Toru Oizumi Claude Harness Engineering Pr Review Multi Model

Multi-Model PR Review (3 Amigos)

A PR review agent that runs three specialized reviewers in parallel, each on a different model, then merges their findings into a single structured review comment. The design rationale is in docs/RATIONALE.md.

When to Use

• Reviewing PRs that touch critical paths (auth, data layer, proto schemas, billing)
• Reviewing PRs from team members when you want a second opinion before merging
• Self-reviewing your own PR before asking a human to look
• Post-incident review (re-review a PR that caused a bug to learn what was missed)

When NOT to Use

• Trivial PRs (typo fix, readme update, dependency bump) — the cost isn't worth it
• When you don't have API keys configured for all three providers
• When the PR contains secrets or production data (use local review instead)

The 3 Amigos

Each runs independently on the full PR diff + repo context. They don't see each other's reviews (by design — avoid groupthink).

Architecture

                ┌─────────────────────┐
                │  GitHub webhook /   │
                │  /harness:review-pr │
                └──────────┬──────────┘
                           │
                    ┌──────▼──────┐
                    │   Mastra    │  (Supervisor)
                    │ Orchestrator│
                    └──────┬──────┘
                           │ parallel
          ┌────────────────┼────────────────┐
          ▼                ▼                ▼
   ┌────────────┐   ┌────────────┐   ┌────────────┐
   │  Architect │   │ Bug Hunter │   │  DX Review │
   │  (Sonnet)  │   │ (Gemini)   │   │ (DeepSeek) │
   └──────┬─────┘   └──────┬─────┘   └──────┬─────┘
          │                │                │
          └────────────────┼────────────────┘
                           ▼
                    ┌────────────┐
                    │   Merger   │ (Claude Sonnet)
                    │ + Dedup    │
                    └──────┬─────┘
                           ▼
                  Structured review comment

Why API keys, not Claude Max

Claude Max plan OAuth inside a third-party orchestrator (Mastra server, GitHub Actions) is a ToS grey area. The plugin uses Anthropic API keys server-side to avoid this risk. Claude Max is reserved for local Claude Code use only.

Setup

1. Configure API keys

Create .env in the Mastra project (NOT in this plugin's repo):

ANTHROPIC_API_KEY=sk-ant-...
GEMINI_API_KEY=...
DEEPSEEK_API_KEY=...
GITHUB_TOKEN=ghp_...

2. Deploy the Mastra server

The plugin does not ship the Mastra server itself — that lives in your own repo (one per deployment). A minimal starter is in the Mastra github-pr-code-review-agent template.

Recommended deployment target: GitHub Actions (simplest, already authenticated to your repo) or ECS Fargate (if you want it always-on for faster response).

3. Wire the GitHub webhook

On PR open / synchronize → POST the PR number to the Mastra server endpoint. The server pulls the diff, runs the 3 Amigos, and posts a review comment back via GITHUB_TOKEN.

Running locally

Once the Mastra server is reachable:

/harness:review-pr <PR-number>

Output format: a single markdown comment with three sections:

## Multi-Model Review

### 🏛 Architect (Claude Sonnet)
- ...

### 🐛 Bug Hunter (Gemini 2.5 Pro)
- ...

### ✨ DX Reviewer (DeepSeek)
- ...

### 🔍 Consolidated Top Issues
1. ... (mentioned by 2+ reviewers — high confidence)
2. ...

Cost estimation

For a typical 500 LOC PR:

• Architect (Sonnet, ~40k in / ~3k out): ~$0.18
• Bug Hunter (Gemini 2.5 Pro, same): ~$0.05
• DX Reviewer (DeepSeek, same): ~$0.003
• Merger (Sonnet, ~15k in / ~2k out): ~$0.08
• Total: ~$0.31 per PR

For small PRs (100 LOC): ~$0.10. Cheap relative to human time.

Merger: Validation Pass

After collecting findings from all 3 Amigos, the Merger runs a Validation Pass before synthesis. For each finding, a lightweight sub-agent checks whether the issue is real and significant in the context of the full diff.

Confidence Scoring

Auto-discard without scoring:

• Issues that existed before this PR (not introduced by the diff)
• Violations already suppressed in CLAUDE.md
• Items a senior engineer would not raise in a real review

Key learnings

• Multi-agent error amplification: unstructured multi-agent networks can amplify errors (per Google DeepMind 2025 research). This is why the 3 Amigos run in isolated contexts and a separate Merger reconciles them, rather than letting them debate.
• Models disagree — that's the point: if two reviewers flag the same issue, it's probably real. If only one flags it, treat it as a hint.
• Don't post comments inline: a single consolidated PR comment is less noisy than 30 inline comments, and easier to archive as a learning signal.

Related Skills

• architecture-enforcement — deterministic checks that should run BEFORE the reviewers
• edit-lint-feedback-loop — catches cheap issues before they reach the reviewers

Gotchas

See gotchas.md.

Source: toru-oizumi/claude-harness-engineering — distributed by TomeVault.