Spire 2. A mod that exposes in-game state, and the MCP server for the mod.
Sephera
Fast local-first Rust CLI for codebase metrics, AST-compressed LLM context bundles, and built-in MCP server.
review-flow
Automated AI code reviews powered — webhook-driven, real-time dashboard, MCP integration, smart queue with deduplication, multi-agent audits, and iterative follow-up reviews for GitLab MRs and GitHub PRs
zabbix-mcp-server
MCP server for the complete Zabbix API — 220 tools, multi-server support, bearer auth, systemd ready. Works with ChatGPT, Claude, VS Code, Codex, JetBrains and any MCP client.
agent-skill-memories-off
把这些记住，帮我早点下班
trading_skills
Claude powered advisor system for option traders
UEMCP
Python Unreal Engine Plugin and Node.js MCP Server
safari-mcp
Native Safari browser automation for AI agents. 80 tools via AppleScript — zero overhead, keeps logins, runs silently in background. Drop-in alternative to Chrome DevTools MCP with 40-60% less CPU/heat on Apple Silicon.
pixelpanda-mcp
MCP server for PixelPanda — 31 AI image processing tools for Claude Desktop, Cursor & other MCP clients
civ6-mcp
An MCP server that lets LLM agents play Civilization VI.
langfuse-mcp
A Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability
purple
Terminal SSH client with MCP support for AI agent integration, instant search, cloud sync from 16 providers, Docker/Podman container management, visual file transfer and password management. Edits ~/.ssh/config with round-trip fidelity.
unity-mcp-plugin
Unity MCP Plugin (UPM) — Editor bridge for AI-assisted game development. Enables Claude, Cursor & MCP-compatible AI to control Unity Editor with 268 tools: scenes, GameObjects, components, builds, profiling, Shader Graph, Amplify Shader Editor, terrain, physics, NavMesh & more. Free & open source.
SearchEmbedSDK
contextcore, handles everything you need in one place
gobby
A local-first daemon to unify your AI coding tools. Session tracking and handoffs across Claude Code, Gemini CLI, and Codex. An MCP proxy that discovers tools without flooding context. Task management with dependencies, validation, and TDD expansion. Agent spawning and worktree orchestration. Persistent memory, extensible workflows, and hooks.
open-computer-use
MCP server that gives any LLM its own computer — managed Docker workspaces with live browser, terminal, code execution, document skills, and autonomous sub-agents. Self-hosted, open-source, pluggable into any model.
mcp-raganything
API/MCP wrapper for RagAnything
fathom-mcp-server
An mcp server built for fathom and works in claude.
mcp-appstore
This is an MCP server that provides tools to LLMs for searching and analyzing apps from both Google Play Store and Apple App Store – perfect for ASO.
Zikkaron
Biologically-inspired persistent memory engine for Claude Code. 26 cognitive subsystems, Hopfield networks, predictive coding, causal discovery, successor representations, all running locally over SQLite.
zscaler-mcp-server
Zscaler Integration MCP Server is a Model Context Protocol (MCP) server designed for managing Several Zscaler Products using Large Language Models (LLMs).
Q4_learning
This repository serves as the comprehensive workspace for Quarter 4 academic endeavors, encompassing assignments, technical documentation, experimental implementations, and applied projects.
AgentRunKit
Lightweight Swift 6 framework for building LLM-powered agents — cloud + on-device inference via MLX on Apple Silicon
trueline-mcp
Smarter reads, safer edits. An MCP plugin that cuts token usage and catches editing mistakes before they hit disk. Supports Claude Code, Gemini CLI, GitHub Copilot, and Codex.
blockrun-mcp
BlockRun MCP Server — Access 41+ AI models in Claude Code with zero API keys. Pay-per-request via x402 micropayments.
firefox-devtools-mcp
Model Context Protocol server for Firefox DevTools - enables AI assistants to inspect and control Firefox browser through the Remote Debugging Protocol
mcp-shodan
MCP server for Shodan — search internet-connected devices, IP reconnaissance, DNS lookups, and CVE/CPE vulnerability intelligence. Works with Claude Code, Codex, Gemini CLI, and Claude Desktop.
mcp-virustotal
MCP server for VirusTotal API — analyze URLs, files, IPs, and domains with comprehensive security reports, relationship analysis, and pagination support.
codeTree
MCP server with 23 tools for structured code understanding via tree-sitter. 10 languages. 999 tests. One-command install.
code-assistant
An LLM-powered, autonomous coding assistant. Also offers an MCP and ACP mode.
nex-as-a-skill
Turn every AI agent session into company intelligence. Nex silently unifies every AI agent conversation with your email, Slack, CRM, and 100+ tools into one knowledge graph. The more your team works, the smarter every agent gets.
antigravity-link-extension
VS Code extension that bridges Antigravity sessions to mobile for uploads and voice-to-text
PrismerCloud
Prismer Cloud
bernstein
Declarative Agent Orchestration. Ship while you sleep.
fhir-mcp-server
FHIR MCP Server – helping you expose any FHIR Server or API as a MCP Server.
balldontlie-mcp
An MCP Server implementation that integrates the Balldontlie API, to provide information about players, teams and games for the NBA, NFL and MLB
Zengram
A Multi Agent Memory MCP That Connect Agents Across Systems and Machines
vibe-check-mcp-server
Vibe Check is a tool that provides mentor-like feedback to AI Agents, preventing tunnel-vision, over-engineering and reasoning lock-in for complex and long-horizon agent workflows. KISS your over-eager AI Agents goodbye! Effective for: Coding, Ambiguous Tasks, High-Risk tasks
ops-codegraph-tool
Code intelligence CLI — function-level dependency graph across 11 languages, 30-tool MCP server for AI agents, complexity metrics, architecture boundary enforcement, CI quality gates, git diff impact with co-change analysis, hybrid semantic search. Fully local, zero API keys required.
ggmcp
MCP server for scanning and remediating hardcoded secrets using GitGuardian’s API. Detect over 500 secret types and prevent credential leaks before code goes public.
gridctl
🧪 Local Stack for testing Agents
ainativelang
AINL helps turn AI from "a smart conversation" into "a structured worker." It is designed for teams building AI workflows that need multiple steps, state and memory, tool use, repeatable execution, validation and control, and lower dependence on long prompt loops. AINL is a compact, graph-canonical, AI-native programming system for (READ: README)
aiquila
Connect Claude AI to your Nextcloud via the Model Context Protocol. Browse, search, and manage files through natural conversation.
mlb-mcp
MCP server for advanced baseball analytics (statcast, fangraphs, baseball reference, mlb stats API) with client demo
FirstData
The World's Most Comprehensive, Authoritative, and Structured Open Source Data Source Knowledge Base
yfinance-mcp
No description provided.
multi-agent-memory
A Multi Agent Memory MCP That Connect Agents Across Systems and Machines
Pepper
iOS dynamic library MCP for agents
teams-mcp
MCP server providing comprehensive Microsoft Teams and Graph API access for AI assistants including messaging, search, and user management.
tweetclaw
Post tweets, reply, like, retweet, follow, DM & more from OpenClaw. Full X/Twitter automation via Xquik — 120 endpoints, reads from $0.00015/call (66x cheaper than official X API). 2 tools, 2 commands, background event poller.
mcp-1c
MCP server for 1C:Enterprise — AI assistant sees your configuration and generates accurate BSL code. One binary, zero dependencies, 9 tools.
wmux
AI Agent Terminal for Windows — Run Claude Code, Codex, Gemini CLI side by side with split terminals, browser automation via CDP, MCP integration, session persistence, and smart notifications
memex
Zettelkasten-based persistent memory for AI coding agents. Works with Claude Code, Cursor, VS Code Copilot, Codex, Windsurf & any MCP client. No vector DB — just markdown + git sync.
prism-mcp
🧠 Prism MCP — Persistent memory for AI coding agents. Session history, semantic search, TurboQuant 10x compression, visual memory, autonomous Web Scholar, CRDT multi-agent merging, and a Mind Palace dashboard. Works with Claude, Cursor, Windsurf, Gemini.
entroly
The Context Engineering Engine. Your AI sees 5% of your codebase — Entroly shows it everything. 78% fewer tokens. Works with Cursor, Claude Code, Copilot, OpenClaw.
Vera
Local code search combining BM25, vector similarity, and cross-encoder reranking. Parses 60+ languages with tree-sitter, runs entirely offline, and returns structured results with file paths, line ranges, and symbol metadata. Built in Rust.
LycheeMem
Compact, efficient, and extensible long-term memory for LLM agents.
skybridge
Skybridge is a framework for building ChatGPT & MCP Apps
tgcli
Telegram user console client and archiver
openecon-data
Give your AI agent accurate economic data. 330K indicators from FRED, World Bank, IMF, Eurostat & more. MCP server + web UI.
monarch-mcp-server
MCP Server for use with Monarch Money
PowerShell.MCP
The universal MCP server for Claude Code and other MCP-compatible clients. One installation gives AI access to 10,000+ PowerShell modules and any CLI tool. You and AI collaborate in the same console with full transparency. Supports Windows, Linux, and macOS.
pubmed-mcp-server
MCP server for the NCBI E-utilities API. Search PubMed, fetch article metadata and full text, generate citations, explore MeSH terms, and discover related research. STDIO or Streamable HTTP.
Gearboy
Game Boy / Gameboy Color emulator, debugger and embedded MCP server for macOS, Windows, Linux, BSD and RetroArch.
goldenmatch
Entity resolution toolkit — deduplicate, match, and create golden records. 27 MCP tools on Smithery. Zero-config. 97.2% F1.
indxr
A fast codebase indexer and MCP server for AI coding agents.
word-mcp-live
The only MCP server that edits Word documents while they're open — 114 tools, live editing, tracked changes, per-action undo
mcp-workspace
MCP Workspace Server: A secure Model Context Protocol server providing file, git, and GitHub tools for AI assistants within a sandboxed project directory.
strava-mcp
Personal MCP server for Strava with OAuth authentication, beautiful dashboard, and personal MCP URLs for AI assistants
vessel-browser
Built from the ground-up for agents, Vessel Browser is an open source AI browser for Linux that provides a durable state, MCP control, and BYOK with full autonomous browsing. Use with Hermes Agent, OpenClaw, or connect to your favorite API provider.
fastmcp
🚀 The fast, Pythonic way to build MCP servers and clients.
AgentCrew
Chat application with multi-agents system supports multi-models and MCP
aura
A production-ready framework for composing AI agents from declarative TOML configuration, with MCP tool integration, RAG pipelines, and an OpenAI-compatible web API.
mcp-tools-py
MCP server providing code quality checks (pylint and pytest) with smart LLM-friendly prompts for analysis and fixes. Enables Claude and other AI assistants to analyze your code and suggest improvements.
Embody
Have a conversation with TouchDesigner
mcp-server-circleci
A specialized server implementation for the Model Context Protocol (MCP) designed to integrate with CircleCI's development workflow. This project serves as a bridge between CircleCI's infrastructure and the Model Context Protocol, enabling enhanced AI-powered development experiences.
Claude-Patent-Creator
USPTO patent creation system with MCP server + Claude Code plugin. Hybrid RAG search over MPEP/USC/CFR, BigQuery access to 76M+ patents, automated 35 USC 112 compliance checks, prior art search, diagram generation. GPU-accelerated with skills and autonomous agents.
credit-optimizer-v5
Credit Optimizer v5 for Manus AI - Save 30-75% on credits. Free MCP Server (PyPI) + $9 Manus Skill. Audited across 53 scenarios. Zero quality loss.
intel-overdrive
Real-time intelligence for Claude Code — new MCP servers, tools, breaking changes, and best practices from 1,000+ sources. Paste the install command into Claude Code and your agent stays current automatically.
computer-use-mcp
💻 Give AI models complete control of your computer (probably a bad idea)
airtable-mcp-server
🗂️🤖 Airtable Model Context Protocol Server, for allowing AI systems to interact with your Airtable bases
dsers-mcp-product
An open-source MCP server to automate DSers product import, bulk edit variants, and push to Shopify/Wix/WooCommerce using AI. Supports AliExpress, Alibaba, 1688.
agent-tool
MCP tool server for AI coding agents -- encoding-aware file tools, binary analysis, DAP debugger, SSH/SFTP, process memory, and more
Gearlynx
Atari Lynx emulator, debugger, and embedded MCP server for macOS, Windows, Linux, BSD and RetroArch.
unity-mcp-server
Unity MCP Server — 268 tools for AI-assisted game development. Connect Claude, Cursor, or any MCP client to Unity Editor & Unity Hub. Scene management, GameObjects, components, builds, profiling, Shader Graph, Amplify, terrain, physics, NavMesh, animation, MPPM multiplayer & more. Free & open source by AnkleBreaker Studio.
gemini-skill
gemini drawing MCP & skill through browser, can be used in openclaw or any agent that supports MCP.
docker-mcp-server
A comprehensive Model Context Protocol (MCP) server that provides advanced Docker operations through a unified interface. This server combines 16 powerful Docker MCP tools with 25+ convenient CLI aliases to create a complete Docker workflow solution for developers, DevOps engineers, and system administrators.
mcp
CLI that turns MCP servers into terminal commands, single binary
agentor
Fastest way to build and deploy reliable AI agents, MCP tools and agent-to-agent. Deploy in a production ready serverless environment.
help-scout-mcp-server
MCP server for Help Scout - search conversations, threads, and inboxes with AI agents
dbt-core-mcp
dbt Core MCP Server: Interact with dbt projects via Model Context Protocol
PerformanceStudio
Free, open-source SQL Server execution plan analyzer — cross-platform GUI + CLI with 30 analysis rules, missing index detection, SSMS extension. Built-in MCP server for AI-assisted plan review.
