anthropics / claude-cookbooks
File Size

The distribution of size of files (measured in lines of code).

Intro
  • File size measurements show the distribution of size of files.
  • Files are classified in four categories based on their size (lines of code): 1-100 (very small files), 101-200 (small files), 201-500 (medium size files), 501-1000 (long files), 1001+(very long files).
  • It is a good practice to keep files small. Long files may become "bloaters", code that have increased to such gargantuan proportions that they are hard to work with.
Learn more...
File Size Overall
  • There are 177 files with 43,691 lines of code.
    • 8 very long files (13,173 lines of code)
    • 19 long files (13,046 lines of code)
    • 36 medium size files (11,236 lines of code)
    • 17 small files (2,466 lines of code)
    • 97 very small files (3,770 lines of code)
30% | 29% | 25% | 5% | 8%
Legend:
1001+
501-1000
201-500
101-200
1-100


explore: grouped by folders | grouped by size | sunburst | 3D view
File Size per Extension
1001+
501-1000
201-500
101-200
1-100
ipynb38% | 38% | 22% | <1% | 0%
py19% | 9% | 38% | 13% | 18%
yaml0% | 49% | 0% | 24% | 26%
ts0% | 0% | 21% | 10% | 67%
pkl0% | 0% | 0% | 100% | 0%
toml0% | 0% | 0% | 0% | 100%
mjs0% | 0% | 0% | 0% | 100%
c0% | 0% | 0% | 0% | 100%
xml0% | 0% | 0% | 0% | 100%
jsonl0% | 0% | 0% | 0% | 100%
File Size per Logical Decomposition
primary
1001+
501-1000
201-500
101-200
1-100
claude_agent_sdk50% | 22% | 11% | 4% | 10%
tool_use49% | 8% | 33% | 3% | 3%
capabilities55% | 0% | 0% | 16% | 28%
misc21% | 42% | 33% | 2% | 0%
coding100% | 0% | 0% | 0% | 0%
managed_agents0% | 32% | 40% | 6% | 20%
patterns0% | 85% | 13% | 0% | <1%
extended_thinking0% | 100% | 0% | 0% | 0%
ROOT0% | 80% | 0% | 12% | 6%
scripts0% | 84% | 0% | 0% | 15%
fable_5_fallback_billing0% | 100% | 0% | 0% | 0%
multimodal0% | 100% | 0% | 0% | 0%
skills0% | 0% | 72% | 27% | 0%
.claude0% | 0% | 100% | 0% | 0%
finetuning0% | 0% | 100% | 0% | 0%
.github0% | 0% | 100% | 0% | 0%
tool_evaluation0% | 0% | 0% | 0% | 100%
anthropic_cookbook0% | 0% | 0% | 0% | 100%
Longest Files (Top 50)
File# lines# units
sre_mcp_server.py
in claude_agent_sdk/site_reliability_agent
2280 4
07_Hosting_the_agent.ipynb
in claude_agent_sdk
2160 -
1895 -
guide.ipynb
in capabilities/contextual-embeddings
1851 -
1474 -
1248 -
1175 -
1090 -
887 -
885 -
862 -
848 -
817 -
basic_workflows.ipynb
in patterns/agents
797 -
792 -
745 -
648 -
647 -
640 -
626 13
orchestrator_workers.ipynb
in patterns/agents
585 -
564 -
guide.ipynb
in fable_5_fallback_billing
560 -
infra_setup.py
in claude_agent_sdk/site_reliability_agent
552 8
542 -
541 -
508 -
487 -
462 -
452 -
441 -
team_expense_api.py
in tool_use/utils
435 4
data_analyst_agent.ipynb
in managed_agents
411 -
407 -
404 -
slack_data_bot.ipynb
in managed_agents
369 -
366 -
365 -
352 -
validate_notebook.py
in .claude/skills/cookbook-audit
339 17
k8s.py
in claude_agent_sdk/hosting/kubernetes/gateway
312 3
310 -
evaluator_optimizer.ipynb
in patterns/agents
306 -
dcf_model.py
in skills/custom_skills/creating-financial-models
289 12
customer_service_api.py
in tool_use/utils
289 6
apply_brand.py
in skills/custom_skills/applying-brand-guidelines
286 10
agent_visualizer.py
in claude_agent_sdk/utils
285 8
276 -
research_corpus.py
in tool_use/context_engineering
275 1
webhook.ts
in managed_agents/self_hosted_sandboxes/vercel/api
275 12
Files With Most Units (Top 50)
File# lines# units
html_renderer.py
in claude_agent_sdk/utils
220 19
validate_notebook.py
in .claude/skills/cookbook-audit
339 17
visualize.py
in tool_use/utils
247 16
626 13
calculate_ratios.py
in skills/custom_skills/analyzing-financial-statements
231 12
dcf_model.py
in skills/custom_skills/creating-financial-models
289 12
customer_service_tools.py
in tool_use/utils
209 12
vectordb.py
in capabilities/retrieval_augmented_generation/evaluation
149 12
cma.ts
in managed_agents/cma-mcp/src
131 12
webhook.ts
in managed_agents/self_hosted_sandboxes/vercel/api
275 12
validate_brand.py
in skills/custom_skills/applying-brand-guidelines
185 11
apply_brand.py
in skills/custom_skills/applying-brand-guidelines
286 10
memory_tool.py
in tool_use
207 10
184 9
interpret_ratios.py
in skills/custom_skills/analyzing-financial-statements
260 9
sensitivity_analysis.py
in skills/custom_skills/creating-financial-models
219 9
data_processor_v1.py
in tool_use/memory_demo/sample_code
77 9
code_review_demo.py
in tool_use/memory_demo
192 9
agent_visualizer.py
in claude_agent_sdk/utils
285 8
infra_setup.py
in claude_agent_sdk/site_reliability_agent
552 8
sql_query_builder.py
in tool_use/memory_demo/sample_code
39 7
prompts.py
in capabilities/retrieval_augmented_generation/evaluation
100 7
verify_registry.py
in .github/scripts
206 7
cache_manager.py
in tool_use/memory_demo/sample_code
73 6
customer_service_api.py
in tool_use/utils
289 6
oauth.ts
in managed_agents/linear/src
76 6
runner.ts
in managed_agents/self_hosted_sandboxes/cf-worker/src
73 6
file_utils.py
in skills
126 5
talent_scorer.py
in claude_agent_sdk/chief_of_staff_agent/scripts
119 5
vectordb.py
in capabilities/text_to_sql/evaluation
54 5
prompts.py
in capabilities/text_to_sql/evaluation
57 5
eval_extraction.py
in capabilities/knowledge_graph/evaluation
103 5
64 5
container.ts
in managed_agents/self_hosted_sandboxes/cf/src
67 5
canary.c
in claude_agent_sdk/vulnerability_detection_agent/canary
39 4
financial_forecast.py
in claude_agent_sdk/chief_of_staff_agent/scripts
99 4
sre_mcp_server.py
in claude_agent_sdk/site_reliability_agent
2280 4
web_scraper_v1.py
in tool_use/memory_demo/sample_code
53 4
demo_helpers.py
in tool_use/memory_demo
133 4
team_expense_api.py
in tool_use/utils
435 4
vectordb.py
in capabilities/classification/evaluation
63 4
provider_retrieval.py
in capabilities/retrieval_augmented_generation/evaluation
94 4
s3_adapter.py
in capabilities/contextual-embeddings/contextual-rag-lambda-function
35 4
daytona_webhook.py
in managed_agents/self_hosted_sandboxes/daytona
130 4
k8s.py
in claude_agent_sdk/hosting/kubernetes/gateway
312 3
server.py
in claude_agent_sdk/hosting
90 3
decision_matrix.py
in claude_agent_sdk/chief_of_staff_agent/scripts
217 3
prompts.py
in capabilities/classification/evaluation
44 3
eval_retrieval.py
in capabilities/retrieval_augmented_generation/evaluation
87 3
prompts.py
in capabilities/summarization/evaluation
9 3
Files With Long Lines (Top 50)

