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automox

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

Quality

68%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

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tessl review fix ./skills/automox/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 body is a well-structured, actionable guide: concrete CLI commands for auth, connection lifecycle, action discovery/execution, and a proxy fallback, with clear state-handling checkpoints. Weaknesses are minor — a broken "Step 2" cross-reference, an empty "Popular actions" section, and slight generic-CLI boilerplate that could be trimmed.

Suggestions

Fix the dangling cross-references: either label the connection section "Step 1" and add a "Step 2" header for searching/running actions, or remove the "skip to Step 2" and "1b" numbering

Populate the "Popular actions" section with 3-5 concrete example actions (e.g. list devices, get patch reports) or remove the section since it duplicates the action-discovery command

Trim the generic Automox marketing intro and the "Use action names and parameters as needed" filler line to tighten token usage

DimensionReasoningScore

Conciseness

The body is mostly lean — commands, a flag table, and state-handling bullets with little padding. Minor trims possible: the "Automox is a cloud-native platform..." intro explains what Claude can infer, the filler line "Use action names and parameters as needed", and the awkward "**Agent Types**" sentence. Fits anchor 4, not 5, due to these minor over-explanations.

4 / 5

Actionability

Concrete, copy-paste-ready CLI commands throughout (`membrane connection ensure "https://www.automox.com/" --json`, `membrane action run <actionId> --input '{...}' --json`, proxy flag table). Minor gap: the "Popular actions" section lists no actual actions, just a repeated discovery command, and CONNECTION_ID placeholders require substitution without a worked end-to-end example. Fits anchor 4, not 5.

4 / 5

Workflow Clarity

Clear install → login → connection ensure → poll → search → run → proxy-fallback sequence with polling checkpoints and explicit state handling (READY / CLIENT_ACTION_REQUIRED / CONFIGURATION_ERROR with next actions). Not 5 because "skip to **Step 2**" references a section that doesn't exist and "1b" appears without a "1", leaving the numbering incoherent; not a destructive/batch operation so no cap applies.

4 / 5

Progressive Disclosure

No bundle files exist; the skill is a single self-contained document (~147 lines) with clear section headers, appropriately sized content, and a clearly signaled official-docs link. Minor organization gaps (dangling step numbering, redundant "Popular actions" section duplicating the search command) keep it at anchor 4 rather than 5.

4 / 5

Total

16

/

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 correctly includes an explicit "Use when..." clause and anchors on the Automox name, but the capability statement is generic and circular. It reads as a template integration description rather than one tailored to Automox's actual domain (patch management, endpoints, policies).

Suggestions

Replace "Manage data, records, and automate workflows" with Automox's concrete capabilities, e.g. "Manage endpoints, patches, policies, and reports in Automox"

Add natural trigger terms users would say, such as "patching", "endpoints", "devices", or "patch management", to the Use-when clause

Make the when-clause specific rather than circular, e.g. "Use when the user mentions Automox, endpoint patching, or device compliance"

DimensionReasoningScore

Specificity

"Manage data, records, and automate workflows" names the domain (Automox) but the actions are generic — no concrete capabilities like patch management, endpoint management, or policies are mentioned. This matches anchor 2 ('names the domain but actions are minimal or generic'), not 3, which requires 1-2 concrete actions.

2 / 5

Completeness

Both parts are present but weak: the "what" ("Manage data, records, and automate workflows") is vague, and the "when" ("Use when the user wants to interact with Automox data") is circular — it restates the domain rather than giving concrete triggers. Falls between anchor 3 and 4; below 4 because the "what" lacks concrete actions.

3 / 5

Trigger Term Quality

"Automox" is a strong, naturally-spoken keyword, but the description misses common variations and synonyms users would say (patches, patching, endpoints, devices, policies), and "data"/"records" are generic. Fits anchor 3 ('some relevant keywords but missing common variations'), not 2, since Automox is a specific term users would naturally say.

3 / 5

Distinctiveness Conflict Risk

The trigger is dominated by the app name "Automox", making it mostly distinct, but the generic "Manage data, records, and automate workflows" phrasing has minor overlap risk with other integration/data-management skills. Fits anchor 4, not 5, because the generic wording isn't a clear niche-defining trigger.

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/automox/SKILL.md

Reviewed

Table of Contents

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