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claid-ai

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

Quality

63%

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tessl review fix ./skills/claid-ai/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

61%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 delivers concrete, executable Membrane CLI commands with a solid connection-state handling loop, making it genuinely actionable. However, it contains two filler sections (an empty overview list and an action-free 'Popular actions' header) and broken workflow references ('skip to Step 2' with no Step 2), which hurt conciseness and sequence clarity.

Suggestions

Delete or populate the empty sections: the 'Claid AI Overview' bullet list and the 'Popular actions' header that lists no actions — either name actual Claid AI actions (e.g. photo enhancement, background removal) or remove the headings.

Fix the dangling workflow references: 'skip to **Step 2**' appears twice but no Step 2 exists — either define numbered steps (1. Connect, 2. Discover actions, 3. Run) or drop the step numbering entirely.

Add one end-to-end example (connect → find an action via --intent → run it with a sample --input) to cover the common case and lift actionability to fully copy-paste ready.

DimensionReasoningScore

Conciseness

The body is mostly efficient, command-focused prose, but wastes tokens on the empty 'Claid AI Overview' bullet list (Project/Media/Task/Model/User with no explanation) and a 'Popular actions' section that promises actions yet only reprints the search command. Matches anchor 3 ('mostly efficient but includes some unnecessary... could be tightened'); not 4 because those two sections are pure filler, not minor trim.

3 / 5

Actionability

Concrete, copy-paste-ready commands throughout: npm install, membrane login (including headless completion), connection ensure/get --wait, action list/run with --input JSON, and a proxy flag table. Not 5 because no actual Claid AI action is ever named or demonstrated — the 'Popular actions' section is empty and there is no end-to-end example.

4 / 5

Workflow Clarity

A sequence exists (install → login → connect → poll state → search → run → proxy fallback) with a real validation loop for connection states (BUILDING/READY/CLIENT_ACTION_ERROR handling and re-polling), but it references 'Step 2' twice with no Step 2 present and uses '1b' numbering for a step structure that doesn't exist, leaving the sequence incoherent in places. Anchor 3: steps listed but with gaps; not 4 because the broken step references actively confuse the workflow order.

3 / 5

Progressive Disclosure

Single well-sectioned SKILL.md with no bundle files and no nested references; content is appropriately inline for a CLI-usage skill of this size. Anchor 4 ('good structure... minor organization gaps'); not 5 because the dangling empty sections (Overview, Popular actions) and orphaned step numbering slightly undermine navigation.

4 / 5

Total

14

/

20

Passed

Description

48%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 has a clear, explicit trigger ('Use when the user wants to interact with Claid AI data') and a distinctive product name, but the capability description is generic boilerplate that never states what Claid AI actually does (image enhancement for e-commerce). Both 'what' and 'when' are present, yet the 'what' is too vague to be useful for skill selection.

Suggestions

Replace 'Manage data, records, and automate workflows' with the actual capability, e.g. 'Enhance and optimize product images for e-commerce (photo enhancement, background removal, upscaling) via the Claid AI API'.

Add natural trigger terms and synonyms users would say, such as 'images', 'photos', 'product photos', 'e-commerce visuals', or 'claid'.

State the 'what' concretely so it pairs with the existing 'Use when' clause, e.g. 'Use when the user mentions Claid AI or wants to improve/enhance product images for an online store.'

DimensionReasoningScore

Specificity

It names the domain ('Claid AI integration') but the actions — 'Manage data, records, and automate workflows' — are generic boilerplate; the actual capability (image enhancement for e-commerce, stated in the body) is never described. Not 3 because 'manage data' and 'automate workflows' are not concrete actions; not 1 because the domain is named.

2 / 5

Completeness

An explicit 'Use when...' clause is present, but the 'what' is vague ('Manage data, records, and automate workflows') and does not describe the real capability, so it sits between anchor 3 and 4. Not 4 because the 'what' half remains boilerplate; not 2 because the when-clause is explicit.

3 / 5

Trigger Term Quality

'Claid AI' in the 'Use when' clause is a strong, natural keyword a user would say, but coverage stops there — no synonyms or related natural terms like 'images', 'photos', 'product photos', or 'image enhancement'. Matches anchor 3 ('some relevant keywords but missing common variations or synonyms'); not 4 because the natural-term coverage is a single product name.

3 / 5

Distinctiveness Conflict Risk

The trigger clause gates on 'Claid AI', giving minimal conflict risk, but the generic 'Manage data, records, and automate workflows' phrasing overlaps with any data-management or automation skill. Mostly distinct with minor overlap risk — anchor 4; not 5 because the generic action phrasing could pull it toward unrelated data/records requests.

4 / 5

Total

12

/

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.

Validation — 15 / 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

Path

skills/claid-ai/SKILL.md

Reviewed

Table of Contents

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