Duplication · anthropics/claude-cookbooks

Duplication Overall

21% duplication:

50,946 cleaned lines of cleaned code (without empty lines, comments, and frequently duplicated constructs such as imports)
10,749 duplicated lines

48,412 duplicates

dependency graphs: 2D graph | 2D graph (with duplicates)... | 3D graph | 3D graph (with duplicates)...

Duplication per Extension

Duplication per Component (primary)

Duplication Between Components (50+ lines)

flowchart TB
    n0["misc"]
    n1["tool_use"]
    n2["claude_agent_sdk"]
    n3["managed_agents"]
    n4["capabilities"]
    n5["patterns"]
    n6["coding"]
    n7["finetuning"]
    n8["extended_thinking"]
    n9["fable_5_fallback_billing"]
    n10["multimodal"]
    n11["evals"]
    n0 ---|"2234"| n1
    n2 ---|"1960"| n3
    n3 ---|"1840"| n0
    n2 ---|"1747"| n0
    n2 ---|"1637"| n1
    n3 ---|"1606"| n1
    n4 ---|"1506"| n2
    n4 ---|"1216"| n1
    n4 ---|"1168"| n0
    n0 ---|"1120"| n5
    n5 ---|"1015"| n1
    n6 ---|"1005"| n0
    n6 ---|"940"| n1
    n4 ---|"718"| n3
    n7 ---|"701"| n0
    n7 ---|"696"| n1
    n8 ---|"695"| n0
    n3 ---|"659"| n5
    n9 ---|"608"| n0
    n9 ---|"528"| n1
    n6 ---|"519"| n3
    n8 ---|"501"| n1
    n0 ---|"437"| n10
    n4 ---|"431"| n5
    n4 ---|"344"| n6
    n4 ---|"319"| n7
    n7 ---|"315"| n3
    n6 ---|"313"| n5
    n7 ---|"311"| n5
    n8 ---|"291"| n3
    n9 ---|"282"| n3
    n2 ---|"249"| n5
    n3 ---|"248"| n10
    n6 ---|"220"| n7
    n2 ---|"216"| n6
    n10 ---|"203"| n1
    n4 ---|"194"| n9
    n9 ---|"173"| n5
    n8 ---|"162"| n9
    n2 ---|"148"| n10
    n6 ---|"140"| n9
    n4 ---|"132"| n8
    n9 ---|"128"| n7
    n8 ---|"108"| n5
    n10 ---|"105"| n5
    n11 ---|"105"| n3
    n2 ---|"93"| n8
    n11 ---|"84"| n0
    n8 ---|"83"| n10
    n9 ---|"80"| n10
    classDef default fill:#00b2ee,stroke:#ffffff,color:#000000;
    classDef highlighted fill:#00b2ee,stroke:#ffffff,color:#000000;
    linkStyle 0 stroke:#DC143CFF,stroke-width:10px
    linkStyle 1 stroke:#DC143CDB,stroke-width:8px
    linkStyle 2 stroke:#DC143CDB,stroke-width:8px
    linkStyle 3 stroke:#DC143CC9,stroke-width:7px
    linkStyle 4 stroke:#DC143CC9,stroke-width:7px
    linkStyle 5 stroke:#DC143CC9,stroke-width:7px
    linkStyle 6 stroke:#DC143CB7,stroke-width:6px
    linkStyle 7 stroke:#DC143CA5,stroke-width:5px
    linkStyle 8 stroke:#DC143CA5,stroke-width:5px
    linkStyle 9 stroke:#DC143CA5,stroke-width:5px
    linkStyle 10 stroke:#DC143C93,stroke-width:4px
    linkStyle 11 stroke:#DC143C93,stroke-width:4px
    linkStyle 12 stroke:#DC143C93,stroke-width:4px
    linkStyle 13 stroke:#DC143C82,stroke-width:3px
    linkStyle 14 stroke:#DC143C82,stroke-width:3px
    linkStyle 15 stroke:#DC143C82,stroke-width:3px
    linkStyle 16 stroke:#DC143C82,stroke-width:3px
    linkStyle 17 stroke:#DC143C70,stroke-width:2px
    linkStyle 18 stroke:#DC143C70,stroke-width:2px
    linkStyle 19 stroke:#DC143C70,stroke-width:2px
    linkStyle 20 stroke:#DC143C70,stroke-width:2px
    linkStyle 21 stroke:#DC143C70,stroke-width:2px
    linkStyle 22 stroke:#DC143C5E,stroke-width:1px
    linkStyle 23 stroke:#DC143C5E,stroke-width:1px
    linkStyle 24 stroke:#DC143C5E,stroke-width:1px
    linkStyle 25 stroke:#DC143C5E,stroke-width:1px
    linkStyle 26 stroke:#DC143C5E,stroke-width:1px
    linkStyle 27 stroke:#DC143C5E,stroke-width:1px
    linkStyle 28 stroke:#DC143C5E,stroke-width:1px
    linkStyle 29 stroke:#DC143C5E,stroke-width:1px
    linkStyle 30 stroke:#DC143C5E,stroke-width:1px
    linkStyle 31 stroke:#DC143C5E,stroke-width:1px
    linkStyle 32 stroke:#DC143C5E,stroke-width:1px
    linkStyle 33 stroke:#DC143C4C,stroke-width:1px
    linkStyle 34 stroke:#DC143C4C,stroke-width:1px
    linkStyle 35 stroke:#DC143C4C,stroke-width:1px
    linkStyle 36 stroke:#DC143C4C,stroke-width:1px
    linkStyle 37 stroke:#DC143C4C,stroke-width:1px
    linkStyle 38 stroke:#DC143C4C,stroke-width:1px
    linkStyle 39 stroke:#DC143C4C,stroke-width:1px
    linkStyle 40 stroke:#DC143C4C,stroke-width:1px
    linkStyle 41 stroke:#DC143C4C,stroke-width:1px
    linkStyle 42 stroke:#DC143C4C,stroke-width:1px
    linkStyle 43 stroke:#DC143C4C,stroke-width:1px
    linkStyle 44 stroke:#DC143C4C,stroke-width:1px
    linkStyle 45 stroke:#DC143C4C,stroke-width:1px
    linkStyle 46 stroke:#DC143C4C,stroke-width:1px
    linkStyle 47 stroke:#DC143C4C,stroke-width:1px
    linkStyle 48 stroke:#DC143C4C,stroke-width:1px
    linkStyle 49 stroke:#DC143C4C,stroke-width:1px

Download: Mermaid (.mmd) (open online Mermaid editor)

2D force graph | 3D force graph

Show more details on duplication between components...

