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refactor(docs): code analysis engine
changes: - file: benchmark_optimizations.py area: core added: [clear_caches, print_summary, run_analysis, benchmark_cold_vs_warm, main] - file: base.py area: core modified: [analyze_c_family] - file: cpp.py area: core modified: [analyze_cpp] - file: csharp.py area: core modified: [analyze_csharp] - file: go_lang.py area: core added: [_analyze_go_regex] modified: [analyze_go] - file: java.py area: core modified: [analyze_java] - file: ts_extractors.py area: core added: [_extract_classes_ts, _extract_functions_ts, _get_node_text, extract_declarations_ts, visit, _find_name_node] - file: ts_parser.py area: analyzer added: [_get_language, get_parser, _get_parser, _init_tree_sitter, available, supports, +5 more] dependencies: flow: "go_lang→ts_extractors" - go_lang.py -> ts_parser.py - go_lang.py -> ts_extractors.py stats: lines: "+1691/-751 (net +940)" files: 14 complexity: "Large structural change (normalized)"
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‎CHANGELOG.md‎

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## [Unreleased]
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## [0.5.103] - 2026-03-31
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### Docs
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- Update README.md
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- Update context.md
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- Update project/README.md
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- Update project/context.md
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### Other
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- Update analysis.toon.yaml
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- Update batch_1/analysis.toon.yaml
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- Update benchmarks/benchmark_optimizations.py
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- Update code2llm/.code2llm_incremental.json
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- Update code2llm/core/lang/base.py
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- Update code2llm/core/lang/cpp.py
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- Update code2llm/core/lang/csharp.py
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- Update code2llm/core/lang/go_lang.py
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- Update code2llm/core/lang/java.py
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- Update code2llm/core/lang/ts_extractors.py
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- ... and 5 more files
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## [0.5.102] - 2026-03-31
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## [0.5.101] - 2026-03-31

‎README.md‎

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## AI Cost Tracking
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![PyPI](https://img.shields.io/badge/pypi-costs-blue) ![Version](https://img.shields.io/badge/version-0.5.102-blue) ![Python](https://img.shields.io/badge/python-3.9+-blue) ![License](https://img.shields.io/badge/license-Apache--2.0-green)
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![AI Cost](https://img.shields.io/badge/AI%20Cost-$7.50-orange) ![Human Time](https://img.shields.io/badge/Human%20Time-51.2h-blue) ![Model](https://img.shields.io/badge/Model-openrouter%2Fqwen%2Fqwen3--coder--next-lightgrey)
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![PyPI](https://img.shields.io/badge/pypi-costs-blue) ![Version](https://img.shields.io/badge/version-0.5.103-blue) ![Python](https://img.shields.io/badge/python-3.9+-blue) ![License](https://img.shields.io/badge/license-Apache--2.0-green)
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![AI Cost](https://img.shields.io/badge/AI%20Cost-$7.50-orange) ![Human Time](https://img.shields.io/badge/Human%20Time-52.2h-blue) ![Model](https://img.shields.io/badge/Model-openrouter%2Fqwen%2Fqwen3--coder--next-lightgrey)
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- 🤖 **LLM usage:** $7.5000 (148 commits)
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- 👤 **Human dev:** ~$5123 (51.2h @ $100/h, 30min dedup)
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- 🤖 **LLM usage:** $7.5000 (151 commits)
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- 👤 **Human dev:** ~$5223 (52.2h @ $100/h, 30min dedup)
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Generated on 2026-03-31 using [openrouter/qwen/qwen3-coder-next](https://openrouter.ai/qwen/qwen3-coder-next)
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**Generated by**: `code2llm ./ -f all --readme`
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**Analysis Date**: 2026-03-31
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**Total Functions**: 934
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**Total Classes**: 106
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**Modules**: 122
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**Total Functions**: 1006
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**Total Classes**: 111
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**Modules**: 131
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For more information about code2llm, visit: https://github.com/tom-sapletta/code2llm
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‎VERSION‎

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0.5.102
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0.5.103

