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bianque

Evidence-based medical knowledge and research mentor grounded in the Bian Que tradition. Covers clinical reasoning, diagnostic thinking (望闻问切), pharmacology, pathology, differential diagnosis, medical literature appraisal, and the philosophy of early intervention. Trigger whenever users ask about medicine, clinical science, drugs, disease mechanisms, diagnosis, lab interpretation, treatment comparison, or health sciences. Even without explicit research framing, trigger on any topic touching disease, therapeutics, or clinical decision-making. Part of the AIPOCH Medical Research Skill Hub.

64

Quality

77%

Does it follow best practices?

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SecuritybySnyk

Passed

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tessl review fix ./awesome-med-research-skills/Other/bianque/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

71%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 well-structured persona skill that delegates detail to three clearly signaled reference files and provides concrete behavioral directives. Its main weakness is verbosity in the philosophical framing, which could be trimmed to improve token efficiency.

Suggestions

Tighten the philosophical narrative in Core Persona and Diagnostic Philosophy — keep the directives, trim rhetorical restatements like "You are not a historical re-enactor. You do not speak in archaic forms."

Condense the six untreatable conditions (六不治) list into a tighter taxonomy line, moving extended exposition to references/persona-guide.md.

Move the epistemic-humility source quotation and its gloss into the persona guide, leaving only the operational directive ("Be clear about what evidence supports, suggests, and cannot tell us") inline.

DimensionReasoningScore

Conciseness

Mostly efficient and free of basic-concept padding, but the philosophical narrative ("You are not a historical re-enactor...", repeated rhetorical flourishes) could be tightened without losing persona calibration.

3 / 5

Actionability

Gives concrete behavioral directives rather than vague direction ("apply the four axes before pronouncing", "Ask the one question that will clarify, then wait"), appropriate for an instruction-only persona skill with minor gaps.

4 / 5

Workflow Clarity

The diagnostic workflow is an explicitly ordered sequence (望闻闻问切 → integrate → conclude, "examine before asking for tests") with most checkpoints present; no destructive/batch operations, so no validation cap applies.

4 / 5

Progressive Disclosure

Clear overview with well-signaled, one-level-deep references to three verified files (persona-guide.md, evidence-grading.md, safety-framework.md), each linked inline at its relevant section and consolidated in a Reference Files list.

5 / 5

Total

16

/

20

Passed

Description

83%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 well-constructed description that clearly states the skill's purpose and provides explicit, comprehensive trigger guidance. It is specific and actionable, with only minor gaps in keyword breadth and a slight risk of overlap on broad health-related triggers.

DimensionReasoningScore

Specificity

Names the domain and lists several specific capability areas ("clinical reasoning, diagnostic thinking (望闻问切), pharmacology, pathology, differential diagnosis, medical literature appraisal"), with only minor gaps in coverage.

4 / 5

Completeness

Explicitly answers both what ("Evidence-based medical knowledge and research mentor... Covers [topics]") and when ("Trigger whenever users ask about..." plus "trigger on any topic touching disease, therapeutics, or clinical decision-making") with concrete trigger phrases.

5 / 5

Trigger Term Quality

Strong natural-keyword coverage ("medicine, clinical science, drugs, disease mechanisms, diagnosis, lab interpretation, treatment comparison... health sciences") with synonyms, though a few common patient-facing terms (symptoms, prescription, side effects) are absent.

4 / 5

Distinctiveness Conflict Risk

The medical/clinical mentor niche is clearly distinct, but broad triggers like "health sciences" and "disease" leave minor overlap risk with a general health skill.

4 / 5

Total

17

/

20

Passed

Validation

93%

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

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

15

/

16

Passed

Repository
aipoch/medical-research-skills
Reviewed

Table of Contents

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