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academic-paper-reviewer

Multi-perspective academic paper review with dynamic reviewer personas.

Skill by stanfish06

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Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/stanfish06-academic-paper-reviewer

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Multi-perspective academic paper review with dynamic reviewer personas. Runs a 5-seat, role-separated review panel (Journal-Fit Reviewer + 3 peer-review roles + Devil's Advocate) with field-specific expertise; role separation is not a claim of independent error processes. Supports full review, re-review (verification), quick assessment, methodology focus, Socratic guided, and calibration modes. Triggers on: review paper, peer review, manuscript review, referee report, review my paper, critique paper, simulate review, editorial review, calibrate reviewer, reviewer calibration, measure reviewer accuracy, 審查論文, 論文審查, 模擬審查, 同儕審查, 幫我審這篇, 以審查人角度評估, 審查者校準, 논문 심사, 동료 심사, 모의 심사, 심사자 관점에서 평가, 심사자 보정, revisar artículo, revisión entre pares, revisión de manuscrito, informe de árbitro, revisa mi artículo, criticar artículo, simular revisión, revisión editorial, calibrar revisor.

Use cases: documents, research

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What's inside

Skill name
academic-paper-reviewer
Description
Multi-perspective academic paper review with dynamic reviewer personas. Runs a 5-seat, role-separated review panel (Journal-Fit Reviewer + 3 peer-review roles + Devil's Advocate) with field-specific expertise; role separation is not a claim of independent error processes. Supports full review, re-review (verification), quick assessment, methodology focus, Socratic guided, and calibration modes. Triggers on: review paper, peer review, manuscript review, referee report, review my paper, critique paper, simulate review, editorial review, calibrate reviewer, reviewer calibration, measure reviewer accuracy, 審查論文, 論文審查, 模擬審查, 同儕審查, 幫我審這篇, 以審查人角度評估, 審查者校準, 논문 심사, 동료 심사, 모의 심사, 심사자 관점에서 평가, 심사자 보정, revisar artículo, revisión entre pares, revisión de manuscrito, informe de árbitro, revisa mi artículo, criticar artículo, simular revisión, revisión editorial, calibrar revisor.
License
unknown
Metadata
status: active · version: 1.11.1 · task_type: open-ended · last_updated: 2026-08-15 · data_access_level: raw
Instructions
526 lines in SKILL.md · view on GitHub

Agent Skills spec issues

  • body: 526 lines (spec recommends under 500)
  • files: referenced but missing: scripts/check_panel_synthesis.py, scripts/check_pipeline_integrity.py, scripts/review_panel_provenance.py, scripts/check_sprint_contract.py, scripts/check_phase_conformance.py

Files (28)

  • SKILL.md
  • devils_advocate_reviewer_agent.md · agents/
  • domain_reviewer_agent.md · agents/
  • editorial_synthesizer_agent.md · agents/
  • eic_agent.md · agents/
  • field_analyst_agent.md · agents/
  • methodology_reviewer_agent.md · agents/
  • perspective_reviewer_agent.md · agents/
  • hei_paper_review_example.md · examples/
  • interdisciplinary_review_example.md · examples/
  • subclaim_decomposition_example.md · examples/
  • calibration_mode_protocol.md · references/
  • changelog.md · references/
  • editorial_decision_standards.md · references/
  • guided_mode_protocol.md · references/
  • integration_guide.md · references/
  • quality_rubrics.md · references/
  • re_review_mode_protocol.md · references/
  • review_criteria_framework.md · references/
  • review_panel_provenance_protocol.md · references/
  • review_quality_thinking.md · references/
  • reviewer_sprint_prompt_source.md · references/
  • sprint_contract_protocol.md · references/
  • statistical_reporting_standards.md · references/
  • top_journals_by_field.md · references/
  • editorial_decision_template.md · templates/
  • peer_review_report_template.md · templates/
  • revision_response_template.md · templates/

The license isn't open source, so the instructions aren't shown here. Read SKILL.md on GitHub

More from stanfish06/skillquarium

Signals

Stars
9
Forks
5
Open issues
315
Last commit (this folder)
Oct 14, 2026 (17 days ago)

From GitHub (fetched Oct 24, 2026).

Details

Version
1.11.1
License
License unknown
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

Same skill elsewhere

Copies of this SKILL.md published by others; search shows only one of them.

More from stanfish06

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Cite this page

academic-paper-reviewer skill. Agent Mart. https://agentmart.dev/skills/stanfish06-academic-paper-reviewer (last updated 2026-10-24)