Lightweight Python implementation offering modular plugins, efficient context handling, and extensible tooling for seamless AI workflow orchestration.

Python-based tool that discovers, catalogs, and exports context endpoints with version awareness for automated workflows.

Lightweight Python ML prediction tool leveraging numpy, pandas, scikit-learn, and Torch for executable predictions via main.py.

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

MCPTOOLFIXED

Real-time WebSocket-based integration enabling bidirectional data flow for iKnowMed EPro workflows.

MCP

mcpkg

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

Java-based tool to assemble blocks for Model Context Protocol workflows, enabling structured, reusable context construction.

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

MCPROJECT

mcp_v3

mcp simu

ai mcp

React-based neurotraining frontend with vision-detection backend integration, modular views, and Docker/AWS-ready deployment for sports analytics.

mcp_v1

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

Lightweight toolset for efficient model-context management and protocol utilities enabling easy integration.

The TypeScript MCP testing library

Read-only MCP server providing Bybit market data and account insights with optional WebUI.

Unified Confluence Cloud controls with space/page management, Markdown conversion, and CQL-based search for AI-assisted content workflows.

Symfony-based bundle exposing tools via SSE/STDIO, built on PHP LLM SDK for efficient, configurable tool access.

Public GitHub issues become MCP-ready tasks for LLMs, with no authentication and structured outputs.