From Component --> To Component	Duplicated Lines	File Pairs	Details
misc (14%) --> tool_use (13%)	2234	84 file pairs	details...
claude_agent_sdk (9%) --> managed_agents (10%)	1960	37 file pairs	details...
managed_agents (9%) --> misc (12%)	1840	110 file pairs	details...
claude_agent_sdk (8%) --> misc (11%)	1747	47 file pairs	details...
claude_agent_sdk (8%) --> tool_use (9%)	1637	27 file pairs	details...
managed_agents (8%) --> tool_use (9%)	1606	62 file pairs	details...
capabilities (20%) --> claude_agent_sdk (7%)	1506	4 file pairs	details...
capabilities (16%) --> tool_use (7%)	1216	7 file pairs	details...
capabilities (15%) --> misc (7%)	1168	12 file pairs	details...
misc (7%) --> patterns (17%)	1120	59 file pairs	details...
patterns (16%) --> tool_use (6%)	1015	34 file pairs	details...
coding (42%) --> misc (6%)	1005	12 file pairs	details...
coding (40%) --> tool_use (5%)	940	7 file pairs	details...
capabilities (9%) --> managed_agents (3%)	718	10 file pairs	details...
finetuning (135%) --> misc (4%)	701	12 file pairs	details...
finetuning (134%) --> tool_use (4%)	696	7 file pairs	details...
extended_thinking (40%) --> misc (4%)	695	11 file pairs	details...
managed_agents (3%) --> patterns (10%)	659	46 file pairs	details...
fable_5_fallback_billing (53%) --> misc (4%)	608	12 file pairs	details...
fable_5_fallback_billing (46%) --> tool_use (3%)	528	7 file pairs	details...
coding (22%) --> managed_agents (2%)	519	8 file pairs	details...
extended_thinking (29%) --> tool_use (2%)	501	6 file pairs	details...
misc (2%) --> multimodal (43%)	437	12 file pairs	details...
capabilities (5%) --> patterns (6%)	431	5 file pairs	details...
capabilities (4%) --> coding (14%)	344	1 file pair	details...
capabilities (4%) --> finetuning (61%)	319	1 file pair	details...
finetuning (61%) --> managed_agents (1%)	315	10 file pairs	details...
coding (13%) --> patterns (4%)	313	5 file pairs	details...
finetuning (60%) --> patterns (4%)	311	5 file pairs	details...
extended_thinking (16%) --> managed_agents (1%)	291	6 file pairs	details...
fable_5_fallback_billing (25%) --> managed_agents (1%)	282	6 file pairs	details...
claude_agent_sdk (1%) --> patterns (3%)	249	19 file pairs	details...
managed_agents (1%) --> multimodal (24%)	248	12 file pairs	details...
coding (9%) --> finetuning (42%)	220	1 file pair	details...
claude_agent_sdk (1%) --> coding (9%)	216	4 file pairs	details...
multimodal (19%) --> tool_use (1%)	203	7 file pairs	details...
capabilities (2%) --> fable_5_fallback_billing (17%)	194	1 file pair	details...
fable_5_fallback_billing (15%) --> patterns (2%)	173	4 file pairs	details...
extended_thinking (9%) --> fable_5_fallback_billing (14%)	162	1 file pair	details...
claude_agent_sdk (<1%) --> multimodal (14%)	148	4 file pairs	details...
coding (5%) --> fable_5_fallback_billing (12%)	140	1 file pair	details...
capabilities (1%) --> extended_thinking (7%)	132	1 file pair	details...
fable_5_fallback_billing (11%) --> finetuning (24%)	128	1 file pair	details...
extended_thinking (6%) --> patterns (1%)	108	3 file pairs	details...
multimodal (10%) --> patterns (1%)	105	5 file pairs	details...
evals (5%) --> managed_agents (<1%)	105	9 file pairs	details...
claude_agent_sdk (<1%) --> extended_thinking (5%)	93	2 file pairs	details...
evals (4%) --> misc (<1%)	84	8 file pairs	details...
extended_thinking (4%) --> multimodal (8%)	83	1 file pair	details...
fable_5_fallback_billing (7%) --> multimodal (7%)	80	1 file pair	details...
coding (3%) --> extended_thinking (4%)	78	1 file pair	details...
claude_agent_sdk (<1%) --> finetuning (14%)	74	4 file pairs	details...
extended_thinking (3%) --> finetuning (12%)	66	1 file pair	details...
evals (3%) --> patterns (1%)	65	5 file pairs	details...
evals (3%) --> tool_use (<1%)	63	6 file pairs	details...
claude_agent_sdk (<1%) --> fable_5_fallback_billing (4%)	52	3 file pairs	details...

Longest Duplicates

The list of 50 longest duplicates.

See data for all 48,412 duplicates...

