clay-reference-architecture
Design production Clay enrichment pipelines with table schemas, waterfall patterns, and CRM sync. Use when architecting new Clay integrations, reviewing data flow design, or establishing enrichment pipeline standards. Trigger with phrases like "clay architecture", "clay best practices", "clay pipeline design", "clay reference", "clay data flow".
84
82%
Does it follow best practices?
Impact
Pending
No eval scenarios have been run
Advisory
Suggest reviewing before use
Quality
Discovery
100%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 strong skill description that clearly defines its domain (Clay enrichment pipeline architecture), lists specific capabilities, provides explicit 'Use when' guidance, and includes natural trigger phrases. It follows third-person voice and is concise without unnecessary padding. The description would effectively help Claude distinguish this skill from others in a large skill library.
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | Lists multiple specific concrete actions: 'Design production Clay enrichment pipelines', 'table schemas', 'waterfall patterns', and 'CRM sync'. These are concrete, domain-specific capabilities. | 3 / 3 |
Completeness | Clearly answers both 'what' (design enrichment pipelines with table schemas, waterfall patterns, CRM sync) and 'when' (architecting new Clay integrations, reviewing data flow design, establishing enrichment pipeline standards) with explicit trigger phrases. | 3 / 3 |
Trigger Term Quality | Includes natural trigger terms users would say: 'clay architecture', 'clay best practices', 'clay pipeline design', 'clay reference', 'clay data flow'. Also includes domain terms like 'enrichment pipelines', 'waterfall patterns', 'CRM sync' that users in this space would naturally use. | 3 / 3 |
Distinctiveness Conflict Risk | Highly distinctive with a clear niche around Clay-specific enrichment pipeline architecture. The combination of 'Clay', 'enrichment pipelines', 'waterfall patterns', and 'CRM sync' creates a very specific domain unlikely to conflict with other skills. | 3 / 3 |
Total | 12 / 12 Passed |
Implementation
64%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
This is a solid reference architecture skill with highly actionable, concrete guidance including executable Clay formulas, specific provider configurations, and detailed table schemas. Its main weaknesses are the lack of validation/verification steps in the workflow (no feedback loops for testing enrichment results or CRM sync success) and the monolithic structure that packs substantial detail into a single file rather than using progressive disclosure to separate reference material from the core workflow.
Suggestions
Add explicit validation checkpoints: e.g., 'After Step 2, verify enrichment columns return data for a test row before enabling conditional columns' and 'After CRM push, verify contact creation in HubSpot before enabling auto_run'.
Split detailed configurations (waterfall YAML, ICP formula, CRM sync config) into separate reference files and link from the main skill, keeping only the pattern overview and key decisions inline.
Remove the Prerequisites section — these are obvious context requirements that Claude can infer from the skill's purpose.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The content is reasonably efficient but includes some unnecessary elements like the Prerequisites section (Clay account, CRM target, ICP definition are obvious given the skill's purpose) and the Overview section restates what the description already covers. The ASCII diagrams, while helpful, are somewhat verbose. However, the core technical content earns its place. | 2 / 3 |
Actionability | Highly actionable with concrete, executable Clay formula syntax for ICP scoring, specific YAML configurations for waterfall patterns and CRM sync, detailed table schema with column execution order, and specific API endpoints and field mappings. The content is copy-paste ready for Clay table design. | 3 / 3 |
Workflow Clarity | The 5-step sequence is clear and logically ordered, and conditional execution gates are well-defined (e.g., ICP Score >= 70 for CRM push). However, there are no explicit validation checkpoints or feedback loops — no guidance on verifying enrichment results, testing webhook connectivity, validating CRM sync success, or handling partial failures in the pipeline. | 2 / 3 |
Progressive Disclosure | The content is well-structured with clear sections and a logical flow from pattern selection to CRM sync. However, it's a fairly long monolithic document (~180 lines of substantive content) that could benefit from splitting detailed configurations (waterfall patterns, ICP scoring formulas, CRM sync configs) into separate reference files. The single reference to 'clay-multi-env-setup' is appropriate but insufficient for the volume of inline detail. | 2 / 3 |
Total | 9 / 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 | |
- Commit
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- Reviewed
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