← ClaudeAtlas

skill-discovery-optimizerlisted

Use only for an existing Agent Skill (a local folder with SKILL.md) whose core behavior already works or is nearly complete. Review and optimize its discovery and routing metadata, test false-positive and false-negative triggers, improve trust and installability, generate English and Chinese release materials, and optionally publish it to the authenticated user's confirmed GitHub repository and verify remote installation and skills.sh listing. Trigger for requests such as "audit my skill before publishing", "reduce false triggers and missed triggers in this SKILL.md", "optimize my skill description and GitHub metadata", "帮我审阅并优化这个 Agent Skill", "减少这个 Skill 的误触发和漏触发", "让其他 Agent 更容易搜到并触发它", or "生成中英文 README 后上传 GitHub". Do not use to build the skill's core functionality, install somebody else's skill, perform generic repository publishing or bilingual README work merely because a project is called a skill, do generic web GEO/SEO, run long-term growth analytics, or publish an MCP server.
Bing-Bryan/skills-by-bing · ★ 3 · AI & Automation · score 76
Install: claude install-skill Bing-Bryan/skills-by-bing
# Skill Discovery Optimizer Optimize an existing Agent Skill for agent-side discovery, semantic routing, trust, installation, and launch readiness. Treat publishing as an optional final step. 优化已经可运行的 Agent Skill,使其更容易被其他 Agent 发现、理解、信任、安装和触发。发布只是可选的最后一步。 ## Core model / 核心模型 Judge every change against four surfaces: 1. **Registry discovery** — searchable name, description, source metadata, and successful skills.sh listing. 2. **Semantic routing** — realistic bilingual trigger phrases and explicit negative boundaries. 3. **Trust and conversion** — safe repository, clear documentation, license, examples, and a working install command. 4. **Open-web discovery** — GitHub description/topics and relevant curated directories. Reject changes that improve none of these surfaces. Do not confuse this work with generic content optimization. ## Workflow / 工作流 ### 1. Select the operating mode - **audit** — inspect and report only; do not edit files or write externally. - **optimize** — edit the local skill and release materials; do not publish. - **publish** — optimize, commit, push, and verify after the GitHub destination is confirmed. - **distribute** — perform separately approved discovery-channel actions after publication. Infer the narrowest mode from the request. Do not cross into a later mode without explicit user intent. ### 2. Inspect the target - Require a local folder containing a working `SKILL.md` draft. - Read the full skill, its scripts/references/assets, reposi