‎analysis.toon.yaml‎

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# code2llm | 113f 21502L | python:108,shell:4,java:1 | 2026-03-31
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# CC̄=4.6 | critical:11/934 | dups:0 | cycles:0
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# code2llm | 122f 22716L | python:117,shell:4,java:1 | 2026-03-31
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# CC̄=4.4 | critical:2/1006 | dups:0 | cycles:0
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HEALTH[11]:
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🟡 CC _process_functions CC=34 (limit:15)
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🟡 CC export_to_yaml CC=25 (limit:15)
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🟡 CC export_flow_detailed CC=25 (limit:15)
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🟡 CC export_flow_compact CC=23 (limit:15)
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🟡 CC export_flow_full CC=23 (limit:15)
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HEALTH[2]:
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🟡 CC main CC=17 (limit:15)
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🟡 CC analyze_ruby CC=17 (limit:15)
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🟡 CC _export_mermaid CC=16 (limit:15)
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🟡 CC _build_prompt_footer CC=16 (limit:15)
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🟡 CC extract_calls_regex CC=16 (limit:15)
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🟡 CC validate_chunked_output CC=15 (limit:15)
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REFACTOR[1]:
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1. split 11 high-CC methods (CC>15)
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1. split 2 high-CC methods (CC>15)
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PIPELINES[638]:
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[1] Src [run_benchmark]: run_benchmark → load_previous
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PIPELINES[670]:
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[1] Src [read_readme]: read_readme
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PURITY: 100% pure
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[2] Src [read_readme]: read_readme
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[2] Src [demo_quick_strategy]: demo_quick_strategy
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PURITY: 100% pure
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[3] Src [save_report]: save_report
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[3] Src [demo_standard_strategy]: demo_standard_strategy
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PURITY: 100% pure
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[4] Src [main]: main → load_file → is_toon_file
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[4] Src [demo_deep_strategy]: demo_deep_strategy
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PURITY: 100% pure
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[5] Src [__init__]: __init__
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[5] Src [demo_incremental_analysis]: demo_incremental_analysis
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PURITY: 100% pure
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LAYERS:
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code2llm/ CC̄=4.8 ←in:0 →out:5
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code2llm/ CC̄=4.5 ←in:0 →out:5
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│ !! index_generator 790L 1C 7m CC=5 ←0
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│ !! mermaid_exporter 628L 1C 19m CC=25 ←0
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│ !! project_yaml_exporter 513L 1C 18m CC=13 ←0
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│ !! pipeline_detector 506L 3C 18m CC=13 ←0
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│ !! html_dashboard 504L 1C 14m CC=7 ←0
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│ !! metrics 501L 1C 27m CC=12 ←0
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│ readme_exporter 496L 1C 7m CC=13 ←0
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│ large_repo 488L 2C 20m CC=9 ←1
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│ mermaid 485L 0C 16m CC=13 ←1
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│ mermaid_exporter 480L 1C 19m CC=13 ←0
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│ prompt 475L 0C 18m CC=14 ←1
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│ llm_flow 472L 1C 24m CC=14 ←0
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│ evolution_exporter 471L 1C 17m CC=11 ←0
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│ renderer 471L 1C 26m CC=11 ←0
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│ !! prompt 464L 0C 17m CC=16 ←1
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│ !! map_exporter 435L 1C 21m CC=25 ←4
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│ file_analyzer 398L 1C 17m CC=12 ←0
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│ base 454L 0C 14m CC=14 ←8
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│ map_exporter 439L 1C 25m CC=13 ←4
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│ file_analyzer 396L 1C 18m CC=12 ←0
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│ flow_exporter 391L 1C 14m CC=10 ←0
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│ pipeline 388L 3C 20m CC=10 ←0
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│ !! base 370L 0C 9m CC=34 ←8
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│ analyzer 333L 1C 9m CC=14 ←0
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│ entity_resolution 326L 3C 16m CC=13 ←0
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│ side_effects 324L 2C 17m CC=14 ←0
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│ analyzer 355L 1C 9m CC=14 ←0
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│ entity_resolution 326L 3C 16m CC=13 ←1
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│ cli_analysis 323L 0C 11m CC=14 ←1
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│ type_inference 321L 1C 19m CC=9 ←0
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│ intent_matching 297L 3C 15m CC=7 ←0
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│ side_effects 294L 2C 15m CC=14 ←0
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│ cfg 293L 1C 17m CC=5 ←0
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│ !! formats 287L 0C 12m CC=16 ←3
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│ type_inference 290L 1C 17m CC=9 ←0
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│ data_analysis 286L 1C 18m CC=14 ←0
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│ formats 285L 0C 13m CC=13 ←3
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│ llm_task 284L 0C 15m CC=14 ←0
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│ cli_parser 277L 0C 1m CC=1 ←1
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│ toon_size_manager 265L 0C 8m CC=10 ←1
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│ mermaid_flow_helpers 262L 0C 12m CC=10 ←1
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│ context_exporter 248L 1C 15m CC=10 ←0
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│ dfg 224L 1C 12m CC=7 ←0
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│ !! cli_commands 220L 0C 6m CC=15 ←1
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│ smells 192L 1C 9m CC=7 ←0
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│ flow_renderer 188L 1C 6m CC=14 ←0
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│ streaming_analyzer 181L 1C 6m CC=12 ←0
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│ ts_extractors 180L 0C 5m CC=7 ←2
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│ config 174L 5C 2m CC=1 ←0
