Choose and implement Clay integration architecture for different scales and use cases. Use when designing new Clay integrations, comparing direct vs queue-based vs event-driven, or planning architecture for Clay-powered data operations. Trigger with phrases like "clay architecture", "clay blueprint", "how to structure clay", "clay integration design", "clay event-driven".
83
81%
Does it follow best practices?
Impact
Pending
No eval scenarios have been run
Passed
No known issues
Quality
Discovery
89%Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.
This is a solid skill description with strong completeness and distinctiveness. It clearly identifies when to use the skill and provides explicit trigger phrases. The main weakness is that the 'what' portion could be more specific about concrete actions and deliverables beyond the general 'choose and implement' framing.
Suggestions
Add more specific concrete actions/outputs, e.g., 'Generates architecture diagrams, produces configuration templates, compares tradeoffs of direct vs queue-based vs event-driven patterns' to improve specificity.
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | The description names the domain (Clay integration architecture) and mentions some approaches (direct vs queue-based vs event-driven), but doesn't list concrete actions beyond 'choose and implement'. It lacks specifics about what the skill actually produces or does (e.g., generate config files, create architecture diagrams, write integration code). | 2 / 3 |
Completeness | The description clearly answers both 'what' (choose and implement Clay integration architecture for different scales and use cases) and 'when' (designing new Clay integrations, comparing architectures, planning architecture) with explicit trigger phrases. | 3 / 3 |
Trigger Term Quality | The description explicitly lists natural trigger phrases like 'clay architecture', 'clay blueprint', 'how to structure clay', 'clay integration design', 'clay event-driven'. These cover a good range of terms a user might naturally say when needing this skill. | 3 / 3 |
Distinctiveness Conflict Risk | The description is highly specific to Clay integration architecture with distinct triggers. The combination of 'Clay' + 'architecture/blueprint/integration design' creates a clear niche that is unlikely to conflict with other skills. | 3 / 3 |
Total | 11 / 12 Passed |
Implementation
72%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
This is a well-structured architectural decision guide with strong actionability through executable code examples and a clear decision matrix. The main weaknesses are the lack of validation/verification steps in the workflows (e.g., how to confirm data reached Clay, how to verify enrichment quality) and some minor verbosity in the prerequisites and ASCII diagrams. The progressive disclosure is handled well with a logical flow from simple to complex patterns.
Suggestions
Add explicit validation checkpoints to each architecture pattern, such as verifying webhook delivery (check Clay table row count), confirming enrichment completion, and validating output data before routing to CRM/outreach.
Remove the Prerequisites section — Clay account requirement and understanding data volume are self-evident and waste tokens.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The content is mostly efficient with good use of diagrams and code, but includes some unnecessary elements like the Prerequisites section (Clay account, understanding of requirements are obvious) and some prose that could be trimmed. The ASCII diagrams, while helpful, are verbose and could be simplified. | 2 / 3 |
Actionability | All three architecture patterns include executable TypeScript code with concrete implementations — webhook calls with rate limiting, Express handlers with routing logic, and BullMQ queue workers with circuit breakers. The decision matrix provides specific, actionable criteria for choosing between patterns. | 3 / 3 |
Workflow Clarity | The three architectures are clearly sequenced from simple to complex with good diagrams, but there are no explicit validation checkpoints or verification steps. For operations involving webhook integrations and queue-based pipelines (which can fail silently), there should be explicit steps to verify data arrived in Clay, confirm enrichment completed, and validate output data quality. | 2 / 3 |
Progressive Disclosure | Content is well-structured with clear sections progressing from simple to complex architectures. The decision matrix serves as a navigation aid. References to external resources and the related 'clay-known-pitfalls' skill are appropriately placed at the end without deep nesting. | 3 / 3 |
Total | 10 / 12 Passed |
Validation
81%Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.
Validation — 9 / 11 Passed
Validation for skill structure
| Criteria | Description | Result |
|---|---|---|
allowed_tools_field | 'allowed-tools' contains unusual tool name(s) | Warning |
frontmatter_unknown_keys | Unknown frontmatter key(s) found; consider removing or moving to metadata | Warning |
Total | 9 / 11 Passed | |
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Table of Contents
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