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π T-Zero v3.0.16 β AST Context Reduction Engine for LLMs (%94 Token Savings & Zero-Leak)
β‘ Siber Akademi T-Zero Context Architect v3.0.16 (Release)
An enterprise-grade AST context reduction, 4-tier codebase topology engine, and zero-leak security guardrail for LLMs (Cursor, Claude, OpenAI, Antigravity IDE).
π Real-World Benchmark Verification
Tested across real production repositories with 0 simulation:
- Raw File Size: 319 KB -> 19.2 KB (%93.98 Disk Savings)
- Raw Lines: 6,926 lines -> 464 lines (%93.30 AST Signature Compression)
- Token Count (GPT-4o / o1): 79,531 raw tokens -> 4,794 reduced tokens (%93.97 Net Token Savings)
- Polyglot Uniformity: Full support for Python, TypeScript, JavaScript, Go, Rust, Java, C#, C++.
π‘οΈ What's New in v3.0.16
- Interactive Security Audit Dialog:
- Dedicated 900x620 luxury modal with real-time metric cards for Rules T-001 (Zero-Leak), T-002 (Architecture Boundaries), T-003 (AST Contracts), and T-004 (Code Smells).
- Instant Markdown export and clipboard copying.
- Canonical 4-Tier Context Architecture:
- Tier T-1: Architecture Overview & Physical Topology
- Tier T-2: Module Dependencies & Import Hierarchy
- Tier T-3: Module Reference & Signatures (AST Contracts)
- Tier T-4: T-Zero Guardrails & Algorithm Rules (T-001 to T-004)
- 100% Green CI/CD:
- 105 automated unit tests passing with zero errors.
π¦ Quick Install
\\οΏ½ash
pip install tzero-mcp
tzero --help
tzero-gui
\
Or download pre-compiled standalone Windows binaries below.