jbaruch/pidge
Context tile for pidge notification library v3 - async API with NotificationClient, Message, and dispatch pattern
99
Quality
99%
Does it follow best practices?
Impact
100%
2.85xAverage score across 3 eval scenarios
Passed
No known issues
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 an excellent skill description that follows best practices. It provides specific concrete actions, comprehensive trigger terms covering both technical and natural language variations, explicit 'Use when...' guidance, and highly distinctive identifiers that minimize conflict risk with other skills.
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | Lists multiple specific concrete actions: 'Configures NotificationClient handlers', 'implements async dispatch workflows', and 'handles DispatchError failures'. Also mentions specific tasks like 'setting up API keys, dispatching messages, and handling delivery errors'. | 3 / 3 |
Completeness | Clearly answers both what (configures handlers, implements workflows, handles failures) AND when with explicit 'Use when...' clause listing specific trigger scenarios including library names, components, and common tasks. | 3 / 3 |
Trigger Term Quality | Excellent coverage of natural terms users would say: 'pidge', 'pidge v3', 'pidge notifications', 'NotificationClient', 'async notifications', 'pidge integration', 'API keys', 'dispatching messages', 'delivery errors'. Includes both library-specific and general task terms. | 3 / 3 |
Distinctiveness Conflict Risk | Highly distinctive with specific library name 'pidge v3', specific class names like 'NotificationClient' and 'DispatchError', and clear domain of 'async Python services'. Very unlikely to conflict with other notification or Python skills. | 3 / 3 |
Total | 12 / 12 Passed |
Implementation
100%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-crafted skill that efficiently teaches pidge v3 integration with executable code examples, clear validation steps, and explicit error handling patterns. The content respects token budget while providing complete, actionable guidance including retry logic and best practices. The only minor improvement would be noting which DispatchError subtypes indicate permanent vs transient failures.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The content is lean and efficient, providing only what's needed for pidge v3 integration. No unnecessary explanations of basic concepts like async/await or what notifications are—assumes Claude's competence throughout. | 3 / 3 |
Actionability | All code examples are fully executable Python with proper imports, context managers, and error handling. The retry pattern with exponential backoff is copy-paste ready with concrete implementation details. | 3 / 3 |
Workflow Clarity | Clear sequence from config → client → dispatch → verify result → handle errors. Explicit validation checkpoint with result.success check, and feedback loop for retry logic with clear termination conditions. | 3 / 3 |
Progressive Disclosure | For a focused, single-library skill under 100 lines, the structure is appropriate. Clear sections (Pattern, Verifying, Error Handling, Best Practices) organize content logically without needing external file references. | 3 / 3 |
Total | 12 / 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
Table of Contents