There are 62 files with lines longer than 120 characters. In total, there are 1513 long lines.

File# lines# units# long lines
1895 - 144
pkl
vector_db.pkl
in capabilities/text_to_sql/data
139 - 112
1474 - 103
1175 - 90
07_Hosting_the_agent.ipynb
in claude_agent_sdk
2160 - 76
887 - 68
1248 - 66
guide.ipynb
in capabilities/contextual-embeddings
1851 - 55
885 - 53
guide.ipynb
in fable_5_fallback_billing
560 - 45
407 - 44
745 - 35
647 - 35
542 - 33
648 - 33
1090 - 32
customer_service_api.py
in tool_use/utils
289 6 30
orchestrator_workers.ipynb
in patterns/agents
585 - 30
508 - 30
848 - 30
365 - 26
792 - 24
462 - 23
data_analyst_agent.ipynb
in managed_agents
411 - 21
jsonl
support_tickets.jsonl
in managed_agents/example_data/prompt_versioning_and_rollback
20 - 20
640 - 18
404 - 18
441 - 18
366 - 15
564 - 15
slack_data_bot.ipynb
in managed_agents
369 - 15
452 - 14
310 - 13
862 - 12
254 - 12
260 - 9
352 - 9
276 - 8
135 - 7
research_corpus.py
in tool_use/context_engineering
275 1 7
evaluation.xml
in tool_evaluation
34 - 7
basic_workflows.ipynb
in patterns/agents
797 - 7
jsonl
receipts.jsonl
in managed_agents/example_data/gate/inbox
12 - 6
258 - 5
541 - 5
promptfooconfig.yaml
in capabilities/text_to_sql/evaluation
85 - 5
webhook.ts
in managed_agents/self_hosted_sandboxes/vercel/api
275 12 5
calculate_ratios.py
in skills/custom_skills/analyzing-financial-statements
231 12 4
487 - 4
interpret_ratios.py
in skills/custom_skills/analyzing-financial-statements
260 9 2
Correlations

