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"Exploring the Concept of Multi-Agentic Systems" matching MCP servers:
- AsecurityAlicenseBqualityAn MCP server that allows users to run and visualize systems models using the lethain:systems library, including capabilities to run model specifications and load systems documentation into the context window.Last updated214MIT
- AsecurityAlicenseAqualityAn MCP (Model Context Protocol) server that enables interactive debugging with code instrumentation for AI coding assistants. Inspired by Cursor's debug mode.Last updated701MIT
- AsecurityAlicenseAqualityScore your agent's governance (0-100), lint MCP tool definitions, and estimate costs across all major models. Free diagnostic tools with no API key needed. Expert skill files on governance, economics, and system architecture available with free tier.Last updated81MIT
- AsecurityAlicenseBqualityA flexible proxy server that aggregates multiple backend MCP servers into a single interface using STDIO or SSE transports. It supports dynamic server management via an HTTP API and utilizes namespacing to prevent tool conflicts across connected services.Last updated3MIT
- -securityAlicense-qualityProvides comprehensive financial analysis and real-time market data including stock information, options chains, technical indicators, financial statements, earnings calendars, and market sentiment indicators through integration with yfinance and other financial APIs.Last updatedMIT
- -securityFlicense-qualityAn MCP-based tool orchestrator that exposes a single execute_task tool to Claude while internally managing 100+ tools through hierarchical navigation with a cheaper LLM, preventing context overflow from loading all tool definitions.Last updated
- AsecurityAlicenseAqualityChain of Draft Server is a powerful AI-driven tool that helps developers make better decisions through systematic, iterative refinement of thoughts and designs. It integrates seamlessly with popular AI agents and provides a structured approach to reasoning, API design, architecture decisions, code rLast updated12924MIT
- AsecurityFlicenseAqualityA communication framework that enables multiple AI agents to collaborate through asynchronous messaging, agent registration, and discovery. It facilitates complex task coordination and real-time discussion across distributed agent workflows using the Model Context Protocol.Last updated910
- AsecurityFlicenseAqualityAdds a live git branch status bar to the Claude footer for tracking multiple active and reference repositories. It allows users to manage repository visibility and configuration directly through natural language MCP tools.Last updated10
- MIT
- AsecurityAlicenseBqualityProvides comprehensive word definitions, pronunciations, meanings, and examples for any English word using the Free Dictionary API. Includes a random word-of-the-day feature with difficulty levels for vocabulary building.Last updated22MIT
- Asecurity-licenseBqualityEnables AI-driven orchestration of GitHub development workflows including automated issue analysis, code generation, code review, and PR creation through multiple specialized agents. Integrates with GitHub Actions to automate the complete development process from issue to pull request.Last updated7MIT
- AsecurityAlicenseBqualityA Model Context Protocol server providing AI assistants with comprehensive project, task, and subtask management capabilities with project-specific storage.Last updated292383MIT
- AsecurityAlicense-qualityEnables AI agents to autonomously browse inventory, negotiate terms, manage carts, and execute secure payments on Shopify stores using standardized protocols. It provides a bridge for LLMs to handle the entire commerce lifecycle from discovery to order tracking through a verifiable mandate chain.Last updated52MIT
- -securityAlicense-qualityAn MCP server that wraps OpenAI's Codex CLI to automate repository cloning and code analysis tasks. It enables users to execute complex coding requests on specific Git branches and subfolders using standardized MCP tools.Last updated144MIT
- -securityAlicense-qualityProvides enterprise-grade persistent memory for AI assistants with complete offline operation, enabling intelligent knowledge storage, branch-based organization, and smart search across project domains while keeping all data local and secure.Last updatedMIT
- -securityAlicense-qualityA collection of self-hosted, open-source tools that enable AI agents to perform web searching, content crawling, and code analysis tasks like linting and security scanning. It provides power-user capabilities for MCP-compatible clients without requiring external accounts or third-party infrastructure.Last updated4MIT
- -securityAlicense-qualityA meta-server that aggregates multiple MCP servers into a single interface, reducing token usage by 98%+ through progressive tool discovery and direct code execution that processes data between tools without consuming context window space.Last updated169Apache 2.0
- -securityFlicense-qualityAutomatically extracts technical concepts from AI coding conversations, organizes them into a searchable knowledge base with hierarchy and categories, and links them to specific locations in your codebase.Last updated
- -securityFlicense-qualityAn MCP server for managing multiple MySQL and MariaDB database connections simultaneously, allowing users to run SQL queries and manage schemas through AI-powered tools. It features dynamic connection management, persistent configuration, and granular tools for database, table, and index operations.Last updated
- -securityFlicense-qualityAn MCP server that orchestrates parallel searches for flights, hotels, and activities to generate travel itineraries. It features persistent state management via LangGraph and SQLite while ensuring the total cost remains within a specified budget.Last updated
- -securityFlicense-qualityAI-native orchestration layer with 80+ tools for task management, code editing, browser automation, terminal control, and persistent memory across CLI, local MCP, and cloud deployments.Last updated228
- -securityFlicense-qualityA multi-purpose MCP server for AI-powered healthcare assistance that processes clinical data through configurable LLM providers. Maintains webhook endpoints for patient data processing with PostgreSQL logging and OpenAPI documentation.Last updated
