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tooluniverse-literature-deep-research

Deep literature review — PubMed, EuropePMC, bioRxiv preprints, citation networks, evidence synthesis. Disambiguates queries, runs collision-aware searches, grades evidence T1-T4, and produces structured reports. Use for systematic literature review, meta-analysis evidence collection, and detailed answer-with-citations workflows.

78

Quality

98%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

96%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 is a tightly written, highly actionable multi-phase workflow with strong validation and feedback loops. Its only gap is that the five referenced companion files are not present in the bundle to confirm the progressive-disclosure structure resolves as signaled.

Suggestions

Ship the five referenced companion files (TOOL_NAMES_REFERENCE.md, REPORT_TEMPLATE.md, FULLTEXT_STRATEGY.md, WORKFLOW.md, EXAMPLES.md) in ./references/ so the signaled navigation actually resolves.

Consider a one-line note in the References section clarifying each file's trigger (e.g., 'open when writing the report' for REPORT_TEMPLATE.md) to make progressive disclosure intent explicit.

Verify referenced tool names and parameters against TOOL_NAMES_REFERENCE.md so the inline signatures stay accurate as the tool set evolves.

DimensionReasoningScore

Conciseness

Dense and bullet/table-driven with no padding about concepts Claude already knows; every line carries a tool name, parameter, or decision rule, matching the lean-and-efficient anchor.

5 / 5

Actionability

Provides executable tool-call signatures (e.g., "EuropePMC_search_articles(query=\"term1 term2 term3\", limit=5)") and concrete query templates with collision filters, matching the copy-paste-ready anchor.

5 / 5

Workflow Clarity

Clear four-phase sequence (Phase 0→1→2→3) with explicit validation checkpoints and feedback loops — collision detection (">20% off-topic"), PubMed zero-result fallback ("Always retry with EuropePMC... not optional"), and retry→fallback chains — matching the explicit-validation-with-error-recovery anchor.

5 / 5

Progressive Disclosure

Well-organized body with a clear References section signaling five one-level-deep files (TOOL_NAMES_REFERENCE.md, REPORT_TEMPLATE.md, etc.), but the referenced bundle files are not present in ./references/ to verify, so it sits just below the fully-resolved one-level-deep anchor.

4 / 5

Total

19

/

20

Passed

Description

100%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.

The description is strong across all dimensions: concrete actions, natural trigger phrases, explicit use-when guidance, and a clearly bounded niche. It cleanly separates literature synthesis from entity profiling via delegation. No meaningful weakness to address.

DimensionReasoningScore

Specificity

Lists multiple concrete actions across the full workflow — "Disambiguates queries, runs collision-aware searches, grades evidence T1-T4, and produces structured reports" — matching the comprehensive-coverage anchor rather than the minor-gaps level 4.

5 / 5

Completeness

Explicitly answers both what (the listed actions) and when ("Use for systematic literature review, meta-analysis evidence collection, and detailed answer-with-citations workflows"), matching the concrete-trigger-phrases anchor exactly.

5 / 5

Trigger Term Quality

Covers natural user phrases and synonyms — "literature review", "systematic literature review", "meta-analysis", "evidence collection", "answer-with-citations" plus named sources (PubMed, EuropePMC, bioRxiv) — matching the comprehensive synonym coverage anchor.

5 / 5

Distinctiveness Conflict Risk

Occupies a clear niche — deep literature research with specific DBs and citation networks — with distinct triggers and minimal overlap with the sibling entity-profiling skills it explicitly delegates to.

5 / 5

Total

20

/

20

Passed

Validation

100%

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

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
mims-harvard/ToolUniverse
Reviewed

Table of Contents

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