ChatBotRPG Analysis - Master Index
Reorganization Date: 2026-01-21 (Flat Structure) Status: Complete Total Documentation: 18+ files organized by content type
Overview
Complete analysis of ChatBotRPG reference implementation with unified flat structure:
- analysis/ - Main analysis documents (Discord + GitHub)
- prompts/ - All prompts (discovered + extracted)
- patterns/ - Pattern-to-code mappings
- schemas/ - Data structure documentation
- architecture/ - Architecture & API integration
- performance/ - Performance bottlenecks & optimization opportunities
- validation/ - Discord claims validation
Quick Navigation
Main Analysis Files
Documentation from Discord discussions and GitHub analysis:
- Repository Overview - Architecture, tech stack, features
- Pattern Implementation - 11 validated patterns
- Prompt Implementation - 7 prompt types
- Code Examples - Production-ready Python
- Production Lessons - Real-world insights
- Anti-Hallucination System - Validation system
- Agent Execution Summary - github-repo-analyzer summary
- Test-Driven Examples - Unit/integration tests as usage examples
- UX Flows - User interaction flows and state transitions
- Configuration - Configuration options and settings
- Dependencies - External library usage and technical decisions
- Security Considerations - LLM integration security
- Abandoned Features - Dead code and failed experiments
Prompts
All prompts from Discord discussions and source code:
- Discovered Prompts Index - From Discord
- Extracted Prompts Index - From source code (15 prompts)
- Character Narration Prompts
- Generation Prompts
- Scribe AI and Utility Prompts
- Parameters Reference
Schemas
All data structures (Discord + source code):
- Data Schemas Complete - 10 core + 8 sub-schemas
- Actor Schema - Character data
- Setting Schema - Location data
- Item Schema - Item data
- Save File Format
- Variables Schema
Patterns
Pattern-to-code mappings:
- Pattern-to-Code Mapping - 18 patterns, 100+ code locations
Architecture
API integration and architecture analysis:
- API Integration Complete - Multi-provider support, error handling
Performance
Performance analysis and optimization opportunities:
- Performance Bottlenecks - 18 bottlenecks identified, 60-80% optimization potential
- Performance Metrics - Benchmarks and optimization results
Evolution
System and prompt evolution over time:
- Prompt Evolution - How prompts evolved via git history
Discoveries
Undocumented techniques and hidden gems:
- Undocumented Techniques - 5 production features not discussed in Discord
Validation
Discord claims validation:
- Discord Claims Validation - 18 claims, 89% accuracy
Project README
Project overview and getting started:
- Project README - High-level overview and quick start guide
Key Findings Summary
Discord Validation Rate: 89%
- 16/18 patterns found exactly as described in Discord
- 1/18 patterns partially implemented
- 1/18 patterns adapted for production
Exact Matches:
- ✅ Program-First Architecture
- ✅ LLM Processing Pipeline (Pre/Generate/Post)
- ✅ Separation of Concerns (narration vs logic)
- ✅ NDL Bridge Pattern
- ✅ State-to-LLM Injection
- ✅ Multi-Model Routing
- ✅ JIT Generation (lazy loading)
- ✅ Template Meta-Generation
- ✅ Constraint-Based Prompting
- ✅ Chain of Thought
- ✅ Few-Shot Formatting
- ✅ Anti-Hallucination (multi-layer)
Partial/Modified:
- 🔄 Three-Tier Persistence (2 explicit + 1 implicit)
- 🔄 170-token limit (user optimization, not default)
Undocumented Discoveries:
- Fallback Model System (3-tier retry)
- Duplicate Response Detection
- Visibility-Based Context Filtering
- Regex Incomplete Sentence Trimming
- Game DateTime in Message Metadata
Prompt Extraction
15 prompts extracted from source code with exact locations:
- Equipment Generation (165 lines, 16-slot system)
- Character Narration (with CoT and summary modes)
- Location/Item Generation
- Two-Phase Summarization
- Intent Classification
Schema Documentation
18 schemas documented:
- 10 core schemas (World, SaveState, Actor, Scene, etc.)
- 8 sub-schemas (Equipment, Timer, Visibility, etc.)
- Key Finding: JSON-only storage (no SQLite despite Discord mentions)
API Integration
Multi-provider support:
- OpenRouter (primary)
- Google GenAI (secondary)
- Local models (tertiary)
Features:
- 2-phase automatic summarization on context errors
- 3-model routing (Main/CoT/Utility)
- Complete error handling (5 distinct error types)
Documentation Statistics
Files by Category
- Analysis: 13 files (main analysis + advanced)
- Prompts: 6 files (5 discovered + 1 extracted index)
- Schemas: 6 files + subdirectories
- Patterns: 1 comprehensive mapping file
- Architecture: 1 API integration file
- Performance: 2 files (bottlenecks + metrics)
- Evolution: 1 prompt evolution file
- Discoveries: 1 undocumented techniques file
- Validation: 1 claims validation file
- README: 1 project overview file
Total: 25+ files, ~420 KB
Agents Completed
- ✅ github-repo-analyzer (Discord-based analysis)
- ✅ prompt-forensics-agent (15 prompts extracted)
- ✅ implementation-validator (89% validation accuracy)
- ✅ code-to-pattern-mapper (100+ code locations)
- ✅ schema-archaeologist (18 schemas documented)
- ✅ api-integration-tracer (multi-provider support)
- ✅ bottleneck-identifier (18 bottlenecks identified)
- ✅ metrics-extractor (performance metrics and benchmarks)
- ✅ test-case-analyst (test-driven examples)
- ✅ ux-flow-tracer (user interaction documentation)
- ✅ config-cartographer (configuration options)
- ✅ dependency-tracker (library usage analysis)
- ✅ security-auditor (LLM integration security)
- ✅ dead-code-detector (abandoned features)
- ✅ undocumented-discovery-agent (hidden gems)
- ✅ git-history-miner (prompt evolution timeline)
Related Documentation
Main Knowledge Base: LLM World Engine Master Index
Other Categories:
- Prompt Library - 17 production-tested prompts
- Pattern Library - 18 architectural patterns
- NDL Reference - Natural Description Language specification
User Profiles:
- User-appl2613 - ChatBotRPG developer
- User-veritasr - NDL creator, ReallmCraft architect
Tags
chatbotrpg reference-implementation code-analysis discord-validation flat-structure unified
This index provides navigation for all ChatBotRPG analysis documentation organized in a flat structure by content type.