Rostr agent

Skill diamitani/rostr-agent/skills/rostr-agent

Build, extend, and deploy ROSTR Agent — the self-improving multi-agent framework with built-in PAL, NPAO, RAG DAL, and Rostr Hub.From its SKILL.md

Install

npx -y skills add diamitani/rostr-agent --skill rostr-agent

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SKILL.md

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ROSTR Agent

ROSTR Agent is a production-grade multi-agent framework that fuses the Hermes Agent runtime with the ROSTR architecture — a unified system for agent orchestration, knowledge retrieval, and persistent state management.

Quick Start

git clone https://github.com/diamitani/rostr-agent.git
cd rostr-agent
pip install -e .
rostr-agent

ROSTR CLI

PAL — Compile Intent

hermes pal compile "Build a Python REST API for user management"
hermes pal compile --json "Research top 3 GTM platforms"

NPAO — Classify Tasks

hermes npao classify "Fix the authentication bug"
hermes npao classify --revenue --blocked 3 "Fix auth bug"

RAG DAL — Knowledge Retrieval

hermes ragdal search "Best practices for RAG pipelines"
hermes ragdal search --tier tier1 "Attention mechanisms"

Rostr Hub — State Management

hermes hub register --name "Builder Agent" --type builder
hermes hub list
hermes hub decide --context "DB choice" --decision "PostgreSQL" --rationale "JSONB support"
hermes hub learn --context "Deploy" --insight "Always test staging first" --tags deploy
hermes hub compound
hermes hub search "deployment"

Agent Tools

When loaded as a skill or when ROSTR tools are enabled, the agent can call:

Tool	Purpose
`pal_compile`	Compile NL → typed agent manifest
`npao_classify`	5D phase + 4D priority classification
`ragdal_search`	Multi-pass retrieval with credibility scoring
`rostr_hub`	Agent registry, decisions, learnings, compounding
`rostr_pipeline`	Full PAL → NPAO pipeline

ROSTR Architecture

User Intent
    ↓
PAL Compilation (Intent → Agent Manifest)
    ↓
NPAO Classification (5D Phase + 4D Priority)
    ↓
Agent Execution + RAG DAL (if knowledge needed)
    ↓
Persistent State (Rostr Hub)
    ↓
Output + Learning

Discoverability

When to Use This Skill

Load this skill when:

Building multi-agent systems or agentic workflows
Implementing PAL compilation pipelines
Setting up NPAO phase-aware orchestration
Configuring RAG DAL knowledge retrieval
Managing persistent agent state with Rostr Hub
Extending or contributing to ROSTR Agent

Trigger Keywords

rostr, pal, npao, ragdal, rostr hub, agent manifest, phase classification, priority scoring, multi-agent, orchestration, knowledge retrieval, source credibility, agent registry, knowledge compounding, rostr agent, rostr-agent

Project Structure

rostr-agent/
├── rostr/                     # ROSTR core (PAL, NPAO, RAG DAL, Hub)
├── tools/
│   └── rostr_tools.py         # ROSTR tool registration
├── hermes_cli/
│   ├── main.py                # CLI entry point (+ ROSTR subcommands)
│   └── rostr_commands.py      # ROSTR CLI implementations
├── agent/                     # Agent core
├── gateway/                   # Multi-platform gateway
├── toolsets.py                # Toolset definitions
├── cli.py                     # Interactive CLI
└── run_agent.py               # Core conversation loop

Research

"ROSTR: A Unified Architecture for Production-Grade Multi-Agent Systems with Phase-Aware Orchestration and Persistent Knowledge Compounding" — Patrick Diamitani, April 2026. arXiv:2604.XXXXX

Related Skills

pal-compiler — PAL 5-stage compiler protocol
npao-orchestrator — NPAO phase-aware orchestration
ragdal-knowledge — RAG DAL 3-tier retrieval
rostr-hub — Rostr Hub state management
rostr-agent-builder — 7-phase agent construction pipeline

What ships with it

Read from the repository

Just SKILL.md. No reference files, no scripts.