Repository Analysis

anthropics/claude-cookbooks

A collection of notebooks/recipes showcasing some fun and effective ways of using Claude.

14.3 Low AI signal View on GitHub
14.3
Adjusted Score
14.3
Raw Score
100%
Time Factor
2026-05-30
Last Push
44,616
Stars
Jupyter Notebook
Language
47,501
Lines of Code
321
Files
434
Pattern Hits
2026-05-31
Scan Date

Score History

Severity Breakdown

CRITICAL 0HIGH 25MEDIUM 115LOW 294

Pattern Findings

434 matches across 17 categories. Click a row to expand file-level details.

Decorative Section Separators77 hits · 194 pts
SeverityFileLineSnippet
MEDIUMtool_use/context_engineering/research_corpus.py848 # ─────────────────────────────────────────────────────────────────────
MEDIUMtool_use/context_engineering/research_corpus.py925 # ─────────────────────────────────────────────────────────────────────
MEDIUMtool_use/context_engineering/research_corpus.py1001 # ─────────────────────────────────────────────────────────────────────
MEDIUMtool_use/context_engineering/research_corpus.py1074 # ─────────────────────────────────────────────────────────────────────
MEDIUMtool_use/context_engineering/research_corpus.py1145 # ─────────────────────────────────────────────────────────────────────
MEDIUMtool_use/context_engineering/research_corpus.py1217 # ─────────────────────────────────────────────────────────────────────
MEDIUMtool_use/context_engineering/research_corpus.py1287 # ─────────────────────────────────────────────────────────────────────
MEDIUMtool_use/context_engineering/research_corpus.py1353 # ─────────────────────────────────────────────────────────────────────
MEDIUMclaude_agent_sdk/utils/html_renderer.py54# ─────────────────────────────────────────────────────────────────────────────
MEDIUMclaude_agent_sdk/utils/html_renderer.py56# ─────────────────────────────────────────────────────────────────────────────
MEDIUMclaude_agent_sdk/utils/html_renderer.py136# ─────────────────────────────────────────────────────────────────────────────
MEDIUMclaude_agent_sdk/utils/html_renderer.py138# ─────────────────────────────────────────────────────────────────────────────
MEDIUMclaude_agent_sdk/utils/html_renderer.py169# ─────────────────────────────────────────────────────────────────────────────
MEDIUMclaude_agent_sdk/utils/html_renderer.py171# ─────────────────────────────────────────────────────────────────────────────
MEDIUMclaude_agent_sdk/utils/html_renderer.py310# ─────────────────────────────────────────────────────────────────────────────
MEDIUMclaude_agent_sdk/utils/html_renderer.py312# ─────────────────────────────────────────────────────────────────────────────
MEDIUMclaude_agent_sdk/utils/html_renderer.py387# ─────────────────────────────────────────────────────────────────────────────
MEDIUMclaude_agent_sdk/utils/html_renderer.py389# ─────────────────────────────────────────────────────────────────────────────
MEDIUM…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py1569# ============================================================================
MEDIUM…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py1571# ============================================================================
MEDIUM…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py1858# ============================================================================
MEDIUM…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py1860# ============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py23# =============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py25# =============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py139# =============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py141# =============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py665# =============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py667# =============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py187# =============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py189# =============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py210# =============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py212# =============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py283# =============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py285# =============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py702# =============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py704# =============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py838# =============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py840# =============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py1013# =============================================================================
