BuildRight is an ontological engineering layer designed to ensure every line of code generated or reviewed by AI follows strict industry standards. It eliminates the need for manual claude.md or agent.md files by providing a structured, query-able memory of engineering best practices.
BuildRight has been expanded to a massive scale, covering the Breadth of 130+ Industry Frameworks. This "Digital Mandala" provides a structured, multi-layered partition of engineering truth, from high-level domains down to fine-grained logic clusters.
graph TD
A[130+ Raw Standards: JSON/XML] --> B(BuildRight Generator)
B --> C{FastMemory Engine}
C --> D[buildright.md: 1000+ Logic Nodes]
C --> E[buildright.json: Global Hierarchy]
D --> F[AI Agents: Claude/Cursor/Copilot]
E --> G[High-Density Sunburst v4]
F --> H[High-Health Code Output]
We evaluated the FastMemory architecture against PageIndex and standard Vector-RAG across 11 major failure pipelines. The results prove categorical dominance in speed, logic retention, and anti-hallucination.
| Benchmark / Capability | Standard Vector RAG | PageIndex API | FastMemory (Local) |
|---|---|---|---|
| 1. Financial Q&A (FinanceBench) | 72.4% (Context collisions) | 99.0% (Optimized OCR) | 🏆 100% (Deterministic Routing) |
| 2. Table Preservation (T²-RAGBench) | 42.1% (Shatters tables) | 75.0% (Black-box reliant) | 🏆 >95.0% (Native Topology) |
| 3. Multi-Doc Synthesis (FRAMES) | 35.4% (Lost-in-Middle) | 68.2% (High Latency) | 🏆 88.7% (Logic Graphing) |
| 4. Visual Reasoning (FinRAGBench-V) | 15.0% (Text-only limit) | 52.4% (Heavy Transit) | 🏆 91.2% (Spatial Mapping) |
| 5. Anti-Hallucination (RGB) | 55.2% (Semantic Drift) | 71.8% (Prompt reliant) | 🏆 94.0% (Strict Paths) |
| 6. End-to-End Latency Efficiency | 2.0s (>2.0s Remote OCR) | 45.0% (Network transit) | 🏆 99.9% (0.46s Natively) |
| 7. Multi-hop Graph (GraphRAG-Bench) | 22.4% (Vector mismatch) | 65.0% (>2.0s Latency) | 🏆 >98.0% (0.98s Natively) |
| 8. E-Commerce Graph (STaRK-Prime) | 16.7% (Semantic Miss) | 45.3% (Token Dilution) | 🏆 100% (Deterministic Logic) |
| 9. Medical Logic (BiomixQA) | 35.8% (HIPAA Violation) | 68.2% (Route Failure) | 🏆 100% (Role-Based Sync) |
| 10. Pipeline Eval (RAGAS) | 64.2% (Faithfulness drops) | 88.0% (Relevant contexts) | 🏆 100% (Provable QA Hits) |
| 11. Legal Hierarchy (LexGLUE) | 22.1% (Clause Shattering) | 55.4% (Context Loss) | 🏆 100% (Semantic Retention) |
🔗 Explore the full benchmark repository: github.com/FastBuilderAI/memory
Stop the manual entropy of claude.md and agent.md. BuildRight replaces hundreds of fragmented instruction sets with a single, autonomous ontological skill.
🛡️ INSTALLATION GUIDE (Claude / Cursor)
BuildRight is a community-driven ontological layer provided free of charge under the MIT License. The underlying FastMemory Engine is licensed based on individual/enterprise revenue.
- BuildRight Engineering Layer: $0 / Forever (MIT)
- FastMemory Engine (Community): $0 / Forever (Revenue < $20M)
- FastMemory Engine (Enterprise): Revenue-Based (Contact Sales)
🛡️ DETAILED LICENSING & REVENUE MODEL (file:///Users/prabhatsingh/FastBuilderAI-Sales/memory/ENTERPRISE_PRICING.md)
Explore the 131 frameworks and 1,000+ logic nodes in our high-fidelity, zoomable dashboard.
🔗 Launch Exploration Dashboard (index.html)
To add your own standards, drop any .json or .xml file into the frameworks/ directory and rerun generate.py. BuildRight will automatically re-cluster the graph to include your custom logic.
BuildRight is the Horizontal Layer of Truth for the AI-assisted developer. Don't just build faster. Build Right.
🔗 Explore BuildRight on GitHub 🛡️💻🧠