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academic-paper-reviewer

Multi-perspective academic paper review with dynamic reviewer personas. Simulates 5 independent reviewers (EIC + 3 peer reviewers + Devil's Advocate) with field-specific expertise. 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.

66

Quality

81%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

62%

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

The content excels at workflow clarity with a well-sequenced multi-phase pipeline and explicit validation checkpoints, but is held back by verbosity from internal version/PR metadata, largely descriptive (rather than actionable) orchestration guidance, and progressive-disclosure gaps from missing referenced bundle files plus inline governance sections that belong in references.

Suggestions

Strip internal bookkeeping (PR/issue numbers like #134/#294/#510, arXiv citations, Bucket A/D classifications, ARS_CROSS_MODEL/ARS_MODEL_TIERING routing internals) from the SKILL.md body or move it to references; keep only what Claude needs to act, to improve conciseness.

Resolve the broken bundle references: the body cites agents/*.md, templates/*.md, examples/*.md, shared/*, and scripts/*.py, but only references/ exists in the bundle — either include those files or remove/inline the dangling references to fix navigation.

Move the dense Cross-Model Reviewer Track, Model Tiering, and v3.6.2 Sprint Contract sections into reference files and leave a one-line pointer, so the SKILL.md body stays an overview rather than embedding governance detail inline.

DimensionReasoningScore

Conciseness

The body is dense with internal governance metadata that does not guide action — version/PR citations ("#134 rescope, PR #294", "Ren et al. 2026, arXiv:2607.13104 §5.2"), bucket classifications ("Bucket A per docs/design/..."), and env-var routing detail — and repeats trigger keywords and mode descriptions already in the frontmatter. It is not a 1 (it does not explain basic concepts Claude knows) but is far from the lean score-3 bar; it could be tightened considerably.

2 / 3

Actionability

Concrete guidance exists in the mode-selection mapping, the 7 Anti-Patterns table, and the Quality Standards table, but the bulk is descriptive of an autonomous agent team ("Analyzes the paper's field, dynamically configures 5 reviewer identities") rather than executable instruction. As an instruction/orchestration skill absence of code is not penalized, yet much guidance stays abstract, matching the score-2 anchor of some concrete guidance but incomplete.

2 / 3

Workflow Clarity

The 3-phase orchestration is laid out as an explicit ASCII flow (Phase 0 → Phase 1 → Phase 2 → Phase 2.5) with 7 numbered Checkpoint Rules including IRON RULES, plus validation surfaces (Reviewer Configuration confirmation, panel self-consistency checker, sprint-contract hard gate) and a feedback loop ("A synthesis mismatch voids the synthesis (one retry)"). This matches the score-3 anchor of clear sequence with explicit validation and error-recovery loops.

3 / 3

Progressive Disclosure

Reference protocols are well-signaled one level deep ("> See `references/re_review_mode_protocol.md` for full verification logic") and the 13 references/ files exist and are organized via tables. However the body also points to agents/*, templates/*, examples/*, shared/*, and scripts/*.py paths that do not exist in the bundle, and dense inline sections (Cross-Model Reviewer Track, Model Tiering, v3.6.2 Sprint Contract) that should be extracted to references — matching the score-2 anchor of structure present but with content that should be separate inline.

2 / 3

Total

9

/

12

Passed

Description

100%

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

The description is strong across all dimensions: it states concrete capabilities, gives explicit multilingual trigger terms, answers both what and when, and occupies a distinct niche. No first/second-person voice issues.

DimensionReasoningScore

Specificity

Lists multiple concrete actions and components — "Simulates 5 independent reviewers (EIC + 3 peer reviewers + Devil's Advocate)" and "Supports full review, re-review (verification), quick assessment, methodology focus, Socratic guided, and calibration modes" — matching the score-3 anchor of multiple specific concrete actions.

3 / 3

Completeness

Clearly answers both what ("Multi-perspective academic paper review with dynamic reviewer personas") and when ("Triggers on: review paper, peer review, ...") with explicit trigger guidance, matching the score-3 anchor. Voice is third person ("Simulates", "Supports"), so no specificity penalty applies.

3 / 3

Trigger Term Quality

Explicit "Triggers on:" followed by natural terms ("review paper", "peer review", "manuscript review", "referee report", "critique paper", "calibrate reviewer") plus Korean and Traditional Chinese variants — broad coverage of terms users would actually say.

3 / 3

Distinctiveness Conflict Risk

A clear niche — multi-perspective peer-review simulation — with distinct triggers ("referee report", "calibrate reviewer", "simulate review") unlikely to fire for the writing/research skills it distinguishes itself from.

3 / 3

Total

12

/

12

Passed

Validation

87%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation14 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

metadata_field

'metadata' should map string keys to string values

Warning

referenced_paths_exist

Referenced path issues: 3 missing

Warning

Total

14

/

16

Passed

Repository
Imbad0202/academic-research-skills
Reviewed

Table of Contents

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