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deep-research

Universal deep research agent team. 13-agent pipeline for rigorous academic research on any topic. 8 modes: full research, quick brief, paper review, lit-review, fact-check, three-way literature scan, Socratic guided research dialogue, and systematic review with optional meta-analysis. Covers research question formulation, Socratic mentoring, methodology design, systematic literature search, source verification, cross-source synthesis, risk of bias assessment, meta-analysis, APA 7.0 report compilation, editorial review, devil's advocate challenges, ethics review, and post-research literature monitoring. Triggers on: research, deep research, literature review, systematic review, meta-analysis, PRISMA, evidence synthesis, fact-check, WHY HOW WHAT papers, 3W literature scan, guide my research, help me think through, 研究, 深度研究, 文獻回顧, 文獻探討, 系統性回顧, 後設分析, 事實查核, 三段式文獻掃描, 引導我的研究, 幫我釐清, 幫我想想, 我不確定要研究什麼, 研究方向, 研究主題, 심층 연구, 문헌 조사, 체계적 문헌고찰, 메타분석, 사실 확인, 연구 방향을 잡아줘, 연구 주제 정하는 것을 도와줘, revisión de literatura, metaanálisis

Quality

81%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

SKILL.md
Quality
Evals
Security

Quality

Content

62%Weight 40%Scale 1-5

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

The body's workflow engineering is excellent — clearly sequenced phases with explicit checkpoints, verdicts, capped revision loops, and failure recovery paths. Its weaknesses are token efficiency (verbatim duplicated canonical blocks and changelog-style padding) and progressive disclosure scored against the actual bundle, where roughly two-thirds of referenced paths (agents/, templates/, examples/, shared/, scripts/) are missing and canonical content is inlined instead of linked.

Suggestions

Replace the inlined bilingual review-form note and routing-core blocks with pointers to their canonical files (shared/references/review_form_note.md, shared/references/routing_core.md), trusting the sync scripts to keep copies consistent instead of duplicating ~120 lines in SKILL.md.

Move changelog-style annotations (issue/PR numbers like #133, #825, #921 and 'v2.4/v3.9.2 adds...' notes) into references/changelog.md so the operational text stays lean.

Reconcile the reference tables with the shipped bundle: either include the agents/, templates/, and examples/ files being referenced, or prune the Agent File References, Templates, and Examples tables to only what the bundle actually contains.

DimensionReasoningScore

Conciseness

The body is noticeably verbose: it inlines the full review-form note verbatim in two languages despite stating 'the canonical copy ... is shared/references/review_form_note.md', repeats the routing core from shared/references/routing_core.md, inlines the method-weaknesses block, presents mode selection three ways (table, ASCII tree, and section), and threads changelog commentary ('v2.4 adds...', '#133', '#921') through operational text. This is the 'noticeably verbose; several unnecessary explanations or padded sections' anchor rather than the 3 anchor's 'some unnecessary explanation'.

2 / 5

Actionability

For an instruction-only orchestration skill the guidance is mostly executable: a concrete mode decision tree, explicit verdict types (PASS/REVISE, ACCEPT/REJECT), checkpoint rules, word-count targets, and exact exit markers like '[SOCRATIC-NON-GENERATION-EXIT: explicit_user_request]'. It falls short of anchor 5 because many directives depend on files absent from the bundle (agents/*.md definitions, scripts/run_ledger.py, templates/), leaving gaps a reader cannot execute from what ships here.

4 / 5

Workflow Clarity

The 6-phase orchestration workflow is clearly sequenced with explicit validation checkpoints (three Devil's Advocate checkpoints with PASS/REVISE verdicts), user-confirmation gates after Phase 1, revision loops 'capped at 2 iterations' with escalation to 'Acknowledged Limitations', IRON RULE checkpoint rules, and a failure-path table pairing trigger conditions with recovery strategies. This matches 'clear sequence with explicit validation steps; feedback loops for error recovery; checklists for complex processes' rather than the 4 anchor, which requires missing validation.

5 / 5

Progressive Disclosure

Structure exists and references are clearly signaled in purpose tables, but scored against the actual bundle: content that should be separate is inlined (the full bilingual review-form note and routing core, both of which have canonical files), and most referenced paths — agents/, templates/, examples/, shared/, scripts/ — do not exist in this bundle, leaving the Reference Files, Templates, Examples, and Agent File References tables pointing at missing files. This fits 'some structure but could be better organized; content that should be separate is inline' rather than the 4 anchor, whose 'minor organization gaps' understates the missing-bundle-file problem, and above the 2 anchor, since the structure is genuinely well organized, not minimal.

3 / 5

Total

14

/

20

Passed

Description

96%Weight 40%Scale 1-5

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

An exceptionally strong description: concrete capability enumeration, an explicit 'Triggers on:' clause with natural multilingual keywords, and third-person voice throughout. The only weakness is that the very broad trigger 'research' and the family of adjacent academic skills create minor distinctiveness overlap.

DimensionReasoningScore

Specificity

The description lists multiple specific concrete actions — 'research question formulation', 'systematic literature search', 'source verification', 'cross-source synthesis', 'risk of bias assessment', 'meta-analysis', 'APA 7.0 report compilation', 'editorial review', 'ethics review', 'post-research literature monitoring' — giving comprehensive capability coverage with no vague filler. This matches the 'multiple specific concrete actions; comprehensive coverage' anchor rather than the 4 anchor, which requires minor coverage gaps.

5 / 5

Completeness

It explicitly answers both 'what' (a 13-agent pipeline covering formulation through monitoring, with 8 named modes) and 'when' ('Triggers on: ...' followed by concrete trigger phrases). This is the anchor-5 pattern 'clearly and explicitly answers both what AND when with concrete trigger phrases'; a 4 would require the 'when' to be less explicit, but it is an explicit trigger clause.

5 / 5

Trigger Term Quality

The 'Triggers on:' list gives comprehensive natural terms — 'research', 'deep research', 'literature review', 'systematic review', 'meta-analysis', 'PRISMA', 'evidence synthesis', 'fact-check', 'guide my research', 'help me think through' — plus synonyms and multilingual equivalents (Spanish, Traditional Chinese, Korean). Coverage includes the natural phrases a user would actually say; a 4 would require missing common variations, which is not the case here.

5 / 5

Distinctiveness Conflict Risk

The skill occupies a distinct research/literature niche with differentiated modes, but the bare trigger 'research' is broad and the skill family includes closely related skills it names in metadata (academic-paper, academic-pipeline) plus academic-paper-reviewer, creating overlap risk on generic academic requests. This fits 'mostly distinct; minor overlap risk with closely related skills' rather than the 5 anchor's 'minimal conflict risk', and is clearly above the 3 anchor's generic overlap.

4 / 5

Total

19

/

20

Passed

Validation

81%

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

Validation — 13 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

skill_md_line_count

SKILL.md is long (730 lines); consider splitting into references/ and linking

Warning

metadata_field

'metadata' should map string keys to string values

Warning

referenced_paths_exist

Referenced path issues: 5 missing

Warning

Total

13

/

16

Passed

Repository

Imbad0202/academic-research-skills

Path

deep-research/SKILL.md

Reviewed

Table of Contents

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