jamwithai/production-agentic-rag-course

Python★ 9,452+193 that day#8 on trendingC 67.9 health0.76% duplicated

Analyzed October 4, 2026 at 424a0eb (main) with jscpd v5 in 1.0s.

C67.9/100

Project health11,434 lines of code (M)

Duplication91

0.8% in python, bash, perl

Dead code38

11.8%

Complexity87

8.6%

Most complex files

src/services/arxiv/client.py73 cx
src/services/indexing/text_chunker.py71 cx
src/services/ollama/client.py49 cx
src/services/metadata_fetcher.py47 cx
src/services/opensearch/client.py46 cx
src/services/langfuse/client.py44 cx
src/services/agents/agentic_rag.py42 cx
src/routers/ask.py35 cx
src/services/telegram/bot.py34 cx
src/gradio_app.py29 cx

Dead code 11.78% unused · 38 findings

src/services/indexing/text_chunker.pyunused-file
src/services/indexing/hybrid_indexer.pyunused-file
airflow/dags/arxiv_ingestion/indexing.pyunused-file
airflow/dags/arxiv_ingestion/reporting.pyunused-file
airflow/dags/arxiv_paper_ingestion.pyunused-file
airflow/dags/arxiv_ingestion/fetching.pyunused-file
airflow/dags/hello_world_dag.pyunused-file
src/services/indexing/factory.pyunused-file
src/middlewares.pyunused-file
src/database.pyunused-file

134files

15,148lines

79,652tokens

9clones

115duplicated lines (0.76%)

672duplicated tokens (0.84%)

By format

Format	Files	Lines	Clones	Duplicated lines	Duplication
python	94	10,613	8	87	0.82%
yaml	3	417	1	28	6.71%
markdown	9	2,641	0	0	0%
bash	16	947	0	0	0%
text	6	188	0	0	0%
perl	1	168	0	0	0%
toml	1	70	0	0	0%
json	2	69	0	0	0%
txt	2	35	0	0	0%

Largest clones

28 lines · 135 tokens yamlcompose.yml:216–243⇆compose.yml:267–294
16 lines · 97 tokens pythonsrc/services/arxiv/client.py:107–122⇆src/services/arxiv/client.py:182–197
6 lines · 78 tokens pythonsrc/schemas/arxiv/paper.py:11–16⇆src/schemas/arxiv/paper.py:22–27
8 lines · 74 tokens pythonsrc/services/opensearch/client.py:165–172⇆src/services/opensearch/client.py:232–239
8 lines · 65 tokens pythonsrc/services/indexing/text_chunker.py:250–257⇆src/services/indexing/text_chunker.py:266–273
15 lines · 63 tokens pythonsrc/services/arxiv/client.py:122–136⇆src/services/arxiv/client.py:197–211
13 lines · 58 tokens pythontests/unit/services/agents/test_nodes.py:104–116⇆tests/unit/services/agents/test_nodes.py:125–137
9 lines · 52 tokens pythontests/unit/services/test_arxiv_client.py:57–65⇆tests/unit/services/test_arxiv_client.py:76–84
12 lines · 50 tokens pythonsrc/services/embeddings/factory.py:11–22⇆src/services/embeddings/factory.py:28–39

Trending appearances

Day	Rank	Stars	Files	Lines	Clones	Duplication	Health	Commit
Oct 4, 2026	#8	9,452 (+193)	134	15,148	9	0.76%	C 67.9	`424a0eb`

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