Python-based 2.5 protocol implementation enabling scalable context sharing with pluggable storage and modular architecture.

Lightweight Python solution enabling modular, context-aware interactions with pluggable handlers and secure, versioned protocols.

mcp_amigos

MCP2.5

Python-based 2.5 protocol implementation designed for modern contexts with a plugin-friendly architecture. It delivers modular context handling, reliable session management, and a suite of developer tooling to streamline integration, testing, and deployment for 2024-era workflows. Built for speed, extensibility, and clean separation of concerns that scales across services and environments.

Modular MCP 2.5 server enabling scalable context management and tool orchestration for autonomous agents.

A scalable Python-based platform for cross-model context sharing and dynamic prompt optimization across heterogeneous AI models.

Java-based MCP server that imports GPT-derived context into a unified model context workflow, enabling seamless cross-model sharing.

MCP 2.0.5

mcpnuevo

MCP

This sitemap code creates a global "on.action" event to pass important identity information to Data Cloud. This identity information can be used by Data Cloud to perform identity resolution between anonymous and known individuals..

Parameterization workflow for Pyruvate Kinase with multiple ligands and metals, highlighting automated multi-chain parameterization and metal-specific tuning.

Rosetta-based toolkit for cyclic peptide design: cycle closures, tail refinements, phi/psi analysis, and PyRosetta docking workflows.

Python toolkit to streamline MCP integrations with reusable context blocks, adapters, and testing utilities for reliable, scalable deployments.

mcp simu

ai mcp

Extensible Python-based MCP v2 server focused on protocol compliance and pluggable context handlers.

Modular Python tool automating Red Hat KB searches with Playwright, enabling login, configurable queries, and Claude Desktop integration.

German-language agent example showcasing tool provisioning via web and Wikipedia search plus daytime lookup.

research mcp server

Rust-based daemon delivering complete spec coverage, production-grade error handling, TLS security, and multi-transport communication for real-world MCP workflows.

awesome mcp servers

Scripts for setting up and running the Monte Carlo Pathway Search algorithm (Haloi et al. Chem Sci. 2021) to obtain permeation paths.