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tooluniverse-regulatory-variant-analysis

Non-coding/regulatory variant interpretation — GWAS association lookup, eQTL evidence (GTEx), chromatin state (ENCODE), regulatory variant scoring (RegulomeDB, CADD), TF-binding disruption, and sequence-based deep-learning prediction (AlphaGenome/AlphaGenome Atlas) for when annotation databases are silent. Use for non-coding GWAS hit interpretation, eQTL-based gene assignment, and regulatory mechanism reasoning. Distinct from coding-variant tools.

68

Quality

81%

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The canonical home for this skill is tooluniverse-regulatory-variant-analysis in mims-harvard/ToolUniverse

SKILL.md
Quality
Evals
Security

Quality

Content

70%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 highly actionable for a tool-orchestration skill — exact tool names, parameter gotchas, conditional phases, and fallback loops — and the workflow is unambiguous. Its weaknesses are repetition and inlined domain tutorials that pad the token budget, and the absence of any progressive disclosure: four example workflows and detailed phase content all live inline in a single long SKILL.md with no reference files.

Suggestions

Consolidate the ALPHA_GENOME_API_KEY fallback, which is currently explained in full in Phase 0.5, Phase 4.5, and Fallback Strategies — state it once in Phase 0.5 and reference it elsewhere.

Cut domain knowledge Claude already has (histone mark meanings in the 'Is the variant in a regulatory element?' section, eQTL tissue-specificity interpretation in Phase 2) down to the decision-relevant minimum.

Move the four example workflows into a references/EXAMPLES.md and link to it from a short 'Example Workflows' pointer, keeping SKILL.md as a lean overview of the phases.

DimensionReasoningScore

Conciseness

Quotes: "H3K27ac signals active enhancers and active promoters; H3K4me1 alone marks poised enhancers; H3K4me3 marks active promoters; H3K27me3 marks silenced regions" and "A tissue-specific eQTL suggests cell-type-specific regulation; a ubiquitous eQTL suggests a core regulatory element" — didactic domain knowledge Claude already has. The ALPHA_GENOME_API_KEY fallback is explained three times (Phase 0.5: "If it isn't configured, the AlphaGenome tools won't appear...", Phase 4.5: "If it's unavailable (no key)...", Fallback Strategies: "AlphaGenome tools aren't in your toolset: ..."), and the ASCII workflow diagram restates the phase headers. Not 4: the padding is more than minor; not 2: the bulk is dense, non-obvious tool guidance (param gotchas, API quirks) that earns its tokens.

3 / 5

Actionability

Quotes: "`EnsemblVEP_annotate_rsid` (param is `variant_id`, not `rsid`)", "Use `assay_title="TF ChIP-seq"` (not just "ChIP-seq")", "Use `p_value=5e-8` for genome-wide significance", and concrete example calls like "RegulomeDB_query_variant(rsid="rs429358")". Mostly executable, tool-accurate guidance with exact parameter names and values. Not 5: example workflows 3 and 4 use placeholder arguments ("chromosome=..., position=...") and no end-to-end runnable form is shown; minor gaps remain.

4 / 5

Workflow Clarity

Quotes: an explicit phase sequence (Phase 0 through Phase 6) with conditional branches — "Run this phase when either condition holds: (a) Phases 1-4 came back empty or weak... or (b) Phase 0.5's AVI_SCORE was high" — plus error-recovery feedback loops in Fallback Strategies ("GWAS Catalog returns empty: Switch from free-text `disease_trait` to `efo_id`") and validation checkpoints ("Use `GTEx_get_median_gene_expression` to confirm that the target gene is actually expressed... before placing weight on eQTL evidence"). Matches the score-5 anchor: clear sequence, explicit checkpoints, feedback loops for error recovery. Not a destructive/batch skill, so no cap applies.

5 / 5

Progressive Disclosure

No bundle files exist (no references/, scripts/, or assets/ directories) and everything is inlined in a ~280-line SKILL.md, including four full example workflows ("### GWAS Variant Functional Annotation (rs429358 / APOE)", "### Annotation-Silent Variant Resolved via Sequence Prediction", etc.) that would fit naturally in a separate EXAMPLES.md. Section headers are clear, so structure exists, but content that should be split out is inline with no one-level-deep references — matching the score-3 anchor ('content that should be separate is inline'). Not 4: there is no reference structure at all to be 'mostly clear'; not 2: the document is well-sectioned and easy to navigate, not a wall of text or buried references.

3 / 5

Total

15

/

20

Passed

Description

92%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 strong description: comprehensive, tool-specific capability list with an explicit 'Use for' trigger clause and explicit boundary language against coding-variant skills. The only gap is minor synonym coverage in trigger terms.

DimensionReasoningScore

Specificity

Quotes: "GWAS association lookup, eQTL evidence (GTEx), chromatin state (ENCODE), regulatory variant scoring (RegulomeDB, CADD), TF-binding disruption, and sequence-based deep-learning prediction (AlphaGenome/AlphaGenome Atlas)" — multiple specific concrete actions with named tools, comprehensive coverage of the domain. Not 4: coverage has no notable gaps; every major capability is named explicitly.

5 / 5

Completeness

Quotes: the capability list answers 'what' explicitly, and "Use for non-coding GWAS hit interpretation, eQTL-based gene assignment, and regulatory mechanism reasoning" is an explicit 'when' clause with concrete trigger phrases. Matches the score-5 anchor directly; score 4 would require the 'when' to be less explicit or specific, which it is not.

5 / 5

Trigger Term Quality

Quotes: "non-coding/regulatory variant", "GWAS hit", "eQTL-based gene assignment", "regulatory mechanism reasoning" — good keyword coverage matching what practitioners would say. Not 5: common natural variations a user might say are missing (e.g., "enhancer", "promoter", "fine-mapping", "non-coding GWAS hit interpretation" is present but no synonyms like "interview a GWAS locus"). Not 3: coverage is well beyond 'some relevant keywords'.

4 / 5

Distinctiveness Conflict Risk

Quotes: "Distinct from coding-variant tools" plus a tightly-scoped non-coding/regulatory niche with named databases — clear niche with distinct triggers and explicit boundary language. Not 4: the description actively disambiguates against the nearest competing skill rather than merely having minor overlap risk.

5 / 5

Total

19

/

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.

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
mims-harvard/ToolUniverse
Reviewed

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