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happyfox-chat

HappyFox Chat integration. Manage Chats, Agents, Visitors, Departments, Reports, Integrations. Use when the user wants to interact with HappyFox Chat data.

54

Quality

61%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

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tessl review fix ./skills/happyfox-chat/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 strong actionable CLI guidance and reasonable structure, but mutative operations lack validation checkpoints and there is mild over-explanation of concepts Claude could infer.

Suggestions

Add an explicit validation/verification step after mutating actions (e.g. re-fetch the created/updated resource or check the response status) to satisfy the feedback-loop requirement for destructive/batch operations.

Trim narrative asides Claude can infer (such as the auth-plumbing rationale) to tighten token efficiency.

DimensionReasoningScore

Conciseness

The body is mostly efficient and instruction-focused with executable CLI commands, but includes some explanation Claude could infer (e.g. 'This skill uses the Membrane CLI ... so you can focus on the integration logic rather than auth plumbing') and a somewhat padded connection-state breakdown.

3 / 5

Actionability

Provides concrete, executable commands (install, login, connection ensure, action list/run, request) with flags and JSON examples, covering the common cases; minor gaps like unfilled placeholders (CONNECTION_ID, <actionId>) keep it just short of copy-paste-ready 5.

4 / 5

Workflow Clarity

The connection workflow is sequenced (ensure -> poll -> READY/CLIENT_ACTION_REQUIRED) with state-based branching, but actions that create or modify data (action run, proxy POST/DELETE) lack explicit validation or verification checkpoints, which caps destructive/batch operations at 3.

3 / 5

Progressive Disclosure

Content is organized into clear sections (overview, install, auth, searching, popular actions, proxy, best practices) with no bundle files needed; some inline material (the long connection-state reference) could be split out, but navigation is easy and references are absent by design.

4 / 5

Total

14

/

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 covers a clear what and an explicit when-clause tied to a distinctive product name, but the action verbs are generic and trigger-term coverage relies almost entirely on the product name rather than natural synonyms.

Suggestions

Replace the generic verb 'Manage' with concrete actions (e.g. 'list, retrieve, and update chats, agents, visitors, departments, and reports') to raise specificity.

Add natural synonyms users might say beyond the product name, such as 'live chat', 'chat widget', or 'website visitors', to broaden trigger coverage.

DimensionReasoningScore

Specificity

Lists the domain ('HappyFox Chat integration') and enumerates several concrete capabilities (Chats, Agents, Visitors, Departments, Reports, Integrations), but actions are generic ('Manage') rather than specific verbs, so it names the domain and multiple objects without granular concrete actions.

3 / 5

Completeness

Clearly answers 'what' ('Manage Chats, Agents, Visitors...') and 'when' with an explicit 'Use when the user wants to interact with HappyFox Chat data' clause; the 'when' could be more specific with concrete trigger phrases, so it stops short of 5.

4 / 5

Trigger Term Quality

Includes the natural product name 'HappyFox Chat' and the phrase 'interact with HappyFox Chat data', but lacks synonyms and common variations a user might say (e.g. 'live chat', 'chat widget', 'visitors') beyond the product name.

3 / 5

Distinctiveness Conflict Risk

The product-specific name 'HappyFox Chat' gives it a clear niche with minimal conflict risk against other skills, though the generic 'manage ... data' phrasing leaves minor overlap with other 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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