File Size vs. Commits (all time): 177 points

managed_agents/sentry/agent_config.py x: 2 commits (all time) y: 6 lines of code managed_agents/sentry/cma.py x: 2 commits (all time) y: 38 lines of code managed_agents/sentry/deploy.py x: 2 commits (all time) y: 35 lines of code managed_agents/sentry/run_now.py x: 2 commits (all time) y: 25 lines of code managed_agents/sentry/runs.py x: 2 commits (all time) y: 9 lines of code managed_agents/sentry/setup_agent.py x: 2 commits (all time) y: 56 lines of code authors.yaml x: 22 commits (all time) y: 129 lines of code patterns/agents/async_multi_agent_orchestration.ipynb x: 2 commits (all time) y: 564 lines of code registry.yaml x: 47 commits (all time) y: 817 lines of code claude_agent_sdk/07_Hosting_the_agent.ipynb x: 4 commits (all time) y: 2160 lines of code claude_agent_sdk/hosting/kubernetes/gateway/k8s.py x: 5 commits (all time) y: 312 lines of code claude_agent_sdk/hosting/kubernetes/gateway/main.py x: 4 commits (all time) y: 167 lines of code claude_agent_sdk/hosting/kubernetes/gateway/proxy.py x: 4 commits (all time) y: 45 lines of code claude_agent_sdk/hosting/server.py x: 5 commits (all time) y: 90 lines of code claude_agent_sdk/hosting/kubernetes/manifests/gateway.yaml x: 2 commits (all time) y: 115 lines of code claude_agent_sdk/hosting/kubernetes/manifests/redis.yaml x: 2 commits (all time) y: 74 lines of code claude_agent_sdk/hosting/modal/modal_app.py x: 2 commits (all time) y: 45 lines of code .pre-commit-config.yaml x: 13 commits (all time) y: 23 lines of code managed_agents/self_hosted_sandboxes/cf-worker/wrangler.toml x: 4 commits (all time) y: 19 lines of code managed_agents/self_hosted_sandboxes/cf/wrangler.toml x: 4 commits (all time) y: 28 lines of code managed_agents/self_hosted_sandboxes/vercel/api/webhook.ts x: 4 commits (all time) y: 275 lines of code managed_agents/self_hosted_sandboxes/cf-worker/src/tools.ts x: 2 commits (all time) y: 71 lines of code managed_agents/self_hosted_sandboxes/daytona/daytona_webhook.py x: 2 commits (all time) y: 130 lines of code managed_agents/CMA_coordinate_specialist_team.ipynb x: 4 commits (all time) y: 648 lines of code claude_agent_sdk/vulnerability_detection_agent/canary/canary.c x: 1 commits (all time) y: 39 lines of code managed_agents/CMA_remember_user_preferences.ipynb x: 9 commits (all time) y: 647 lines of code managed_agents/sre_incident_responder.ipynb x: 6 commits (all time) y: 848 lines of code managed_agents/CMA_prompt_versioning_and_rollback.ipynb x: 3 commits (all time) y: 441 lines of code managed_agents/CMA_explore_unfamiliar_codebase.ipynb x: 3 commits (all time) y: 276 lines of code managed_agents/CMA_gate_human_in_the_loop.ipynb x: 3 commits (all time) y: 310 lines of code managed_agents/CMA_operate_in_production.ipynb x: 3 commits (all time) y: 365 lines of code managed_agents/CMA_orchestrate_issue_to_pr.ipynb x: 3 commits (all time) y: 254 lines of code managed_agents/data_analyst_agent.ipynb x: 5 commits (all time) y: 411 lines of code managed_agents/slack_data_bot.ipynb x: 5 commits (all time) y: 369 lines of code managed_agents/example_data/gate/inbox/receipts.jsonl x: 1 commits (all time) y: 12 lines of code managed_agents/example_data/gate/policy.yaml x: 1 commits (all time) y: 5 lines of code managed_agents/example_data/prompt_versioning_and_rollback/support_tickets.jsonl x: 1 commits (all time) y: 20 lines of code managed_agents/example_data/sre/infra/k8s/checkout-deploy.yaml x: 1 commits (all time) y: 32 lines of code managed_agents/utilities.py x: 1 commits (all time) y: 50 lines of code tool_use/threat_intel_enrichment_agent.ipynb x: 1 commits (all time) y: 1895 lines of code claude_agent_sdk/05_Building_a_session_browser.ipynb x: 3 commits (all time) y: 542 lines of code tool_use/context_engineering/research_corpus.py x: 1 commits (all time) y: 275 lines of code capabilities/knowledge_graph/evaluation/eval_extraction.py x: 11 commits (all time) y: 103 lines of code claude_agent_sdk/04_migrating_from_openai_agents_sdk.ipynb x: 1 commits (all time) y: 885 lines of code capabilities/contextual-embeddings/guide.ipynb x: 12 commits (all time) y: 1851 lines of code claude_agent_sdk/site_reliability_agent/infra_setup.py x: 1 commits (all time) y: 552 lines of code claude_agent_sdk/site_reliability_agent/sre_mcp_server.py x: 1 commits (all time) y: 2280 lines of code misc/prompt_caching.ipynb x: 22 commits (all time) y: 640 lines of code .claude/skills/cookbook-audit/validate_notebook.py x: 5 commits (all time) y: 339 lines of code capabilities/retrieval_augmented_generation/evaluation/eval_end_to_end.py x: 9 commits (all time) y: 52 lines of code capabilities/retrieval_augmented_generation/evaluation/promptfooconfig_end_to_end.yaml x: 7 commits (all time) y: 17 lines of code capabilities/retrieval_augmented_generation/evaluation/provider_retrieval.py x: 9 commits (all time) y: 94 lines of code capabilities/summarization/evaluation/custom_evals/llm_eval.py x: 9 commits (all time) y: 26 lines of code capabilities/summarization/evaluation/promptfooconfig.yaml x: 7 commits (all time) y: 27 lines of code capabilities/text_to_sql/evaluation/promptfooconfig.yaml x: 7 commits (all time) y: 85 lines of code claude_agent_sdk/chief_of_staff_agent/agent.py x: 5 commits (all time) y: 70 lines of code claude_agent_sdk/observability_agent/agent.py x: 5 commits (all time) y: 79 lines of code claude_agent_sdk/research_agent/agent.py x: 5 commits (all time) y: 61 lines of code coding/prompting_for_frontend_aesthetics.ipynb x: 6 commits (all time) y: 1175 lines of code extended_thinking/extended_thinking_with_tool_use.ipynb x: 9 commits (all time) y: 862 lines of code misc/batch_processing.ipynb x: 11 commits (all time) y: 462 lines of code misc/generate_test_cases.ipynb x: 13 commits (all time) y: 792 lines of code misc/pdf_upload_summarization.ipynb x: 14 commits (all time) y: 260 lines of code misc/session_memory_compaction.ipynb