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data-routing

Data source selection decision tree. Load this skill BEFORE any backtest or data-fetching task to choose the best available data source.

71

Quality

87%

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.

A tightly written, highly actionable routing skill with clear workflows and good deferral of detail to source-specific skills. It is near-exemplary for an instruction-only meta-skill.

DimensionReasoningScore

Conciseness

Lean, table-driven content with no padding or re-explanation of concepts Claude already knows; every section (overview, decision tree, symbol formats, fallback) earns its place.

3 / 3

Actionability

Concrete priority lists per market, exact symbol formats, an explicit env-var check (TUSHARE_TOKEN), and a real call (load_skill('akshare')) give copy-applicable guidance; the illustrative fallback block is clearly a behavior description, not pseudocode to run.

3 / 3

Workflow Clarity

The analysis scenario is a clearly numbered sequence (identify market -> pick source by priority -> load skill) with an availability-check feedback loop that switches to a fallback on 'connection timeout', matching the score-3 anchor.

3 / 3

Progressive Disclosure

A single-purpose, well-sectioned overview that defers API details to per-source skills via load_skill; no bundle files exist or are needed, and references are one level deep and clearly signaled.

3 / 3

Total

12

/

12

Passed

Description

75%

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, well-targeted description that explicitly covers both capability and trigger context, with a clear niche. It could be improved by naming more concrete actions and broadening trigger-term coverage.

Suggestions

Add one or two more concrete actions (e.g., 'route symbols to the right data source, fall back when a source is unavailable') to lift specificity to 3.

Broaden trigger terms with natural variations like 'fetch market data', 'get historical prices', or 'symbol data source' to improve trigger_term_quality.

DimensionReasoningScore

Specificity

Names the domain ('Data source selection decision tree') and one concrete action ('choose the best available data source'), but does not list multiple specific actions like the score-3 anchor, so it falls short of comprehensive.

2 / 3

Completeness

Clearly states what it does (data source selection decision tree) and when to use it ('Load this skill BEFORE any backtest or data-fetching task'), satisfying both what and when with an explicit trigger clause.

3 / 3

Trigger Term Quality

Includes natural triggers ('backtest', 'data-fetching task') a user would say, but coverage is thin — missing common variations like 'fetch data', 'get market data', or 'historical data'.

2 / 3

Distinctiveness Conflict Risk

The backtest/data-fetching routing niche is distinct from typical data skills, and its triggers are specific enough to avoid firing for unrelated skills.

3 / 3

Total

10

/

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

frontmatter_unknown_keys

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

Warning

Total

15

/

16

Passed

Repository
charliedream1/ai_quant_trade
Reviewed

Table of Contents

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