@@ -42,6 +42,19 @@ Independent [Python benchmark study](https://github.com/imran31415/codemode_pyth
4242 ** Cognitive Efficiency** - LLMs excel at code generation vs. tool orchestration
4343 ** Computational Efficiency** - No context re-processing between operations
4444
45+ ## Why Choose Code Mode UTCP?
46+
47+ | Traditional Tool Calling | ** Code Mode UTCP** | ** Improvement** |
48+ | --------------------------| -------------------| ----------------|
49+ | 15+ API round trips | ** 1 code execution** | ** 15x fewer requests** |
50+ | 50,000+ context tokens | ** 2,000 tokens** | ** 96% token reduction** |
51+ | 16 iterations (complex) | ** 1 iteration** | ** 88% faster** |
52+ | Higher token costs | ** 68% token reduction** | ** $9,536/year savings** |
53+ | Manual error handling | ** Automatic capture & logs** | ** Zero-config observability** |
54+ | Tool-by-tool discovery | ** Dynamic semantic search** | ** Progressive disclosure** |
55+ | Vendor/protocol lock-in | ** Universal compatibility** | ** MCP, HTTP, File, CLI** |
56+
57+
4558** Real-world results:** Independent benchmarks demonstrate significant cost savings, with ** $9,536/year savings** possible at enterprise scale (1,000 scenarios/day).
4659
4760# Getting Started
@@ -447,17 +460,6 @@ logs.forEach(log => {
447460
448461---
449462
450- ## Why Choose Code Mode UTCP?
451-
452- | Traditional Tool Calling | ** Code Mode UTCP** | ** Improvement** |
453- | --------------------------| -------------------| ----------------|
454- | 15+ API round trips | ** 1 code execution** | ** 15x fewer requests** |
455- | 50,000+ context tokens | ** 2,000 tokens** | ** 96% token reduction** |
456- | 16 iterations (complex) | ** 1 iteration** | ** 88% faster** |
457- | Higher token costs | ** 68% token reduction** | ** $9,536/year savings** |
458- | Manual error handling | ** Automatic capture & logs** | ** Zero-config observability** |
459- | Tool-by-tool discovery | ** Dynamic semantic search** | ** Progressive disclosure** |
460- | Vendor/protocol lock-in | ** Universal compatibility** | ** MCP, HTTP, File, CLI** |
461463
462464### ** Benchmark Methodology**
463465The [ comprehensive Python study] ( https://github.com/imran31415/codemode_python_benchmark ) tested ** 16 realistic scenarios** across:
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