okwinds/rag_stub_runner
docs_for_coding_agent/examples/workflows/17_minimal_rag_stub/skills/rag_stub_runner/SKILL.md
最小 RAG：调用 kb_search（离线 stub）检索，再落盘检索结果与回答。
$ install --global
skillsauthnpx skillsauth add okwinds/skills-runtime-sdk rag_stub_runnerInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
Security Scan Results
3 of 9 scanners reported clean
Some scanners were skipped, did not run, or reported a non-clean status. Review each row below.
3
Scanners Passed
9
Scanners in report
Clean
TrivyContainer and dependency vulnerability scanner
95%
Clean
SemgrepStatic code analysis for vulnerabilities
95%
Clean
mcp-scan (Snyk)Model Context Protocol security validation
95%
Skipped
Snyk (dep)Open source security scanning
50%
Skipped
Socket.devSupply chain security analysis
50%
Skipped
VirusTotalMulti-engine malware detection
50%
Skipped
CrowdStrikeAdvanced threat intelligence
50%
Skipped
OSV-ScannerOpen Source Vulnerability database check
50%
Skipped
OWASP Dep-Check
50%
Last scanned: Apr 26, 2026, 12:00 PM34.3s1 file scanned
SKILL.md
- name:
- rag_stub_runner
- description:
- 最小 RAG：调用 kb_search（离线 stub）检索，再落盘检索结果与回答。
- short-description:
- RAG stub：自定义检索 tool + 可审计产物（retrieval/report）。
rag_stub_runner（workflow / Minimal RAG Stub）
目标
在离线可回归的约束下，演示“检索 → 回答”的最小落地形态：
- 调用自定义工具
kb_search获取命中结果 - 将命中落盘为
retrieval.json - 输出一段基于命中的回答，并落盘到
report.md
必须使用的工具
kb_search：离线 stub 检索（确定性）file_write：落盘产物（写操作，通常需要 approvals）
约束
- 默认离线：不依赖外网/真实 key
- 产物必须写在 workspace 内（相对路径优先）
Related Skills
okwinds/novel-writer
documentation
VerifiedTrustedCommunity
用结构化流程生成一篇小说：大纲→概要→分章分段→组合→一致性自检。
34SKILL.mdUpdated Apr 26, 2026
okwinds/article-writer
documentation
VerifiedTrustedCommunity
用结构化流程写一篇文章：明确目标→大纲→分段写作→润色→一致性与事实自检。
34SKILL.mdUpdated Apr 26, 2026
okwinds/rules_reporter
business
VerifiedTrustedCommunity
规则报告（人类应用示例）：汇总输入、规则与产物清单到 report.md。
34SKILL.mdUpdated Apr 26, 2026
okwinds/rules_planner
tools
VerifiedTrustedCommunity
规则解析（人类应用示例）：把自然语言规则转成结构化 plan.json。
34SKILL.mdUpdated Apr 26, 2026