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alpha-vantage

Alpha Vantage integration. Manage data, records, and automate workflows. Use when the user wants to interact with Alpha Vantage data.

57

Quality

66%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

Fix and improve this skill with Tessl

tessl review fix ./skills/alpha-vantage/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.

The content is highly actionable and well-sequenced with strong command examples and state-handling guidance, but it inlines a large actions reference that belongs in a separate file and contains a broken step-cross-reference that slightly harms navigation.

Suggestions

Move the Popular actions table into a separate reference file (e.g. references/actions.md) and link to it from the body to improve progressive disclosure.

Fix the dangling navigation reference: the body says 'skip to Step 2' and has a '1b' section with no corresponding 'Step 2' or '1a' label, so relabel or remove these cross-references.

Trim the opening overview paragraph and editorial asides ('so you can focus on the integration logic rather than auth plumbing') to tighten token efficiency.

DimensionReasoningScore

Conciseness

The body is mostly executable commands with tight explanations, but the opening overview paragraph and a few phrases ('so you can focus on the integration logic rather than auth plumbing') are minor over-explanation that could be trimmed.

4 / 5

Actionability

Provides concrete, executable commands throughout (install, login, connection ensure, action run with JSON input) plus a dense Popular actions table with keys, with only minor gaps such as no fully worked end-to-end example tying the steps together.

4 / 5

Workflow Clarity

A clear sequenced workflow (install -> authenticate -> connect -> poll state with explicit recovery -> search/run actions) with polling feedback loops, but a dangling 'skip to Step 2' reference with no labeled Step 1a/Step 2 introduces a minor navigation gap.

4 / 5

Progressive Disclosure

Sections are well-organized, but the 15-row Popular actions table is inlined API-reference bulk that would be better placed in a separate reference file, and no external file references are used at all.

3 / 5

Total

15

/

20

Passed

Description

62%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.

The description answers both 'what' and 'when' with a clear brand anchor, but the capability language is generic ('manage data, records, automate workflows') rather than naming concrete Alpha Vantage operations, and trigger phrases could be more natural.

Suggestions

Replace generic actions ('Manage data, records, and automate workflows') with concrete Alpha Vantage capabilities such as 'Fetch stock time series, technical indicators, forex, and crypto data'.

Add natural user trigger phrases to the 'Use when' clause, e.g. 'Use when the user wants stock prices, market data, technical indicators, or financial analytics from Alpha Vantage.'

Include common synonyms/extensions a user might say (e.g. 'stock data', 'financial API') to improve trigger term coverage.

DimensionReasoningScore

Specificity

Names the Alpha Vantage domain and lists a few actions ('Manage data, records, and automate workflows'), but the actions are generic rather than concrete operations like 'fetch' or 'extract', placing it at the domain-plus-actions level without comprehensive coverage.

3 / 5

Completeness

States both a 'what' ('Alpha Vantage integration. Manage data, records...') and an explicit 'Use when' trigger ('Use when the user wants to interact with Alpha Vantage data'), though the 'when' clause is somewhat generic rather than concrete triggers.

4 / 5

Trigger Term Quality

Includes the brand keyword 'Alpha Vantage' and 'data', but lacks natural user phrases or synonyms such as 'stock prices', 'financial data', or 'API' that a user would commonly say.

3 / 5

Distinctiveness Conflict Risk

The explicit 'Alpha Vantage' brand name gives it a clear niche and makes it unlikely to trigger for the wrong skill, with only minor overlap risk with other data-integration skills.

4 / 5

Total

14

/

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
membranedev/application-skills
Reviewed

Table of Contents

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