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.