aha
Aha! integration. Manage data, records, and automate workflows. Use when the user wants to interact with Aha! data.
75
Does it follow best practices?
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Discovery
75%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 successfully identifies its niche (Aha! integration) and includes an explicit 'Use when' clause, making it complete and distinctive. However, it lacks specificity in describing concrete actions (what exactly can be managed or automated?) and could benefit from additional trigger terms related to Aha!'s domain (product management, roadmaps, features).
Suggestions
Replace vague actions with specific capabilities like 'Create and update features, manage product roadmaps, track releases, organize ideas'
Add domain-related trigger terms users might say: 'product roadmap', 'feature requests', 'releases', 'product management'
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | Names the domain (Aha!) and mentions general actions ('Manage data, records, and automate workflows'), but these are not concrete specific actions. 'Manage data' and 'automate workflows' are fairly generic and don't describe what specific operations can be performed. | 2 / 3 |
Completeness | Clearly answers both what ('Manage data, records, and automate workflows') and when ('Use when the user wants to interact with Aha! data') with an explicit 'Use when...' clause providing trigger guidance. | 3 / 3 |
Trigger Term Quality | Includes 'Aha!' as the primary trigger term which users would naturally say, and 'Aha! data' in the use-when clause. However, it's missing common variations or related terms users might use (e.g., 'product roadmap', 'features', 'ideas', 'releases', specific Aha! entity types). | 2 / 3 |
Distinctiveness Conflict Risk | 'Aha!' is a specific product name that creates a clear niche. The description is unlikely to conflict with other skills since it explicitly targets Aha! integration and users would need to mention 'Aha!' to trigger it. | 3 / 3 |
Total | 10 / 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 skill provides solid, actionable CLI commands for Aha! integration via Membrane, with good coverage of setup, actions, and proxy requests. However, it suffers from unnecessary content (the generic Aha! overview list), lacks validation/error handling guidance in workflows, and could be more concise by removing filler content that doesn't help Claude execute tasks.
Suggestions
Remove or significantly condense the 'Aha! Overview' bullet list - it describes Aha! concepts Claude already knows and provides no actionable guidance
Add validation steps after key operations (e.g., 'Verify connection succeeded by running membrane connection list' after connecting)
Include error handling guidance for common failure scenarios (auth failures, invalid connection IDs, rate limits)
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The skill includes some unnecessary content like the generic Aha! overview bullet list that doesn't provide actionable guidance. The 'Use action names and parameters as needed' line is vague filler. However, the CLI examples are reasonably efficient. | 2 / 3 |
Actionability | Provides concrete, executable CLI commands throughout with proper syntax examples. Commands are copy-paste ready with clear parameter placeholders and JSON input examples. | 3 / 3 |
Workflow Clarity | The setup flow is reasonably clear (install → login → connect → search → run), but lacks explicit validation checkpoints. No guidance on verifying successful connection or handling common errors in the workflow. | 2 / 3 |
Progressive Disclosure | Content is reasonably organized with clear sections, but the Aha! Overview section is a wall of bullet points that adds little value. Could benefit from linking to external references for advanced proxy usage or action discovery patterns. | 2 / 3 |
Total | 9 / 12 Passed |
Validation
90%Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.
Validation — 10 / 11 Passed
Validation for skill structure
| Criteria | Description | Result |
|---|---|---|
frontmatter_unknown_keys | Unknown frontmatter key(s) found; consider removing or moving to metadata | Warning |
Total | 10 / 11 Passed | |
- Reviewed
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