itsyconnect-macos
Better App Store Connect
claude-code-organizer
Organize all your Claude Code memories, skills, MCP servers, and hooks — view by scope hierarchy, move between scopes via drag-and-drop
gram
Securely scale AI usage across your organization. Control plane for distribution of MCP, Skills, CLIs and more.
revula
A fully functional and production-grade reverse engineering automation tool
tradingview-mcp
Advanced TradingView MCP Server for AI-powered market analysis. Real-time crypto & stock screening, technical indicators, Bollinger Band intelligence, and candlestick patterns. Works with Claude Desktop & AI assistants. Multi-exchange support (Binance, KuCoin, Bybit+). Open source trading toolkit.
evidra
DevOps MCP server, Flight recorder for AI infrastructure agents. The prescribe/report protocol captures intent before execution and outcome after — in a signed, tamper-evident evidence chain. Detects behavioral patterns. Computes reliability scorecards.
lsbot
Lean & Secure Bot
webclaw
Fast, local-first web content extraction for LLMs. Scrape, crawl, extract structured data — all from Rust. CLI, REST API, and MCP server.
domscribe
Domscribe is a pixel-to-code development tool that bridges the gap between running web applications and their source code.
hayhooks
Easily deploy Haystack pipelines as REST APIs and MCP Tools.
malikclaw
Ultra-lightweight AI Agent & Assistant for $10 SBCs & Android. Urdu-first, Go-based, and privacy-focused. 99% smaller memory than typical gateways.
claude-code-skills
Plugin suite + bundled MCP servers for Claude Code. Full delivery lifecycle: Agile pipeline with multi-model AI review, project bootstrap, documentation generation, codebase audits, performance optimization, community workflows. Includes hex-line (hash-verified editing), hex-graph (code knowledge graph), and hex-ssh (remote SSH) MCP servers.
pfsense-mcp-server
pfSense MCP Server enables security administrators to manage their pfSense firewalls using natural language through AI assistants like Claude Desktop. Simply ask "Show me blocked IPs" or "Run a PCI compliance check" instead of navigating complex interfaces. Supports REST/XML-RPC/SSH connections, and includes built-in complian
hookdeck-cli
CLI for Hookdeck: forward webhooks to localhost (ngrok alternative), manage and query Event Gateway resources (sources, connections, destinations, events), run the MCP server for AI agents. Free for dev.
postman-mcp-server
Connect your AI to your APIs on Postman
AI-Gateway
Labs to explore AI Models, MCP servers, and Agents with the AI Gateway powered by Azure API Management and Microsoft Foundry 🚀
awesome-mcp-hardware
Awesome list of MCP servers for interacting with hardware and the physical world.
bauplan-mcp-server
Repository hosting the open source Bauplan MCP server and curated Agent Skills
claude-telegram-supercharged
Supercharged Claude Code Official Telegram plugin — threading, voice messages 2 ways, stickers, GIFs, reactions, MarkdownV2 & more. Drop-in replacement.
signoz-mcp-server
MCP Server for SigNoz
open-ontologies
AI-native ontology engine: a Rust MCP server with tools for building, validating, querying, and reasoning over RDF/OWL ontologies. In-memory Oxigraph triple store, native OWL2-DL tableaux reasoner, SHACL validation, SPARQL, versioning. Single binary, no JVM.
node9-proxy
The Execution Security Layer for the Agentic Era. Providing deterministic "Sudo" governance and audit logs for autonomous AI agents.
ads-mcp
MCP server for managing ad campaigns across Google Ads, Meta Ads, LinkedIn Ads, and TikTok Ads. 100+ tools for campaign creation, performance analysis, keyword research, and budget optimization. Works with Claude Code, Cursor, Codex, ChatGPT, Windsurf, and Cline.
prospectio-api-mcp
MCP/API server that helps you to connect to different lead generation app
t2000
A bank account for AI agents. DeFi banking via MCP — save, borrow, invest, exchange, send. Non-custodial on Sui.
perp-cli
Multi-DEX perpetual futures CLI + MCP server — Pacifica (Solana), Hyperliquid, Lighter (Ethereum). 18 MCP tools for AI-powered trading
mcp-cron
MCP server for scheduling and running shell commands and AI prompts
fred-mcp-server
Open-source FRED MCP Server (Federal Reserve Economic Data)
3dsmax-mcp
3dsmax mcp server for Claude and other AI agents.
akemon
Train your AI agent. Let it work for others. Hire others' agents. Like Pokemon, but for AI agents.
companies-house-mcp
🇬🇧🏦 MCP server for UK Companies House API - Search companies, retrieve detailed information, filing history, officers, and charges data through the Model Context Protocol
datawrapper-mcp
A Model Context Protocol (MCP) server for creating Datawrapper charts using AI assistants.
CodeMCP
Code intelligence for AI assistants - MCP server, CLI, and HTTP API with symbol navigation, impact analysis, and architecture mapping
ContextGraph
Shared memory bus for MCP-compatible agents with permissions, subscriptions, and optional payments.
AndroJack-mcp
AndroJack: AI that actually knows Android. Real-time dependency tracking, modern architectures, and zero hallucinations.
Ori-Mnemos
Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.
robosystems
RoboSystems is a financial intelligence platform that unifies structured data, document search, and AI memory to transform complex financial data into actionable intelligence. Fork-ready with full GitHub Actions CI/CD for deploying CloudFormation infrastructure to your AWS account.
awesome-osint-mcp-servers
A curated list of OSINT MCP servers. Pull requests are welcomed!
devduck
Minimalist AI agent that fixes itself when things break.
welink
🔍 本地微信聊天数据分析平台 · 好友排行 / 词云 / 情感趋势 / 群聊画像 · Docker一键启动
IDAssistMCP
Standalone MCP server plugin for IDA Pro.
Kiln
3D printing infrastructure for AI agents — 430 MCP tools for OctoPrint, Moonraker, Bambu Lab, Prusa Link, and Elegoo
AiDex
MCP Server for persistent code indexing. Gives AI assistants (Claude, Gemini, Copilot, Cursor) instant access to your codebase. 50x less context than grep.
mcp-claude-spotify
An integration that allows Claude Desktop to interact with Spotify using the Model Context Protocol (MCP).
networkx-mcp-server
🕸️ First NetworkX MCP server for graph analysis in AI conversations | Community & Enterprise editions | Graph algorithms • Network analysis • MCP integration
lotus-wisdom-mcp
Contemplative reasoning MCP server — Lotus Sutra wisdom framework with interactive ext-apps journey visualization.
gm-exec
wanna develop an app ❓
toolhive-registry-server
An API server that implements the official MCP Registry API, providing standardised access to MCP servers from multiple backends, including file-based and other API-compliant registries.
photon
Define intent once. Photon turns a single TypeScript file into CLI tools, MCP servers, and web interfaces.
google-workspace-mcp
A Model Context Protocol (MCP) server that provides authenticated access to Google Workspace APIs, offering integrated Authentication, Gmail, Calendar, and Drive functionality
mcp-toolkit
Create MCP servers directly in your Nuxt application. Define tools, resources, and prompts with a simple and intuitive API.
Playwright-AI-Agent-POM-MCP-Server
Playwright AI Agent POM MCP ServerPlaywright AI Agent using Page Object Model (POM) architecture with MCP Server integration for automated web and mobile testing
openrouter-mcp-multimodal
MCP server for OpenRouter providing text chat and image analysis tools
bzm-mcp
Official BlazeMeter MCP Server for AI-driven performance testing
skillboss-skills
MCP server & Claude Code skills for 100+ AI services (LLMs, image/video gen, TTS). One API key, OpenAI-compatible.
widemem-ai
Next-gen AI memory layer with importance scoring, temporal decay, hierarchical memory, and YMYL prioritization
shellguard
MCP server that gives LLM agents read-only shell access over SSH
context-sherpa
Context Sherpa MCP server provides code mapping, deterministic feedback loops, and tiered inference for AI coding agents to increase accuracy and optimize token usage.
turbovault
Markdown and OFM SDK w/ MCP server that transforms your Obsidian vault into an intelligent knowledge system
skene
Product-Led Growth (PLG) analysis toolkit that detects tech stacks, plans growth loops and builds the loop iteratively.
rails-ai-context
Auto-expose your Rails app to AI assistants via MCP — zero config, 28 introspectors, 11 read-only tools, 37% fewer tokens. Works with Claude Code, Cursor, Windsurf & Copilot.
mcp
An MCP server to query blockchain data using natural language. Powered by Pocket Network's public endpoints.
music21-mcp-server
🎵 Production-ready MCP server for music analysis & generation | FastMCP • music21 • OAuth2 • Docker | First music21 MCP integration with enterprise features
mcp-windbg
Model Context Protocol for WinDBG
mcp-ssh-manager
MCP SSH Server: 37 tools for remote SSH management | Claude Code & OpenAI Codex | DevOps automation, backups, database operations, health monitoring
nodebench-ai
NodeBench MCP - 260-tool Model Context Protocol server with progressive discovery, agent-as-a-graph embeddings, research optimization, and adaptive web scraping. Monorepo: MCP server + Convex backend + React frontend.
tradememory-protocol
Memory layer for AI trading agents. Outcome-weighted recall, autonomous strategy evolution, 15 MCP tools.
mcp-victorialogs
The implementation of Model Context Protocol (MCP) server for VictoriaLogs.
statelessagent
Your AI forgets everything between sessions. SAME fixes that. Local-first, no API keys, single binary.
soklet
Soklet is a zero-dependency Java HTTP/1.1 and Server-Sent Event + MCP server, well-suited for building RESTful APIs and tool-backed agentic systems.
code-graph-context
A Model Context Protocol (MCP) server that builds rich code graphs to provide deep contextual understanding of TypeScript codebases to Large Language Models.
vmlx
vMLX - Cont Batch, Prefix, Paged, KV Cache Quant, VL - Powers MLX Studio. Image gen/edit, OpenAI/Anth
firefox-devtools-mcp
Model Context Protocol server for Firefox DevTools - enables AI assistants to inspect and control Firefox browser through the Remote Debugging Protocol
mcp-victoriametrics
The implementation of Model Context Protocol (MCP) server for VictoriaMetrics
unifi-mcp
MCP servers for the UniFi suite of applications, Network, Protect, Access, and Drive
teamxray
Human discovery through code analysis - VS Code extension that reveals team expertise.
Geargrafx
PC Engine / TurboGrafx-16 / SuperGrafx / PCE CD-ROM² emulator, debugger, and embedded MCP server for macOS, Windows, Linux, BSD and RetroArch.
Matryoshka
MCP server for token-efficient large document analysis via the use of REPL state
mcp-ts-core
TypeScript template for building Model Context Protocol (MCP) servers. Ships with declarative tools/resources, pluggable auth, multi-backend storage, OpenTelemetry observability, and first-class support for both local and edge (Cloudflare Workers) runtimes.
octagon-mcp-server
A free MCP server to analyze and extract insights from public filings, earnings transcripts, financial metrics, stock market data, private market transactions, and deep web-based research within Claude Desktop and other popular MCP clients.
sugar
Persistent memory for AI coding agents. Cross-session context, global knowledge, and autonomous task execution.
turbomcpstudio
A native desktop application for developing, testing, and debugging Model Context Protocol servers.
mcp
Enable AI agents to work reliably - giving them secure access to structured data, tools to take action, and the context needed to make smart decisions.
neurostack
Your second brain, starting today. CLI + MCP server that helps you build, maintain, and search a knowledge vault that gets better every day. Works with any AI provider. Local-first, zero-prereq install.
winforensics-mcp
A comprehensive MCP server for Windows digital forensics on KALI Linux
discord-mcp
A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities.
agentql-mcp
Model Context Protocol server that integrates AgentQL's data extraction capabilities.
Intercept
The enforcement layer for AI agents. Intercept enforces hard, deterministic limits on what agents can do at the MCP transport layer — before execution.
orionbelt-semantic-layer
API-first semantic layer engine with MCP server that compiles declarative YAML models into optimized, dialect-specific SQL across PostgreSQL, Snowflake, ClickHouse, Dremio, and Databricks.
pytaiga-mcp
A MCP server for interacting with Taiga Project Manager
x-twitter-scraper
X (Twitter) automation skill for AI coding agents. 60+ API endpoints, 20 MCP tools. Tweet search, user lookup, follower extraction, write actions (tweet, like, retweet, follow, DM), media download, account monitoring & trending topics. REST API, MCP server, HMAC webhooks. Works with Claude Code, Cursor, Codex, Copilot, Windsurf & 40+ agents.
mcp_flutter
MCP server and MCP Toolkit for Flutter and Dart VM - supports dynamic tooling
rust-mcp-filesystem
Blazing-fast, asynchronous MCP server for seamless filesystem operations.