Size	#	Folders	Files	Lines	Code
54	x 2	misc misc	generate_test_cases.ipynb generate_test_cases.ipynb	592:645 (6%) 700:753 (6%)	view
41	x 2	extended_thinking extended_thinking	extended_thinking_with_tool_use.ipynb extended_thinking_with_tool_use.ipynb	175:215 (4%) 679:719 (4%)	view
40	x 2	capabilities/retrieval_a...d_generation/evaluation capabilities/retrieval_a...d_generation/evaluation	vectordb.py vectordb.py	44:89 (27%) 129:174 (27%)	view
31	x 2	misc misc	generate_test_cases.ipynb generate_test_cases.ipynb	454:484 (3%) 592:622 (3%)	view
31	x 2	misc misc	generate_test_cases.ipynb generate_test_cases.ipynb	454:484 (3%) 700:730 (3%)	view
30	x 2	capabilities/retrieval_a...d_generation/evaluation capabilities/retrieval_a...d_generation/evaluation	prompts.py provider_retrieval.py	115:155 (31%) 73:113 (33%)	view
29	x 2	managed_agents managed_agents	CMA_pin_inference_geo.ipynb CMA_use_skills_from_a_repo.ipynb	30:58 (11%) 30:58 (8%)	view
27	x 2	claude_agent_sdk claude_agent_sdk	08_Dynamic_workflows.ipynb 08_Dynamic_workflows.ipynb	419:445 (2%) 426:452 (2%)	view
25	x 2	capabilities/contextual-embeddings capabilities/contextual-embeddings	guide.ipynb guide.ipynb	272:296 (1%) 906:930 (1%)	view
25	x 2	misc misc	building_evals.ipynb how_to_make_sql_queries.ipynb	383:407 (6%) 231:255 (9%)	view
25	x 2	managed_agents managed_agents	CMA_consult_an_advisor.ipynb CMA_coordinate_specialist_team.ipynb	568:592 (4%) 508:532 (4%)	view
25	x 2	capabilities/contextual-embeddings patterns/agents	guide.ipynb orchestrator_workers.ipynb	1827:1851 (1%) 561:585 (4%)	view
25	x 2	misc patterns/agents	batch_processing.ipynb evaluator_optimizer.ipynb	438:462 (5%) 282:306 (8%)	view
23	x 2	capabilities/contextual-embeddings tool_use	guide.ipynb automatic-context-compaction.ipynb	1827:1849 (1%) 1224:1246 (1%)	view
23	x 2	patterns/agents tool_use	orchestrator_workers.ipynb automatic-context-compaction.ipynb	561:583 (3%) 1224:1246 (1%)	view
23	x 2	misc tool_use	using_citations.ipynb parallel_tools.ipynb	863:885 (2%) 328:350 (6%)	view
23	x 2	misc tool_use	how_to_make_sql_queries.ipynb threat_intel_enrichment_agent.ipynb	231:253 (9%) 1871:1893 (1%)	view
23	x 2	misc tool_use	building_evals.ipynb threat_intel_enrichment_agent.ipynb	383:405 (5%) 1871:1893 (1%)	view
23	x 2	claude_agent_sdk misc	04_migrating_from_openai_agents_sdk.i... prompt_caching.ipynb	861:883 (2%) 616:638 (3%)	view
22	x 2	misc misc	generate_test_cases.ipynb generate_test_cases.ipynb	485:506 (2%) 624:645 (2%)	view
22	x 2	misc misc	generate_test_cases.ipynb generate_test_cases.ipynb	485:506 (2%) 732:753 (2%)	view
22	x 2	managed_agents managed_agents	data_analyst_agent.ipynb slack_data_bot.ipynb	392:413 (5%) 348:369 (5%)	view
21	x 2	managed_agents managed_agents	CMA_operate_in_production.ipynb CMA_orchestrate_issue_to_pr.ipynb	383:403 (5%) 246:266 (7%)	view
20	x 2	claude_agent_sdk claude_agent_sdk	07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb	414:433 (<1%) 449:468 (<1%)	view
20	x 2	claude_agent_sdk claude_agent_sdk	07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb	428:447 (<1%) 442:461 (<1%)	view
20	x 2	claude_agent_sdk claude_agent_sdk	08_Dynamic_workflows.ipynb 08_Dynamic_workflows.ipynb	419:438 (2%) 433:452 (2%)	view
20	x 2	claude_agent_sdk/observability_agent claude_agent_sdk/research_agent	agent.py agent.py	121:146 (27%) 107:132 (36%)	view
19	x 2	claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent	sre_mcp_server.py sre_mcp_server.py	1637:1655 (<1%) 1710:1728 (<1%)	view
19	x 2	claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent	sre_mcp_server.py sre_mcp_server.py	2028:2046 (<1%) 2119:2137 (<1%)	view
19	x 2	claude_agent_sdk tool_use	07_Hosting_the_agent.ipynb tool_search_with_embeddings.ipynb	2136:2154 (<1%) 1066:1084 (1%)	view
19	x 2	misc multimodal	how_to_make_sql_queries.ipynb reading_charts_graphs_powerpoints.ipynb	235:253 (7%) 488:506 (3%)	view
19	x 2	misc tool_use	batch_processing.ipynb parallel_tools.ipynb	438:456 (4%) 328:346 (5%)	view
19	x 2	finetuning misc	finetuning_on_bedrock.ipynb building_evals.ipynb	234:252 (7%) 383:401 (4%)	view
19	x 2	managed_agents misc	CMA_with_mongodb_atlas.ipynb building_moderation_filter.ipynb	1639:1657 (1%) 342:360 (5%)	view
19	x 2	claude_agent_sdk managed_agents	07_Hosting_the_agent.ipynb CMA_consult_an_advisor.ipynb	2136:2154 (<1%) 568:586 (3%)	view
19	x 2	patterns/agents tool_use	evaluator_optimizer.ipynb tool_choice.ipynb	282:300 (6%) 721:739 (2%)	view
19	x 2	managed_agents tool_use	CMA_consult_an_advisor.ipynb tool_search_with_embeddings.ipynb	568:586 (3%) 1066:1084 (1%)	view
19	x 2	coding tool_use	prompting_for_frontend_aesthetics.ipynb parallel_tools.ipynb	1151:1169 (1%) 328:346 (5%)	view
19	x 2	finetuning patterns/agents	finetuning_on_bedrock.ipynb latency_multi_agent.ipynb	234:252 (7%) 847:865 (2%)	view
19	x 2	managed_agents misc	CMA_with_mongodb_atlas.ipynb speculative_prompt_caching.ipynb	1639:1657 (1%) 463:481 (3%)	view
19	x 2	managed_agents misc	CMA_prompt_versioning_and_rollback.ipynb how_to_enable_json_mode.ipynb	423:441 (4%) 517:535 (3%)	view
19	x 2	misc patterns/agents	building_evals.ipynb latency_multi_agent.ipynb	383:401 (4%) 847:865 (2%)	view
19	x 2	managed_agents misc	CMA_plan_big_execute_small.ipynb how_to_make_sql_queries.ipynb	512:530 (3%) 231:249 (7%)	view
19	x 2	coding misc	prompting_for_frontend_aesthetics.ipynb batch_processing.ipynb	1151:1169 (1%) 438:456 (4%)	view
19	x 2	managed_agents misc	CMA_coordinate_specialist_team.ipynb admin_api.ipynb	508:526 (3%) 776:794 (2%)	view
19	x 2	capabilities/classification/evaluation capabilities/retrieval_a...d_generation/evaluation	vectordb.py vectordb.py	47:69 (32%) 44:66 (13%)	view
19	x 2	capabilities/classification/evaluation capabilities/retrieval_a...d_generation/evaluation	vectordb.py vectordb.py	47:69 (32%) 129:151 (13%)	view
19	x 2	misc misc	building_moderation_filter.ipynb speculative_prompt_caching.ipynb	342:360 (5%) 463:481 (3%)	view
19	x 2	managed_agents misc	CMA_plan_big_execute_small.ipynb building_evals.ipynb	512:530 (3%) 383:401 (4%)	view
19	x 2	misc patterns/agents	how_to_make_sql_queries.ipynb latency_multi_agent.ipynb	231:249 (7%) 847:865 (2%)	view

