A collection of Model Context Protocol (MCP) servers, clients and developer tools by IBM.

Real-time construction hazard detection using YOLO26 with post-processing, multi-language alerts, streaming, and integrated notifications and records.

Generative UI examples for: AG-UI, A2UI/Open-JSON-UI, and MCP Apps.

🔥🔒 Awesome MCP (Model Context Protocol) Security 🖥️

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.

Cognitive memory for AI agents — FSRS-6 spaced repetition, 29 brain modules, 3D dashboard, single 22MB Rust binary. MCP server for Claude, Cursor, VS Code, Xcode, JetBrains.

A plugin-based gateway that orchestrates other MCPs and allows developers to build upon it enterprise-grade agents.

Open-source AI agent firewall for MCP security: agent egress control, DLP, SSRF, and prompt injection defense.

Type-safe remote access enabling centralized management and cross-host orchestration of model contexts with simple, decoupled integration.

LangChain integration for Model Context Protocol tool calling via MCPToolkit and ClientSession, enabling dynamic tool discovery and execution.

Free crypto news API - real-time aggregator for Bitcoin, Ethereum, DeFi, Solana & altcoins. No API key required. RSS/Atom feeds, JSON REST API, historical archive with market context, embeddable widgets, ChatGPT plugin, Claude MCP server, SDKs (Python, TypeScript, Go, React, PHP). AI/LLM ready. Vibe coding friendly. Open source.

Interfaces Docker Hub APIs to empower LLMs with real-time image discovery, repo management, and authenticated access for private content.

Server for interacting with Drupal using STDIO transport layer.

Dynamic OpenAPI-driven surface with 150+ tools, multi-transport support, and On-Call Health integration for smarter incident context.

im busy building ai agents so why not let an ai talk to my girlfriend? (i am single)

Hybrid RAG with structured Docling data, multiple embedding providers, and multi-agent workflows packaged as an extensible AI assistant toolkit.

Free, open-source SQL Server performance monitoring — 32 collectors, real-time alerts, graphical plan viewer, MCP server for AI analysis. Supports SQL 2016-2025, Azure SQL, AWS RDS.

AI-driven MCP server bridging AI assistants with n8n for natural-language workflow management and automation.

Persistent memory layer with intelligent orchestration and cross-app context for personalized AI interactions.

MCP server that provides computer control capabilities, like mouse, keyboard, OCR, etc. using PyAutoGUI, RapidOCR, ONNXRuntime Without External Dependencies.

A Model Context Protocol (MCP) server that orchestrates queries across multiple Ollama models, synthesizing their insights to deliver a comprehensive and multifaceted AI perspective on any given query.

search-mcp)** (by hanchunglee) - Server implementation for Microsoft Bing Web Search API.

One-stop handbook for building, deploying, and understanding LLM agents with 60+ skeletons, tutorials, ecosystem guides, and evaluation tools.

Natural language interface to BloodHound data via MCP, enabling AI-assisted AD security analysis and attack-path discovery.