GraphMemory-IDE
AI-assisted development MCP providing long-term, on-device "AI memory" for IDEs. Powered by Kuzu GraphDB and exposed via MCP server
ipybox
Python code execution sandbox with programmatic MCP tool calling (PTC)
opentabs
Your browser is already logged in. Let your AI use it.
best-of-mcp-servers
🏆 A ranked list of MCP servers. Updated weekly.
fast-agent
Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP Support
claude-historian-mcp
📜 An MCP server for conversation history search and retrieval in Claude Code
rustchain-mcp
MCP server for RustChain blockchain and BoTTube video platform — AI agent tools for earning RTC tokens. Built on createkr's RustChain SDK.
mcp-graph-workflow
MCP local-first CLI tool that converts PRD text files into persistent execution graphs (SQLite) for structured agentic workflows
ddgs
A metasearch library that aggregates results from diverse web search services
cuba-memorys
🧠 Persistent memory MCP for AI agents — Knowledge graph + Hebbian learning + Anti-hallucination. 12 tools, 1 dependency, zero manual setup.
apitap
The MCP server that turns any website into an API — no docs, no SDK, no browser. npm: @apitap/core
gradle-mcp
A comprehensive MCP server for Gradle.
houtini-lm
Local or Cloud LLM support via MCP for your AI assistant with Houtini-LM - uses OpenAPI API for LM Studio, Cloud API and Ollama Compatibility. Save tokens by offloading some grunt work for your API - our tool description helps claude decide what work to assign and why.
notebooklm-skill
NotebookLM does the research, Claude writes the content. Research → Synthesis → Content Creation → Publishing. Claude Code Skill + MCP Server.
ableton-copilot-mcp
An MCP server built on ableton-js enables AI assistants to control Ableton Live in real time, including Arrangement View operations such as song management, track control, MIDI editing, and audio recording, along with other capabilities.
mcphub
A unified hub for centrally managing and dynamically orchestrating multiple MCP servers/APIs into separate endpoints with flexible routing strategies
mcp-youtube-transcript
MCP server retrieving transcripts of YouTube videos
QCX
Language to Maps
data-api-builder
Data API builder provides modern REST, GraphQL endpoints and MCP tools to your Azure Databases and on-prem stores.
peta-core
Peta core: The Control Plane for MCP — secure vault, managed runtime, audit trail, and policy-based approvals.
ollama-mcp-bridge
Extend the Ollama API with dynamic AI tool integration from multiple MCP (Model Context Protocol) servers. Fully compatible, transparent, and developer-friendly, ideal for building powerful local LLM applications, AI agents, and custom chatbots
pctx
pctx is the execution layer for agentic tool calls. It auto-converts agent tools and MCP servers into code that runs in secure sandboxes for token-efficient workflows.
Auto-claude-code-research-in-sleep
ARIS ⚔️ (Auto-Research-In-Sleep) — Claude Code skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation via Codex MCP
turbomcp
A full featured, enterprise grade rust MCP SDK
jmcomic-ai
AI 原生 JMComic 助手：通过 MCP 与 Skills 将 JMComic 注入你的 AI Agent. / AI-powered JMComic assistant for seamless integration with AI Agents via MCP & Skills.
mcp-server-elasticsearch
No description provided.
ckan-mcp-server
MCP server for querying CKAN open data portals (package search, DataStore SQL, organizations, groups, tags)
thoughtbox
Thoughtbox is a Git-inspired workspace for Agent Teams.
Zammad-MCP
A Model Context Protocol (MCP) server for Zammad integration, enabling AI assistants to interact with tickets, users, and organizations.
vurb.ts
Vurb.ts - The MVA framework for production MCP servers. Structured perception for AI agents. Zero hallucination. Zero data leaks.
mcp-code-checker
MCP server providing code quality checks (pylint and pytest) with smart LLM-friendly prompts for analysis and fixes. Enables Claude and other AI assistants to analyze your code and suggest improvements.
simplenote-mcp-server
MCP Server for Simplenote integration with Claude Desktop
android-remote-control-mcp
An MCP Server for Android running on the phone, optmized for token usage, supports also files downloads and cloudflare (free) and ngrok automated tunnelling.
selene
Selene is a desktop app that runs AI agents on your machine. Connect them to your WhatsApp, Telegram, Slack, or Discord. Write code, generate images, build personal assistants. All from one place. Your data stays on your device.
lex
UK legal API for AI agents and researchers.
foundryvtt-mcp
A Model Context Protocol (MCP) server that integrates with FoundryVTT, allowing AI assistants to interact with your tabletop gaming sessions. Query actors, roll dice, generate content, and manage your game world through natural language.
Hoofy
Hoofy — AI development companion MCP server. Persistent memory, spec-driven development, adaptive change pipeline, Clarity Gate. 32 tools, single Go binary, zero deps.
pwno-mcp
MCP for Pwn
nothumanallowed
Epistemic dataset generation engine. 38 AI agents deliberate through multi-round Geth Consensus — producing auditable reasoning traces for AI training. Parliament System, Knowledge Grounding, zero-trust security.
llm-council
The LLM Council works together to answer your hardest questions
context-engineering
[WIP] Context engineering: the art and science of shaping context-aware AI systems
substack-mcp-plus
The most advanced Substack MCP server. 12 tools, browser auth, rich text support. Not affiliated with Substack Inc.
code-graph-rag
The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs
dbt-doctor
AI-driven quality & governance MCP Server for dbt projects. Audit coverage, profile data, detect schema drift, and auto-generate documentation — all through natural language with your AI assistant.
bank-api
The Bank API is a design reference project suitable to bootstrap development for a compliant and modern API.
image-gen-mcp
An MCP server that integrates with gpt-image-1 & Gemini imagen4 model for text-to-image generation services
kimi-code-mcp
MCP server for Claude Code × Kimi K2.5 (256K context) — delegate bulk codebase analysis to Kimi, save 90% on token costs. Session caching, parallel agents, TypeScript.
mcp-server-mas-sequential-thinking
An advanced sequential thinking process using a Multi-Agent System (MAS) built with the Agno framework and served via MCP.
lm
Offload Tasks from Claude to your Local LLM With Houtini-LM - uses OpenAPI for LM Studio and Ollama Compatibility. Save tokens by offloading some grunt work for your API - our tool description helps claude decide what work to assign and why.
keeper.sh
Open-source calendar sync tool. Aggregate events from Google, Outlook, iCloud & CalDAV into one anonymized feed.
rust-docs-mcp
MCP server for agents to explore rust docs, analyze source code, and build with confidence
apple-mail-mcp
MCP server giving AI assistants full access to Apple Mail - read, search, compose, organize & analyze emails via natural language
drawio-mcp-server
A Model Context Protocol (MCP) server for programmatic diagram generation using Draw.io (Diagrams.net). This server generates Draw.io XML directly — no browser extension or Draw.io instance required.
studio
Open-source control plane for your AI agents. Connect tools, hire agents, track every token and dollar
lightdash_mcp
mcp server for lightdash
lumen
Cut Claude Code costs and latency with precise, local semantic search across your entire codebase. Best for teams working on large code bases. Enterprise-ready and compliant. No subscription or payment or sign up needed.
zapier-mcp
Connect your AI to thousands of apps with the Model Context Protocol.
dbt-mcp
A MCP (Model Context Protocol) server for interacting with dbt.
incidentio-mcp-golang
This project is a GoLang implementation of an MCP server for incident.io, enabling comprehensive interaction with the incident.io API through a clean, layered architecture. It offers tools for incident, alert, postmortem, and workflow management, following industry-standard Go project layouts.
davinci-resolve-mcp
This project is a Model Context Protocol (MCP) server that offers complete coverage of the DaVinci Resolve Scripting API. It enables AI assistants like Claude and Cursor to control all aspects of a post-production workflow using natural language commands.
wa_llm
wa_llm is an AI-powered WhatsApp bot designed to join groups, monitor conversations, and generate intelligent, LLM-based summaries. It also offers context-aware responses, knowledge base integration, and a REST API for management.
winccoa-ae-js-mcpserver
The WinCC OA MCP Server integrates AI assistants with WinCC OA SCADA systems to enable intelligent automation, monitoring, and control in industrial environments. It acts as a Model Context Protocol server, facilitating interaction between AI and SCADA data for various operational tasks.
iam-policy-autopilot
IAM Policy Autopilot is an open-source Model Context Protocol (MCP) server and command-line tool. It analyzes application code locally to generate identity-based AWS IAM policies, enabling faster policy creation and reducing access troubleshooting time for AI coding assistants.
mcp-ts-template
This is a TypeScript template designed for building Model Context Protocol (MCP) servers, offering a robust set of features like declarative tools, pluggable authentication, and multi-backend storage. It supports flexible deployments, running seamlessly on both local environments and edge platforms like Cloudflare Workers, while integrating observability through OpenTelemetry.
ai-agents
AI Agents is a coordinated multi-agent framework designed for AI-powered software development workflows, providing 21 specialized agents that handle the entire development lifecycle from research to QA. It integrates with popular AI coding tools like Claude Code and GitHub Copilot CLI, enabling structured, multi-step AI workflows with clear accountability and audit trails.
neurolink
NeuroLink is a universal AI integration platform that unifies over a dozen major AI providers and hundreds of models under a single consistent API. It acts as a vascular layer for AI intelligence streams, enabling seamless flow of tokens, tool calls, and multimodal data across various AI components.
us-gov-open-data-mcp
US Government Open Data MCP provides an MCP server and a TypeScript SDK to access over 40 U.S. government APIs, offering more than 300 tools across various domains like economic, health, and legislative data. It aims to simplify access to complex government data for AI assistants and developers, with many APIs not requiring a key.
askimo
Askimo is a personal AI assistant that runs on your computer, allowing you to chat with various AI models like ChatGPT, Claude, and Gemini in one unified application. It ensures conversations and data remain private on your machine, eliminating concerns about losing information or cloud storage.
rust-mcp-sdk
Rust MCP SDK is a high-performance, asynchronous Rust toolkit designed for building MCP (Model Context Protocol) servers and clients. It abstracts away protocol details and transport mechanisms, allowing developers to concentrate on their core application logic. The SDK provides comprehensive support for the latest MCP protocol, including various transports and powerful procedural macros for streamlined development.
hop
Hop is a command-line tool designed to simplify SSH connections and server management, replacing long commands with short aliases and offering a TUI dashboard for browsing and managing servers. It streamlines connecting to remote hosts, running commands across multiple servers, and importing existing SSH configurations.
claude-desktop-extension-bear-notes
This extension allows users to search, read, create, and update Bear Notes directly within Claude conversations. It processes all data locally on macOS, ensuring complete privacy by interacting directly with Bear's SQLite database and native API.
kindly-web-search-mcp-server
Kindly Web Search is an MCP server designed to provide AI coding assistants with high-quality, structured web content, going beyond simple search snippets. It intelligently retrieves full conversations from platforms like StackOverflow, GitHub Issues, and parses any webpage using a headless browser, optimizing content for Large Language Models.
Gopeak-godot-mcp
GoPeak is an MCP server designed for Godot Engine, enabling AI assistants to interact with game projects for comprehensive development workflows. It offers a rich set of 110+ tools for scene editing, script modification, runtime inspection, and deep debugging, all while maintaining token efficiency.
directory-indexer
Directory Indexer transforms your local files and directories into an AI-powered knowledge base, enabling self-hosted semantic search. It allows AI assistants to search, read, and work with your local content, providing meaningful results from your actual data.
plan-cascade
Plan Cascade is an AI-powered cascading development framework designed to tackle complex software projects by breaking them down into manageable, parallel executable tasks. It leverages multi-agent collaboration and a three-tier architecture to streamline development from mega-plans to story execution, maintaining context and ensuring quality through automated gates.
AfdianToMarkdown
This tool is an Afdian.com scraper that downloads authors' posts and albums, saving them as Markdown files for offline access and archiving. It also supports an MCP Server mode, allowing AI assistants to query the downloaded content for knowledge base services.
Gearsystem
Gearsystem is a highly accurate, cross-platform emulator for classic Sega consoles like the Master System, Game Gear, and SG-1000, developed in C++. It features an embedded MCP server, enabling advanced AI-assisted debugging and tooling across various operating systems and RetroArch.
arifosmcp
arifOS MCP is a governed intelligence kernel exposed as a Model Context Protocol (MCP) server, designed to enforce strict constitutional laws on every AI action. It guarantees truth, safety, accountability, and human sovereignty by halting execution if any of its 13 governing principles are violated.
fastmail-mcp
The Fastmail MCP Server acts as a Model Context Protocol server, offering AI assistants comprehensive access to Fastmail's email, contacts, and calendar functionalities via its JMAP API. It provides a rich set of tools for managing communications, scheduling, and personal information, designed for seamless integration with AI-powered applications.
forgemax
Forgemax is a Code Mode MCP Gateway that collapses numerous external tools into just two sandboxed interfaces, significantly reducing LLM context window usage and improving performance. It enables Large Language Models to write JavaScript for complex tool chaining, rather than parsing vast JSON schemas, leading to more efficient and secure agentic workflows.
Screenhand
ScreenHand is an open-source MCP server providing native desktop control for AI agents on macOS and Windows. It integrates Accessibility APIs, UI Automation, OCR, and Chrome DevTools Protocol to enable fast, robust interaction with applications and browsers, including multi-agent coordination and background job processing.
MeiGen-AI-Design-MCP
MeiGen AI Design MCP transforms large language models into powerful design assistants, enabling them to tackle complex image generation tasks with creativity. It integrates with local ComfyUI or various APIs, offering a vast prompt library and multi-direction parallel output for professional results.
Fray
Fray is an open-source WAF security testing toolkit designed to provide a complete workflow for security professionals, from automated crawling and parameter discovery to payload injection and reporting. Unlike static payload collections, Fray offers a dynamic approach to scanning, detecting WAFs, and testing against 5,500+ payloads across 24 OWASP categories.
adal-cli
AdaL CLI is a self-evolving agent designed for engineering and research, functioning as an agentic coding tool directly within your terminal.
ue5-mcp-bridge
This is an MCP (Model Context Protocol) server that connects AI assistants to Unreal Engine 5, allowing natural language interaction to automate tedious editor tasks. It acts as a workflow accelerator for game developers, streamlining project setup, repetitive operations, and rapid prototyping within the Unreal Editor.
tree-sitter-analyzer
Tree-sitter Analyzer is an enterprise-grade code analysis tool deeply integrated with AI, supporting 17 programming languages. It offers powerful search capabilities and intelligent analysis to help developers manage large codebases and break through AI token limitations.
turbo-flow
Turbo Flow is a complete agentic development environment integrating Claude Flow V3 and RuVector, designed to streamline AI-powered development. It provides a comprehensive stack with 36 built-in skills, 15 plugins, and a robust memory system for advanced agent orchestration and intelligence.
grok-faf-mcp
grok-faf-mcp is the first MCP server built for Grok, providing URL-based AI context through the IANA-registered .faf format. It offers a zero-configuration solution that just works, enabling persistent project context for AI systems to reduce hallucinations and optimize performance.
mychatarchive
MyChatArchive is a local-first application that allows you to import and archive your AI conversation history from various platforms like ChatGPT, Claude, and Cursor. It enables semantic search across your archived chats using locally generated vector embeddings and exposes them via an MCP server for integration with AI tools.
mcp-annotated-java-sdk
This SDK provides a lightweight, annotation-based framework for developing Model Context Protocol (MCP) servers in Java. It simplifies the definition and integration of MCP Resources, Prompts, and Tools, eliminating the need for Spring Framework and extensive boilerplate code.
codex-mcp-tool
This MCP server integrates Claude/Cursor with the Codex CLI, enhancing AI-powered code interactions. It enables advanced features like file analysis, multi-turn conversations, sandboxed code execution, and structured change management.
aguara
Aguara is a security scanner designed for AI agent skills and MCP servers, capable of detecting prompt injection, data exfiltration, and supply-chain attacks before deployment. It performs static analysis with a 4-layer engine and 173 detection rules without requiring API keys, cloud access, or LLMs.