Most Frequent Duplicates

The list of 50 most frequently found duplicates.

Size	#	Folders	Files	Lines	Code
6	x 198	managed_agents managed_agents capabilities/contextual-embeddings tool_use claude_agent_sdk claude_agent_sdk misc tool_use managed_agents managed_agents ...	CMA_consult_an_advisor.ipynb CMA_with_mongodb_atlas.ipynb guide.ipynb tool_search_with_embeddings.ipynb 08_Dynamic_workflows.ipynb 07_Hosting_the_agent.ipynb admin_api.ipynb threat_intel_enrichment_agent.ipynb CMA_consult_an_advisor.ipynb CMA_consult_an_advisor.ipynb ...	248:253 (1%) 1296:1301 (<1%) 314:319 (<1%) 50:55 (<1%) 419:424 (<1%) 148:153 (<1%) 272:277 (<1%) 710:715 (<1%) 257:262 (1%) 274:279 (1%) ...	view
6	x 171	misc patterns/agents coding misc patterns/agents tool_use misc tool_use managed_agents misc ...	building_evals.ipynb orchestrator_workers.ipynb prompting_for_frontend_aesthetics.ipynb how_to_make_sql_queries.ipynb basic_workflows.ipynb parallel_tools.ipynb batch_processing.ipynb customer_service_agent.ipynb CMA_with_mongodb_atlas.ipynb prompt_caching.ipynb ...	11:16 (1%) 62:67 (1%) 10:15 (<1%) 11:16 (2%) 82:87 (<1%) 8:13 (1%) 53:58 (1%) 10:15 (1%) 68:73 (<1%) 17:22 (<1%) ...	view
6	x 134	patterns/agents tool_use misc patterns/agents coding misc patterns/agents tool_use misc tool_use ...	basic_workflows.ipynb parallel_tools.ipynb building_evals.ipynb orchestrator_workers.ipynb prompting_for_frontend_aesthetics.ipynb how_to_make_sql_queries.ipynb latency_multi_agent.ipynb automatic-context-compaction.ipynb batch_processing.ipynb customer_service_agent.ipynb ...	99:104 (<1%) 108:113 (1%) 104:109 (1%) 253:258 (1%) 257:262 (<1%) 131:136 (2%) 137:142 (<1%) 193:198 (<1%) 67:72 (1%) 269:274 (1%) ...	view
6	x 54	claude_agent_sdk misc extended_thinking misc multimodal managed_agents managed_agents managed_agents tool_use managed_agents ...	07_Hosting_the_agent.ipynb pdf_upload_summarization.ipynb extended_thinking_with_tool_use.ipynb admin_api.ipynb reading_charts_graphs_powerpoints.ipynb data_analyst_agent.ipynb CMA_prompt_versioning_and_rollback.ipynb sre_incident_responder.ipynb threat_intel_enrichment_agent.ipynb CMA_consult_an_advisor.ipynb ...	97:102 (<1%) 168:173 (2%) 124:129 (<1%) 85:90 (<1%) 119:124 (1%) 221:226 (1%) 140:145 (1%) 106:111 (<1%) 55:60 (<1%) 104:109 (1%) ...	view
6	x 48	capabilities/contextual-embeddings claude_agent_sdk claude_agent_sdk claude_agent_sdk claude_agent_sdk claude_agent_sdk claude_agent_sdk claude_agent_sdk claude_agent_sdk claude_agent_sdk ...	guide.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb 07_Hosting_the_agent.ipynb ...	321:326 (<1%) 205:210 (<1%) 216:221 (<1%) 223:228 (<1%) 230:235 (<1%) 238:243 (<1%) 248:253 (<1%) 255:260 (<1%) 263:268 (<1%) 274:279 (<1%) ...	view
6	x 48	claude_agent_sdk misc extended_thinking misc managed_agents tool_use managed_agents managed_agents managed_agents managed_agents ...	07_Hosting_the_agent.ipynb pdf_upload_summarization.ipynb extended_thinking_with_tool_use.ipynb admin_api.ipynb sre_incident_responder.ipynb threat_intel_enrichment_agent.ipynb CMA_consult_an_advisor.ipynb CMA_consult_an_advisor.ipynb CMA_consult_an_advisor.ipynb CMA_consult_an_advisor.ipynb ...	96:101 (<1%) 167:172 (2%) 123:128 (<1%) 84:89 (<1%) 105:110 (<1%) 54:59 (<1%) 103:108 (1%) 166:171 (1%) 239:244 (1%) 350:355 (1%) ...	view
6	x 42	misc patterns/agents patterns/agents tool_use coding misc misc tool_use patterns/agents capabilities/contextual-embeddings ...	building_evals.ipynb orchestrator_workers.ipynb basic_workflows.ipynb parallel_tools.ipynb prompting_for_frontend_aesthetics.ipynb how_to_make_sql_queries.ipynb batch_processing.ipynb customer_service_agent.ipynb evaluator_optimizer.ipynb guide.ipynb ...	41:46 (1%) 97:102 (1%) 27:32 (<1%) 17:22 (1%) 1078:1083 (<1%) 20:25 (2%) 30:35 (1%) 19:24 (1%) 90:95 (1%) 125:130 (<1%) ...	view
6	x 36	claude_agent_sdk misc managed_agents misc patterns/agents tool_use fable_5_fallback_billing multimodal coding misc ...	04_migrating_from_openai_agents_sdk.i... pdf_upload_summarization.ipynb CMA_plan_big_execute_small.ipynb batch_processing.ipynb basic_workflows.ipynb parallel_tools.ipynb guide.ipynb reading_charts_graphs_powerpoints.ipynb prompting_for_frontend_aesthetics.ipynb how_to_make_sql_queries.ipynb ...	869:874 (<1%) 243:248 (2%) 520:525 (1%) 446:451 (1%) 781:786 (<1%) 336:341 (1%) 547:552 (1%) 492:497 (1%) 1159:1164 (<1%) 239:244 (2%) ...	view
6	x 36	misc patterns/agents patterns/agents tool_use coding misc misc tool_use misc misc ...	building_evals.ipynb orchestrator_workers.ipynb basic_workflows.ipynb parallel_tools.ipynb prompting_for_frontend_aesthetics.ipynb how_to_make_sql_queries.ipynb batch_processing.ipynb customer_service_agent.ipynb read_web_pages_with_haiku.ipynb using_citations.ipynb ...	42:47 (1%) 98:103 (1%) 28:33 (<1%) 18:23 (1%) 1079:1084 (<1%) 21:26 (2%) 31:36 (1%) 20:25 (1%) 20:25 (4%) 31:36 (<1%) ...	view
6	x 36	claude_agent_sdk misc managed_agents misc patterns/agents tool_use fable_5_fallback_billing multimodal coding misc ...	04_migrating_from_openai_agents_sdk.i... pdf_upload_summarization.ipynb CMA_plan_big_execute_small.ipynb batch_processing.ipynb basic_workflows.ipynb parallel_tools.ipynb guide.ipynb reading_charts_graphs_powerpoints.ipynb prompting_for_frontend_aesthetics.ipynb how_to_make_sql_queries.ipynb ...	871:876 (<1%) 245:250 (2%) 522:527 (1%) 448:453 (1%) 783:788 (<1%) 338:343 (1%) 549:554 (1%) 494:499 (1%) 1161:1166 (<1%) 241:246 (2%) ...	view
