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MCP Servers

MCP-Universe is a comprehensive framework designed for RL training, benchmarking, and developing AI agents for general tool-use.

A Model Context Protocol server built with Express.js that provides cryptographic tools including key pair generation, shared secret derivation, and message encryption/decryption.

ApeRAG: Production-ready GraphRAG with multi-modal indexing, AI agents, MCP support, and scalable K8s deployment

The official GitHub Copilot plugins collection ✨

Discover Exceptional MCP Servers

- Introduction - Model Context Protocol - modelcontextprotocol/typescript-sdk: The official Typescript SDK for Model Context Protocol servers and clients

MKP is a Model Context Protocol (MCP) server for Kubernetes

The open-source ecosystem for building, discovering, and deploying Model Context Protocol servers and clients for enterprise environments.

Open-source desktop SQL workspace for PostgreSQL, MySQL/MariaDB, SQLite and 15+ more databases like DuckDB, ClickHouse, Redis and Firestore.

Welcome to the Pomerium Chat, a minimal chat application for showcasing remote Model Context Protocol servers secured with Pomerium.

A Fastify plugin that implements the Model Context Protocol (MCP) server using JSON-RPC 2.0. This plugin enables Fastify applications to expose tools, resources, and prompts following the MCP...

This Guidance demonstrates how to build AI-powered development workflows using Amazon Bedrock AgentCore and the Model Context Protocol (MCP).
Agent Skills

Agentic BI. Analytics at the speed of code ⚡️

Preline UI is an open-source set of prebuilt UI components based on the utility-first Tailwind CSS framework.

Ship AI Agents to Google Cloud in minutes, not months. Production-ready templates with built-in CI/CD, evaluation, and observability.

Vibe first. Then FastAgent — turn a local agent directory into a live service: in your app, on GitHub, in Telegram, or any channel.

Design-first Go framework that generates API code, documentation, and clients. Define once in an elegant DSL, deploy as HTTP and gRPC services with zero drift between code and docs.

Know How Guide and Hands on Guide for AWS

CyberSkill's AI-native internal operations platform. 26 federated modules, 244 agent Skills, 224 CUO workflows, 48 C-roles, 606 tasks.

Curated data and models behind the Open Source AI Gap Map

Copy/paste detector for programming source code. Supports 224+ formats. AI-ready with MCP server and token-efficient reporter. Now with a Rust-powered engine — 24-37x faster.

Open-Source Personal Cloud OS for Always-On Agents

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A curated list of guides for integrating models into popular AI agent and coding-assistant tools.