Arkana
Arkana is an AI-driven malware analysis platform that provides over 200 specialized tools, allowing users to investigate various binary formats using natural language prompts. It consolidates diverse analysis workflows, from decompilation and emulation to YARA scanning and C2 extraction, into a single, intelligent interface.
mcpcat-typescript-sdk
MCPcat is an analytics platform designed for MCP server owners to understand user intentions and behavior patterns. This TypeScript SDK helps integrate one-line code to capture telemetry, accelerate product development, and forward data to various observability tools.
specmem
SpecMem is a full persistent intelligence layer for Claude Code sessions, providing semantic memory for your code projects. It ensures conversations and codebase context remain available, preventing them from vanishing when you close the terminal.
alfanous
Alfanous is a Quranic search engine API offering simple and advanced search functionalities for the Holy Qur'an. It can be used as a Python library or deployed as a RESTful web service, supporting Arabic text, Buckwalter transliteration, and rich metadata.
leanmcp-sdk
The LeanMCP SDK provides production-ready infrastructure for building and deploying scalable Model Context Protocol (MCP) servers. It offers full backend capabilities including authentication, multi-tenant isolation, request logging, observability, and private cloud deployment.
context-mcp
ContextMCP is a self-hosted server designed to create a searchable knowledge base from your documentation across various sources. It indexes content, generates embeddings, stores them in a vector database, and serves them via the Model Context Protocol and REST API for AI assistants.
scitex-python
SciTeX is a modular Python toolkit empowering researchers and AI agents to automate complex scientific workflows. It offers comprehensive interfaces for experiment tracking, universal data I/O, publication-ready statistical analysis, and scholarly tools, enabling reproducible research and autonomous scientific discovery.
mcp
The Cloudflare MCP Server offers a highly token-efficient solution for interacting with the entire Cloudflare API, significantly reducing context usage to minimal levels using its innovative 'Code Mode'. It functions by executing code on the server to handle complex API calls, returning only the results to the agent, thereby solving the problem of large OpenAPI specifications.
PerformanceMonitor
SQL Server Performance Monitor is a free, open-source tool designed to monitor SQL Server instances with over 30 collectors and real-time alerts, aiming to replace expensive commercial solutions. It offers both a full server-installed edition and a standalone Lite edition, featuring AI-powered analysis integration and no data telemetry.
agent-toolkit
The Sanity Agent Toolkit provides a collection of resources for AI agents to build better with Sanity, offering direct access to Sanity projects via an MCP server and comprehensive best practice skills. It integrates with various AI editors and agents like Cursor and Claude Code, streamlining content modeling, SEO, and experimentation workflows for AI-driven development.
slack-mcp-server
This is a feature-rich Model Context Protocol (MCP) server designed for Slack Workspaces, offering extensive functionalities for message management, user interaction, and workspace data access. It supports various transport methods and authentication modes, including a unique 'stealth mode' for operating without explicit Slack permissions.
mcp_server_filesystem
This MCP server provides a clean API for file system operations, allowing AI assistants like Claude to read, write, update, and delete files securely within a specified project directory. It transforms your workflow by enabling natural language prompting for code generation and modification directly in your project files.
mcp-panther
The Panther MCP server enhances security operations by enabling interactive natural language querying of security logs, facilitating the writing and tuning of detections from an IDE, and streamlining the triage and resolution of alerts. It integrates with various AI clients like Cursor and Claude Code, providing a powerful toolkit for security professionals to manage and respond to threats efficiently.
brain-mcp
Brain-mcp is a local-first AI memory system that allows users to search, synthesize, and reconstruct their cognitive state from thousands of past AI conversations. It addresses the problem of losing valuable insights and context accumulated across various AI assistants, providing an external 'hard drive' for your thought processes.
adyen-mcp
The Adyen Model Context Protocol (MCP) server enables integration with Adyen APIs using LLM function calling, supporting various clients and simplifying complex payment and management operations. It acts as an intermediary, allowing AI models to interact with Adyen's Checkout and Management APIs for tasks like creating payment sessions, managing terminals, and handling webhooks.
mcp-server-template
This repository provides a Go-based MCP (Model-Config-Policy) server template, designed for AI agents to configure and operate via spec files. It enables a spec-driven onboarding flow, allowing agents to dynamically create and manage services based on JSON specifications.
perplexity-web-api-mcp
This project is a Model Context Protocol (MCP) server that exposes Perplexity AI's search, research, and reasoning capabilities as programmable tools. It operates directly with your Perplexity account session tokens, eliminating the need for a separate paid API key.
redd-archiver
Redd-Archiver transforms compressed data dumps from platforms like Reddit, Voat, and Ruqqus into browsable HTML archives. It offers flexible deployment options including offline browsing and powerful full-text search via Docker with PostgreSQL, all while featuring a mobile-first design and AI integration.
cstrike
CStrike v2 is an autonomous offensive security platform designed for red team operations, featuring a 6-container Docker stack, 35+ integrated tools, and an AI-driven 9-phase attack pipeline. It provides real-time web dashboard, multi-provider AI reasoning, VPN kill switch, and comprehensive engagement lifecycle management.
ros-mcp-server
ROS-MCP-Server bridges large language models like GPT and Claude with existing robots, enabling bidirectional AI integration. It allows natural language commanding and gives AI full visibility into robot states and sensor data without modifying robot source code.
openclaw-mcp
This project provides an OpenClaw Model Context Protocol (MCP) server, enabling seamless integration between OpenClaw AI assistants and platforms like Claude.ai. It acts as a secure bridge, orchestrating tasks and facilitating communication between different AI systems.
smartbear-mcp
The SmartBear MCP server enables AI assistants to securely connect to various SmartBear testing and monitoring tools via the open Model Context Protocol. It allows querying testing data, analyzing performance, and managing test automation directly from AI workflows.
charlotte
Charlotte is an MCP server that renders web pages into structured, agent-readable representations using headless Chromium. It provides AI agents with semantic understanding of web pages, enabling efficient navigation, observation, and interaction without relying on vision models or brittle selectors.
mcp-redis
The Redis MCP Server provides a natural language interface for AI agents to manage and search data in Redis. It integrates with MCP clients, enabling AI-driven workflows to interact with various Redis data structures and support features like search, filtering, and vector indexing.
claude-faf-mcp
.FAF optimizes AI for your codebase by using an IANA-registered format to create project DNA, ensuring AI never forgets critical context. This eliminates 91% token waste and saves significant costs by maintaining eternal bi-sync between `.faf` and `CLAUDE.md`.
ironcurtain
IronCurtain provides a secure runtime for autonomous AI agents, enforcing security policies derived from human-readable constitutions to prevent issues like prompt injection. It ensures agents operate within defined boundaries through mechanisms like V8 isolates and a policy engine that mediates all tool calls.
midnight-mcp
Midnight MCP Server provides AI assistants with comprehensive access to the Midnight blockchain, enabling semantic search, code analysis, and documentation exploration. It integrates seamlessly with popular AI developer environments like Claude Desktop, Cursor, and VS Code Copilot, offering a rich set of 29 tools for contract development and review.
CogniLayer
CogniLayer is an advanced tool that equips AI agents with persistent knowledge and deep code intelligence, preventing them from repeatedly learning your codebase. It significantly saves tokens by compressing context and providing immediate access to architectural understanding, past decisions, and bug fixes.
bonnard-cli
Bonnard-cli is an agent-native analytics platform designed to provide a single, governed semantic layer across various data surfaces. It unifies metric definitions, ensuring consistent answers for AI agents, traditional BI tools, and applications.
codebase-memory-mcp
codebase-memory-mcp is a structural analysis backend that indexes codebases into a persistent knowledge graph, drastically reducing token usage for code exploration by providing precise structural results. It integrates with AI assistants like Claude Code, offering advanced capabilities such as call graph tracing, architecture overviews, and dead code detection.
Kilntainers
Kilntainers provides isolated and ephemeral Linux sandboxes for LLM agents, enabling secure execution of shell commands without exposing sensitive data. It supports various backends like Docker, Podman, Modal, E2B, and WebAssembly, offering flexible and scalable agent environments.
mcp-remnawave
mcp-remnawave is an MCP (Model Context Protocol) server designed to empower Large Language Model clients with comprehensive management tools for Remnawave VPN panels. It offers 51 tools, 3 real-time resources, and 5 guided prompts to facilitate full control over users, nodes, subscriptions, and system health.
mcp-google-map
This project is a powerful Model Context Protocol (MCP) server that seamlessly integrates with the Google Maps API. It provides comprehensive geospatial data and routing capabilities, featuring streamable HTTP transport and advanced LLM processing for various location-based applications.
texflow-mcp
TeXFlow MCP is a LaTeX document compiler with an MCP interface, enabling AI agents to operate on a structured document model. It automates LaTeX mechanics like packages and compilation, allowing users to focus on content and structure rather than LaTeX intricacies.
action_mcp
ActionMCP is a Ruby gem that simplifies the integration of Ruby on Rails applications with the Model Context Protocol (MCP), acting as an MCP server. It enables AI assistants to interact with external data sources and tools in a standardized, secure, and production-ready manner.
mcp-server
Keboola MCP Server is an open-source bridge that connects Keboola projects with various AI tools and assistants, enabling AI agents to access and utilize Keboola features like data storage, SQL transformations, and job triggers. It transforms Keboola functionalities into callable tools, simplifying data exposure and management for AI-driven workflows without requiring glue code.
rust-mcp-server
rust-mcp-server implements the Model Context Protocol (MCP) to bridge large language models (LLMs) like GitHub Copilot with your local Rust development environment. It exposes local Rust tools and project context to the LLM, enabling automated tasks, dependency management, and code quality checks.
mcp-dap-server
The MCP DAP Server bridges Model Context Protocol clients with Debug Adapter Protocol-compatible debuggers, enabling programmatic control over debugging sessions. It offers a comprehensive suite of tools to start/stop sessions, manage breakpoints, control execution, and inspect program state for AI assistants and other MCP clients.
elementor-mcp
Elementor MCP is a WordPress plugin that enhances the WordPress MCP Adapter, enabling AI agents to programmatically create and manipulate Elementor page designs. It exposes Elementor's extensive functionalities, including widgets, page structures, global settings, and templates, as Model Context Protocol (MCP) tools for AI clients like Claude and Cursor.
airbroke
Airbroke is an open-source error catcher designed for managing and analyzing application error reports. It features a modern React-based frontend, supports various deployment options including Docker and Kubernetes, and integrates with AI tools for error triage.
sparql-llm
SPARQL-LLM provides tools to empower Large Language Models (LLMs) to generate accurate SPARQL queries for specific endpoints. It integrates Retrieval-Augmented Generation (RAG) and SPARQL query validation against endpoint schemas to ensure relevant and precise query generation on large-scale knowledge graphs.
relace-mcp
Relace MCP Server is an unofficial project providing AI-powered tools for code editing and intelligent codebase exploration. It integrates with various client IDEs and leverages the Relace API for fast code application and agentic search capabilities.
mcp-arr
MCP *arr Server unifies the management of your Sonarr, Radarr, Lidarr, and Prowlarr applications through a single interface, offering comprehensive control over your media library. It leverages natural language queries, cross-service search, and AI-powered configuration reviews to streamline media organization and optimization.
mcp-sdk-go
The MCP Go SDK is an elegant and efficient Go implementation of the Model Context Protocol (MCP), fully supporting the latest specification and maintaining backward compatibility. It provides comprehensive client and server SDKs to easily integrate large language model capabilities and build smarter applications.
vestige
Vestige is a cognitive engine built on 130 years of memory research, designed to provide AI with persistent memory capabilities. It prevents AI from forgetting information between sessions through advanced techniques like spaced repetition and memory dreaming, all running locally with a 3D neural visualization dashboard.