6	x 36	claude_agent_sdk misc managed_agents misc patterns/agents tool_use fable_5_fallback_billing multimodal coding misc ...	04_migrating_from_openai_agents_sdk.i... pdf_upload_summarization.ipynb CMA_plan_big_execute_small.ipynb batch_processing.ipynb basic_workflows.ipynb parallel_tools.ipynb guide.ipynb reading_charts_graphs_powerpoints.ipynb prompting_for_frontend_aesthetics.ipynb how_to_make_sql_queries.ipynb ...	870:875 (<1%) 244:249 (2%) 521:526 (1%) 447:452 (1%) 782:787 (<1%) 337:342 (1%) 548:553 (1%) 493:498 (1%) 1160:1165 (<1%) 240:245 (2%) ...	view
6	x 35	managed_agents misc patterns/agents tool_use fable_5_fallback_billing multimodal coding misc misc patterns/agents ...	CMA_plan_big_execute_small.ipynb batch_processing.ipynb basic_workflows.ipynb parallel_tools.ipynb guide.ipynb reading_charts_graphs_powerpoints.ipynb prompting_for_frontend_aesthetics.ipynb how_to_make_sql_queries.ipynb building_evals.ipynb orchestrator_workers.ipynb ...	524:529 (1%) 450:455 (1%) 785:790 (<1%) 340:345 (1%) 551:556 (1%) 496:501 (1%) 1163:1168 (<1%) 243:248 (2%) 395:400 (1%) 573:578 (1%) ...	view
6	x 35	managed_agents misc patterns/agents tool_use fable_5_fallback_billing multimodal coding misc misc patterns/agents ...	CMA_plan_big_execute_small.ipynb batch_processing.ipynb basic_workflows.ipynb parallel_tools.ipynb guide.ipynb reading_charts_graphs_powerpoints.ipynb prompting_for_frontend_aesthetics.ipynb how_to_make_sql_queries.ipynb building_evals.ipynb orchestrator_workers.ipynb ...	525:530 (1%) 451:456 (1%) 786:791 (<1%) 341:346 (1%) 552:557 (1%) 497:502 (1%) 1164:1169 (<1%) 244:249 (2%) 396:401 (1%) 574:579 (1%) ...	view
6	x 35	misc patterns/agents patterns/agents tool_use coding misc misc tool_use misc misc ...	building_evals.ipynb orchestrator_workers.ipynb basic_workflows.ipynb parallel_tools.ipynb prompting_for_frontend_aesthetics.ipynb how_to_make_sql_queries.ipynb batch_processing.ipynb customer_service_agent.ipynb read_web_pages_with_haiku.ipynb using_citations.ipynb ...	43:48 (1%) 99:104 (1%) 29:34 (<1%) 19:24 (1%) 1080:1085 (<1%) 22:27 (2%) 32:37 (1%) 21:26 (1%) 21:26 (4%) 32:37 (<1%) ...	view
6	x 35	managed_agents misc patterns/agents tool_use fable_5_fallback_billing multimodal coding misc misc patterns/agents ...	CMA_plan_big_execute_small.ipynb batch_processing.ipynb basic_workflows.ipynb parallel_tools.ipynb guide.ipynb reading_charts_graphs_powerpoints.ipynb prompting_for_frontend_aesthetics.ipynb how_to_make_sql_queries.ipynb building_evals.ipynb orchestrator_workers.ipynb ...	523:528 (1%) 449:454 (1%) 784:789 (<1%) 339:344 (1%) 550:555 (1%) 495:500 (1%) 1162:1167 (<1%) 242:247 (2%) 394:399 (1%) 572:577 (1%) ...	view
6	x 34	managed_agents misc patterns/agents tool_use fable_5_fallback_billing multimodal coding misc misc patterns/agents ...	CMA_plan_big_execute_small.ipynb batch_processing.ipynb basic_workflows.ipynb parallel_tools.ipynb guide.ipynb reading_charts_graphs_powerpoints.ipynb prompting_for_frontend_aesthetics.ipynb how_to_make_sql_queries.ipynb building_evals.ipynb orchestrator_workers.ipynb ...	519:524 (1%) 445:450 (1%) 780:785 (<1%) 335:340 (1%) 546:551 (1%) 491:496 (1%) 1158:1163 (<1%) 238:243 (2%) 390:395 (1%) 568:573 (1%) ...	view
6	x 34	managed_agents misc patterns/agents tool_use fable_5_fallback_billing multimodal coding misc misc patterns/agents ...	CMA_plan_big_execute_small.ipynb batch_processing.ipynb basic_workflows.ipynb parallel_tools.ipynb guide.ipynb reading_charts_graphs_powerpoints.ipynb prompting_for_frontend_aesthetics.ipynb how_to_make_sql_queries.ipynb building_evals.ipynb orchestrator_workers.ipynb ...	518:523 (1%) 444:449 (1%) 779:784 (<1%) 334:339 (1%) 545:550 (1%) 490:495 (1%) 1157:1162 (<1%) 237:242 (2%) 389:394 (1%) 567:572 (1%) ...	view
6	x 27	claude_agent_sdk managed_agents claude_agent_sdk misc tool_use capabilities/contextual-embeddings coding claude_agent_sdk claude_agent_sdk claude_agent_sdk ...	08_Dynamic_workflows.ipynb CMA_with_mongodb_atlas.ipynb 07_Hosting_the_agent.ipynb admin_api.ipynb threat_intel_enrichment_agent.ipynb guide.ipynb prompting_for_frontend_aesthetics.ipynb 08_Dynamic_workflows.ipynb 08_Dynamic_workflows.ipynb 08_Dynamic_workflows.ipynb ...	448:453 (<1%) 1297:1302 (<1%) 648:653 (<1%) 273:278 (<1%) 745:750 (<1%) 527:532 (<1%) 1015:1020 (<1%) 457:462 (<1%) 521:526 (<1%) 529:534 (<1%) ...	view
6	x 26	patterns/agents tool_use managed_agents misc misc patterns/agents misc managed_agents tool_use extended_thinking ...	basic_workflows.ipynb tool_search_with_embeddings.ipynb CMA_with_mongodb_atlas.ipynb prompt_caching.ipynb how_to_enable_json_mode.ipynb evaluator_optimizer.ipynb generate_test_cases.ipynb CMA_consult_an_advisor.ipynb customer_service_agent.ipynb extended_thinking_with_tool_use.ipynb ...	100:105 (<1%) 543:548 (<1%) 1272:1277 (<1%) 340:345 (<1%) 206:211 (1%) 96:101 (1%) 332:337 (<1%) 241:246 (1%) 270:275 (1%) 125:130 (<1%) ...	view
