Mental Model | Design Goals | Package Layers | Object Model | Scoring and Actions | Extension Points | Release Hygiene

Rule Fields | Numbers and Thresholds | Regex Rules | Function Rules | Industry Examples | Rule Inventory | Rule Test Checklist

How To Read This Comparison | Comparison Summary | R-Native Niche | Near-Term Lessons

Corpus | Run the Evaluation | Interpret Results | Opt-In Benchmark Script | Caveats

Load a Policy | What a Policy Contains | Preflight a Prompt | Reading a Report | Run a Guarded Chat | Inspect Output | Scan Conversations, Tools, and Streams | Customize Scanners and Redaction | Write an Audit Log | Evaluate a Starter Corpus

Local NLP Checks | Ollama Reviewer | Interpreting Reviewer Results | Full Ollama Chat | Existing Chat Objects | Any LLM Service | Plumber and Shiny Sketches

Before Deployment | Runtime Controls | Audit Log Sensitivity | Example JSONL Shape | Example CSV Shape | Storage Checklist | Operational Controls | Do Not Rely On llmshieldr Alone For

Scoring Model | Coverage Map | Reading This Matrix | Built-In Policies | Example Prompt Corpus | Policy Thresholds

Design Goal | Source Model | Built-In Policy Construction | Check Modes | Semantic Reviewer Contract | Scoring | Action Resolution | Redaction | Optional Scanners | Policy Controls | Context Anomaly Scores | Risk Summary | Rate Guard Semantics | Extending a Policy

Build a RAG Policy | Scan Retrieved Rows | Context Rows Are Evidence | Orchestrate the Chat Call | Inspect the Audit | Minimal Vector-Store Shape

Assets | Trust Boundaries | In Scope | Partially Covered | Out Of Scope | Expected Use | Non-Goals

Introduction | Setup | Fetching Data | Visualizing Study Status Distribution | Analyzing Enrollment by Study Phase | Visualizing Study Duration Timeline | Analyzing Funding Sources and Study Types | Conclusion