WAIaaS
WAIaaS is a self-hosted wallet daemon designed to empower AI agents with secure on-chain transaction capabilities, ensuring the owner retains full control over funds. It addresses the dilemma of agents handling private keys or relying on centralized custodians by offering a robust policy engine and multi-tier authentication for controlled and audited transactions.
homebutler
HomeButler is a single-binary CLI and MCP server designed for managing homelabs, allowing users to monitor servers, control Docker, and perform network tasks from AI tools or the command line. It acts as a robust tool layer in an AI ChatOps stack, emphasizing conversational interaction over traditional dashboards.
pluggedin-app
plugged.in solves the 'AI knowledge evaporation' problem by transforming ephemeral AI interactions into persistent, versioned, and searchable organizational memory. It functions as the world's first AI Content Management System (AI-CMS), akin to 'Git for AI-generated content' meets 'WordPress for AI interactions.'
engram-rs
engram-rs is a memory engine for AI agents that organizes knowledge along two axes: time (three-layer decay & promotion) and space (self-organizing topic tree). It intelligently promotes important memories, fades noise, and automatically clusters related knowledge, providing a more effective alternative to flat memory stores.
voicemode
VoiceMode enables natural and low-latency voice conversations with Claude Code and other MCP-capable agents. It offers optional local speech services for privacy and offline use, making it ideal for hands-free interactions.
esp32_nat_router
This firmware transforms an ESP32 into a versatile WiFi NAT router, offering functionalities like range extension, guest networks, and VPN routing via WireGuard. It provides advanced networking features including DHCP reservations, port forwarding, a firewall, and real-time packet capture, all configurable via a web interface or serial console.
nextcloud-mcp-server
This dedicated standalone MCP server enables Large Language Models like Claude, GPT, and Gemini to interact with your Nextcloud data through a secure API. It facilitates natural language conversations to create notes, manage calendars, organize contacts, and work with files within Nextcloud.
maven-tools-mcp
Maven Tools MCP Server is a robust tool designed for JVM dependency inspection, leveraging live Maven Central data. It provides developers and AI agents with comprehensive insights including stability, upgrade comparisons, health signals, license data, and CVE checks.
gopls-mcp
gopls-mcp enhances AI agents with compiler-level code analysis, providing precise and relevant information to Large Language Models. It performs surgical code navigation, eliminating irrelevant text and maximizing the model's attention span for pure reasoning.
gsd-task-manager
GSD Task Manager is a privacy-first, browser-based productivity tool that helps users prioritize tasks using the Eisenhower Matrix. It features local data storage, optional multi-device cloud sync, and AI assistant integration for advanced task management.
mcp-documentation-server
MCP Documentation Server is a TypeScript-based application offering local-first document management and semantic search. It uses an embedded Orama vector database with hybrid search, intelligent chunking, and local AI embeddings for efficient, cloud-independent knowledge base operations.
ruflo
Ruflo is an enterprise-grade, self-learning AI orchestration platform designed for Claude Code, enabling the deployment and coordination of over 60 specialized agents in fault-tolerant swarms. It features a unique architecture that learns from workflows, optimizes costs, and integrates various LLM providers, making it ideal for complex software engineering tasks.
sdl-mcp
SDL-MCP is a Model Context Protocol (MCP) server that transforms codebases into queryable, versioned knowledge systems for AI agents. It indexes symbols and dependencies into a SQLite-backed ledger, enabling efficient, precise context retrieval, delta analysis, and policy-gated code access.
arxiv-mcp-server
The arxiv-mcp-server is an AI-powered platform designed to streamline academic research by enabling efficient arXiv paper search, citation analysis, and trend tracking. It offers robust data processing and intelligent discovery, allowing researchers to export findings in multiple formats and focus on their core work.
better-notion-mcp
Better Notion MCP is a Markdown-first MCP server designed to optimize Notion API interactions for AI agents. It consolidates numerous Notion API endpoints into composite, action-based operations, offering significant improvements over the official Notion MCP server.
contextplus
Context+ is an MCP server that provides semantic intelligence for large-scale engineering projects by combining AST parsing, spectral clustering, and Obsidian-style linking. It helps developers understand, navigate, and manage their codebase with high accuracy and AI-powered tools for discovery, analysis, and code operations.
nocturne_memory
Nocturne Memory is a persistent memory system for AI agents, designed to overcome AI amnesia by anchoring their "soul" to permanent storage. It enables LLMs to retain long-term knowledge, maintain identity, and evolve their understanding beyond single conversation contexts.
sec-edgar-mcp
SEC EDGAR MCP is a server that provides AI assistants with precise access to SEC EDGAR filings, including company financials, statements, and insider trading data. It is built on `edgartools` and offers tools for CIK lookup, filing retrieval (10-K, 10-Q, 8-K), and XBRL-parsed financial statements.
slack-mcp-server
This server provides a secure, session-based bridge between Claude and your Slack web session, allowing AI clients to access your Slack data with your existing browser permissions. It enables features like message search, conversation export, and sending messages without standard Slack app/OAuth constraints.
jadx-mcp-server
JADX-MCP-SERVER is an automated Python server that facilitates Android application analysis by integrating JADX with Large Language Models (LLMs) via the Model Context Protocol (MCP). It enables LLMs like Claude to interact with decompiled Android app contexts in real-time, assisting with vulnerability detection, code review, and reverse engineering.
algorand-mcp
Algorand MCP Server provides AI agents and LLMs with comprehensive access to the Algorand blockchain through the Model Context Protocol. It enables secure wallet management, transaction building, and interaction with various Algorand services like NFDomains and Tinyman AMM.
osaurus
Osaurus is an AI edge runtime for macOS, designed to run local and cloud models and expose shared tools via its MCP server. It provides a native, always-on foundation for AI applications and workflows on Apple Silicon.
swift-mcp
Swift MCP extends the official, incomplete Swift SDK for the Model Context Protocol, providing a robust implementation of most features from protocol version 2025-11-25. It also addresses critical bugs and compliance issues found in the original SDK, offering comprehensive guides for both client and server development.
lastsaas
LastSaaS is a comprehensive, production-ready SaaS boilerplate engineered with AI, providing a robust foundation with features like multi-tenant management, Stripe billing, and a full admin interface. It significantly accelerates SaaS development, allowing founders to quickly customize and launch products on a pre-built, agentic-engineering-friendly codebase.
concierge
Concierge AI implements the Model Context Protocol (MCP) to provide a robust framework for building reliable AI applications. It helps orchestrate AI agent workflows through progressive tool disclosure, enforced ordering, and server-side state management.
search-console-mcp
Search Console MCP is a Model Context Protocol server that unifies data from Google Search Console, Bing Webmaster Tools, and Google Analytics 4, enabling AI agents to perform advanced SEO analysis. It streamlines data collection, offers deterministic insights, and simplifies multi-account management for comprehensive web optimization.
pasal
Pasal.id is the first open, AI-native platform providing structured access to Indonesian law, addressing the lack of search and API for 280 million citizens. It leverages Claude Opus 4.6 for grounded legal search, article retrieval, and a self-improving correction mechanism, preventing AI hallucinations with exact citations.
fast-mcp-telegram
The Fast MCP Telegram Server offers a production-ready Telegram integration designed for AI assistants, providing extensive capabilities like intelligent search, advanced messaging, and direct MTProto API access. It ensures secure multi-user authentication, supports various deployment modes including HTTP with Bearer tokens, and features a user-friendly web setup interface for easy configuration.
mcp-abap-adt
mcp-abap-adt is an MCP server that provides AI-assisted agents with controlled access to real ABAP repositories in both on-premise SAP ECC/S/4HANA and SAP BTP ABAP Cloud systems. It enables deep analysis, full CRUD operations for ABAP artifacts, and supports various transports and authentication methods for streamlined ABAP development workflows.
gemini-webapi-mcp
This is an MCP server for Google Gemini, enabling image generation, editing, chat, and file analysis directly via browser cookies. It operates without requiring API keys and is entirely free.
minibridge
Minibridge serves as a secure backend-to-frontend bridge for Model Context Protocol (MCP) servers, enhancing communication security, integrity, and observability. It integrates with policing services for agent authentication and content analysis, supporting various installation methods including Go, Homebrew, and Docker.
clinicaltrialsgov-mcp-server
This project provides an MCP server for the ClinicalTrials.gov v2 API, offering five specialized tools to interact with clinical trial data. It enables searching, retrieving details, comparing studies, analyzing trends, and matching patients to eligible trials, running over stdio or HTTP and deployable to Cloudflare Workers.
Wax
Wax provides persistent, searchable, and private on-device memory for iOS and macOS AI agents, eliminating the need for servers or cloud services. It integrates document storage, semantic search (HNSW), full-text search (BM25), and token budgeting into a single, crash-safe .wax file.
brainstorm-mcp
brainstorm-mcp is an MCP server that facilitates multi-round brainstorming debates among various AI models like GPT, Gemini, DeepSeek, and Groq, with Claude actively participating in every round. It ensures diverse viewpoints and consolidated synthesis by pitting multiple LLMs against each other, moving beyond single-perspective answers.
MakerAi
MakerAI is a comprehensive AI application ecosystem for Delphi, going beyond simple API wrappers to offer native, full-fidelity access to various AI providers. It enables developers to build production-grade intelligent systems with advanced features like RAG pipelines, autonomous agents, and multimodal chat interfaces, all within the Delphi environment.
mcp_documents_reader
The MCP Document Reader is a powerful tool designed to enable AI agents to truly 'read' documents by supporting various formats. It acts as an MCP-compliant interface for extracting text content from Excel, DOCX, PDF, and TXT files, facilitating integration with AI assistants.
opentargets-mcp
This project provides a Model Context Protocol (MCP) server, integrating the Open Targets Platform GraphQL API to offer a comprehensive suite of tools. It enables AI agents and MCP-compatible clients like Claude Desktop to access and analyze diverse biomedical data for drug discovery and target validation.
SageFs
SageFs is a .NET global tool that provides a live F# development server, enabling sub-second hot reload, live unit testing, and full project context in an interactive REPL. It aims to eliminate the traditional edit-build-run cycle, enhancing developer flow and productivity.
local-history-mcp
This MCP server bridges the gap between AI assistants and editor Local History, enabling data recovery and enhanced context awareness. Unlike undo/redo, Local History captures file snapshots at save points, preserving work that would otherwise be lost.
Scrapling
Scrapling is an adaptive Python web scraping framework designed for effortless data extraction from the modern web, capable of handling everything from single requests to full-scale, concurrent crawls. It features advanced anti-bot bypass, intelligent element relocation, and comprehensive session management with built-in proxy rotation and AI integration.
roampal-core
Roampal Core provides outcome-based memory for AI coding assistants, enabling them to learn and improve their advice across multiple sessions. It automatically injects relevant context into conversations, promoting good advice and demoting bad advice to make the AI smarter over time.
gtm-mcp-server
This server allows AI assistants like Claude and ChatGPT to manage Google Tag Manager (GTM) containers through natural language. It enables users to create tags, audit configurations, generate tracking plans, and publish changes without directly interacting with the GTM interface.
itential-mcp
The Itential MCP server connects Large Language Models (LLMs) to the Itential Platform, empowering AI assistants to manage network automations, orchestrate workflows, and monitor platform health. It offers a comprehensive toolkit for device configuration, compliance, and lifecycle management, designed for platform engineers and developers.
heuristic-mcp
Heuristic MCP is a server that provides smart code search capabilities to editors and MCP clients. It works by scanning your workspace to build a searchable code index, which AI models and MCP tools can then query using natural language.
codegraph
Codegraph provides AI coding assistants with an always-current, function-level dependency graph of an entire codebase, built locally and open source. This allows AI to understand code structure instantly, reducing token waste and improving accuracy for complex tasks like refactoring and debugging.
line-bot-mcp-server
This project implements a Model Context Protocol (MCP) server to integrate the LINE Messaging API, enabling AI agents to interact with LINE Official Accounts. It provides various tools for sending messages, managing rich menus, and retrieving user or account information on LINE.
aks-mcp
AKS-MCP is a Model Context Protocol (MCP) server designed to enable AI assistants to interact with Azure Kubernetes Service (AKS) clusters. It acts as a bridge, translating natural language requests from AI tools like GitHub Copilot into AKS operations and returning understandable results.
mcp-server-odoo
This MCP server enables AI assistants like Claude to interact with Odoo ERP systems, allowing natural language access to business data for searching, creating, updating, and managing Odoo instances. It is designed to work with any Odoo instance, offering a 'YOLO mode' for quick testing and enterprise-grade security with a dedicated Odoo MCP module.
mcp-server-things
This project provides an MCP server connecting AI assistants like Claude to Things 3, enabling natural language task management. It allows users to create, update, and manage todos and projects in Things 3 using AI through a robust AppleScript interface.
chunkhound
Your AI assistant searches code but doesn't understand it. ChunkHound researches your codebase—extracting architecture, patterns, and institutional knowledge at any scale.
copilot-security-instructions
This project provides a comprehensive toolkit and customizable instructions to guide GitHub Copilot towards secure coding practices. It helps development teams identify and mitigate security risks by suggesting safer code patterns and blocking common vulnerabilities without disrupting existing workflows.
Grok-MCP
Grok-MCP is an MCP server for xAI's Grok API, offering advanced agentic capabilities. It supports diverse functionalities including web search, X search, code execution, multimodal interaction, and comprehensive file management.
db-mcp-server
The DB MCP Server provides a standardized way for AI models to interact with multiple databases simultaneously. It enables AI assistants to execute SQL queries, manage transactions, explore schemas, and analyze performance across different database systems through a unified interface.
nestjs-starter
This is a production-ready NestJS boilerplate offering comprehensive features and best practices for building scalable, enterprise-grade APIs. It provides a complete setup with JWT authentication, database integration, background jobs, and AI capabilities, making it ideal for rapid development and deployment.
sentry-mcp
Sentry-mcp is a Model Context Protocol (MCP) service specifically designed for human-in-the-loop coding agents, focusing on developer workflows and debugging use cases rather than general Sentry functionality. It acts as an optimized middleware to the Sentry API for coding assistants like Cursor and Claude Code, leveraging Cloudflare's work towards remote MCPs.