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py1015# =============================================================================
MEDIUM…t_sdk/site_reliability_agent/examples/sre_bot_slack.py112# ============================================================================
MEDIUM…t_sdk/site_reliability_agent/examples/sre_bot_slack.py114# ============================================================================
MEDIUMclaude_agent_sdk/hosting/kubernetes/kind-quickstart.sh2# =============================================================================
MEDIUMclaude_agent_sdk/hosting/kubernetes/kind-quickstart.sh4# =============================================================================
MEDIUMclaude_agent_sdk/hosting/kubernetes/kind-quickstart.sh10# =============================================================================
MEDIUMclaude_agent_sdk/hosting/kubernetes/kind-quickstart.sh40# 1. Cluster ────────────────────────────────────────────────────────────────
MEDIUMclaude_agent_sdk/hosting/kubernetes/kind-quickstart.sh67# 2. Images ─────────────────────────────────────────────────────────────────
MEDIUMclaude_agent_sdk/hosting/kubernetes/kind-quickstart.sh83# 3. Certificates ───────────────────────────────────────────────────────────
MEDIUMclaude_agent_sdk/hosting/kubernetes/kind-quickstart.sh87# 4. Namespace, secrets, config ─────────────────────────────────────────────
MEDIUMclaude_agent_sdk/hosting/kubernetes/kind-quickstart.sh118# 5. Manifests ──────────────────────────────────────────────────────────────
MEDIUMclaude_agent_sdk/hosting/kubernetes/kind-quickstart.sh132# 6. Wait ───────────────────────────────────────────────────────────────────
MEDIUMclaude_agent_sdk/hosting/kubernetes/kind-quickstart.sh138# 7. Done ───────────────────────────────────────────────────────────────────
MEDIUMclaude_agent_sdk/hosting/kubernetes/generate-certs.sh2# =============================================================================
MEDIUMclaude_agent_sdk/hosting/kubernetes/generate-certs.sh4# =============================================================================
MEDIUMclaude_agent_sdk/hosting/kubernetes/generate-certs.sh31# =============================================================================
MEDIUMclaude_agent_sdk/hosting/kubernetes/gateway/k8s.py27# ---------------------------------------------------------------------------
MEDIUMclaude_agent_sdk/hosting/kubernetes/gateway/k8s.py29# ---------------------------------------------------------------------------
MEDIUMclaude_agent_sdk/hosting/kubernetes/gateway/k8s.py64# ---------------------------------------------------------------------------
MEDIUMclaude_agent_sdk/hosting/kubernetes/gateway/k8s.py66# ---------------------------------------------------------------------------
MEDIUMclaude_agent_sdk/hosting/kubernetes/gateway/k8s.py233# ---------------------------------------------------------------------------
17 more matches not shown…
Excessive Try-Catch Wrapping104 hits · 114 pts
SeverityFileLineSnippet
LOWtool_use/memory_tool.py116 except Exception as e:
LOWtool_use/memory_tool.py144 except Exception as e:
LOWtool_use/memory_tool.py168 except Exception as e:
LOWtool_use/memory_tool.py199 except Exception as e:
LOWtool_use/memory_tool.py237 except Exception as e:
LOWtool_use/memory_tool.py272 except Exception as e:
LOWtool_use/memory_tool.py309 except Exception as e:
LOWtool_use/memory_tool.py341 except Exception as e:
LOWtool_use/memory_tool.py361 except Exception as e:
LOWtool_use/memory_demo/sample_code/api_client_v1.py31 except Exception as e:
LOWtool_use/memory_demo/sample_code/data_processor_v1.py38 except Exception as e:
LOWcapabilities/classification/evaluation/transform.py4 except Exception as e:
MEDIUMcapabilities/classification/evaluation/transform.py5 print(f"Error in get_transform: {e}")
MEDIUMcapabilities/classification/evaluation/transform.py1def get_transform(output, context):
LOW…ies/summarization/evaluation/custom_evals/bleu_eval.py45 except Exception as e:
MEDIUM…ies/summarization/evaluation/custom_evals/bleu_eval.py46 print(f"Error calculating BLEU score: {e}. Defaulting to 0.")