x: 14 commits (all time) y: 1474 lines of code misc/speculative_prompt_caching.ipynb x: 9 commits (all time) y: 487 lines of code misc/using_citations.ipynb x: 17 commits (all time) y: 887 lines of code multimodal/reading_charts_graphs_powerpoints.ipynb x: 13 commits (all time) y: 508 lines of code patterns/agents/orchestrator_workers.ipynb x: 8 commits (all time) y: 585 lines of code patterns/agents/util.py x: 10 commits (all time) y: 18 lines of code scripts/validate_all_notebooks.py x: 12 commits (all time) y: 626 lines of code skills/skill_utils.py x: 10 commits (all time) y: 184 lines of code tool_use/automatic-context-compaction.ipynb x: 13 commits (all time) y: 1248 lines of code tool_use/parallel_tools.ipynb x: 5 commits (all time) y: 352 lines of code tool_use/tool_choice.ipynb x: 11 commits (all time) y: 745 lines of code tool_use/tool_search_alternate_approaches.ipynb x: 4 commits (all time) y: 452 lines of code tool_use/tool_search_with_embeddings.ipynb x: 7 commits (all time) y: 1090 lines of code scripts/validate_authors_sorted.py x: 1 commits (all time) y: 64 lines of code claude_agent_sdk/chief_of_staff_agent/scripts/decision_matrix.py x: 4 commits (all time) y: 217 lines of code claude_agent_sdk/chief_of_staff_agent/scripts/financial_forecast.py x: 4 commits (all time) y: 99 lines of code claude_agent_sdk/chief_of_staff_agent/scripts/talent_scorer.py x: 4 commits (all time) y: 119 lines of code claude_agent_sdk/utils/agent_visualizer.py x: 5 commits (all time) y: 285 lines of code claude_agent_sdk/utils/html_renderer.py x: 1 commits (all time) y: 220 lines of code scripts/validate_notebooks.py x: 11 commits (all time) y: 39 lines of code .github/scripts/verify_registry.py x: 4 commits (all time) y: 206 lines of code capabilities/classification/evaluation/prompts.py x: 7 commits (all time) y: 44 lines of code capabilities/classification/evaluation/vectordb.py x: 7 commits (all time) y: 63 lines of code capabilities/contextual-embeddings/contextual-rag-lambda-function/inference_adapter.py x: 8 commits (all time) y: 36 lines of code capabilities/contextual-embeddings/contextual-rag-lambda-function/lambda_function.py x: 7 commits (all time) y: 57 lines of code capabilities/retrieval_augmented_generation/evaluation/prompts.py x: 8 commits (all time) y: 100 lines of code capabilities/retrieval_augmented_generation/evaluation/vectordb.py x: 7 commits (all time) y: 149 lines of code finetuning/finetuning_on_bedrock.ipynb x: 10 commits (all time) y: 258 lines of code misc/building_evals.ipynb x: 9 commits (all time) y: 407 lines of code misc/how_to_enable_json_mode.ipynb x: 7 commits (all time) y: 541 lines of code misc/how_to_make_sql_queries.ipynb x: 9 commits (all time) y: 255 lines of code misc/read_web_pages_with_haiku.ipynb x: 9 commits (all time) y: 135 lines of code patterns/agents/basic_workflows.ipynb x: 9 commits (all time) y: 797 lines of code patterns/agents/evaluator_optimizer.ipynb x: 7 commits (all time) y: 306 lines of code scripts/detect-secrets/plugins.py x: 4 commits (all time) y: 13 lines of code skills/custom_skills/analyzing-financial-statements/calculate_ratios.py x: 7 commits (all time) y: 231 lines of code skills/custom_skills/analyzing-financial-statements/interpret_ratios.py x: 7 commits (all time) y: 260 lines of code skills/custom_skills/applying-brand-guidelines/apply_brand.py x: 7 commits (all time) y: 286 lines of code skills/custom_skills/applying-brand-guidelines/validate_brand.py x: 5 commits (all time) y: 185 lines of code skills/custom_skills/creating-financial-models/dcf_model.py x: 7 commits (all time) y: 289 lines of code skills/custom_skills/creating-financial-models/sensitivity_analysis.py x: 7 commits (all time) y: 219 lines of code skills/file_utils.py x: 7 commits (all time) y: 126 lines of code tool_use/memory_demo/sample_code/api_client_v1.py x: 8 commits (all time) y: 60 lines of code tool_use/memory_demo/sample_code/cache_manager.py x: 8 commits (all time) y: 73 lines of code tool_use/memory_demo/sample_code/data_processor_v1.py x: 4 commits (all time) y: 77 lines of code tool_use/memory_demo/sample_code/web_scraper_v1.py x: 8 commits (all time) y: 53 lines of code tool_use/__init__.py x: 3 commits (all time) y: 1 lines of code tool_use/utils/__init__.py x: 4 commits (all time) y: 2 lines of code tool_use/utils/customer_service_api.py x: 3 commits (all time) y: 289 lines of code tool_use/utils/customer_service_tools.py x: 3 commits (all time) y: 209 lines of code tool_use/utils/team_expense_api.py x: 4 commits (all time) y: 435 lines of code tool_use/utils/visualize.py x: 4 commits (all time) y: 247 lines of code capabilities/classification/evaluation/promptfooconfig.yaml x: 6 commits (all time) y: 49 lines of code capabilities/classification/evaluation/transform.py x: 6 commits (all time) y: 6 lines of code claude_agent_sdk/chief_of_staff_agent/.claude/hooks/report-tracker.py x: 3 commits (all time) y: 50 lines of code lychee.toml x: 13 commits (all time) y: 43 lines of code misc/building_moderation_filter.ipynb x: 12 commits (all time) y: 366 lines of code tool_use/customer_service_agent.ipynb x: 10 commits (all time) y: 404 lines of code tool_use/memory_demo/code_review_demo.py x: 14 commits (all time) y: 192 lines of code tool_use/memory_demo/demo_helpers.py x: 14 commits (all time) y: 133 lines of code tool_use/memory_tool.py x: 7 commits (all time) y: 207 lines of code capabilities/summarization/evaluation/tests.yaml x: 3 commits (all time) y: 162 lines of code capabilities/text_to_sql/data/vector_db.pkl x: 3 commits (all time) y: 139 lines of code tool_evaluation/evaluation.xml x: 3 commits (all time) y: 34 lines of code
2280.0
lines of code
  min: 1.0
  average: 246.84
  25th percentile: 32.5
  median: 77.0
  75th percentile: 289.0
  max: 2280.0
0 47.0
commits (all time)
min: 1.0 | average: 5.53 | 25th percentile: 2.0 | median: 4.0 | 75th percentile: 7.0 | max: 47.0