Mcp-Ksef
This project provides an MCP server for the Polish National e-Invoice System (KSeF), facilitating the issuance, sending, receiving, and storage of e-invoices. It currently supports invoice retrieval and offers multiple connection methods, with ongoing development for additional features.
comet
Comet is a React and TypeScript component library built upon the U.S. Web Design System (USWDS), offering a comprehensive toolkit for modern government and enterprise applications. It provides modular packages for USWDS components, custom UI elements, data visualizations, and AI-powered development tools to enhance developer productivity.
apify-mcp-server
The Apify Model Context Protocol (MCP) server enables AI agents to extract data from various websites using thousands of ready-made scrapers and automation tools from the Apify Store. It also supports OAuth for easy connection from clients like Claude.ai or Visual Studio Code using just a URL.
falcon-mcp
falcon-mcp is a Model Context Protocol (MCP) server designed to connect AI agents with the CrowdStrike Falcon platform. It provides programmatic access to critical security capabilities, enabling intelligent security analysis and advanced security operations within agentic workflows.
hexstrike-ai-community-edition
HexStrike AI Community Edition is an advanced AI-powered penetration testing platform, offering on-demand TTP knowledge and adaptive scanning intelligence. It automates cybersecurity workflows with over 165 security tools and 12 specialized AI agents, significantly improving efficiency.
mcp-tts-voicevox
This project provides an MCP server for integrating VOICEVOX text-to-speech capabilities into AI clients like Claude Desktop and ChatGPT. It supports advanced features such as client-side interactive audio players, multi-character conversations, and cross-platform compatibility.
FalkorDB-MCPServer
FalkorDB MCP Server enables AI assistants like Claude to interact with FalkorDB graph databases using natural language. It implements the Model Context Protocol, allowing AI models to query, create, manage, and explore graph data through conversational AI.
Express-REST-API-and-MCP-Server-Framework
This is a comprehensive development framework designed for building RESTful APIs with Express.js, providing a complete template for production-ready Node.js applications. It uniquely features a built-in MCP server, enabling seamless interaction between LLMs and your API through both traditional REST endpoints and Model Context Protocol tools and resources.
pg-aiguide
pg-aiguide enhances AI coding tools by providing deep, versioned PostgreSQL knowledge and proven best practices, helping them generate dramatically better database code. It prevents AI from producing outdated, incomplete, or non-optimal Postgres schemas by integrating semantic search of manuals and AI-optimized "skills."
linkedapi-mcp
The Linked API MCP server connects your LinkedIn account to AI assistants like Claude, Cursor, and VS Code, enabling them to automate LinkedIn tasks. It operates through a secure cloud browser, allowing AI to safely search for leads, send messages, and analyze profiles automatically.
Cypress-POM-Ready-To-Use
This is a battle-tested, enterprise-grade Cypress automation framework built with TypeScript and the Page Object Model design pattern. It provides comprehensive capabilities for modern web application testing, including UI testing, API testing, accessibility validation, and robust reporting.
mcp-neo4j
This repository provides Neo4j Labs Model Context Protocol (MCP) servers, enabling large language models (LLMs) to interact with Neo4j instances using natural language. It offers modules for Cypher query generation, knowledge graph memory, Aura cloud service management, and interactive graph data modeling.
memorix
Memorix is a cross-agent memory bridge that prevents AI assistants from losing context across sessions and different development environments. It offers persistent local memory, workspace synchronization, and auto-generated project skills to enhance developer productivity.
mcp
GoReleaser MCP is a Model Context Protocol server designed to help AI assistants understand and work with GoReleaser configurations. It provides essential tools and documentation to facilitate automated configuration validation, deprecation fixes, and access to embedded documentation.
code-memory
code-memory is a deterministic, high-precision code intelligence layer exposed as a Model Context Protocol (MCP) server, designed to provide accurate and token-efficient code context for LLMs. It runs entirely locally, indexing codebases for semantic search, architecture understanding, and Git history analysis, addressing the cost and inaccuracy of traditional context retrieval methods.
sudocode
sudocode is a lightweight, git-native agent orchestration system designed to automate context management and enable AI agents to track long-horizon tasks and collaborate effectively. It allows human developers to direct work by organizing requirements, context, and plans into structured issue graphs, reducing the need for constant supervision.
Context-Engine
Context-Engine is an open-core, self-improving code search tool that integrates with AI coding assistants. It allows developers to search their codebase, get answers with citations, and enhances AI agents' ability to explore code using its MCP tools.
mengram
Mengram is an AI memory layer that enables agents to remember facts, events, and workflows, with procedures automatically improving from failures. It uniquely stores semantic, episodic, and procedural memory, offering experience-driven evolution for AI agents.
metabase-ai-assistant
Metabase AI Assistant is the most powerful Model Context Protocol (MCP) server for Metabase, integrating 134 tools to empower AI assistants with advanced BI capabilities. It enables natural language to SQL generation, dashboard creation, user management, and deep database exploration, automating complex Metabase workflows.
seline
Seline is a local-first AI desktop application combining conversational AI, visual generation, vector search, and multi-channel connectivity, keeping your data on your machine. It offers robust features like deep research, multi-model routing, and persistent agents with long-running context and external service integration.
ls-mcp
ls-mcp is a command-line utility designed to automatically detect and analyze Model Context Protocol (MCP) servers in local development environments. It helps developers discover MCP configurations, monitor running servers, and identify potential security vulnerabilities related to credentials.
mirroir-mcp
Mirroir-mcp is an MCP server designed to control iPhones and macOS windows using macOS iPhone Mirroring. It enables AI agents or any MCP client to perform actions like screenshots, taps, swipes, and typing, facilitating powerful automation and testing workflows.
Ashfox
Ashfox is a Blockbench MCP bridge plugin that provides a low-level, deterministic API surface for 3D modeling, texturing, and animation. It allows external clients to interact with Blockbench functionalities programmatically via a JSON-RPC over HTTP interface.
OmniFocus-MCP
This MCP server creates a bridge between AI assistants (like Claude) and your OmniFocus task management system. It gives AI models the ability to view, create, edit, and remove tasks and projects in your OmniFocus database through natural language conversations.
google-drive-mcp
This is a Model Context Protocol (MCP) server designed for secure integration with Google Drive, Docs, Sheets, and Slides. It enables AI clients like Claude Desktop to perform comprehensive file and folder management using a standardized interface and natural language commands.
lastfm-mcp
This project is a Model Context Protocol (MCP) server that integrates with the Last.fm API, enabling AI assistants to access personal listening data and comprehensive music information. It offers features like music discovery, listening statistics, and OAuth 2.0 authentication, all deployed on Cloudflare Workers for global edge performance.
mcp-fusion
`mcp-fusion` is an advanced TypeScript framework designed to consolidate numerous Model Context Protocol (MCP) operations into a single, intelligent LLM tool. It addresses context exhaustion and routing confusion by utilizing build-time multiplexing and context gating for scalable, precise API interactions.
janee
Janee is an MCP server designed to manage API secrets for AI agents, preventing them from directly accessing sensitive keys. It enforces policies, logs all requests, and provides fine-grained access control to ensure secure and auditable API interactions for autonomous agents.
Unreal_mcp
This project provides a Model Context Protocol (MCP) server for Unreal Engine, allowing AI assistants to programmatically control the engine through a native C++ plugin. It offers extensive capabilities for asset, actor, and level management, enhancing AI-driven development workflows in Unreal.
mcp-outline
This project provides a Model Context Protocol (MCP) server that interfaces with Outline document management systems. It enables programmatic interaction with Outline for comprehensive document operations, collection management, comments, and AI-powered queries.
bonnard-cli
Bonnard is an agent-native semantic layer CLI that enables deploying an MCP server and governed analytics API rapidly. It allows data teams to define metrics and dimensions in YAML, validate locally, and serve them to AI agents, BI tools, and human analysts.
clickup-mcp-server
This is a high-performance Model Context Protocol (MCP) server designed to integrate ClickUp with AI agents and agentic workflows. It enables natural language control over various ClickUp functionalities, including task management, document handling, and team collaboration.
brightdata-mcp
The Web MCP empowers AI assistants with real-time web capabilities, enabling them to seamlessly access live web data without encountering blocks. Built by Bright Data, it provides reliable web access and prevents issues like rate-limiting or CAPTCHAs for LLMs.
Vector-Knowledge-Base
Vector Knowledge Base is a semantic search engine that transforms various document types into a searchable knowledge base. It allows users to upload files like PDFs, Word documents, images, and code, then search them using natural language queries to find relevant information quickly.
openehr-assistant-mcp
The openEHR Assistant MCP Server is an open standard-based server that connects AI assistants to openEHR resources, APIs, and clinical knowledge. It empowers openEHR modelers and developers by automating complex tasks like archetype design, terminology resolution, and syntax validation.
skylos
Skylos is a privacy-first, hybrid static analysis tool designed for Python, TypeScript, and Go. It excels at detecting dead code, critical security vulnerabilities like SQL injection and hardcoded secrets, and various code quality issues, bridging traditional static analysis with advanced AI agent capabilities.
biomcp
BioMCP is an open-source toolkit designed to augment AI assistants and agents with specialized biomedical knowledge. It leverages the Model Context Protocol (MCP) to provide structured access to authoritative biomedical data sources like clinical trials, literature, and genomic variants, bridging the gap of domain-specific information often lacking in general LLMs.
mcp-ms-office-documents
The MCP Office Documents Server enables AI assistants to programmatically create various professional documents including PowerPoint, Word, Excel, XML, and EML email drafts. It supports dynamic templating for enhanced customization and integrates with major cloud storage providers for output management.
env-doctor
Env-Doctor is a crucial tool that diagnoses and resolves common compatibility issues between your GPU, NVIDIA CUDA versions, and Python AI libraries like PyTorch and TensorFlow. It helps users quickly identify and fix mismatches, ensuring a smooth deep learning development experience.
agent-mesh
AgentMesh is the secure nervous system for cloud-native AI agent ecosystems, providing a critical trust and identity layer. It ensures every agent has a cryptographic identity, every interaction is verified, and every action is audited, making multi-agent systems enterprise-ready.
memory-journal-mcp
Memory Journal is an MCP server designed to provide persistent long-term memory for AI agents, effectively bridging fragmented AI conversation contexts. It integrates deeply with GitHub workflows, allowing automatic capture of project history, building knowledge graphs, and offering triple search capabilities for enhanced developer productivity.
awesome-mcp-servers
This repository serves as a comprehensive collection of Model Context Protocol (MCP) servers, designed to standardize how applications provide context to large language models. It features thousands of categorized servers enabling LLMs to securely interact with diverse external tools, databases, APIs, and filesystems.
haiku.rag
Haiku RAG is an agentic retrieval-augmented generation (RAG) system built with LanceDB, Pydantic AI, and Docling. It offers advanced features like hybrid search, multi-agent workflows for research, complex analytical tasks via code execution, and conversational RAG with session memory.
claude-mermaid
Claude Mermaid is an MCP server that renders Mermaid diagrams within Claude Code, offering live reload and a built-in AI skill for expert guidance. It streamlines iterative diagram development by automatically updating previews in the browser as diagrams are refined.
mcpproxy-go
MCPProxy is an open-source smart proxy application designed to enhance AI agents by providing intelligent tool discovery, significant token savings, and robust security features. It enables agents to scale beyond API limits, protect against malicious attacks, and integrates seamlessly across various platforms and AI development environments.
congressMCP
CongressMCP provides AI assistants with access to comprehensive U.S. Congressional data through the Congress.gov API. It offers 6 organized toolsets and 92 operations to research legislation, track voting patterns, and access official documents via natural language queries.
workflowy
This project provides a robust Model Context Protocol (MCP) server and Command Line Interface (CLI) for Workflowy, written in Go. It enables AI assistants to interact with Workflowy data and offers powerful CLI commands for search, bulk operations, usage reports, and offline access.
frontmcp
FrontMCP is a TypeScript-first framework for the Model Context Protocol (MCP). It enables developers to write clean, typed code by handling protocol, transport, dependency injection, session/authentication, and execution flow.
daymon
Daymon is an open-source desktop application that acts as an autopilot for Claude, enabling scheduled tasks, persistent memory, and background automation without API keys or cloud services. It allows your existing Claude subscription to work 24/7 on your local macOS, Windows, or Linux machine.
task-orchestrator
Task Orchestrator is an AI coding assistant orchestration framework designed to prevent context pollution and token exhaustion. It enables AI to work on complex projects by implementing persistent memory, summary-based handoffs, and sub-agent isolation, achieving significant token reduction and instant session resumes.
kodit
Kodit is an MCP server designed to connect AI coding assistants to external codebases, providing accurate and up-to-date code snippets. It helps engineers reduce LLM hallucinations and errors by offering relevant, canonical examples directly from indexed code.
mcp_massive
This project implements an experimental Model Context Protocol (MCP) server, offering an LLM-friendly interface to Massive.com's comprehensive financial data API. It provides composable tools for searching endpoints, fetching documentation, calling API functions, and querying in-memory DataFrames with SQL, alongside built-in financial functions.
cml-mcp
cml-mcp integrates AI assistants with Cisco Modeling Labs (CML), enabling natural language interaction for network lab management. Users can instruct AI applications to create topologies, configure devices, and control labs without manual clicks or scripting.
A2A_ADK_MCP
A2A_ADK_MCP combines Google's Agent Development Kit with the A2A communication protocol and MCP control protocol to build robust multi-agent systems. It provides an environment for creating scalable, real-time communicating, and customizable agents for various intelligent applications.
RimSage
RimSage is an MCP (Model-Controller-Programmer) server designed to offer powerful search and browsing capabilities for RimWorld's source code and Defs. It supports both online service and self-hosted deployments, integrating with AI agent clients like Claude and Gemini.
hevy-mcp
Hevy-mcp is a Model Context Protocol (MCP) server that connects AI assistants to the Hevy fitness tracking app's API. It allows AI to manage workout data, routines, exercise templates, and webhook subscriptions, requiring a Hevy PRO subscription for API access.
ebay-mcp
This project is a Model Context Protocol (MCP) server that grants AI assistants extensive access to eBay's Sell APIs. It offers 325 tools covering inventory, orders, marketing, analytics, and is compatible with 9 different AI clients.
ask-user-questions-mcp
AUQ is a comprehensive toolset designed to integrate human intent into long-running, multi-agent AI workflows. It allows AI assistants to ask clarifying questions via a dedicated CLI interface, centralizing all interactions in one inbox for convenient user responses.
alation-ai-agent-sdk
The Alation AI Agent SDK empowers AI agents to seamlessly integrate with the Alation Data Catalog, enabling them to leverage metadata for various use cases like search, discovery, and data curation using natural language. It offers core functionalities and integrations with popular AI frameworks such as LangChain and the Model Context Protocol (MCP).
mcp-server
This is a Model Context Protocol (MCP) server that enables AI assistants to securely interact with Bitwarden password manager functionalities. It provides access to vault management and organization administration via Bitwarden CLI and Public API, making Bitwarden features available to MCP-compatible AI clients.
