skill-example-synthesizer为 Skill 生成高质量正例、反例和边界例,提升路由与可理解性。;use for skills, examples, routing workflows;do not use for 只给笼统例子, 忽视误触发场景.
Install via ClawdBot CLI:
clawdbot install 52yuanchangxing/skill-example-synthesizerGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Calls external URL not in known-safe list
https://example.invalid/skills/skill-example-synthesizerAudited Apr 17, 2026 · audit v1.0
Generated May 5, 2026
A developer wants to improve the routing of a weather skill by providing high-quality positive, negative, and boundary examples. Using this synthesizer, they generate examples that cover typical weather queries, non-weather queries, and edge cases like ambiguous location names, reducing false positives and improving user experience.
A product manager is adding a new alarm-setting skill to a voice assistant. They use the synthesizer to create examples that distinguish between setting alarms, timers, and reminders, including edge cases like recurring alarms or overlapping times, ensuring accurate routing and user satisfaction.
A chatbot developer notices that their booking system skill often misclassifies cancellation requests as new bookings. By generating negative and boundary examples with the synthesizer, they add examples for booking modifications, cancellations, and non-booking queries, improving the intent classification accuracy.
A QA engineer is tasked with validating a new email automation skill. They use the synthesizer to draft a comprehensive set of examples covering core actions (send, draft, delete), anti-patterns (non-email requests), and boundary cases (empty subject, multiple recipients), which they then review and refine for testing.
An open-source project maintainer wants to clearly document the capabilities of a file management skill. They use the synthesizer to generate examples for common tasks (create, read, update, delete), along with anti-examples for non-file operations and boundary cases like permission errors, which are then included in the SKILL.md and README.
Offer basic example generation for free, but charge a subscription for access to a curated library of high-quality examples across various domains and skills, along with priority support and advanced customization.
License the synthesizer as part of a suite of AI development tools for enterprises, including integration with their existing CI/CD pipelines, custom templates, and dedicated account management.
Provide the synthesizer as a cloud API, charging per generation request or per example, with tiered pricing based on volume. This model targets developers and companies needing on-demand example generation.
💬 Integration Tip
Integrate the synthesizer into your skill development workflow by running the provided Python script with your skill's spec and template as inputs. Review and customize the generated examples before adding them to your SKILL.md file.
Scored Jun 29, 2026
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