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A collection of MCP servers.
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The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra
A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent
MCP Toolbox for Databases is an open source MCP server for databases.
Shrimp Task Manager is a task tool built for AI Agents, emphasizing chain-of-thought, reflection, and style consistency. It converts natural language into structured dev tasks with dependency tracking and iterative refinement, enabling agent-like developer behavior in reasoning AI systems.
MCP server for semantic code research and context generation on real-time using LLM patterns | Search naturally across public & private repos based on your permissions | Transform any accessible codebase/s into AI-optimized knowledge on simple and complex flows | Find real implementations and live docs from anywhere
This repository has been merged into Canner/WrenAI under the core/ directory
The AI-powered toolkit that grows your YouTube channel on autopilot.
An ntfy MCP server for sending/fetching ntfy notifications to self-hosted or ANY ntfy.sh server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
Universal MCP Server for finding + connecting to agents anywhere on the planet. https://hol.org/mcp
A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and providing comprehensive grammar checking capabilities
Cross-platform agent logging and observability
MCP server that connects any AI agent to MATLAB — execute code, async jobs, interactive Plotly plots, custom tools, and monitoring dashboard
MCP server for fetching web URLs with token estimation, caching, and intelligent routing. Built for AI agents.