Real Skill packageSource verifiedClawHub registry

RAG检索增强

完整的RAG系统优化方案，涵盖21+种策略（Self-RAG、命题分块、上下文压缩、引用溯源、查询意图等）；提供诊断工具、实现代码与评估框架；当用户需要优化知识库问答、提升检索准确率、降低幻觉或评估RAG效果时使用

Identity and source

Publisher attributionkiwifruit13registry owner unverified by skillvetai
Functional categorySearch, Research & Knowledgeautomatically inferred · 53% rule confidence
Package forminstruction with code37 recorded files
Canonical sourceClawHub registryclawhub:kiwifruit13:rag-optimization
Open canonical source ↗

Platform declarations

These states come from the source or distribution context. None of the entries below are SkillVetAI compatibility test results.

OpenClawnative officialProvenance: registry distribution

Independent structural checks

These checks parse the fixed package against dated platform rules. They do not execute the Skill or verify task behavior.

Claude Codepasses structure
Checker 0.1.0 · agent-skills-2026-08-13+claude-code-docs-2026-08-13 · 9/8/2026.claude/skills/rag-optimization

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

OpenAI Codexpasses structure
Checker 0.1.0 · agent-skills-2026-08-13+codex-docs-2026-08-13 · 9/8/2026.agents/skills/rag-optimization

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

OpenClawpasses structure
Checker 0.1.0 · agent-skills-2026-08-13+openclaw-docs-2026-08-13 · 9/8/2026skills/rag-optimization

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

Installation and inspection

This command is recorded from the source ecosystem and resolves the registry's latest release. The fixed release shown on this page should be inspected before adoption.

clawhub install @kiwifruit13/rag-optimization
clawhub inspect @kiwifruit13/rag-optimization --version 1.0.1

Security evidence

SkillVetAI static result: no findings detected

This automated, non-executing scan is bound to this release hash. It is not a safety certification and may contain false positives or false negatives.

Status
completed
Coverage
full text content
Files
37 / 37 inspected as text
Checked
9/8/2026, 4:44:18 PM
Scanner
0.1.3
Policy
1.0.3
5 inferred permission indicators
  • network access — automatically inferred
  • filesystem read — automatically inferred
  • filesystem write — automatically inferred
  • credential access — automatically inferred
  • external write action — automatically inferred
3 dependency and API indicators
  • api: ark.cn-beijing.volces.com
  • api: clawhub.ai
  • api: integrate.api.nvidia.com
External clawhub result: suspicious

This is registry-supplied evidence for the recorded release, not an independent SkillVetAI scan. Check the canonical source for the full report, scanner versions, scope, and current moderation state.

Evidence checked
9/8/2026, 2:05:34 PM
Release binding
Matches this record
  • skillspector: suspicious
  • llm: suspicious

Recorded files

The catalog stores hashes and an inventory summary for change detection. It does not republish the package contents.

Package content hashsha256:9f35add6859bb1ae2b2b912515ccf4e8e742e7e4998f9f1b5170a4d8fbf663b3
Show up to 30 recorded paths
  • assets/config-template.json
  • assets/test-cases-example.json
  • references/advanced-techniques.md
  • references/api_class_reference.md
  • references/api_enums.md
  • references/api_reference.md
  • references/api-docs-auto-generation.md
  • references/global-operations.md
  • references/golden-set-guide.md
  • references/implementation-guide.md
  • references/quickstart.md
  • scripts/__init__.py
  • scripts/benchmark_retrieval.py
  • scripts/bm25_retriever.py
  • scripts/chunker_factory.py
  • scripts/citation_tracker.py
  • scripts/config_loader.py
  • scripts/config_validator.py
  • scripts/context_compression.py
  • scripts/contextual_header.py
  • scripts/document_preprocessor.py
  • scripts/document_unit.py
  • scripts/evaluate.py
  • scripts/generate-api-docs.py
  • scripts/graph_rag.py
  • scripts/llm_client.py
  • scripts/multi_hop_retriever.py
  • scripts/proposition_chunker.py
  • scripts/query_intent.py
  • scripts/query_router.py

Source changelog

### rag-optimization v1.0.1 Changelog - Added 19 new files, including core scripts: chunker_factory.py, benchmark_retrieval.py, bm25_retriever.py, config_loader.py, document_unit.py, graph_rag.py, llm_client.py, query_router.py, query_transformer.py, reranker.py, retriever_base.py, and more. - Introduced multiple reference and API documentation files in the `references/` directory (e.g., api_class_reference.md, golden-set-guide.md). - Removed obsolete or combined documentation: references/README.md and skill-card.md. - Enhanced the skills package structure to include script modules under the new `scripts/` directory. - Updated the SKILL.md and dependency list to reflect expanded technical coverage and refined implementation details.