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kegg-database

Direct REST API access to KEGG (academic use only). Pathway analysis, gene-pathway mapping, metabolic pathways, drug interactions, ID conversion. For Python workflows with multiple databases, prefer bioservices. Use this for direct HTTP/REST work or KEGG-specific control.

89

1.97x
Quality

86%

Does it follow best practices?

Impact

93%

1.97x

Average score across 3 eval scenarios

SecuritybySnyk

Advisory

Suggest reviewing before use

SKILL.md
Quality
Evals
Security

Evaluation results

89%

54%

Cancer Gene Pathway Profiler

Gene-to-pathway mapping workflow

Criteria
Without context
With context

Uses kegg_api module

0%

100%

kegg_find for gene lookup

0%

70%

kegg_link for pathways

0%

100%

kegg_get for pathway details

0%

100%

Gene ID format

100%

100%

Tab-delimited parsing

100%

100%

Pathway ID extraction

50%

100%

Human organism code

100%

100%

No raw HTTP calls

0%

100%

Error response handling

30%

20%

100%

37%

Metabolite Pathway Explorer

Compound search and pathway retrieval formats

Criteria
Without context
With context

Uses kegg_api module

0%

100%

Formula search option

100%

100%

Compound-to-reaction link

0%

100%

Reaction-to-pathway link

0%

100%

KGML single-entry constraint

100%

100%

Compound ID format

100%

100%

Local result caching

100%

100%

Glycolysis KGML file

100%

100%

Tab-delimited parsing

100%

100%

No raw HTTP construction

0%

100%

90%

45%

Pharmacological Safety Analysis Tool

Drug interaction check and ID conversion

Criteria
Without context
With context

Uses kegg_api module

0%

100%

kegg_ddi for interactions

0%

100%

Drug ID format

100%

100%

Max entries constraint

100%

100%

kegg_conv for UniProt

0%

100%

Supported conversion target

100%

100%

kegg_get for drug entries

0%

100%

Tab-delimited conv parsing

100%

100%

No unsupported conversions

100%

100%

kegg_link for drug-gene targets

0%

0%

Error handling

42%

57%

Repository
K-Dense-AI/claude-scientific-skills
Evaluated
Agent
Claude Code
Model
Claude Sonnet 4.6

Table of Contents

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