Content
48%Weight 40%Scale 1-5Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
The pipeline architecture is genuinely well designed — clearly sequenced phases with explicit quality gates, verification, and iteration loops — but the document undermines itself with severe redundancy, marketing padding, and a missing layer of executable detail for actually dispatching work to the three AI systems. It reads as a promotional spec for a process rather than lean operational instructions.
Suggestions
Merge the duplicated 'When to Use' and 'Analysis Types' sections (same five categories listed twice) and cut marketing material ('Key Innovation', 'Quality Guarantees', fabricated 'Quality: 97/100' walkthroughs) — this alone could halve the file.
Add the concrete Phase 2 dispatch commands/prompts for Gemini CLI, Codex CLI, and Task-tool subagents so the pipeline is executable, not just described.
Move the three worked examples, CLI setup instructions, and troubleshooting into references/ files (e.g. references/examples.md, references/setup.md), keeping SKILL.md as a lean overview.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | A 730-line body with pervasive redundancy: 'When to Use' and 'Analysis Types' enumerate the same five categories twice with near-identical bullets, plus marketing sections ('Key Innovation', 'Quality Guarantees'), three fabricated result walkthroughs ('Quality: 97/100'), and unquarantined time-sensitive details ('latest 2024-2025', 'gemini-2.5-flash', 'o3'). Padding is severe, though it is redundancy rather than explaining concepts Claude already knows. | 2 / 5 |
Actionability | Setup and invocation are executable (npm installs, `gemini`/`codex` auth flows, the verified `bash .claude/skills/multi-ai-research/scripts/analyze.sh "objective"` launcher), but the core pipeline is described rather than instructed: Phase 2 never provides the actual commands or prompts to dispatch research to Gemini/Codex or to spawn the named subagents. The key execution details are missing. | 3 / 5 |
Workflow Clarity | Six labeled phases each carry a duration, an output artifact under `.analysis/`, explicit validation (3-pass verification, quality gates at 95), and a feedback loop (iterate until thresholds are met, with a troubleshooting section mapping failures to fixes). Docked one point because the header says 'The 5-Phase Pipeline' while listing six phases, and individual phase instructions remain abstract. | 4 / 5 |
Progressive Disclosure | Section headers make the 730-line document navigable and the single bundle file (`scripts/analyze.sh`) is real and correctly referenced, but roughly 400 lines of clearly externalizable content (three worked examples, duplicated analysis-type catalogs, CLI setup, troubleshooting, quick-reference tables) are inlined with no references/ split. | 3 / 5 |
Total | 12 / 20 Passed |