6	x 22	misc patterns/agents coding misc patterns/agents tool_use misc tool_use managed_agents misc ...	building_evals.ipynb orchestrator_workers.ipynb prompting_for_frontend_aesthetics.ipynb how_to_make_sql_queries.ipynb basic_workflows.ipynb parallel_tools.ipynb batch_processing.ipynb customer_service_agent.ipynb CMA_with_mongodb_atlas.ipynb prompt_caching.ipynb ...	1:6 (1%) 1:6 (1%) 1:6 (<1%) 1:6 (2%) 1:6 (<1%) 1:6 (1%) 1:6 (1%) 1:6 (1%) 1:6 (<1%) 1:6 (<1%) ...	view
6	x 20	managed_agents patterns/agents managed_agents multimodal managed_agents claude_agent_sdk managed_agents managed_agents finetuning managed_agents ...	CMA_orchestrate_issue_to_pr.ipynb async_multi_agent_orchestration.ipynb CMA_plan_big_execute_small.ipynb reading_charts_graphs_powerpoints.ipynb CMA_consult_an_advisor.ipynb 08_Dynamic_workflows.ipynb CMA_coordinate_specialist_team.ipynb CMA_use_skills_from_a_repo.ipynb finetuning_on_bedrock.ipynb CMA_pin_inference_geo.ipynb ...	255:260 (2%) 552:557 (1%) 516:521 (1%) 488:493 (1%) 572:577 (1%) 937:942 (<1%) 512:517 (1%) 339:344 (1%) 238:243 (2%) 246:251 (2%) ...	view
6	x 17	claude_agent_sdk managed_agents managed_agents finetuning managed_agents patterns/agents managed_agents tool_use managed_agents claude_agent_sdk ...	08_Dynamic_workflows.ipynb CMA_coordinate_specialist_team.ipynb CMA_use_skills_from_a_repo.ipynb finetuning_on_bedrock.ipynb CMA_consult_an_advisor.ipynb latency_multi_agent.ipynb CMA_remember_user_preferences.ipynb tool_search_with_embeddings.ipynb CMA_plan_big_execute_small.ipynb 07_Hosting_the_agent.ipynb ...	934:939 (<1%) 509:514 (1%) 336:341 (1%) 235:240 (2%) 569:574 (1%) 848:853 (<1%) 634:639 (<1%) 1067:1072 (<1%) 513:518 (1%) 2137:2142 (<1%) ...	view
6	x 17	claude_agent_sdk managed_agents managed_agents finetuning managed_agents patterns/agents managed_agents tool_use managed_agents claude_agent_sdk ...	08_Dynamic_workflows.ipynb CMA_coordinate_specialist_team.ipynb CMA_use_skills_from_a_repo.ipynb finetuning_on_bedrock.ipynb CMA_consult_an_advisor.ipynb latency_multi_agent.ipynb CMA_remember_user_preferences.ipynb tool_search_with_embeddings.ipynb CMA_plan_big_execute_small.ipynb 07_Hosting_the_agent.ipynb ...	935:940 (<1%) 510:515 (1%) 337:342 (1%) 236:241 (2%) 570:575 (1%) 849:854 (<1%) 635:640 (<1%) 1068:1073 (<1%) 514:519 (1%) 2138:2143 (<1%) ...	view
6	x 17	claude_agent_sdk managed_agents managed_agents finetuning managed_agents patterns/agents managed_agents tool_use managed_agents claude_agent_sdk ...	08_Dynamic_workflows.ipynb CMA_coordinate_specialist_team.ipynb CMA_use_skills_from_a_repo.ipynb finetuning_on_bedrock.ipynb CMA_consult_an_advisor.ipynb latency_multi_agent.ipynb CMA_remember_user_preferences.ipynb tool_search_with_embeddings.ipynb CMA_plan_big_execute_small.ipynb 07_Hosting_the_agent.ipynb ...	936:941 (<1%) 511:516 (1%) 338:343 (1%) 237:242 (2%) 571:576 (1%) 850:855 (<1%) 636:641 (<1%) 1069:1074 (<1%) 515:520 (1%) 2139:2144 (<1%) ...	view
6	x 16	fable_5_fallback_billing multimodal misc extended_thinking fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing ...	guide.ipynb reading_charts_graphs_powerpoints.ipynb pdf_upload_summarization.ipynb extended_thinking_with_tool_use.ipynb guide.ipynb guide.ipynb guide.ipynb guide.ipynb guide.ipynb guide.ipynb ...	30:35 (1%) 33:38 (1%) 28:33 (2%) 31:36 (<1%) 47:52 (1%) 161:166 (1%) 203:208 (1%) 255:260 (1%) 353:358 (1%) 419:424 (1%) ...	view
6	x 16	claude_agent_sdk managed_agents managed_agents finetuning managed_agents patterns/agents managed_agents tool_use managed_agents claude_agent_sdk ...	08_Dynamic_workflows.ipynb CMA_coordinate_specialist_team.ipynb CMA_use_skills_from_a_repo.ipynb finetuning_on_bedrock.ipynb CMA_consult_an_advisor.ipynb latency_multi_agent.ipynb CMA_remember_user_preferences.ipynb tool_search_with_embeddings.ipynb CMA_plan_big_execute_small.ipynb 07_Hosting_the_agent.ipynb ...	933:938 (<1%) 508:513 (1%) 335:340 (1%) 234:239 (2%) 568:573 (1%) 847:852 (<1%) 633:638 (<1%) 1066:1071 (<1%) 512:517 (1%) 2136:2141 (<1%) ...	view
6	x 16	misc misc misc misc misc misc misc misc misc misc ...	session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb ...	23:28 (<1%) 231:236 (<1%) 240:245 (<1%) 375:380 (<1%) 601:606 (<1%) 610:615 (<1%) 667:672 (<1%) 765:770 (<1%) 778:783 (<1%) 806:811 (<1%) ...	view
6	x 13	capabilities/contextual-embeddings tool_use coding tool_use finetuning patterns/agents managed_agents managed_agents capabilities/contextual-embeddings capabilities/contextual-embeddings ...	guide.ipynb tool_search_with_embeddings.ipynb prompting_for_frontend_aesthetics.ipynb tool_choice.ipynb finetuning_on_bedrock.ipynb orchestrator_workers.ipynb CMA_with_mongodb_atlas.ipynb CMA_with_mongodb_atlas.ipynb guide.ipynb guide.ipynb ...	156:161 (<1%) 1028:1033 (<1%) 1141:1146 (<1%) 378:383 (<1%) 165:170 (2%) 507:512 (1%) 200:205 (<1%) 768:773 (<1%) 584:589 (<1%) 1074:1079 (<1%) ...	view
6	x 12	managed_agents multimodal managed_agents patterns/agents finetuning claude_agent_sdk tool_use misc misc misc ...	CMA_plan_big_execute_small.ipynb reading_charts_graphs_powerpoints.ipynb CMA_consult_an_advisor.ipynb latency_multi_agent.ipynb finetuning_on_bedrock.ipynb 07_Hosting_the_agent.ipynb tool_search_with_embeddings.ipynb admin_api.ipynb building_evals.ipynb how_to_make_sql_queries.ipynb ...	517:522 (1%) 489:494 (1%) 573:578 (1%) 852:857 (<1%) 239:244 (2%) 2141:2146 (<1%) 1071:1076 (<1%) 781:786 (<1%) 388:393 (1%) 236:241 (2%) ...	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	10:15 (3%) 29:34 (3%) 48:53 (3%) 67:72 (3%) 86:91 (3%) 105:110 (3%) 124:129 (3%) 143:148 (3%) 162:167 (3%)	view