LOW…_augmented_generation/evaluation/provider_retrieval.py110 except Exception as e:
MEDIUM…_augmented_generation/evaluation/provider_retrieval.py111 print(f"An error occurred during reranking: {str(e)}")
LOW…eval_augmented_generation/evaluation/eval_retrieval.py63 except Exception as e:
LOW…s/retrieval_augmented_generation/evaluation/prompts.py152 except Exception as e:
MEDIUM…s/retrieval_augmented_generation/evaluation/prompts.py153 print(f"An error occurred during reranking: {str(e)}")
LOW…val_augmented_generation/evaluation/eval_end_to_end.py69 except Exception as e:
LOW…es/text_to_sql/evaluation/tests/test_employee_count.py11 except Exception as e:
LOW…es/text_to_sql/evaluation/tests/test_average_salary.py11 except Exception as e:
LOW…ext_to_sql/evaluation/tests/test_hierarchical_query.py18 except Exception as e:
LOW…t_to_sql/evaluation/tests/test_above_average_salary.py11 except Exception as e:
LOW…/text_to_sql/evaluation/tests/test_employee_details.py11 except Exception as e:
LOW…text_to_sql/evaluation/tests/test_budget_allocation.py20 except Exception as e:
MEDIUM…gs/contextual-rag-lambda-function/inference_adapter.py43 print(f"An error occurred: {e}")
MEDIUM…mbeddings/contextual-rag-lambda-function/s3_adapter.py40 print(f"Error occurred: {e}")
MEDIUM…mbeddings/contextual-rag-lambda-function/s3_adapter.py59 print(f"Error reading file from S3: {str(e)}")
LOWtests/notebook_tests/utils.py353 except Exception as e:
LOW.claude/skills/cookbook-audit/validate_notebook.py176 except Exception as e:
MEDIUM.claude/skills/cookbook-audit/validate_notebook.py472 print(f"Error: {e}")
MEDIUM.claude/skills/cookbook-audit/validate_notebook.py475 print(f"Error: {notebook_path} is not a valid JSON file")
LOW.claude/skills/cookbook-audit/validate_notebook.py477 except Exception as e:
LOW…gents/self_hosted_sandboxes/daytona/daytona_webhook.py171 except Exception as e:
LOW…s/self_hosted_sandboxes/modal/modal_sandbox_webhook.py234 except Exception as e:
LOW…d_party/ElevenLabs/stream_voice_assistant_websocket.py140 except Exception: # noqa: S110
LOWclaude_agent_sdk/utils/agent_visualizer.py59 except Exception:
MEDIUM…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py2717 print(f"Error: {e}", file=sys.stderr)
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py1851 except Exception as e:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py707 except Exception as e:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py765 except Exception as e:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py811 except Exception as e:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py846 except Exception as e:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py875 except Exception as e:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py900 except Exception as e:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py1654 except Exception as e:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py1727 except Exception as e:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py1781 except Exception as e:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py2045 except Exception as e:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py2136 except Exception as e:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py2202 except Exception as e:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py2245 except Exception as e:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py2314 except Exception as e:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py2418 except Exception as e:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py2501 except Exception as e:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py2715 except Exception as e:
LOWclaude_agent_sdk/site_reliability_agent/infra_setup.py438 except Exception as e:
