This release adds 5 notable features for engineering teams evaluating rollout.
✓ No known CVEs patched in this version
Topics
+11 more
Summary
AI summaryAdded web search modes, document text grounding, vLLM provider support, dev container integration, and an installation wizard.
Changes in this release
| Type | Severity | Summary | CVE |
|---|---|---|---|
| Feature | Low |
Adds Web Search Mode with combined and standalone options Adds Web Search Mode with combined and standalone options Source: llm_adapter@2026-07-19 Confidence: high |
— |
| Feature | Low |
Adds text grounding to document passages for response verification Adds text grounding to document passages for response verification Source: llm_adapter@2026-07-19 Confidence: high |
— |
| Feature | Low |
Adds vLLM provider support as an LLM option Adds vLLM provider support as an LLM option Source: llm_adapter@2026-07-19 Confidence: high |
— |
| Feature | Low |
Adds dev container support for consistent onboarding environments Adds dev container support for consistent onboarding environments Source: llm_adapter@2026-07-19 Confidence: high |
— |
| Feature | Low |
Adds guided installation wizard in setup.py for Windows, Unix, and Docker Adds guided installation wizard in setup.py for Windows, Unix, and Docker Source: llm_adapter@2026-07-19 Confidence: high |
— |
| Bugfix | Medium |
Includes numerous bug fixes and stability improvements across the platform Includes numerous bug fixes and stability improvements across the platform Source: llm_adapter@2026-07-19 Confidence: high |
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Full changelog
This is my work in the past two months, bringing new capabilities alongside numerous bug fixes, stability improvements, and quality-of-life enhancements.
✨ Highlights
🌐 Web Search Mode
- Introduce web-powered retrieval with flexible operation modes:
- Combined Web Search + local RAG retrieval
- Web Search only mode for internet-focused research
📑 Text Grounding in Documents
Generated responses can now be grounded directly to document passages, making it easier to verify information and understand where answers come from.
⚡ vLLM Provider Support
Added support for vLLM as an LLM provider.
🛠️ Dev Container Support
Support for development containers, making onboarding and environment consistency significantly easier across teams.
📝 Related project
You may also be interested in HarinezumIgel-LLM-Stack, > a companion project for orchestrating LiteLLM and vLLM.
📦 Guided Installation
A new setup.py installation wizard helps users get started quickly:
- Windows and Unix platforms
- Docker deployments
- Native host installations
🔧 Additional Improvements
This release also includes numerous bug fixes, smaller enhancements, and overall stability improvements across the platform.
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About RAG-LCC
All releases →Beta — feedback welcome: [email protected]