6	x 9	misc patterns/agents tool_use misc misc misc misc misc tool_use	using_citations.ipynb orchestrator_workers.ipynb tool_search_with_embeddings.ipynb using_citations.ipynb using_citations.ipynb using_citations.ipynb using_citations.ipynb using_citations.ipynb tool_search_with_embeddings.ipynb	91:96 (<1%) 255:260 (1%) 934:939 (<1%) 227:232 (<1%) 332:337 (<1%) 518:523 (<1%) 613:618 (<1%) 737:742 (<1%) 987:992 (<1%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	12:17 (3%) 31:36 (3%) 50:55 (3%) 69:74 (3%) 88:93 (3%) 107:112 (3%) 126:131 (3%) 145:150 (3%) 164:169 (3%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	6:11 (3%) 25:30 (3%) 44:49 (3%) 63:68 (3%) 82:87 (3%) 101:106 (3%) 120:125 (3%) 139:144 (3%) 158:163 (3%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	11:16 (3%) 30:35 (3%) 49:54 (3%) 68:73 (3%) 87:92 (3%) 106:111 (3%) 125:130 (3%) 144:149 (3%) 163:168 (3%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	9:14 (3%) 28:33 (3%) 47:52 (3%) 66:71 (3%) 85:90 (3%) 104:109 (3%) 123:128 (3%) 142:147 (3%) 161:166 (3%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	5:10 (3%) 24:29 (3%) 43:48 (3%) 62:67 (3%) 81:86 (3%) 100:105 (3%) 119:124 (3%) 138:143 (3%) 157:162 (3%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	8:13 (3%) 27:32 (3%) 46:51 (3%) 65:70 (3%) 84:89 (3%) 103:108 (3%) 122:127 (3%) 141:146 (3%) 160:165 (3%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	13:18 (3%) 32:37 (3%) 51:56 (3%) 70:75 (3%) 89:94 (3%) 108:113 (3%) 127:132 (3%) 146:151 (3%) 165:170 (3%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	7:12 (3%) 26:31 (3%) 45:50 (3%) 64:69 (3%) 83:88 (3%) 102:107 (3%) 121:126 (3%) 140:145 (3%) 159:164 (3%)	view
6	x 9	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	4:9 (3%) 23:28 (3%) 42:47 (3%) 61:66 (3%) 80:85 (3%) 99:104 (3%) 118:123 (3%) 137:142 (3%) 156:161 (3%)	view
6	x 9	claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent	sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py	703:708 (<1%) 1650:1655 (<1%) 1723:1728 (<1%) 1777:1782 (<1%) 1847:1852 (<1%) 2041:2046 (<1%) 2132:2137 (<1%) 2198:2203 (<1%) 2414:2419 (<1%)	view
6	x 8	misc misc misc misc misc misc misc misc	session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb	84:89 (<1%) 267:272 (<1%) 426:431 (<1%) 622:627 (<1%) 681:686 (<1%) 822:827 (<1%) 1063:1068 (<1%) 1233:1238 (<1%)	view
6	x 8	misc misc misc misc misc misc misc misc	session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb session_memory_compaction.ipynb	85:90 (<1%) 268:273 (<1%) 427:432 (<1%) 623:628 (<1%) 682:687 (<1%) 823:828 (<1%) 1064:1069 (<1%) 1234:1239 (<1%)	view
6	x 8	fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing fable_5_fallback_billing	guide.ipynb guide.ipynb guide.ipynb guide.ipynb guide.ipynb guide.ipynb guide.ipynb guide.ipynb	31:36 (1%) 48:53 (1%) 162:167 (1%) 204:209 (1%) 256:261 (1%) 354:359 (1%) 420:425 (1%) 473:478 (1%)	view
6	x 8	capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation capabilities/summarization/evaluation	tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml tests.yaml	14:20 (3%) 33:39 (3%) 52:58 (3%) 71:77 (3%) 90:96 (3%) 109:115 (3%) 128:134 (3%) 147:153 (3%)	view
6	x 8	claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent	sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py	702:707 (<1%) 1649:1654 (<1%) 1722:1727 (<1%) 1776:1781 (<1%) 1846:1851 (<1%) 2040:2045 (<1%) 2131:2136 (<1%) 2197:2202 (<1%)	view
6	x 8	managed_agents tool_use managed_agents managed_agents managed_agents managed_agents misc tool_use	CMA_coordinate_specialist_team.ipynb tool_search_alternate_approaches.ipynb CMA_plan_big_execute_small.ipynb CMA_use_skills_from_a_repo.ipynb CMA_consult_an_advisor.ipynb CMA_pin_inference_geo.ipynb admin_api.ipynb threat_intel_enrichment_agent.ipynb	60:65 (1%) 49:54 (1%) 90:95 (1%) 51:56 (1%) 65:70 (1%) 51:56 (2%) 100:105 (<1%) 84:89 (<1%)	view
6	x 8	managed_agents misc managed_agents managed_agents managed_agents managed_agents misc misc	sre_incident_responder.ipynb building_moderation_filter.ipynb CMA_with_mongodb_atlas.ipynb data_analyst_agent.ipynb CMA_prompt_versioning_and_rollback.ipynb slack_data_bot.ipynb speculative_prompt_caching.ipynb how_to_enable_json_mode.ipynb	839:844 (<1%) 346:351 (1%) 1643:1648 (<1%) 399:404 (1%) 427:432 (1%) 355:360 (1%) 467:472 (1%) 521:526 (1%)	view
6	x 8	misc tool_use managed_agents misc coding misc tool_use misc	batch_processing.ipynb customer_service_agent.ipynb CMA_with_mongodb_atlas.ipynb prompt_caching.ipynb prompting_for_frontend_aesthetics.ipynb building_evals.ipynb parallel_tools.ipynb building_moderation_filter.ipynb	39:44 (1%) 163:168 (1%) 316:321 (<1%) 123:128 (<1%) 34:39 (<1%) 82:87 (1%) 103:108 (1%) 156:161 (1%)	view
6	x 7	claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent claude_agent_sdk/site_reliability_agent	sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py sre_mcp_server.py	1647:1652 (<1%) 1720:1725 (<1%) 1774:1779 (<1%) 1844:1849 (<1%) 2038:2043 (<1%) 2129:2134 (<1%) 2195:2200 (<1%)	view

