swarm-predict

Simulates expert persona debate to generate infrastructure risk reports with deployment conditions.

113|21|Updated Feb 20, 2026

Search Tags:#deployment #rollback #infrastructure #risk analysis #persona debate #safe switch

Ready to run

npx skills add https://github.com/bolivian-peru/os-moda --skill swarm-predict

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: swarm-predict
Source: https://github.com/bolivian-peru/os-moda/tree/main/skills/swarm-predict
Command: npx skills add https://github.com/bolivian-peru/os-moda --skill swarm-predict

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill mitigates the risk of infrastructure changes by simulating a structured debate among expert personas to identify potential failure points before deployment.

Core Features & Use Cases

Multi-Perspective Risk Analysis: Gathers system context and uses persona-based debate to surface risks from various viewpoints (Ops, Security, Performance, etc.).
Structured Decision Making: Provides a clear GO/NO-GO verdict with confidence scores and actionable conditions based on the debate.
Safe Deployment Integration: Prepares a SafeSwitch deployment plan with rollback triggers and health checks.
Use Case: Before upgrading a critical service, use Swarm Predict to have simulated experts debate the potential impact on reliability, security, and performance, ensuring all angles are considered before committing to the change.

Quick Start

Use the swarm-predict skill to analyze the risk of upgrading the database server.

Frequently Asked Questions about swarm-predict

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

What is persona-based risk analysis for infrastructure deployment?▼

Persona-based risk analysis simulates expert viewpoints to identify failure modes and security vulnerabilities before deployment. It generates a risk report with deployment conditions and rollback triggers to ensure safe infrastructure changes.

How do I analyze deployment risks before upgrading critical infrastructure?▼

To analyze deployment risks, gather system context and simulate a structured expert debate covering operational, security, and performance impacts. The debate yields a GO/NO-GO verdict with confidence scores to guide your deployment decision.

Can I get a rollback plan automatically generated from a risk analysis?▼

Yes, risk analysis results integrate directly into a SafeSwitch deployment plan. This plan includes specific rollback triggers and health checks based on the failure modes identified during the persona debate.

Does multi-perspective risk debate work for evaluating database server upgrades?▼

Yes, multi-perspective risk debate evaluates database server upgrades by simulating expert opinions. It assesses potential impacts on reliability, security, and performance to ensure all operational angles are considered before committing.

What are the limitations of using simulated expert debate for infrastructure changes?▼

Simulated expert debate relies on the system context provided to identify operational impacts and failure modes. It does not execute the deployment itself, but rather generates a risk report with actionable deployment conditions and a GO/NO-GO verdict.