File Size vs. Contributors (all time): 177 points

managed_agents/sentry/agent_config.py x: 1 contributors (all time) y: 6 lines of code managed_agents/sentry/cma.py x: 1 contributors (all time) y: 38 lines of code managed_agents/sentry/deploy.py x: 1 contributors (all time) y: 35 lines of code managed_agents/sentry/run_now.py x: 1 contributors (all time) y: 25 lines of code managed_agents/sentry/runs.py x: 1 contributors (all time) y: 9 lines of code managed_agents/sentry/setup_agent.py x: 1 contributors (all time) y: 56 lines of code authors.yaml x: 12 contributors (all time) y: 129 lines of code patterns/agents/async_multi_agent_orchestration.ipynb x: 1 contributors (all time) y: 564 lines of code registry.yaml x: 21 contributors (all time) y: 817 lines of code fable_5_fallback_billing/guide.ipynb x: 2 contributors (all time) y: 560 lines of code claude_agent_sdk/07_Hosting_the_agent.ipynb x: 2 contributors (all time) y: 2160 lines of code claude_agent_sdk/hosting/kubernetes/gateway/k8s.py x: 2 contributors (all time) y: 312 lines of code claude_agent_sdk/hosting/kubernetes/gateway/main.py x: 2 contributors (all time) y: 167 lines of code claude_agent_sdk/hosting/kubernetes/gateway/proxy.py x: 2 contributors (all time) y: 45 lines of code claude_agent_sdk/hosting/server.py x: 2 contributors (all time) y: 90 lines of code claude_agent_sdk/hosting/kubernetes/manifests/egress-proxy.yaml x: 2 contributors (all time) y: 56 lines of code claude_agent_sdk/hosting/kubernetes/manifests/gateway.yaml x: 2 contributors (all time) y: 115 lines of code claude_agent_sdk/hosting/kubernetes/manifests/namespace.yaml x: 2 contributors (all time) y: 5 lines of code claude_agent_sdk/hosting/kubernetes/manifests/network-policy.yaml x: 2 contributors (all time) y: 31 lines of code claude_agent_sdk/hosting/kubernetes/manifests/redis.yaml x: 2 contributors (all time) y: 74 lines of code claude_agent_sdk/hosting/modal/teardown.py x: 2 contributors (all time) y: 13 lines of code claude_agent_sdk/hosting/run_once.py x: 2 contributors (all time) y: 21 lines of code .pre-commit-config.yaml x: 5 contributors (all time) y: 23 lines of code managed_agents/self_hosted_sandboxes/cf-worker/wrangler.toml x: 4 contributors (all time) y: 19 lines of code managed_agents/self_hosted_sandboxes/cf/wrangler.toml x: 4 contributors (all time) y: 28 lines of code managed_agents/self_hosted_sandboxes/modal/modal_sandbox_webhook.py x: 4 contributors (all time) y: 167 lines of code managed_agents/self_hosted_sandboxes/vercel/api/webhook.ts x: 4 contributors (all time) y: 275 lines of code managed_agents/self_hosted_sandboxes/cf-worker/src/tools.ts x: 2 contributors (all time) y: 71 lines of code managed_agents/self_hosted_sandboxes/daytona/daytona_webhook.py x: 2 contributors (all time) y: 130 lines of code managed_agents/cma-mcp/src/server-http.ts x: 2 contributors (all time) y: 41 lines of code managed_agents/CMA_coordinate_specialist_team.ipynb x: 1 contributors (all time) y: 648 lines of code managed_agents/CMA_remember_user_preferences.ipynb x: 2 contributors (all time) y: 647 lines of code managed_agents/sre_incident_responder.ipynb x: 5 contributors (all time) y: 848 lines of code managed_agents/CMA_prompt_versioning_and_rollback.ipynb x: 2 contributors (all time) y: 441 lines of code managed_agents/CMA_explore_unfamiliar_codebase.ipynb x: 3 contributors (all time) y: 276 lines of code managed_agents/CMA_gate_human_in_the_loop.ipynb x: 3 contributors (all time) y: 310 lines of code managed_agents/CMA_operate_in_production.ipynb x: 3 contributors (all time) y: 365 lines of code managed_agents/CMA_orchestrate_issue_to_pr.ipynb x: 3 contributors (all time) y: 254 lines of code managed_agents/data_analyst_agent.ipynb x: 3 contributors (all time) y: 411 lines of code managed_agents/slack_data_bot.ipynb x: 3 contributors (all time) y: 369 lines of code managed_agents/utilities.py x: 1 contributors (all time) y: 50 lines of code tool_use/threat_intel_enrichment_agent.ipynb x: 1 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misc/batch_processing.ipynb x: 8 contributors (all time) y: 462 lines of code misc/generate_test_cases.ipynb x: 8 contributors (all time) y: 792 lines of code misc/pdf_upload_summarization.ipynb x: 9 contributors (all time) y: 260 lines of code misc/session_memory_compaction.ipynb x: 3 contributors (all time) y: 1474 lines of code misc/speculative_prompt_caching.ipynb x: 6 contributors (all time) y: 487 lines of code misc/using_citations.ipynb x: 8 contributors (all time) y: 887 lines of code multimodal/reading_charts_graphs_powerpoints.ipynb x: 8 contributors (all time) y: 508 lines of code patterns/agents/orchestrator_workers.ipynb x: 5 contributors (all time) y: 585 lines of code patterns/agents/util.py x: 6 contributors (all time) y: 18 lines of code scripts/validate_all_notebooks.py x: 4 contributors (all time) y: 626 lines of code skills/skill_utils.py x: 4 contributors (all time) y: 184 lines of code tool_use/automatic-context-compaction.ipynb x: 4 contributors (all time) y: 1248 lines of code tool_use/parallel_tools.ipynb x: 4 contributors (all time) y: 352 lines of code tool_use/tool_choice.ipynb x: 8 contributors (all time) y: 745 lines of code tool_use/tool_search_alternate_approaches.ipynb x: 2 contributors (all time) y: 452 lines of code tool_use/tool_search_with_embeddings.ipynb x: 4 contributors (all time) y: 1090 lines of code scripts/validate_authors_sorted.py x: 1 contributors (all time) y: 64 lines of code claude_agent_sdk/chief_of_staff_agent/scripts/decision_matrix.py x: 4 contributors (all time) y: 217 lines of code claude_agent_sdk/chief_of_staff_agent/scripts/financial_forecast.py x: 4 contributors (all time) y: 99 lines of code claude_agent_sdk/chief_of_staff_agent/scripts/talent_scorer.py x: 4 contributors (all time) y: 119 lines of code claude_agent_sdk/utils/agent_visualizer.py x: 5 contributors (all time) y: 285 lines of code claude_agent_sdk/utils/html_renderer.py x: 1 contributors (all time) y: 220 lines of code scripts/validate_notebooks.py x: 5 contributors (all time) y: 39 lines of code .github/scripts/verify_registry.py x: 3 contributors (all time) y: 206 lines of code capabilities/classification/evaluation/prompts.py x: 3 contributors (all time) y: 44 lines of code capabilities/classification/evaluation/vectordb.py x: 3 contributors (all time) y: 63 lines of code capabilities/contextual-embeddings/contextual-rag-lambda-function/lambda_function.py x: 3 contributors (all time) y: 57 lines of code capabilities/contextual-embeddings/contextual-rag-lambda-function/s3_adapter.py x: 3 contributors (all time) y: 35 lines of code capabilities/retrieval_augmented_generation/evaluation/eval_retrieval.py x: 3 contributors (all time) y: 87 lines of code capabilities/retrieval_augmented_generation/evaluation/vectordb.py x: 3 contributors (all time) y: 149 lines of code capabilities/summarization/evaluation/custom_evals/rouge_eval.py x: 3 contributors (all time) y: 17 lines of code finetuning/finetuning_on_bedrock.ipynb x: 5 contributors (all time) y: 258 lines of code misc/building_evals.ipynb x: 7 contributors (all time) y: 407 lines of code misc/how_to_enable_json_mode.ipynb x: 6 contributors (all time) y: 541 lines of code misc/how_to_make_sql_queries.ipynb x: 6 contributors (all time) y: 255 lines of code misc/read_web_pages_with_haiku.ipynb x: 6 contributors (all time) y: 135 lines of code patterns/agents/basic_workflows.ipynb x: 7 contributors (all time) y: 797 lines of code patterns/agents/evaluator_optimizer.ipynb x: 5 contributors (all time) y: 306 lines of code skills/custom_skills/analyzing-financial-statements/calculate_ratios.py x: 3 contributors (all time) y: 231 lines of code skills/custom_skills/applying-brand-guidelines/apply_brand.py x: 3 contributors (all time) y: 286 lines of code skills/custom_skills/creating-financial-models/dcf_model.py x: 3 contributors (all time) y: 289 lines of code skills/custom_skills/creating-financial-models/sensitivity_analysis.py x: 3 contributors (all time) y: 219 lines of code skills/file_utils.py x: 3 contributors (all time) y: 126 lines of code tool_use/memory_demo/sample_code/cache_manager.py x: 3 contributors (all time) y: 73 lines of code tool_use/memory_demo/sample_code/web_scraper_v1.py x: 3 contributors (all time) y: 53 lines of code tool_use/__init__.py x: 3 contributors (all time) y: 1 lines of code tool_use/utils/customer_service_tools.py x: 3 contributors (all time) y: 209 lines of code tool_use/utils/team_expense_api.py x: 3 contributors (all time) y: 435 lines of code tool_use/utils/visualize.py x: 3 contributors (all time) y: 247 lines of code lychee.toml x: 4 contributors (all time) y: 43 lines of code misc/building_moderation_filter.ipynb x: 7 contributors (all time) y: 366 lines of code tool_use/memory_demo/code_review_demo.py x: 4 contributors (all time) y: 192 lines of code tool_use/memory_demo/demo_helpers.py x: 4 contributors (all time) y: 133 lines of code capabilities/text_to_sql/data/vector_db.pkl x: 2 contributors (all time) y: 139 lines of code
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  average: 246.84
  25th percentile: 32.5
  median: 77.0
  75th percentile: 289.0
  max: 2280.0
0 21.0
contributors (all time)
min: 1.0 | average: 3.25 | 25th percentile: 2.0 | median: 3.0 | 75th percentile: 4.0 | max: 21.0

