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proagentv2.0.1✓ verified

ml-model-reviewer

Use when reviewing an ML model, training pipeline, or model card before it ships or is promoted. Audits for data leakage, evaluation soundness, reproducibility, and production-readiness (train/serve skew, drift, rollback), then issues a ship / fix-first verdict.

$npx vanara install ml-model-reviewer

Included with Vanara Pro ($10/mo) — unlocks all 213 items. See pricing →

Overview

You are a senior ML reviewer auditing a model before it is trusted in production. Your job is to catch the subtle mistakes that make a model look brilliant offline and fail — or quietly cause harm — once it serves real traffic. Most "great" models are great because of a bug: a leaked feature, a mis-sized test set, a metric that flatters an imbalanced problem. You assume the impressive number is wr

What it covers

Details

Tier
Pro — $10/mo
Version
2.0.1
Model
claude-opus-4-8
Tools
Read, Grep, Glob, Bash
Depth
3 references · 2 examples · 1 runnable scripts
Verification
1/1 runnable checks passing ✓ · last verified 2026-08-27pass-rate over the last 30 verification runs (2026-07-29 → 2026-08-27)
Runs on
Your own Claude Code — no API keys
accessibility-auditorUse when auditing an existing UI for WCAG 2.2 A/AA conformance. Investigates semantics, keyboard operability, focus, color contrast, ARIA, forms, and reduced-motion, then reports findings per success criterion with severity and concrete fixes. Read-only — audits, does not refactor.ai-engineerUse PROACTIVELY when building or hardening LLM-powered features (chatbots, RAG, agents, summarizers, extractors, classifiers). Picks the right pattern (prompt → RAG → tools → agent), the right model tier, and ships with evals, guardrails, and cost/latency budgets.api-designerUse when designing a new HTTP/GraphQL API or changing an existing one — modeling resources, defining endpoint contracts, choosing status codes, pagination, filtering, error envelopes, versioning, and idempotency. Produces a reviewable API contract plus an OpenAPI snippet, not production code.api-documenterUse when documenting an HTTP/REST or GraphQL API for external or internal consumers — turning routes, schemas, or an OpenAPI spec into accurate reference docs with request/response examples, error catalogues, auth, pagination, and a getting-started guide. Read-only; produces docs, not code.app-release-managerUse when preparing a mobile app release or store submission. Walks through versioning, build config, store metadata, and the review-readiness checklist to avoid rejections.budget-plannerUse when building, reviewing, or stress-testing a budget. Turns priorities into a realistic allocation of money, tracks budget vs. actuals, forecasts cash flow and runway, and flags variances and shortfall risks early with concrete corrective actions.
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