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│ repo_files 171L 0C 8m CC=8 ←1
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│ repo_files 173L 0C 8m CC=8 ←1
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│ detector 168L 1C 8m CC=9 ←0
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│ article_view 163L 1C 9m CC=7 ←0
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│ module_detail 162L 1C 9m CC=7 ←0
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│ ts_parser 158L 1C 9m CC=7 ←2
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│ toon_view 157L 1C 9m CC=6 ←0
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│ export_pipeline 153L 2C 5m CC=4 ←0
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│ incremental 150L 1C 10m CC=4 ←0
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│ prompt_engine 150L 1C 7m CC=12 ←0
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│ orchestrator 149L 0C 5m CC=11 ←1
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│ toon_parser 147L 0C 10m CC=8 ←1
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│ ruby 143L 0C 3m CC=14 ←1
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│ context_view 140L 1C 8m CC=11 ←0
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│ gitignore 139L 1C 6m CC=10 ←2
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│ !! ruby 135L 0C 2m CC=17 ←1
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│ prioritizer 131L 2C 4m CC=9 ←0
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│ code2logic 127L 0C 8m CC=6 ←1
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│ normalization 122L 2C 13m CC=6 ←0
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│ helpers 120L 0C 8m CC=8 ←3
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│ validate_project 118L 0C 3m CC=11 ←1
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│ yaml_exporter 108L 1C 7m CC=8 ←0
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│ php 106L 0C 1m CC=14 ←1
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│ file_cache 103L 1C 9m CC=5 ←0
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│ ast_registry 102L 1C 9m CC=5 ←4
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│ go_lang 102L 0C 2m CC=10 ←1
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│ file_filter 98L 1C 4m CC=13 ←0
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│ rust 94L 0C 1m CC=9 ←1
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│ go_lang 87L 0C 1m CC=10 ←1
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│ coupling 77L 1C 5m CC=7 ←0
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│ incremental 75L 1C 5m CC=5 ←0
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│ api 73L 0C 2m CC=2 ←0
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│ generic 71L 0C 1m CC=12 ←1
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│ cli 69L 0C 1m CC=7 ←0
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│ strategies 68L 1C 0m CC=0.0 ←0
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│ file_cache 62L 1C 6m CC=4 ←0
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│ file_filter 58L 1C 3m CC=10 ←0
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│ typescript 55L 0C 1m CC=1 ←1
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│ __init__ 55L 0C 0m CC=0.0 ←0
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│ ast_helpers 54L 0C 3m CC=8 ←2
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│ __init__ 53L 0C 1m CC=6 ←0
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│ __init__ 52L 0C 1m CC=3 ←0
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│ cache 51L 1C 5m CC=4 ←0
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│ java 50L 0C 1m CC=1 ←1
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│ csharp 49L 0C 1m CC=1 ←1
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│ __init__ 48L 0C 0m CC=0.0 ←0
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│ cpp 42L 0C 1m CC=1 ←1
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│ java 43L 0C 1m CC=1 ←1
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│ csharp 42L 0C 1m CC=1 ←1
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│ cpp 35L 0C 1m CC=1 ←1
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│ __init__ 11L 0C 0m CC=0.0 ←0
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│ __init__ 7L 0C 0m CC=0.0 ←0
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│ __main__ 6L 0C 0m CC=0.0 ←0
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│ __init__ 5L 0C 0m CC=0.0 ←0
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│ __init__ 0L 0C 0m CC=0.0 ←0
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│ __init__ 0L 0C 0m CC=0.0 ←0
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│
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│ benchmark_badges 392L 0C 9m CC=13 ←0
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│ bump_version 96L 0C 7m CC=4 ←0
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│
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benchmarks/ CC̄=3.0 ←in:0 →out:1
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│ benchmark_performance 306L 0C 7m CC=6 ←0
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│ project_generator 233L 0C 6m CC=1 ←1
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│ reporting 179L 0C 9m CC=6 ←1
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│ benchmark_optimizations 157L 0C 5m CC=7 ←0
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│ benchmark_format_quality 143L 0C 5m CC=4 ←0
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│ format_evaluator 138L 1C 5m CC=5 ←1
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│ benchmark_evolution 137L 0C 4m CC=13 ←0
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code2llm/refactor/__init__.py 0L
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COUPLING:
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code2llm.cli_exports code2llm code2llm.exporters code2llm.core code2llm.parsers validate_toon code2llm.generators
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code2llm.cli_exports ── ←4 3 1 1
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code2llm 4 ── 1
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code2llm.exporters ←3 ──
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code2llm.core ←1 ←1 ──
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code2llm.parsers ── ←2
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validate_toon 2 ──
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code2llm.cli_exports code2llm.core code2llm code2llm.exporters code2llm.analysis code2llm.parsers validate_toon benchmarks code2llm.generators code2llm.nlp
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code2llm.cli_exports ── 1 ←4 3 1
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code2llm.core ←1 ── ←1 ←3 ←1 hub
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code2llm 4 1 ──
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code2llm.exporters ←3 ── 1
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code2llm.analysis 3 ──
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code2llm.parsers ── ←2
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validate_toon 2 ──
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benchmarks 1 ──
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code2llm.generators ←1 ──
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code2llm.nlp ←1 ──
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CYCLES: none
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HUB: code2llm.core/ (fan-in=6)
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EXTERNAL:
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validation: run `vallm batch .` → validation.toon

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