File Size vs. Commits (30 days): 25 points

managed_agents/sentry/agent_config.py x: 2 commits (30d) y: 6 lines of code managed_agents/sentry/cma.py x: 2 commits (30d) y: 38 lines of code managed_agents/sentry/run_now.py x: 2 commits (30d) y: 25 lines of code managed_agents/sentry/runs.py x: 2 commits (30d) y: 9 lines of code managed_agents/sentry/setup_agent.py x: 2 commits (30d) y: 56 lines of code authors.yaml x: 6 commits (30d) y: 129 lines of code patterns/agents/async_multi_agent_orchestration.ipynb x: 2 commits (30d) y: 564 lines of code registry.yaml x: 7 commits (30d) y: 817 lines of code fable_5_fallback_billing/guide.ipynb x: 2 commits (30d) y: 560 lines of code claude_agent_sdk/07_Hosting_the_agent.ipynb x: 4 commits (30d) y: 2160 lines of code claude_agent_sdk/hosting/kubernetes/gateway/k8s.py x: 5 commits (30d) y: 312 lines of code claude_agent_sdk/hosting/kubernetes/gateway/main.py x: 4 commits (30d) y: 167 lines of code claude_agent_sdk/hosting/kubernetes/gateway/proxy.py x: 4 commits (30d) y: 45 lines of code claude_agent_sdk/hosting/server.py x: 5 commits (30d) y: 90 lines of code claude_agent_sdk/hosting/kubernetes/manifests/gateway.yaml x: 2 commits (30d) y: 115 lines of code claude_agent_sdk/hosting/kubernetes/manifests/network-policy.yaml x: 2 commits (30d) y: 31 lines of code claude_agent_sdk/hosting/kubernetes/manifests/redis.yaml x: 2 commits (30d) y: 74 lines of code claude_agent_sdk/hosting/modal/modal_app.py x: 2 commits (30d) y: 45 lines of code
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  min: 5.0
  average: 216.4
  25th percentile: 20.5
  median: 45.0
  75th percentile: 148.0
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0 7.0
commits (30d)
min: 2.0 | average: 2.84 | 25th percentile: 2.0 | median: 2.0 | 75th percentile: 4.0 | max: 7.0