44 more matches not shown…
Hyper-Verbose Identifiers74 hits · 76 pts
SeverityFileLineSnippet
LOWtool_use/tests/test_memory_tool.py29 def test_path_validation_requires_memories_prefix(self):
LOWtool_use/tests/test_memory_tool.py35 def test_path_validation_prevents_traversal_dotdot(self):
LOWtool_use/tests/test_memory_tool.py41 def test_path_validation_prevents_traversal_encoded(self):
LOWtool_use/tests/test_memory_tool.py47 def test_path_validation_allows_valid_paths(self):
LOWtool_use/tests/test_memory_tool.py54 def test_view_empty_directory(self):
LOWtool_use/tests/test_memory_tool.py60 def test_view_directory_with_files(self):
LOWtool_use/tests/test_memory_tool.py71 def test_view_file_with_line_numbers(self):
LOWtool_use/tests/test_memory_tool.py82 def test_view_file_with_range(self):
LOWtool_use/tests/test_memory_tool.py94 def test_view_nonexistent_path(self):
LOWtool_use/tests/test_memory_tool.py114 def test_create_file_in_subdirectory(self):
LOWtool_use/tests/test_memory_tool.py126 def test_create_requires_file_extension(self):
LOWtool_use/tests/test_memory_tool.py132 def test_create_overwrites_existing_file(self):
LOWtool_use/tests/test_memory_tool.py164 def test_str_replace_string_not_found(self):
LOWtool_use/tests/test_memory_tool.py177 def test_str_replace_multiple_occurrences(self):
LOWtool_use/tests/test_memory_tool.py194 def test_str_replace_file_not_found(self):
LOWtool_use/tests/test_memory_tool.py292 def test_delete_cannot_delete_root(self):
LOWtool_use/tests/test_memory_tool.py298 def test_delete_nonexistent_path(self):
LOWtool_use/tests/test_memory_tool.py320 def test_rename_to_subdirectory(self):
LOWtool_use/tests/test_memory_tool.py334 def test_rename_source_not_found(self):
LOWtool_use/tests/test_memory_tool.py344 def test_rename_destination_exists(self):
LOWtool_use/tests/test_memory_tool.py365 def test_missing_required_parameters(self):
LOWtool_use/utils/visualize.py229def render_code_execution_result(content: ParsedContent, tree: Tree) -> None:
LOWtool_use/memory_demo/demo_helpers.py183def print_context_management_info(response: Any) -> tuple[bool, int]:
LOWtool_use/memory_demo/sample_code/cache_manager.py73class DataProcessor:
LOWtool_use/memory_demo/sample_code/data_processor_v1.py13class DataProcessor:
LOWcapabilities/classification/evaluation/prompts.py124def rag_chain_of_thought_classify(context: dict):
LOW…etrieval_augmented_generation/data/anthropic_docs.json165 "text": "Example evals\n\n\nTask fidelity (sentiment analysis) - exact match evaluation What it measures : Exact mat
LOWcapabilities/text_to_sql/evaluation/prompts.py46def generate_prompt_with_examples(context):
LOW…gs/contextual-rag-lambda-function/inference_adapter.py15 def invoke_model_with_response_stream(self, prompt, max_tokens=1000):
LOWtests/notebook_tests/conftest.py49def pytest_runtest_makereport(item: pytest.Item, call: pytest.CallInfo) -> None:
LOWtests/notebook_tests/test_notebooks.py93 def test_cells_executed_in_order(self, notebook_cells: list[CellInfo]) -> None:
LOWtests/notebook_tests/test_notebooks.py100 def test_execution_counts_start_from_one(self, notebook_cells: list[CellInfo]) -> None:
LOWtests/notebook_tests/test_notebooks.py137 def test_no_hardcoded_api_keys(self, notebook_cells: list[CellInfo]) -> None:
LOWtests/notebook_tests/test_notebooks.py147 def test_api_key_from_environment(self, notebook_cells: list[CellInfo]) -> None:
LOWtests/notebook_tests/test_notebooks.py195 def test_dependencies_documented(self, notebook_cells: list[CellInfo]) -> None:
LOWtests/notebook_tests/test_notebooks.py217 def test_notebook_executes_successfully(
LOWtests/notebook_tests/test_notebooks.py280 def test_no_deprecated_models(self, notebook_cells: list[CellInfo]) -> None:
