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systematic-review

Structured methodology for comprehensive literature review following PRISMA guidelines. Use during literature search and screening stages.

64

Quality

75%

Does it follow best practices?

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SecuritybySnyk

Passed

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Fix and improve this skill with Tessl

tessl review fix ./researchclaw/skills/builtin/experiment/systematic-review/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

80%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.

A tight, well-structured instruction-only workflow that assumes Claude's competence and names concrete tools and fields. Its main gap is the absence of validation/verification checkpoints in a batch screening process, plus a lack of example queries.

Suggestions

Add explicit validation checkpoints, e.g., reconcile counts against a PRISMA flow diagram after screening.

Include example broad/narrow search query strings or concrete API invocations for the named databases.

Add a brief verification step to confirm inclusion/exclusion criteria were applied consistently.

DimensionReasoningScore

Conciseness

The body is lean and directive with no padding or explanations of concepts Claude already knows; every line earns its place, matching the 'lean and efficient' anchor.

5 / 5

Actionability

Provides concrete, specific guidance (named databases Semantic Scholar/arXiv/OpenAlex, exact extraction fields method/dataset/metrics) but lacks example queries or actual API/command invocations, leaving minor gaps.

4 / 5

Workflow Clarity

Steps are clearly sequenced 1-8, but there are no validation checkpoints (e.g., PRISMA flow reconciliation, consistency checks); screening many papers is a batch operation, so the missing validation cap applies.

3 / 5

Progressive Disclosure

Under 50 lines with no external references needed and a well-organized single section plus a clean numbered list, satisfying the simple-skill exception for progressive disclosure.

5 / 5

Total

17

/

20

Passed

Description

70%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.

A concise, third-person description that clearly states both purpose and use context around a well-defined PRISMA niche. Its main weakness is limited specificity of concrete actions and slightly thin trigger-term coverage.

Suggestions

Add 2-3 concrete actions (e.g., 'screen, extract, and synthesize') to raise specificity.

Broaden trigger terms to include synonyms users say, such as 'survey', 'related work', and 'prior work'.

Make the 'when' clause more explicit with concrete trigger phrases mirroring the metadata keywords.

DimensionReasoningScore

Specificity

Names the domain ('comprehensive literature review following PRISMA guidelines') and references concrete stages ('literature search and screening'), but lists no granular actions like extract/synthesize, fitting the '1-2 concrete actions, not comprehensive' anchor.

3 / 5

Completeness

Explicitly states both what (PRISMA-based review methodology) and when ('Use during literature search and screening stages'); the 'when' is present and stage-specific but could cite concrete trigger phrases to reach a 5.

4 / 5

Trigger Term Quality

Includes natural terms a user would say ('literature review', 'literature search', 'screening'), but omits common synonyms like 'survey', 'related work', or 'prior work' found elsewhere in the metadata.

4 / 5

Distinctiveness Conflict Risk

The PRISMA systematic-review niche is fairly distinct with low conflict risk, though 'literature review' is broad enough to risk minor overlap with general research skills.

4 / 5

Total

15

/

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
aiming-lab/AutoResearchClaw
Reviewed

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