File Size vs. Contributors (30 days): 25 points

managed_agents/sentry/agent_config.py x: 1 contributors (30d) y: 6 lines of code managed_agents/sentry/cma.py x: 1 contributors (30d) y: 38 lines of code managed_agents/sentry/run_now.py x: 1 contributors (30d) y: 25 lines of code managed_agents/sentry/runs.py x: 1 contributors (30d) y: 9 lines of code managed_agents/sentry/setup_agent.py x: 1 contributors (30d) y: 56 lines of code authors.yaml x: 5 contributors (30d) y: 129 lines of code patterns/agents/async_multi_agent_orchestration.ipynb x: 1 contributors (30d) y: 564 lines of code registry.yaml x: 5 contributors (30d) y: 817 lines of code fable_5_fallback_billing/guide.ipynb x: 2 contributors (30d) y: 560 lines of code claude_agent_sdk/07_Hosting_the_agent.ipynb x: 2 contributors (30d) y: 2160 lines of code claude_agent_sdk/hosting/kubernetes/gateway/k8s.py x: 2 contributors (30d) y: 312 lines of code claude_agent_sdk/hosting/kubernetes/gateway/main.py x: 2 contributors (30d) y: 167 lines of code claude_agent_sdk/hosting/kubernetes/gateway/proxy.py x: 2 contributors (30d) y: 45 lines of code claude_agent_sdk/hosting/server.py x: 2 contributors (30d) y: 90 lines of code claude_agent_sdk/hosting/kubernetes/manifests/egress-proxy.yaml x: 2 contributors (30d) y: 56 lines of code claude_agent_sdk/hosting/kubernetes/manifests/gateway.yaml x: 2 contributors (30d) y: 115 lines of code claude_agent_sdk/hosting/kubernetes/manifests/namespace.yaml x: 2 contributors (30d) y: 5 lines of code claude_agent_sdk/hosting/kubernetes/manifests/network-policy.yaml x: 2 contributors (30d) y: 31 lines of code claude_agent_sdk/hosting/kubernetes/manifests/redis.yaml x: 2 contributors (30d) y: 74 lines of code claude_agent_sdk/hosting/modal/teardown.py x: 2 contributors (30d) y: 13 lines of code claude_agent_sdk/hosting/run_once.py x: 2 contributors (30d) y: 21 lines of code
2160.0
lines of code
  min: 5.0
  average: 216.4
  25th percentile: 20.5
  median: 45.0
  75th percentile: 148.0
  max: 2160.0
0 5.0
contributors (30d)
min: 1.0 | average: 1.88 | 25th percentile: 1.0 | median: 2.0 | 75th percentile: 2.0 | max: 5.0

File Size vs. Commits (90 days): 77 points

managed_agents/sentry/agent_config.py x: 2 commits (90d) y: 6 lines of code managed_agents/sentry/cma.py x: 2 commits (90d) y: 38 lines of code managed_agents/sentry/run_now.py x: 2 commits (90d) y: 25 lines of code managed_agents/sentry/runs.py x: 2 commits (90d) y: 9 lines of code managed_agents/sentry/setup_agent.py x: 2 commits (90d) y: 56 lines of code authors.yaml x: 12 commits (90d) y: 129 lines of code patterns/agents/async_multi_agent_orchestration.ipynb x: 2 commits (90d) y: 564 lines of code registry.yaml x: 29 commits (90d) y: 817 lines of code fable_5_fallback_billing/guide.ipynb x: 2 commits (90d) y: 560 lines of code claude_agent_sdk/07_Hosting_the_agent.ipynb x: 4 commits (90d) y: 2160 lines of code claude_agent_sdk/hosting/kubernetes/gateway/k8s.py x: 5 commits (90d) y: 312 lines of code claude_agent_sdk/hosting/kubernetes/gateway/main.py x: 4 commits (90d) y: 167 lines of code claude_agent_sdk/hosting/kubernetes/gateway/proxy.py x: 4 commits (90d) y: 45 lines of code claude_agent_sdk/hosting/server.py x: 5 commits (90d) y: 90 lines of code claude_agent_sdk/hosting/kubernetes/manifests/gateway.yaml x: 2 commits (90d) y: 115 lines of code claude_agent_sdk/hosting/kubernetes/manifests/network-policy.yaml x: 2 commits (90d) y: 31 lines of code claude_agent_sdk/hosting/kubernetes/manifests/redis.yaml x: 2 commits (90d) y: 74 lines of code claude_agent_sdk/hosting/modal/modal_app.py x: 2 commits (90d) y: 45 lines of code managed_agents/self_hosted_sandboxes/cf-worker/wrangler.toml x: 4 commits (90d) y: 19 lines of code managed_agents/self_hosted_sandboxes/cf/wrangler.toml x: 4 commits (90d) y: 28 lines of code managed_agents/self_hosted_sandboxes/vercel/api/webhook.ts x: 4 commits (90d) y: 275 lines of code managed_agents/self_hosted_sandboxes/cf/src/container.ts x: 2 commits (90d) y: 67 lines of code managed_agents/self_hosted_sandboxes/daytona/daytona_webhook.py x: 2 commits (90d) y: 130 lines of code managed_agents/cma-mcp/src/tools.ts x: 2 commits (90d) y: 78 lines of code managed_agents/CMA_coordinate_specialist_team.ipynb x: 4 commits (90d) y: 648 lines of code claude_agent_sdk/vulnerability_detection_agent/canary/canary.c x: 1 commits (90d) y: 39 lines of code managed_agents/CMA_remember_user_preferences.ipynb x: 9 commits (90d) y: 647 lines of code managed_agents/sre_incident_responder.ipynb x: 6 commits (90d) y: 848 lines of code managed_agents/CMA_prompt_versioning_and_rollback.ipynb x: 3 commits (90d) y: 441 lines of code managed_agents/CMA_explore_unfamiliar_codebase.ipynb x: 3 commits (90d) y: 276 lines of code managed_agents/CMA_gate_human_in_the_loop.ipynb x: 3 commits (90d) y: 310 lines of code managed_agents/CMA_operate_in_production.ipynb x: 3 commits (90d) y: 365 lines of code managed_agents/CMA_orchestrate_issue_to_pr.ipynb x: 3 commits (90d) y: 254 lines of code managed_agents/data_analyst_agent.ipynb x: 5 commits (90d) y: 411 lines of code managed_agents/slack_data_bot.ipynb x: 5 commits (90d) y: 369 lines of code managed_agents/example_data/gate/inbox/receipts.jsonl x: 1 commits (90d) y: 12 lines of code managed_agents/example_data/gate/policy.yaml x: 1 commits (90d) y: 5 lines of code managed_agents/example_data/prompt_versioning_and_rollback/support_tickets.jsonl x: 1 commits (90d) y: 20 lines of code managed_agents/example_data/sre/infra/k8s/checkout-deploy.yaml x: 1 commits (90d) y: 32 lines of code managed_agents/utilities.py x: 1 commits (90d) y: 50 lines of code tool_use/threat_intel_enrichment_agent.ipynb x: 1 commits (90d) y: 1895 lines of code claude_agent_sdk/05_Building_a_session_browser.ipynb x: 3 commits (90d) y: 542 lines of code tool_use/context_engineering/research_corpus.py x: 1 commits (90d) y: 275 lines of code capabilities/knowledge_graph/evaluation/eval_extraction.py x: 1 commits (90d) y: 103 lines of code
2160.0
lines of code
  min: 1.0
  average: 190.92
  25th percentile: 20.5
  median: 56.0
  75th percentile: 210.5
  max: 2160.0
0 29.0
commits (90d)
min: 1.0 | average: 2.88 | 25th percentile: 2.0 | median: 2.0 | 75th percentile: 3.0 | max: 29.0

