predict

Assess code or feature specifications with multi-persona risk verdicts and voting gates.

26|8|Updated Mar 19, 2026
One-click install
npx skills add https://github.com/arbazkhan971/godmode --skill predict-arbazkhan971
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: predict
Source: https://github.com/arbazkhan971/godmode/tree/main/skills/predict
Command: npx skills add https://github.com/arbazkhan971/godmode --skill predict-arbazkhan971

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Provides a rapid, independent assessment of whether a code or feature specification is safe, feasible, and ready to proceed, reducing costly rework and shipping risks before engineering work begins.

Core Features & Use Cases

  • Three parallel, independent personas (Technical Architect, Security Researcher, Release Lead) each produce structured verdicts, confidence scores, validated file:line risks, and concrete mitigations.
  • A meta-expert synthesizes and deduplicates findings, classifies blockers versus warnings, and applies a pure voting gate to decide PROCEED, REVISE, or RETHINK.
  • Produces an auditable TSV log, reports incomplete findings separately, retries vague findings, and enforces hard rules for gating and mitigation quality.
  • Use case examples: pre-merge spec validation for a new API, pre-release security and rollout risk triage, or automated gating when a plan decomposes into many tasks.

Quick Start

Ask the agent to run a three-persona evaluation by saying "/godmode:predict" on your repository spec to get per-persona findings, mitigations, and a gate decision.

Frequently Asked Questions about predict

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

FAQPage Schema
What is a multi-persona spec risk assessment for release readiness?

A multi-persona spec risk assessment evaluates code or feature specifications for architectural, security, and release risks before implementation. It uses independent personas to generate validated findings, confidence scores, and a voting gate to decide whether to proceed, revise, or rethink.

How do I run a pre-merge security review on a feature specification?

Run a security review by applying a three-persona evaluation to your repository spec. This generates per-persona verdicts with validated file:line risks, concrete mitigations, and a meta-expert synthesis that classifies blockers versus warnings for pre-merge validation.

Can I automate gatekeeping for a deployment plan with multiple tasks?

Yes, you can automate gatekeeping by applying the risk assessment to deployment plans. It enforces hard rules for mitigation quality and applies a pure voting gate to output a PROCEED, REVISE, or RETHINK decision, producing an auditable TSV log for tasks.

Does this risk assessment tool work without external dependencies?

Yes, the risk assessment operates independently without external dependencies. It performs spec review and release readiness checks natively, retrying vague findings and reporting incomplete findings separately to ensure validated file:line accuracy.

What is the best way to identify architectural risks in a design proposal?

The best way to identify architectural risks is using a parallel, independent Technical Architect persona evaluation. It produces structured verdicts, confidence scores, and concrete mitigations synthesized by a meta-expert to deduplicate findings and classify blockers.

What are the limitations of using a voting gate for spec review?

The voting gate strictly outputs PROCEED, REVISE, or RETHINK decisions based on hard rules for gating and mitigation quality. It requires validated file:line findings from all personas, meaning vague or incomplete findings are retried or reported separately rather than ignored.