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devtu-auto-discover-apis

Automatically discover life science APIs online, create ToolUniverse tools, validate them, and prepare integration PRs. Performs gap analysis to identify missing tool categories, web searches for APIs, automated tool creation using devtu-create-tool patterns, validation with devtu-fix-tool, and git workflow management. Use when expanding ToolUniverse coverage, adding new API integrations, or systematically discovering scientific resources.

79

Quality

100%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

100%

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

The SKILL.md body is a well-structured overview: concise, concrete, and tightly sequenced across four phases with validation checkpoints and feedback loops. Detailed templates are appropriately offloaded to two real reference files at one level of depth, with clear navigation.

DimensionReasoningScore

Conciseness

The body is lean — tables, terse bullets, and a compact ASCII diagram — and assumes Claude's competence, never explaining what an API or git is, so every token earns its place; it is not the verbose, concept-explaining anchor at score 1.

3 / 3

Actionability

It gives executable commands ("python scripts/test_new_tools.py [api_name] -v", git branch/commit/PR steps), concrete web-search query templates, a point-valued scoring rubric, and a critical-requirements checklist — specific and actionable, with full code templates appropriately delegated to references.

3 / 3

Workflow Clarity

The four-phase workflow is explicitly sequenced with human approval gates after each phase, and the validation phase includes a checklist plus a fix feedback loop ("Fix failures with Skill(skill='devtu-fix-tool')"), satisfying the highest anchor for clear sequence with validation checkpoints.

3 / 3

Progressive Disclosure

The body is an overview that clearly signals two one-level-deep references — "see [references/tool-templates.md]" and "Full guide: [references/validation-guide.md]" — both of which are real files, with a dedicated References section, matching the well-signaled one-level-deep anchor.

3 / 3

Total

12

/

12

Passed

Description

100%

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: it enumerates concrete actions, supplies an explicit "Use when…" trigger clause with natural phrasings, and carves out a distinct niche with named sibling skills. It is concise yet complete, answering both what and when without fluff.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — "discover life science APIs", "create ToolUniverse tools, validate them, and prepare integration PRs" plus "gap analysis", "web searches", "automated tool creation" — matching the anchor for listing several specific actions rather than naming only a domain.

3 / 3

Completeness

Explicitly answers both what (discover/create/validate/integrate APIs) and when (a clear "Use when…" clause with three trigger scenarios), satisfying the highest anchor for both what AND when with explicit triggers.

3 / 3

Trigger Term Quality

The "Use when expanding ToolUniverse coverage, adding new API integrations, or systematically discovering scientific resources" clause provides natural phrasings a user would say when needing this skill, covering multiple variations rather than only technical jargon.

3 / 3

Distinctiveness Conflict Risk

The life-science-API-to-ToolUniverse niche is distinct, and naming sibling skills (devtu-create-tool, devtu-fix-tool, devtu-github) bounds it clearly so it is unlikely to trigger for unrelated skills.

3 / 3

Total

12

/

12

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

referenced_paths_exist

Referenced path issues: 1 missing

Warning

Total

15

/

16

Passed

Repository
mims-harvard/ToolUniverse
Reviewed

Table of Contents

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