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sps-commerce

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

59

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/sps-commerce/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

67%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 to driving SPS Commerce through the Membrane CLI, with concrete commands and a clear connection-state feedback loop. Its weaknesses are some unnecessary product-background explanation and an inline entity enumeration that slightly inflate the token budget.

Suggestions

Trim the opening paragraph explaining what SPS Commerce is and who uses it; Claude already knows the platform or can infer it from the named trigger.

Move the ~36-item entity list into a separate reference file (e.g. references/entities.md) and keep only the most common ones inline, improving both conciseness and progressive disclosure.

Add an explicit verification step after running actions or proxy requests (e.g. check the output/error fields and confirm the expected record changed) to strengthen the workflow's validation checkpoint for potentially destructive operations.

DimensionReasoningScore

Conciseness

Quotes the intro "SPS Commerce is a cloud-based supply chain management platform. It helps retailers, suppliers, and distributors..." and the ~36-item entity list — these explain product background and enumerate entities Claude could mostly derive, so the body is mostly efficient but includes unnecessary explanation that could be tightened.

3 / 5

Actionability

Quotes concrete copy-paste commands like "npm install -g @membranehq/cli@latest", "membrane connection ensure", "membrane action run <actionId> --connectionId=CONNECTION_ID --json" and a proxy options table — mostly executable guidance with only minor gaps (placeholders such as CONNECTION_ID and actionId).

4 / 5

Workflow Clarity

Quotes the sequenced flow Install → Authenticate → Connect → poll state → Search → Run, with explicit state checkpoints ("READY", "CLIENT_ACTION_REQUIRED", "CONFIGURATION_ERROR") forming a feedback loop for connection setup; minor validation gaps remain after action execution, but the primary multi-step workflow has clear checkpoints.

4 / 5

Progressive Disclosure

Quotes well-organized sections ("## Working with SPS Commerce", "### Connecting", "## Popular actions", "## Best practices") in a single self-contained file with no nested references; good structure, though the long entity list and proxy options table could arguably live in a separate reference file, leaving minor organization gaps.

4 / 5

Total

15

/

20

Passed

Description

70%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 cleanly states what the skill does and when to use it with a named-platform trigger that is highly distinctive. Its main weakness is generic action language ('manage', 'automate workflows') rather than concrete SPS Commerce operations, which limits specificity.

DimensionReasoningScore

Specificity

Quotes "Manage data, records, and automate workflows" — it names the SPS Commerce domain plus several action areas, but the actions are generic ('manage', 'automate') rather than concrete operations, matching the anchor that lists 1-2 actions without comprehensive coverage.

3 / 5

Completeness

Quotes the 'what' ("SPS Commerce integration. Manage data, records, and automate workflows.") and an explicit 'when' ("Use when the user wants to interact with SPS Commerce data."); both are present but the 'when' is somewhat narrow and could list more concrete triggers, matching the 'has both what and when; when could be more specific' anchor.

4 / 5

Trigger Term Quality

Quotes "SPS Commerce" and "SPS Commerce data" — the dominant natural term users would say is well covered, with reasonable supporting terms (data, records, workflows); only a few natural variations are missing, fitting the 'good keyword coverage' anchor.

4 / 5

Distinctiveness Conflict Risk

Quotes "SPS Commerce" — a named platform gives it a clear, distinct niche with minimal conflict risk, but the generic action phrasing ('manage data, records, automate workflows') leaves minor overlap risk with adjacent supply-chain skills, fitting the 'mostly distinct; minor overlap risk' anchor.

4 / 5

Total

15

/

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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