EDT-MCP
EDT MCP Server is a plugin for 1C:EDT that facilitates interaction between AI assistants and the EDT workspace using the Model Context Protocol. It offers extensive functionalities for project information, error reporting, code analysis, and application management, significantly enhancing developer productivity within the 1C:EDT environment.
dbhub
DBHub is a zero-dependency, token-efficient Model Context Protocol (MCP) server that acts as a lightweight gateway. It enables MCP-compatible clients to securely connect to and manage various databases like PostgreSQL, MySQL, and SQLite through a unified interface with built-in safety controls.
studio-rust-mcp-server
This project provides a Rust-based implementation of the Model Context Protocol (MCP) to enable seamless communication between Roblox Studio and AI clients like Claude Desktop or Cursor. It allows Large Language Models to interact with and modify Roblox Studio projects, enhancing code generation and asset creation workflows.
floop
floop provides persistent memory for AI coding agents, allowing them to learn from corrections and maintain consistency across sessions. It extracts reusable behaviors from your feedback and activates them contextually using spreading activation, much like how the brain retrieves memories.
AgentStack
AgentStack is a production-grade multi-agent framework built on Mastra, providing a rich ecosystem of agents, tools, workflows, and UI components. It focuses on enterprise-level applications with features like financial intelligence, advanced RAG, full observability, and secure governance for scalable AI systems.
quarkus-workshop-langchain4j
This workshop provides a structured learning path for building AI-infused applications using Quarkus and LangChain4j. It offers step-by-step instructions via a dedicated website or local documentation, allowing users to easily follow along and jump to the final state of each learning module.
authprobe
`authprobe` is a diagnostic tool designed to pinpoint and troubleshoot failures in the Model Context Protocol (MCP) OAuth authentication flows. It scans the discovery process, identifies divergences from specifications, and provides detailed reports including RFC-based explanations and network traces to help resolve compliance issues.
mcp-server-for-oscal
This project provides a Model Context Protocol (MCP) server that equips AI assistants with tools to effectively work with NIST's Open Security Controls Assessment Language (OSCAL). It addresses the challenge of AI agents alone producing inconsistent results related to OSCAL by offering authoritative guidance and enabling GRC workflow automation.
anytype-mcp
The Anytype MCP Server enables AI assistants to interact with Anytype's API using natural language, bridging the gap between AI and Anytype's powerful features. It converts Anytype's OpenAPI specification into MCP tools, allowing conversational management of your knowledge base.
regenerator2000
Regenerator 2000 is a modern 6502 disassembler featuring a rich Text User Interface (TUI) for analyzing and editing retro machine binaries. It offers extensive views for hex dumps, sprites, bitmaps, and charsets, alongside robust project management and flexible export options for various assemblers.
runi
runi is an open-source API client designed to verify AI-generated code against OpenAPI specifications, ensuring accuracy and catching API drift before production. It emphasizes a local-first, Git-friendly approach, requiring no account and keeping your data secure on your machine.
open-skills
Open Skills provides battle-tested execution playbooks, enabling AI agents to perform tasks efficiently and reliably. It drastically cuts token usage and API costs for cloud models while making local, free models as capable as their expensive counterparts.
flutter-skill
Flutter-skill gives any AI agent the ability to see and interact with any running application across 10 platforms, eliminating the need for test code. It offers AI-native end-to-end testing with zero configuration, allowing AI agents to perform complex actions through natural language prompts.
mcp-server
The UI5 MCP server integrates with agentic AI tools to enhance the development experience for UI5 applications. It provides a suite of specialized tools for scaffolding projects, validating code, accessing documentation, and applying best practices.
unifi-network-mcp
UniFi Network MCP Server is a self-hosted Model Context Protocol (MCP) server that integrates with UniFi Network Controllers. It exposes UniFi functionalities as standardized tools for LLMs and agents, enabling intelligent querying, analysis, and authorized modification of network settings.
XcodeBuildMCP
XcodeBuildMCP is a Model Context Protocol (MCP) server and CLI providing essential tools for AI coding agents and developers working on iOS and macOS projects. It simplifies complex Xcode operations and integrates with various AI-powered development environments.
mcp-adr-analysis-server
The MCP ADR Analysis Server provides AI-powered architectural decision analysis and ADR management. It delivers immediate architectural insights with 95% confidence scoring, offering actual analysis results instead of prompts for further submission.
pentestMCP
pentestMCP acts as an MCP Server, bridging Large Language Models (LLMs) with over 20 standard penetration testing utilities like Nmap and Nuclei. It enables AI agents to leverage these tools for automated and interactive security analysis via natural language control within compatible client applications.
google-workspace-mcp
This project provides a Multi-Cloud Platform (MCP) server that enables Claude to interact with Google Workspace services like Drive, Docs, Sheets, Gmail, and Calendar. It simplifies Google Cloud setup and OAuth authentication for seamless integration with AI agents.
open-census-mcp-server
This project is an AI-powered statistical consultant for U.S. Census data, enabling users to ask questions in plain English. It provides accurate demographic data with proper statistical context, methodological guidance, and fitness-for-use caveats by encoding statistical consulting expertise into its AI interaction layer.
blockbench-mcp-plugin
The Blockbench MCP plugin integrates Blockbench, a 3D model editor, with the Model Context Protocol (MCP) server, allowing it to interact with various AI development tools. It simplifies connecting Blockbench models and context to platforms like VS Code, Claude, and Ollama for enhanced AI-assisted model creation and editing.
cloud-run-mcp
This project provides a Model Context Protocol (MCP) server that enables AI agents to deploy applications directly to Google Cloud Run. It also functions as an extension for the Gemini CLI, allowing AI-powered tools to manage Cloud Run services through a unified interface.
shodh-memory
Shodh-Memory provides persistent, cognitive memory for AI agents, allowing them to retain context and learn across sessions. It's packaged as a single ~17MB binary that operates entirely offline on your hardware, preventing agents from forgetting information.
wanaku
Wanaku is an MCP Router designed for AI-enabled applications, standardizing how applications provide context to LLMs. It acts as a centralized routing and resource management system, offering extensive connectivity and secure, Kubernetes-native deployments.
datagouv-mcp
The data.gouv.fr MCP Server enables AI chatbots to directly interact with and analyze datasets from the French national Open Data platform, data.gouv.fr, through conversational queries. It provides tools for searching datasets, querying resource data, and fetching OpenAPI specifications for dataservices, integrating seamlessly with various AI clients like ChatGPT, Claude, Gemini, and Cursor.
mcp-server
This project provides a Node.js server implementing the Model Context Protocol (MCP) to enable AI agents to interact with Webflow APIs. It facilitates both remote and local integration with AI clients like Cursor and Claude Desktop, allowing for AI-driven website content management and design tasks.
kagi-ken-mcp
This project is a lightweight Node.js-based Model Context Protocol (MCP) server that enables programmatic access to Kagi's search and summarization services using an existing Kagi session token. It offers an alternative to the official Kagi API, which currently requires invite-only API keys, making Kagi's powerful features available to LLMs and AI agents.
lunchmoney-mcp
This project implements a Model Context Protocol (MCP) server for LunchMoney, enabling programmatic access to personal finance management. It allows AI assistants and other MCP clients to interact with LunchMoney's data for automated financial insights, transaction handling, and budgeting via its comprehensive API integration.
flyto-core
Flyto Core is a deterministic execution engine providing AI agents with 329 composable modules across 63 categories. It offers execution trace, evidence snapshots, and the ability to replay tasks from any step, enabling robust multi-step task execution and debugging.
librenms-mcp
LibreNMS MCP Server is a Python-based Model Context Protocol (MCP) server that provides advanced, programmable access to LibreNMS network monitoring data and management features. It offers a modern API for querying, automating, and integrating LibreNMS resources, supporting both read and write operations with robust security.
Awesome-MCP-Servers
This is a curated, community-driven list of awesome Model Context Protocol (MCP) servers, tools, frameworks, clients, and utilities. MCP is an open protocol enabling AI models to securely interact with local and remote resources through standardized server implementations.
codebase-context
Codebase-context is a local-first tool that acts as a second brain for AI agents, providing curated context on coding patterns, team conventions, and past decisions. It helps agents generate code that aligns with project standards, avoids repeated mistakes, and remembers crucial information across sessions.
fedramp-docs-mcp
This project provides a Custom Model Context Protocol (MCP) server designed to make the FedRAMP/docs repository queryable by FRMR-aware AI tooling. It scans and indexes FedRAMP compliance data and markdown guidance, exposing a rich set of 21 structured tools for analysis, search, and integration with AI clients like Claude.
octocode
Octocode is a powerful code indexer and semantic search engine that builds intelligent knowledge graphs of your codebase. It combines advanced AI capabilities with a local-first design to provide deep code understanding and intelligent assistance.
metorial-platform
Metorial Platform is an open-source integration platform for agentic AI, enabling developers to connect AI models to thousands of APIs, data sources, and tools. It's designed for scalability and enterprise-grade applications, powered by the Model Context Protocol (MCP).
tinystruct
tinystruct is a simple, high-performance Java framework designed for both web and command-line applications. It emphasizes minimal configuration, annotation-based routing, and a built-in lightweight HTTP server for efficient development.
ida-mcp-rs
ida-mcp is a headless server that allows AI agents to interact with IDA Pro for reverse engineering tasks. It enables automated analysis, disassembly, and decompilation of binaries through various AI tools.
flapi
flAPI is a powerful service that automatically generates read-only RESTful APIs for various datasets using SQL templates, leveraging DuckDB's engine. It simplifies data exposure and supports advanced features like AI tool integration via the Model Context Protocol (MCP).
aws-mcp-server
This AWS MCP server enables AI assistants like Claude to execute AWS CLI commands on your behalf. It grants complete AWS access by wrapping the CLI itself, allowing Claude to learn and run commands on-demand while respecting your IAM policies.
flexible-graphrag
Flexible GraphRAG is an open-source platform that integrates document processing, automated knowledge graph construction, and hybrid search (full-text, vector, graph) with AI query and chat capabilities. It supports 13 data sources, multiple vector and graph databases, and offers automatic incremental updates to keep data synchronized in real-time.
agent-security-scanner-mcp
This is a comprehensive security scanner designed for AI coding agents and autonomous assistants. It performs static analysis to detect code vulnerabilities, identifies hallucinated packages, and protects against prompt injection attacks.
lingti-bot
Lingti-bot is an efficient, cross-platform AI assistant built with Go, integrating an MCP Server, multi-platform messaging gateway, and a rich set of system tools. It enables seamless AI interaction across various chat platforms and provides local system automation without complex dependencies.
XcodeMCPWrapper
XcodeMCPWrapper is a Python wrapper designed to resolve a compatibility issue between Xcode's mcpbridge and strict MCP-spec-compliant clients like Cursor. It achieves this by intercepting responses from `xcrun mcpbridge` and copying data from the `content` field into the required `structuredContent` field, ensuring full compatibility.
aviationstack-mcp
Aviationstack MCP Server is a Model Context Protocol (MCP) server that offers tools for interacting with the AviationStack API. It provides endpoints for accessing real-time and future flight information, aircraft details, and essential aviation reference data, simplifying data integration into applications.
ols4
OLS4 is the Ontology Lookup Service, a repository for biomedical ontologies providing a single point of access to up-to-date ontology versions via a website, REST API, and MCP server. It leverages Docker for deployment, with backend components built on Spring Boot, a React frontend, and specialized databases like Solr and Neo4j for search and graph queries.
GhidrAssistMCP
GhidrAssistMCP is a powerful Ghidra extension that implements the Model Context Protocol (MCP) to bridge the gap between AI analysis tools and Ghidra's reverse engineering platform. It provides a standardized API for external AI assistants and automated tools to interact seamlessly with Ghidra's comprehensive analysis capabilities.
UnrealClaude
UnrealClaude integrates the Claude Code CLI directly into the Unreal Engine 5.7 Editor, providing AI coding assistance with built-in UE5.7 documentation context. It offers a native chat panel and over 20 Model Context Protocol tools for comprehensive editor functionality manipulation.
remote-mcp-server
The Glean Remote MCP Server securely connects enterprise knowledge with AI assistants and developer tools. It implements the Model Context Protocol to provide real-time, permission-aware access to company documents, people, and data.
ultimate_mcp_server
Ultimate MCP Server is a comprehensive AI agent operating system built on the Model Context Protocol, offering powerful capabilities like browser automation, document processing, and multi-LLM provider integration. It enables advanced AI agents to perform complex, multi-step operations efficiently while optimizing for cost, performance, and quality.
Wazuh-MCP-Server
This production-ready MCP server bridges AI assistants with Wazuh SIEM, enabling natural language queries for security data. It simplifies threat analysis, vulnerability checks, and compliance reporting by eliminating context-switching and manual API interactions.
hookaido
Hookaido is a robust webhook infrastructure designed for reliability and security, receiving and delivering webhooks with durable queuing, retries, and cryptographic verification. It operates as a single binary with zero runtime dependencies, simplifying deployment and ensuring production-ready defaults for edge processing.
linkedin-mcp-server
This LinkedIn Model Context Protocol (MCP) server enables AI assistants like Claude to programmatically interact with LinkedIn. It allows for scraping profiles, company data, and job postings, providing a powerful tool for automated professional networking and research.