File Size vs. Contributors (90 days): 77 points

managed_agents/sentry/agent_config.py x: 1 contributors (90d) y: 6 lines of code managed_agents/sentry/cma.py x: 1 contributors (90d) y: 38 lines of code managed_agents/sentry/run_now.py x: 1 contributors (90d) y: 25 lines of code managed_agents/sentry/runs.py x: 1 contributors (90d) y: 9 lines of code managed_agents/sentry/setup_agent.py x: 1 contributors (90d) y: 56 lines of code authors.yaml x: 7 contributors (90d) y: 129 lines of code patterns/agents/async_multi_agent_orchestration.ipynb x: 1 contributors (90d) y: 564 lines of code registry.yaml x: 14 contributors (90d) y: 817 lines of code fable_5_fallback_billing/guide.ipynb x: 2 contributors (90d) y: 560 lines of code claude_agent_sdk/07_Hosting_the_agent.ipynb x: 2 contributors (90d) y: 2160 lines of code claude_agent_sdk/hosting/kubernetes/gateway/k8s.py x: 2 contributors (90d) y: 312 lines of code claude_agent_sdk/hosting/kubernetes/gateway/main.py x: 2 contributors (90d) y: 167 lines of code claude_agent_sdk/hosting/kubernetes/gateway/proxy.py x: 2 contributors (90d) y: 45 lines of code claude_agent_sdk/hosting/server.py x: 2 contributors (90d) y: 90 lines of code claude_agent_sdk/hosting/kubernetes/manifests/egress-proxy.yaml x: 2 contributors (90d) y: 56 lines of code claude_agent_sdk/hosting/kubernetes/manifests/gateway.yaml x: 2 contributors (90d) y: 115 lines of code claude_agent_sdk/hosting/kubernetes/manifests/namespace.yaml x: 2 contributors (90d) y: 5 lines of code claude_agent_sdk/hosting/kubernetes/manifests/network-policy.yaml x: 2 contributors (90d) y: 31 lines of code claude_agent_sdk/hosting/kubernetes/manifests/redis.yaml x: 2 contributors (90d) y: 74 lines of code claude_agent_sdk/hosting/modal/teardown.py x: 2 contributors (90d) y: 13 lines of code claude_agent_sdk/hosting/run_once.py x: 2 contributors (90d) y: 21 lines of code managed_agents/self_hosted_sandboxes/cf-worker/wrangler.toml x: 4 contributors (90d) y: 19 lines of code managed_agents/self_hosted_sandboxes/cf/wrangler.toml x: 4 contributors (90d) y: 28 lines of code managed_agents/self_hosted_sandboxes/modal/modal_sandbox_webhook.py x: 4 contributors (90d) y: 167 lines of code managed_agents/self_hosted_sandboxes/vercel/api/webhook.ts x: 4 contributors (90d) y: 275 lines of code managed_agents/self_hosted_sandboxes/cf/src/container.ts x: 2 contributors (90d) y: 67 lines of code managed_agents/self_hosted_sandboxes/daytona/daytona_webhook.py x: 2 contributors (90d) y: 130 lines of code managed_agents/slack/src/main.ts x: 2 contributors (90d) y: 35 lines of code managed_agents/cma-mcp/src/tools.ts x: 2 contributors (90d) y: 78 lines of code managed_agents/CMA_coordinate_specialist_team.ipynb x: 1 contributors (90d) y: 648 lines of code managed_agents/CMA_remember_user_preferences.ipynb x: 2 contributors (90d) y: 647 lines of code managed_agents/sre_incident_responder.ipynb x: 5 contributors (90d) y: 848 lines of code managed_agents/CMA_prompt_versioning_and_rollback.ipynb x: 2 contributors (90d) y: 441 lines of code managed_agents/CMA_explore_unfamiliar_codebase.ipynb x: 3 contributors (90d) y: 276 lines of code managed_agents/CMA_gate_human_in_the_loop.ipynb x: 3 contributors (90d) y: 310 lines of code managed_agents/CMA_operate_in_production.ipynb x: 3 contributors (90d) y: 365 lines of code managed_agents/CMA_orchestrate_issue_to_pr.ipynb x: 3 contributors (90d) y: 254 lines of code managed_agents/data_analyst_agent.ipynb x: 3 contributors (90d) y: 411 lines of code managed_agents/slack_data_bot.ipynb x: 3 contributors (90d) y: 369 lines of code managed_agents/example_data/sre/infra/k8s/checkout-deploy.yaml x: 1 contributors (90d) y: 32 lines of code managed_agents/utilities.py x: 1 contributors (90d) y: 50 lines of code tool_use/threat_intel_enrichment_agent.ipynb x: 1 contributors (90d) y: 1895 lines of code claude_agent_sdk/05_Building_a_session_browser.ipynb x: 1 contributors (90d) y: 542 lines of code tool_use/context_engineering/research_corpus.py x: 1 contributors (90d) y: 275 lines of code capabilities/knowledge_graph/evaluation/eval_extraction.py x: 1 contributors (90d) y: 103 lines of code
2160.0
lines of code
  min: 1.0
  average: 190.92
  25th percentile: 20.5
  median: 56.0
  75th percentile: 210.5
  max: 2160.0
0 14.0
contributors (90d)
min: 1.0 | average: 2.12 | 25th percentile: 1.0 | median: 2.0 | 75th percentile: 2.0 | max: 14.0