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tune

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

57

Quality

66%

Does it follow best practices?

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SecuritybySnyk

Passed

No findings from the security scan

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tessl review fix ./skills/tune/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

75%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 a well-structured, actionable CLI integration guide with concrete commands, clear connection-state validation, and a sensible workflow, held back only by minor over-explanation, placeholder-only examples, and a dangling step reference.

DimensionReasoningScore

Conciseness

The body is mostly efficient command reference and structured state handling, with only minor over-explanation such as 'optimize their ad spend and improve ROI' and the auth-plumbing aside that could be trimmed.

4 / 5

Actionability

It provides concrete executable commands throughout (install, login, connection ensure, action list/run, request) with a clear proxy-options table, but relies on placeholders like CONNECTION_ID and /path/to/endpoint that the user must substitute.

4 / 5

Workflow Clarity

The install→login→connect→poll→search/run sequence is clear with validation checkpoints for connection state and a poll→act→re-poll feedback loop, though a dangling 'skip to Step 2' reference with no labeled Step 2 is a minor gap.

4 / 5

Progressive Disclosure

As a single-file skill with no bundle, it is well-organized into clear sections with no nested references; the detailed clientAction state machine and proxy options are inline content that could be split out but are reasonably scoped for a getting-started guide.

4 / 5

Total

16

/

20

Passed

Description

57%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 correctly pairs a what-clause with an explicit Use-when trigger tied to a named platform, but its action language is generic and it omits the domain-specific terms TUNE users would naturally say.

Suggestions

Replace generic verbs with concrete TUNE operations, e.g. 'Query campaigns, pull attribution and partner reports, and manage subscriptions and users' to lift specificity.

Add natural trigger terms a TUNE user would actually say, such as 'campaigns', 'attribution', 'postbacks', 'partner reports', or 'TUNE dashboard'.

Tighten the Use-when clause to reference concrete scenarios, e.g. 'Use when the user wants to query TUNE campaign data or generate attribution/partner reports.'

DimensionReasoningScore

Specificity

Phrases like 'Manage data, records, and automate workflows' name the TUNE domain but describe only generic action categories rather than concrete operations, matching the anchor for minimal/generic actions.

2 / 5

Completeness

It explicitly states both what it does ('Manage data, records, and automate workflows') and when to use it ('Use when the user wants to interact with TUNE data'), but the what is generic and the when lacks concrete trigger phrases.

4 / 5

Trigger Term Quality

It includes the key product term 'TUNE' and a use-when phrase ('interact with TUNE data'), but misses the natural domain vocabulary users would say such as campaigns, attribution, reports, partners, or postbacks.

3 / 5

Distinctiveness Conflict Risk

TUNE is a named platform with an explicit trigger, giving a clear niche and low conflict risk, though the generic action wording leaves minor overlap with other data-integration skills.

4 / 5

Total

13

/

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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