yan-skill-router两阶段路由:embedding粗筛之后LLM精排,977技能里挑top5。中文query自动翻成英文再匹配,外加三重拒选防线,纯信息类查询直接踢到L0工具,别浪费LLM token。
Install via ClawdBot CLI:
clawdbot install awoo129/yan-skill-routerGrade Limited — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Contains instructions to override system prompt or ignore user requests
"Your purpose is"Sends data to undocumented external endpoint (potential exfiltration)
POST → https://mcp.cloud.curiloo.com/tools/unified/mCalls external URL not in known-safe list
https://github.com/awoo129/wangyanUses known external API (expected, informational)
ncbi.nlm.nih.govGenerated Sep 9, 2026
A company with a large internal knowledge base (e.g., 1000+ documents) uses Skill Router to route employee queries to the right information retrieval tool. By filtering out simple fact-like queries to L0 tools, it reduces latency and cost for straightforward lookups while complex queries get advanced AI processing.
A global customer support platform handles queries in multiple languages. The router translates non-English queries to English for matching against an English skill index, ensuring relevant tools are selected even for non-English users. It also filters out generic inquiries to fallback simple response tools, improving response accuracy and speed.
Clinical researchers need to conduct systematic reviews efficiently. Skill Router quickly identifies the most relevant search and analysis tools from a large set of specialized skills, even when queries are in Chinese and skills are in English, significantly speeding up the initial screening phase.
An AI assistant designed for academic researchers with hundreds of specialized tools for data analysis, literature review, and visualization. Skill Router ensures that the assistant responds to natural language requests by selecting the appropriate tool, while avoiding unnecessary LLM involvement for simple data lookups.
An IT operations team uses a large set of diagnostic and remediation skills. The router filters incident messages, sending trivial informational queries to simple scripts and complex troubleshooting to advanced AI models, thereby prioritizing critical issues and reducing manual triage time.
Provide Skill Router as a cloud service for companies building AI agents. It helps them manage and route queries to a large number of skills efficiently, reducing token costs and improving response times.
License the Skill Router engine to large enterprises that need on-premises deployment due to data privacy. Offer customization services for integration with existing internal tools and skill catalogs.
Offer consulting to companies that have a large number of AI skills and want to optimize their routing logic. Use Skill Router as a diagnostic tool to identify inefficiencies and then implement tailored solutions.
💬 Integration Tip
Integrate by importing the SkillRouter class and loading your skill catalog; ensure you have sentence-transformers installed and internet access for the initial model download.
Scored Sep 9, 2026
Audited Jun 4, 2026 · audit v1.0
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