- -securityFlicense-qualityA centralized gateway and router that integrates multiple MCP servers into a single endpoint with built-in policy enforcement and secret management. It features a Web GUI for managing tool access, audit logs, and multi-environment configurations across various sub-servers.Last updated
- -securityFlicense-qualitySupply chain risk scoring for npm, PyPI, and GitHub reposLast updated1MIT
- AsecurityAlicenseAqualityArcadeDB Multi-Model Database, one DBMS that supports SQL, Cypher, Gremlin, HTTP/JSON, MongoDB and Redis. ArcadeDB is a conceptual fork of OrientDB, the first Multi-Model DBMS. ArcadeDB supports Vector Embeddings.Last updated10815Apache 2.0
- AsecurityAlicenseAqualityEnables fetching and extracting web content as markdown using Firecrawl API, with support for single or multiple concurrent URL fetches and web search capabilities.Last updated31MIT
- AsecurityFlicenseAqualityCoordinated multi-wallet trading on Base. Create wallets, distribute funds, execute synchronized buys/sells, rebalance portfolios.Last updated822
- AsecurityFlicenseAqualityA multi-agent orchestration system that enables multiple Claude instances to collaborate through a centralized hub with a shared workspace and real-time communication. It features integrated task management, role assignment, and persistent memory to facilitate complex, synchronized agent workflows.Last updated1234
- AsecurityAlicenseBqualityAn MCP server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question for more comprehensive answers.Last updated278MIT
- AsecurityAlicenseBqualityEnables interaction with multiple Azure DevOps organizations simultaneously, providing access to pipelines, builds, repositories, and pull requests across different organizations without switching contexts or restarting the server.Last updated18Apache 2.0
- AsecurityAlicenseBqualityProvides unified web search across multiple providers (Google, Tavily, DuckDuckGo, Brave) with automatic fallback, maximizing free API quota usage for AI workflows.Last updated1155MIT
- AsecurityFlicenseBqualityImplements the Chain of Draft reasoning approach to generate minimalistic intermediate reasoning outputs while solving tasks, significantly reducing token usage while maintaining accuracy.Last updated713
- AsecurityFlicenseDqualityAn MCP server that uses Groq's API to expose raw chain-of-thought tokens from Qwen's qwq model, enabling LLMs to think step-by-step before responding.Last updated112
- -securityAlicense-qualityA scientific reasoning framework that leverages graph structures and the Model Context Protocol (MCP) to process complex scientific queries through an Advanced Scientific Reasoning Graph-of-Thoughts (ASR-GoT) approach.Last updated30MIT
- -securityAlicense-qualityA Model Context Protocol server that provides read-only access to PostgreSQL databases with enhanced multi-schema support, allowing LLMs to inspect database schemas across multiple namespaces and execute read-only queries while maintaining schema isolation.Last updated7423MIT
- -securityAlicense-qualityA modular server that implements the Model Context Protocol standard, providing tools for interacting with GitHub, GitLab, Google Maps, Memory storage, and web automation through a unified gateway.Last updated3163Apache 2.0
- -securityFlicense-qualityMCP server for the Clash of Clans API. Can get player, clan information, analyze ongoing wars, as well as war logs (provided they are public).Last updated51
- -securityFlicense-qualityA knowledge graph memory server using SQLite to provide persistent, isolated contexts for organizing information into searchable categories like work and personal projects. It features unique ID-based operations and a token-efficient serialization format designed to optimize interactions with LLMs.Last updated
- -securityFlicense-qualityEnables asynchronous and parallel execution of Claude Code tasks across multiple sessions, allowing users to start background tasks and continue working immediately without blocking.Last updated1
- -securityFlicense-qualityTransforms prompts into Chain of Draft (CoD) or Chain of Thought (CoT) format to enhance LLM reasoning quality while reducing token usage by up to 92.4%, supporting multiple LLM providers including Claude, GPT, Ollama, and local models.Last updated1018
- -securityFlicense-qualityEnables integration with financial transaction data through REST APIs, PostgreSQL databases, and document storage systems. Demonstrates agentic AI capabilities by connecting to Alpha Vantage API and managing financial data through natural language interactions.Last updated
- AsecurityAlicenseAqualityEnables AI agents to interact with Discourse forums through search, reading topics/posts, managing categories and tags, chat channels, and optionally creating content with safeguarded write operations.Last updated15546MIT
- AsecurityAlicenseAquality14 tools for The Game Crafter's print-on-demand platform. Browse component catalogs, create game projects, add card decks and boards, upload artwork, and get instant pricing — the only MCP server for tabletop game manufacturing.Last updated1427MIT
- AsecurityFlicenseAqualityAn oracle for machines that need to think sideways. Feed it a creative problem; it returns something you can't quite explain but can't stop using. Three free consultations.Last updated1
- AsecurityAlicenseAqualityEnables comprehensive Reddit research through a three-layer architecture that discovers relevant communities, provides operation guidance, and executes multi-subreddit content fetching with proper citations. Supports searching, post fetching, comment analysis, and batch operations across multiple subreddits for thorough content analysis.Last updated3105MIT
- AsecurityAlicenseAqualityEnables AI assistants to access real-time web data through search, markdown scraping, and browser automation while bypassing anti-bot protections. It provides tools for web research, e-commerce monitoring, and data extraction from across the globe.Last updated43,3825MIT
- AsecurityAlicenseAqualityAn MCP server that lets AI agents autonomously buy physical hats using USDC on Base — no credit card, no checkout, no human required. Browse the catalog, get a real-time shipping quote, send crypto, and we ship the hat.Last updated5MIT
- AsecurityFlicenseBqualityA gateway for Generative AI systems to interact with multiple Kubernetes clusters through Model Context Protocol, enabling comprehensive Kubernetes resource operations and multi-cluster management.Last updated4624