Duplicated Units

The list of top 1 duplicated units.

See data for all 1 unit duplicate

Size	#	Folders	Files	Lines	Code
8	x 2	capabilities/classification/evaluation capabilities/retrieval_a...d_generation/evaluation	vectordb.py vectordb.py	73:83 80:89	view

About This Analysis

For duplication, we look at places in code where there are 6 or more lines of code that are exactly the same.
Before duplication is calculated, the code is cleaned to remove empty lines, comments, and frequently duplicated constructs such as imports.
You should aim at having as little as possible (<5%) of duplicated code as high-level of duplication can lead to maintenance difficulties, poor factoring, and logical contradictions.

Learn more...

To learn more about duplications and techniques for eliminating duplication, Sokrates recommends the following resources:

Avoid Repetition, MartinFlower.com (IEEE Software article)
Refactoring duplicated code, sourcemaking.com
Beck Design Rules, MartinFowler.com
DRY (Don't Repeat Yourself) Principle, Wikipedia
The Cut-and-Paste Programming Software Development Anti-Pattern, sourcemaking.com
Code Smells / Duplicated Code, Jeff Atwood, codinghorror.com:

"Duplicated code is the bane of software development. Stamp out duplication whenever possible. You should always be on the lookout for more subtle cases of near-duplication, too. Don't Repeat Yourself!"

Reducing Coupling, MartinFlower.com (IEEE Software article):

"There are several ways to describe coupling, but it boils down to this: If changing one module in a program requires changing another module, then coupling exists. ... Duplication always implies coupling, because changing one piece of duplicate code implies changing the other."