LOWtests/notebook_tests/utils.py79def validate_cell_execution_order(cells: list[CellInfo]) -> list[str]:
LOWtests/notebook_tests/utils.py115def validate_all_cells_executed(cells: list[CellInfo]) -> list[str]:
LOWtests/notebook_tests/utils.py130def validate_no_error_outputs(cells: list[CellInfo]) -> list[str]:
LOWtests/notebook_tests/utils.py171def validate_no_hardcoded_secrets(cells: list[CellInfo]) -> list[str]:
LOWtests/notebook_tests/utils.py193def validate_uses_env_for_api_key(cells: list[CellInfo]) -> list[str]:
LOWtests/notebook_tests/utils.py253def validate_notebook_structure(path: Path) -> NotebookValidationResult:
LOW.claude/skills/cookbook-audit/validate_notebook.py180 def _check_hardcoded_secrets_fallback(self):
LOW.claude/skills/cookbook-audit/validate_notebook.py327 def check_deprecated_patterns(self):
LOW…ged_agents/example_data/orchestrate/tests/test_urls.py16def test_slugify_special_chars():
LOW…d_party/ElevenLabs/stream_voice_assistant_websocket.py271def stream_claude_and_synthesize_ws(messages, audio_queue):
LOWclaude_agent_sdk/utils/html_renderer.py473def _extract_model_from_messages(messages: list[Any]) -> str | None:
LOWclaude_agent_sdk/utils/html_renderer.py499def visualize_conversation_html(messages: list[Any]) -> None:
LOWclaude_agent_sdk/utils/agent_visualizer.py77def extract_model_from_messages(messages: list[Any]) -> str | None:
LOWclaude_agent_sdk/utils/agent_visualizer.py301def _format_subagent_completion_line(subagent_name: str | None) -> str:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py1574async def pagerduty_create_incident(
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py1863def get_confluence_auth_header() -> str:
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py1870def generate_postmortem_content(
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py1661async def pagerduty_update_incident(
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py2143async def confluence_list_postmortems(
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py1958async def confluence_create_postmortem(
LOWclaude_agent_sdk/site_reliability_agent/infra_setup.py415def update_connection_metrics():
LOW…t_sdk/site_reliability_agent/examples/sre_bot_slack.py387def convert_markdown_to_slack(text: str) -> str:
LOW…sdk/chief_of_staff_agent/scripts/financial_forecast.py65def calculate_profitability_date(forecast: list[dict[str, Any]]) -> int:
14 more matches not shown…
Magic Placeholder Names12 hits · 60 pts
SeverityFileLineSnippet
HIGHcapabilities/classification/evaluation/README.md42`export ANTHROPIC_API_KEY=YOUR_API_KEY`
HIGHcapabilities/classification/evaluation/README.md43`export VOYAGE_API_KEY=YOUR_API_KEY`
HIGHcapabilities/summarization/evaluation/README.md28To get started, set your ANTHROPIC_API_KEY environment variable, or other required keys for the providers you selected.
HIGH…es/retrieval_augmented_generation/evaluation/README.md50`export ANTHROPIC_API_KEY=YOUR_API_KEY`
HIGH…es/retrieval_augmented_generation/evaluation/README.md51`export VOYAGE_API_KEY=YOUR_API_KEY`
HIGH…etrieval_augmented_generation/data/anthropic_docs.json35 "text": "Authentication\n\n\nAll requests to the Claude API must include an x-api-key header with your API key. If y
HIGH…etrieval_augmented_generation/data/anthropic_docs.json58 "chunk_link": "https://docs.claude.com/en/docs/quickstart#set-your-api-key",
HIGH…etrieval_augmented_generation/data/anthropic_docs.json60 "text": "Set your API key\n\n\nEvery API call requires a valid API key. The SDKs are designed to pull the API key fr
HIGHcapabilities/text_to_sql/evaluation/README.md23To get started, set your ANTHROPIC_API_KEY environment variable, or other required keys for the providers you selected.
