{"slug":"wan-huiyan-agent-review-panel","name":"Agent Review Panel","description":"A Claude Code plugin that orchestrates 4-6 AI reviewers to debate and judge code, plans, or docs with structured multi-stance review and domain checklists.","long_description":"[![Version](https://img.shields.io/github/package-json/v/wan-huiyan/agent-review-panel)](https://github.com/wan-huiyan/agent-review-panel/releases) [![Claude Code](https://img.shields.io/badge/Claude_Code-plugin-orange)](https://claude.com/claude-code) [![license](https://img.shields.io/github/license/wan-huiyan/agent-review-panel)](LICENSE) [![Tests](https://github.com/wan-huiyan/agent-review-panel/actions/workflows/test.yml/badge.svg)](https://github.com/wan-huiyan/agent-review-panel/actions/workflows/test.yml)\n\n# Agent Review Panel\n\n**4–6 AI reviewers independently evaluate your code, plan, or docs, debate each other's findings, then a judge resolves disagreements.** A [Claude Code](https://claude.ai/code) plugin that orchestrates structured multi-stance review. Each run costs roughly **$3–$20** in Opus tokens and takes **6–15 minutes** — built for high-stakes reviews, not routine code review.\n\n[![Agent Review Panel — watch your code journey through the multi-agent review pipeline](https://raw.githubusercontent.com/wan-huiyan/agent-review-panel/main/docs/quest-hero.gif?v=2)](https://wan-huiyan.github.io/agent-review-panel/quest/)\n\n<p align=\"center\"><em>▶️ <a href=\"https://wan-huiyan.github.io/agent-review-panel/quest/\">Play the interactive version</a> — pause, replay, jump to any stage. Your code/plan journeys <b>Gather → Review → Debate → Verify → Adjudicate → Report</b>. <a href=\"docs/hero-flow.svg\">(static pipeline diagram)</a></em></p>\n\n> Runs only on Claude Code surfaces (CLI, IDE extension, Desktop \"Code\" tab) and the [Claude Agent SDK](https://code.claude.com/docs/en/agent-sdk/plugins). Does not work on claude.ai web chat or the raw Anthropic API — see [Surfaces & Requirements](#surfaces--requirements).\n\n## Quick Start\n\n```bash\nclaude plugin marketplace add wan-huiyan/agent-review-panel\nclaude plugin install roundtable@agent-review-panel\n```\n\nRestart your Claude Code session — skills load at session start.\n\n<details>\n<summary>Already inside a Claude Code s","tagline":"Claude Code skill: Multi-agent adversarial review panel — 4-6 AI reviewers debate your code/plans, then a supreme judge delivers the verdict. 9 auto-detected signal groups, built-in domain checklists, anti-groupthink mechanisms.","category":"coding-agents","tags":["claude-code","code-review","multi-agent","adversarial-review","planning"],"author":"wan-huiyan","verified":false,"attribution":{"status":"community_indexed","statusLabel":"Community indexed","shortLabel":"COMMUNITY INDEXED","sourceLabel":"OpenAgentSkill auto-indexer","sourceDetail":"wan-huiyan/agent-review-panel","creatorName":"wan-huiyan","creatorUrl":"https://github.com/wan-huiyan","sourceUrl":"https://github.com/wan-huiyan/agent-review-panel","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/wan-huiyan-agent-review-panel#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":30,"forks":1,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":45.64},"quality":{"score":73,"tier":"strong","label":"Strong","summary":"Solid option that is likely worth shortlisting for production workflows.","signals":[{"label":"GitHub stars","value":"30","tone":"neutral"},{"label":"Freshness","value":"17d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["Low GitHub adoption signal"]},"trust":{"version":"trust-score-v5","score":68,"base_score":76,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["68/100 Trust Score v5","76/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":48,"weight":0.13,"status":"warn","detail":"30 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":43,"weight":0.08,"status":"warn","detail":"30 stars, 1 forks; 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issue activity unavailable in current metadata"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":76,"tier":"strong","label":"Strong shortlist","summary":"Good trust signals with a few areas worth checking before rollout."}}},"trust_score_v5":{"version":"trust-score-v5","score":68,"base_score":76,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. 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Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: A Claude Code plugin that orchestrates 4-6 AI reviewers to debate and judge code, plans, or docs with structured multi-stance review and domain checklists. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wan-huiyan-agent-review-panel\",\"task\":\"Install Agent Review Panel\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Agent Review Panel\" from https://github.com/wan-huiyan/agent-review-panel into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: A Claude Code plugin that orchestrates 4-6 AI reviewers to debate and judge code, plans, or docs with structured multi-stance review and domain checklists. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wan-huiyan-agent-review-panel\",\"task\":\"Install Agent Review Panel\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. 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issue activity unavailable in current metadata","Needs review"]},"coverageTags":["Coding","GitHub automation","coding-agents","claude-code","code-review","multi-agent","adversarial-review","planning"]},"audit":{"audit_score":81,"risk_level":"needs_review","risk_label":"Needs review","quality_score":73,"trust_score":76,"maintenance_score":100,"security_score":82,"install_score":92,"warnings":["Low GitHub adoption signal","Quality score needs review","GitHub adoption: 30 GitHub stars","Stars/forks activity: 30 stars, 1 forks; issue activity unavailable in current metadata"]},"quality_signals":{"model":"v2","star_score":10.44,"usage_score":0,"review_score":13.2,"metadata_score":7,"freshness_score":15},"platforms":["JavaScript","Claude Code","OpenAI Agents"],"use_cases":[{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"coding-agents","title":"Coding agents","url":"https://www.openagentskill.com/use-cases/coding-agents"},{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"}],"stacks":[{"slug":"coding-review-agent","title":"Coding review agent","url":"https://www.openagentskill.com/collections/coding-review-agent"},{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"content-growth-agent","title":"Content growth agent","url":"https://www.openagentskill.com/collections/content-growth-agent"}],"install":"npx skills add wan-huiyan/agent-review-panel","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install wan-huiyan-agent-review-panel","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"Agent Review Panel\" agent skill from https://github.com/wan-huiyan/agent-review-panel. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: A Claude Code plugin that orchestrates 4-6 AI reviewers to debate and judge code, plans, or docs with structured multi-stance review and domain checklists. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wan-huiyan-agent-review-panel\",\"task\":\"Install Agent Review Panel\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"Agent Review Panel\" as a Claude Code skill from https://github.com/wan-huiyan/agent-review-panel. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: A Claude Code plugin that orchestrates 4-6 AI reviewers to debate and judge code, plans, or docs with structured multi-stance review and domain checklists. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wan-huiyan-agent-review-panel\",\"task\":\"Install Agent Review Panel\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"Agent Review Panel\" from https://github.com/wan-huiyan/agent-review-panel into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: A Claude Code plugin that orchestrates 4-6 AI reviewers to debate and judge code, plans, or docs with structured multi-stance review and domain checklists. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"wan-huiyan-agent-review-panel\",\"task\":\"Install Agent Review Panel\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/wan-huiyan/agent-review-panel","github_repo":"wan-huiyan/agent-review-panel","version":"1.0.0","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/wan-huiyan-agent-review-panel","repository":"https://github.com/wan-huiyan/agent-review-panel","api":"/api/agent/skills/wan-huiyan-agent-review-panel","install_api":"/api/skills/wan-huiyan-agent-review-panel/install"},"meta":{"created_at":"2026-08-05T22:35:52.606722+00:00","updated_at":"2026-08-18T17:22:21.819119+00:00","agent_friendly":true}}