ruvnet

Medical Research Swarm: Meta-Discovery on AI Research Integrity

Prompt

install and npx claude-flow@alpha and npx agentdb, npx research-swarm research and fine some novel new discovery in the medical field.

Executive Summary

ruvnet

Model Context Protocol (MCP) — Developer Specification (Version 2025-11)

Purpose: Provide a standard for connecting AI hosts (agents, IDEs, apps) to external tools, resources, and data with consistent discovery, invocation, and result-handling semantics.

Release Timeline:

• Release Candidate (RC): Nov 14 2025
• Final Release: Nov 25 2025
• Validation Window: Nov 14–25 for implementor testing.

ruvnet

ROS3 COMPREHENSIVE TECHNICAL SPECIFICATION

Robot Operating System 3: Ground-Up Rewrite for the Next 20 Years

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EXECUTIVE SUMMARY

This comprehensive technical specification defines ROS3, a complete ground-up rewrite of ROS2 in Rust, distributed via npm with hybrid WASM/native deployment, featuring native AI agent integration and MCP protocol support. Based on extensive research across ROS2 architecture, Rust robotics ecosystem, WASM/NAPI hybrid strategies, agentic AI frameworks, MCP protocol, and next-generation robotics technologies, this specification provides concrete implementation guidance, performance targets, and integration patterns for a 20-year vision.

Key Innovations:

ruvnet

name	version	description	tags	author	created	updated
agent-goal-planner	1.0.0	Goal-Oriented Action Planning (GOAP) specialist that creates intelligent plans for complex objectives using gaming AI techniques	planning goap strategy ai objectives	Claude Code	2025-11-11	2025-11-11

ruvnet

LangGraph Rust/WASM Implementation Specification

Production-Ready Port with AgentDB Integration

Built by: ruv.io
Version: 1.0.0
Target: 100% API compatibility with LangGraph Python
Date: November 11, 2025

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ruvnet

QuDAG N-API Integration Plan

Comprehensive production deployment strategy for quantum-enhanced DAG execution with native performance and npm distribution.

Architecture Overview

Core Stack

• Rust backend via napi-rs for quantum DAG operations
• Multi-package npm distribution (SDK, CLI, MCP servers)

ruvnet

Multi-Agent Collaborative Coding with Jujutsu VCS: Production Implementation Guide

Jujutsu (JJ) version control system combined with agentic-flow orchestration and AgentDB reasoning cache enables 352x faster code transformations and sub-millisecond conflict resolution for N concurrent AI agents in Claude Code sandboxes, with 85-99% cost savings through intelligent caching and zero-trust security.

This comprehensive technical guide synthesizes production-ready patterns for implementing multi-agent collaborative coding systems using JJ’s conflict-as-data architecture, achieving 0.24ms reasoning retrieval latency and supporting 100+ concurrent VCS operations per second. The architecture leverages JJ’s native concurrency model (no locks), agentic-flow’s QUIC transport (50-70% lower latency than TCP), and AgentDB’s vector-accelerated reasoning cache (96x-164x faster than baseline). Real-world deployments demonstrate 90%+ automatic conflict resolution, 4.25 hours/day developer time savings, and 2-

ruvnet

Jujutsu vs Git Worktrees: Key Differences

TL;DR

Git Worktrees: Multiple working directories pointing to different branches of the same repo
Jujutsu (jj): Fundamentally different VCS with operation log, first-class conflicts, and automatic change tracking

They solve different problems and aren't direct alternatives.

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ruvnet

#!/usr/bin/env node

/**
 * Research Swarm MCP Server
 * Model Context Protocol server for research swarm tools
 * 
 * Supports both stdio and HTTP/SSE streaming transports
 * Based on agentic-flow MCP architecture
 */

ruvnet

🔬 Research Swarm - Local AI Research Agent System

A fully local, SQLite-based AI research agent system with long-horizon recursive framework, AgentDB self-learning, and MCP server support.

Created by rUv | GitHub