End-to-End-Agentic-Ai-Automation-Lab
This repository provides a comprehensive, hands-on project portfolio for end-to-end agentic AI automation, showcasing advanced implementations of multi-agent frameworks, RAG pipelines, and AI workflow automation. It is designed for developers interested in building, deploying, and managing intelligent AI agents at scale.
marmot
Marmot is an open-source data catalog designed for powerful data discovery across an organization's entire data stack, including databases, APIs, message queues, and data pipelines. It offers a simple, fast deployment as a single binary with an intuitive UI, making it easy to catalog assets and track lineage without complex enterprise overhead.
julia-mcp
Julia-mcp is an MCP server designed to provide AI assistants with efficient access to Julia code execution. It optimizes performance by maintaining persistent Julia sessions, avoiding startup and compilation overheads, and preserving state across calls for faster iterative execution.
Archive-Agent
Archive Agent is an intelligent file indexer that brings Retrieval Augmented Generation (RAG) to your command line, enabling natural language search and query of your local documents. It features on-device processing with automatic OCR, semantic chunking, and supports various AI providers for flexible deployment.
octomind
Octomind is an AI-powered development assistant that facilitates natural language interaction with codebases using a session-first architecture. It integrates various development tools, offers multi-provider AI support, and includes features like multimodal vision and cost optimization.
agent-os
Agent OS applies operating system concepts like kernels and policy enforcement to govern autonomous AI agents. It intercepts and validates agent actions before execution, ensuring deterministic safety and compliance rather than relying on probabilistic prompt-based instructions.
dremio-mcp
The Dremio MCP server facilitates the integration of Large Language Models (LLMs) with Dremio data platforms using the Model Context Protocol. It supports both production-grade Kubernetes deployments via Helm charts and local desktop development for various operating systems.
npcpy
npcpy is a comprehensive agent framework designed for developing AI applications and conducting research with Large Language Models. It supports various advanced functionalities including multi-agent orchestration, tool calling, multimodal generation, and fine-tuning, working seamlessly with both local and cloud LLM providers.
docfork
Docfork provides precise, up-to-date documentation context for AI agents by allowing developers to lock their agent's knowledge base to specific technology stacks. This approach eliminates irrelevant information and prevents AI hallucinations, ensuring accurate code generation and debugging.
chapplin
chapplin is a MCP Apps framework.
Pare
Pare provides MCP servers that wrap common developer tools like Git and npm, returning clean, schema-validated JSON instead of raw terminal text. This allows AI coding agents to consume tool output more efficiently and reliably, drastically reducing token usage and parsing errors.
codingbuddy
Codingbuddy is an AI expert team that orchestrates 29 specialized AI agents to deliver human-expert-team-level code quality. Unlike traditional AI coding, it employs a multi-agent system with a Plan-Act-Eval loop to ensure critical and high-severity issues are resolved before delivery.
hyperterse
Hyperterse is a high-performance runtime server that transforms database queries into REST endpoints and AI-ready tools without exposing SQL or requiring boilerplate. It provides a declarative interface to connect your data to modern software and AI agents.
ChatSpatial
ChatSpatial is an MCP server that simplifies complex spatial transcriptomics analysis tasks using natural language commands. It replaces dozens of lines of Python code with simple English prompts, making advanced bioinformatics accessible.
XActions
XActions provides browser-to-browser automation for X/Twitter without requiring API keys or sketchy servers, allowing users to perform various tasks directly from their browser. It offers a free and open-source solution for humans, while also enabling AI agents to automate tasks via micropayments.
lyra-tool-discovery
Lyra Tool Discovery is an AI-powered automation tool designed for the crypto, DeFi, blockchain, and web3 ecosystem. It streamlines the discovery, evaluation, and integration of MCP servers by crawling sources like GitHub and npm, analyzing tools with state-of-the-art AI, and automatically generating ready-to-use plugin configurations.
flux-operator
The Flux Operator is a Kubernetes CRD controller that automates the installation, configuration, and upgrade of Flux CD across clusters using a declarative API. It extends Flux with advanced features like self-service environments, deep insights, and AI-assisted GitOps for enhanced operational efficiency and pipeline management.
azure-devops-mcp-server
This repository provides .NET libraries and a Model Context Protocol (MCP) server that exposes Azure DevOps operations to AI agents. It aims to simplify Azure DevOps automation by unifying tasks like creating work items, managing pull requests, and queuing builds through a standard MCP endpoint.
claude-talk-to-figma-mcp
This is a Model Context Protocol (MCP) plugin enabling Claude Desktop and other AI tools like GitHub Copilot and Cursor to directly interact with Figma. It facilitates powerful AI-assisted design capabilities by allowing AI agents to send design commands and receive real-time updates from Figma.
sonarqube-mcp-server
The SonarQube MCP Server provides a Model Context Protocol interface for integrating code quality and security analysis with SonarQube Server or Cloud. It facilitates direct code snippet analysis within the agent context and supports various IDEs and CLIs through containerized deployment or manual configuration.
phpMyFAQ
phpMyFAQ is a comprehensive, multilingual, and database-driven FAQ system offering advanced features like real-time search, flexible permissions, and a plugin system. It supports various databases, PHP 8.4+, and can be deployed easily, including via Docker, making it suitable for diverse web hosting environments.
tiger-slack
Tiger Slack enhances AI Slack bots with conversational memory by providing real-time access to Slack message history and context. This enables AI assistants to understand and engage with team discussions naturally, responding to questions with human-like contextual awareness.
autonomo
Autonomo MCP empowers AI coding assistants to conduct end-to-end testing by observing application state, driving multiple devices, and validating cross-device interactions. It significantly reduces AI hallucinations by providing real-time, unified snapshots of UI, app, network, and errors, ensuring AI can verify its code in a continuous detect-act-iterate loop.
ksail
KSail streamlines Kubernetes operations by bundling essential tooling into a single binary, offering a consistent workflow across various distributions and providers. It simplifies cluster creation, workload deployment, and cloud-native stack management through a CLI, VSCode Extension, or AI-enabled chat interface, reducing complexity for developers.
gopher-mcp
gopher-mcp is the most comprehensive C++ SDK for the Model Context Protocol (MCP), designed for building AI-powered applications. It offers production-ready features, including multi-transport support, connection pooling, and multi-language bindings via a stable C API.
arifOS
arifOS is the world's first production-grade Constitutional AI Governance System, enforcing ethical, logical, and safety constraints on AI outputs through 13 physics-grounded constitutional floors. Unlike traditional safety frameworks, it treats AI governance as thermodynamic work, validating outputs pre-execution via a 5-organ pipeline and offering auditable decisions.
tableau-mcp
Tableau MCP is a suite of developer primitives, including tools, resources, and prompts, designed to facilitate the creation of AI applications that integrate with Tableau. It simplifies the process for developers to leverage AI for interacting with Tableau data and content.
asya
Asya is a queue-based actor framework designed for orchestrating AI/ML workloads on Kubernetes, enabling independent scaling and dynamic pipelines. It allows data scientists to write pure Python functions while handling queues, routing, scaling, and monitoring with zero infrastructure code.
growthbook-mcp
The GrowthBook MCP server enables interaction with GrowthBook directly from an LLM client, allowing users to view experiment details and manage feature flags. It simplifies the process of controlling GrowthBook functionalities through conversational AI.
volcano-agent-sdk
The Volcano Agent SDK is a TypeScript SDK designed for building multi-provider AI agents. It enables developers to chain LLM reasoning with MCP tools, supporting parallel execution, branching, loops, and integration with various LLM providers like OpenAI, Claude, and Mistral.
mcp-client-for-ollama
MCP Client for Ollama (ollmcp) is an interactive terminal application designed to connect local Ollama LLMs with Model Context Protocol (MCP) servers, facilitating advanced tool use and workflow automation. It offers a rich, user-friendly interface for real-time management of tools, models, and server connections without requiring any coding.
mesh
MCP Mesh is an open-source control plane that unifies MCP traffic from various clients to servers, providing a single governed endpoint for authentication, routing, and observability. It replaces complex M×N integrations with a streamlined solution, ideal for multi-tenant organizations needing workspace-level policy and credential management.
stock-mcp
Stock MCP Server is an intelligent stock data service built on the Model Context Protocol, offering one-stop access to global market data. It provides real-time A-share, Hong Kong, and US stock data, AI-driven deep analysis, and comprehensive macroeconomic indicators, all deployable via Docker.
hyper-mcp
hyper-mcp is a fast, secure MCP server designed to extend its capabilities through WebAssembly plugins. It simplifies adding AI features to applications, supporting Claude Desktop, Cursor IDE, and other MCP-compatible apps, with plugins distributable via container registries.
mcp
This MCP (Model Context Protocol) server facilitates seamless integration between Large Language Models and Teamwork.com. It offers a standardized interface, allowing AI agents to understand and execute various project management operations within Teamwork.com projects.
metmuseum-mcp
The Met Museum MCP Server is a Model Context Protocol (MCP) server designed to facilitate natural language interactions with the Metropolitan Museum of Art's collection. It allows AI models to search and access artworks as resources, making the vast collection discoverable through conversational interfaces.
NornicDB
NornicDB is a high-performance graph database designed for AI agents and knowledge systems. It is Neo4j-compatible, offering intelligent features like automatic relationship discovery, memory decay, and native GPU-accelerated vector search.
claude-code-buddy
Claude Code often forgets past context and decisions, forcing developers to re-explain repeatedly. MeMesh solves this by providing Claude with persistent memory, allowing it to recall previous discussions, code setups, and project knowledge instantly.
mcp-gateway-registry
MCP Gateway & Registry is an enterprise-ready platform centralizing access to MCP Servers and AI Agents, facilitating tool discovery, agent-to-agent communication, and unified governance. It simplifies AI development by offering a single control plane for managing various AI resources and ensuring secure, compliant access.
mongodb-mcp-server
The MongoDB MCP Server is a Model Context Protocol server designed for seamless interaction with MongoDB Databases and MongoDB Atlas. It enables integration with various MCP clients like VS Code and Cursor, offering a wide range of tools for database and Atlas management, including read-only access by default.
CreatorBox
CreatorBox is a flexible, efficient, and scalable toolbox designed for video editing and dubbing, empowering content creators to unleash their creative potential. It provides a user-friendly web interface and integrates various advanced AI components for comprehensive multimedia processing.
machinepal
x402Proxy is a C++ project that utilizes vcpkg for dependency management and CMake for its build process. It integrates libraries such as Folly, Wangle, and Proxygen, suggesting its role in network proxy operations.
dx-toolkit
The You.com DX Toolkit is an open-source monorepo offering NPM packages and development skills to integrate You.com's AI capabilities into various workflows. It provides ready-to-use integrations for popular frameworks, empowering AI agents with real-time web search and content extraction.
cap-mcp-plugin
The CAP MCP Plugin automatically transforms SAP CAP OData services into AI-accessible resources, tools, and prompts using simple annotations. It bridges the gap between enterprise data and AI agents, enabling natural language queries and intelligent automation within SAP systems.
okta-mcp-server
The Okta MCP Server allows AI models to directly interact with Okta environments using the Model Context Protocol, enabling AI assistants to manage and analyze Okta resources efficiently. It introduces powerful special tools for comprehensive access analysis and advanced login risk assessment, transforming complex admin tasks into instant AI-powered insights.
mcp-security-hub
This repository provides production-ready, Dockerized Model Context Protocol (MCP) servers for a wide array of offensive security tools. It enables AI assistants like Claude to interact with over 175 security tools for tasks such as vulnerability scanning, binary analysis, and web security assessments.
code-pathfinder
Code Pathfinder is an open-source, AI-native static code analysis tool that builds a queryable graph of your codebase for security teams. It uses AST, CFG, and DFG to trace data flows across multiple languages and provides context-aware vulnerability detection and triage.
pierre_mcp_server
Pierre Fitness Platform integrates AI assistants with fitness data from over 150 wearables, leveraging protocols like MCP, A2A, OAuth 2.0, and REST APIs. It provides advanced sports science-based analysis, nutrition planning, and recovery insights through a modular, customizable architecture.
paperbanana
PaperBanana is an agentic framework designed to automate the generation of publication-quality academic diagrams and statistical plots for AI scientists. It utilizes a two-phase multi-agent pipeline and Google Gemini for VLM planning and image generation, supporting various input formats and refinement iterations.
skene-growth
skene-growth is a product-led growth (PLG) analysis toolkit that scans codebases to identify growth opportunities, revenue leakage, and generate comprehensive documentation. It leverages LLMs to provide detailed growth manifests, tailored growth templates, and actionable growth plans.
paiml-mcp-agent-toolkit
PMAT (Pragmatic Multi-language Agent Toolkit) is a comprehensive tool designed to analyze code quality, grade technical debt, and generate AI-ready context for various LLMs. It supports over 17 programming languages and offers features like mutation testing, repository scoring, and semantic search across git history.
lemonade
Lemonade is an SDK designed to help users discover and run local AI applications by serving optimized Large Language Models directly from their GPUs and NPUs. It offers acceleration for various hardware, supports multiple model formats, and integrates with popular AI apps via an OpenAI-compatible API.
us-census-bureau-data-api-mcp
The U.S. Census Bureau Data API MCP is a server that connects AI assistants to official Census Bureau data via the Model Context Protocol. It facilitates access to rich demographic and economic statistics by integrating data from the Census Data API and local PostgreSQL storage for enhanced search capabilities.
toolhive-studio
ToolHive is a desktop UI designed to securely, instantly, and ubiquitously run and manage Model Context Protocol (MCP) servers. It provides an easy way to discover, deploy, and operate MCP servers in isolated containers without complex setup or security concerns.