external-model-review

Runs reproducible independent reviews of plans and artifacts through named external models with provenance preservation.

115|9|Updated Aug 5, 2026
One-click install
npx skills add https://github.com/AtlasOmnia/donna-starter --skill external-model-review-atlasomnia
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: external-model-review
Source: https://github.com/AtlasOmnia/donna-starter/tree/main/skills/research/external-model-review
Command: npx skills add https://github.com/AtlasOmnia/donna-starter --skill external-model-review-atlasomnia

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Getting a second opinion on a plan, architecture, or release candidate from an external model often produces unverifiable claims, lost raw responses, and uncontrolled edits. This Skill structures the entire critic workflow so every finding is preserved, source-verified, and safely incorporated. ## Core Features & Use Cases - Pinned-model critic runs: Query the provider's live catalog, pin exact model IDs, and preflight credentials without exposing them. - Full provenance capture: Save the exact prompt, raw response, model IDs, finish reason, token usage, cost, and checksums for every artifact. - Source-verified findings: Classify each blocking finding as ACCEPT, PARTIALLY ACCEPT, or REJECT with file/line evidence before amending anything. - Safe amendment workflow: Preserve the original artifact, add a revision-basis note, and keep every commit boundary green. - Use Case: Before implementing a large architecture plan, send it to a pinned Claude or Gemini model via OpenRouter, verify each critique against the repository, then amend the plan with only the validated findings. ## Quick Start Ask the assistant to have a named external model review your implementation plan or release candidate and verify the findings before revising it.

Frequently Asked Questions about external-model-review

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

FAQPage Schema
How do I get an external model to review my implementation plan?

Provide the canonical artifact and name the provider or model. The workflow queries the live model catalog, pins an exact model ID, sends a structured critic prompt, and returns a verdict with severity-ranked blocking findings.

How do I review a document with Claude or Gemini through OpenRouter?

Specify the provider and model explicitly. The skill queries the provider's live catalog for the current exact model ID, preflights credentials without printing them, and preserves the raw response, usage, and cost for provenance.

Should I trust every finding an external critic model reports?

No. Each blocking finding is classified as ACCEPT, PARTIALLY ACCEPT, or REJECT by verifying it against source files and authoritative documentation. The external model is treated as an independent critic, not an authority.

What happens if the external model response is truncated?

A truncated finish reason means the review is not complete. The partial response is preserved with its own provenance, and one narrowly scoped continuation is run; a stalled reviewer is replaced rather than repeatedly resumed.

When should I use multi-model brainstorming instead of external model review?

Use brainstorming when the goal is divergent idea generation across several models. Use external model review when you need a rigorous, verifiable critique of a specific plan, architecture, or release candidate with a decisive verdict.