HIGHskills/README.md142 api_key="your-api-key",
HIGHskills/README.md171client = Anthropic(api_key="your-api-key")
HIGHskills/CLAUDE.md230ANTHROPIC_API_KEY=your-api-key-here
Deep Nesting61 hits · 58 pts
SeverityFileLineSnippet
LOWtool_use/memory_tool.py76
LOWtool_use/memory_tool.py119
LOWtool_use/utils/customer_service_tools.py114
LOWtool_use/utils/visualize.py196
LOWtool_use/utils/visualize.py265
LOWtool_use/memory_demo/demo_helpers.py31
LOWtool_use/memory_demo/demo_helpers.py183
LOWtool_use/memory_demo/code_review_demo.py98
LOW…ext_to_sql/evaluation/tests/test_hierarchical_query.py4
LOW…text_to_sql/evaluation/tests/test_budget_allocation.py4
LOW…gs/contextual-rag-lambda-function/inference_adapter.py15
LOWtests/notebook_tests/test_notebooks.py195
LOWtests/notebook_tests/utils.py130
LOWtests/notebook_tests/utils.py193
LOWtests/notebook_tests/utils.py225
LOW.claude/skills/cookbook-audit/validate_notebook.py87
LOW.claude/skills/cookbook-audit/validate_notebook.py327
LOWmanaged_agents/utilities.py47
LOWclaude_agent_sdk/utils/html_renderer.py225
LOWclaude_agent_sdk/utils/html_renderer.py473
LOWclaude_agent_sdk/utils/html_renderer.py499
LOWclaude_agent_sdk/utils/agent_visualizer.py77
LOWclaude_agent_sdk/utils/agent_visualizer.py119
LOWclaude_agent_sdk/utils/agent_visualizer.py229
LOWclaude_agent_sdk/utils/agent_visualizer.py278
LOWclaude_agent_sdk/utils/agent_visualizer.py317
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py629
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py719
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py772
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py1045
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py1458
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py2547
LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py2658
LOW…t_sdk/site_reliability_agent/examples/sre_bot_slack.py117
LOW…t_sdk/site_reliability_agent/examples/sre_bot_slack.py401
LOW…t_sdk/site_reliability_agent/examples/sre_bot_slack.py525
LOWclaude_agent_sdk/hosting/kubernetes/gateway/k8s.py412
LOWclaude_agent_sdk/hosting/kubernetes/gateway/main.py313
LOWclaude_agent_sdk/research_agent/agent.py41
LOWclaude_agent_sdk/chief_of_staff_agent/agent.py18
LOW…gent_sdk/chief_of_staff_agent/scripts/talent_scorer.py69
LOW…gent_sdk/chief_of_staff_agent/scripts/talent_scorer.py111
LOW…nt_sdk/chief_of_staff_agent/scripts/decision_matrix.py36
LOW…nt_sdk/chief_of_staff_agent/scripts/decision_matrix.py158
LOWscripts/validate_all_notebooks.py774
LOWscripts/validate_all_notebooks.py67
LOWscripts/validate_all_notebooks.py239
LOWscripts/validate_all_notebooks.py342
LOWscripts/validate_all_notebooks.py463
LOWscripts/validate_all_notebooks.py545
LOWscripts/validate_all_notebooks.py654
LOWscripts/validate_all_notebooks.py705
LOWscripts/test_notebooks.py112
LOWscripts/validate_notebooks.py14
LOW.github/scripts/verify_registry.py63
LOWskills/skill_utils.py291
LOWskills/file_utils.py18
LOW…s/custom_skills/creating-financial-models/dcf_model.py356
LOW…lls/analyzing-financial-statements/interpret_ratios.py70
LOW…lls/analyzing-financial-statements/calculate_ratios.py229
1 more matches not shown…
Redundant / Tautological Comments33 hits · 46 pts
SeverityFileLineSnippet
LOWtool_use/memory_tool.py195 # Write the file
LOWtool_use/memory_tool.py219 # Check if old_str exists
LOWtool_use/utils/team_expense_api.py513 # Check if user has custom budget
LOWcapabilities/classification/evaluation/vectordb.py20 # Check if the vector database is already loaded
LOWcapabilities/classification/evaluation/vectordb.py24 # Check if vector_db.pkl exists
LOW…etrieval_augmented_generation/data/anthropic_docs.json745 "text": "Evaluation Methodology\n\n\nTo assess your classifier\u2019s performance, we\u2019ll call our classifier fu
LOW…mbeddings/contextual-rag-lambda-function/s3_adapter.py31 # Check if the upload was successful
LOW…ings/contextual-rag-lambda-function/lambda_function.py50 # Read file from S3
LOWtests/notebook_tests/test_notebooks.py149 # Check if notebook uses Anthropic
LOWtests/notebook_tests/test_notebooks.py200 # Check if there's a requirements mention in markdown
LOWtests/notebook_tests/utils.py218 # Check if it's using default client (which reads from env automatically)
LOW.claude/skills/cookbook-audit/validate_notebook.py311 # Check if there are any model references at all
LOW…d_party/ElevenLabs/stream_voice_assistant_websocket.py300 # Check if generation is complete
LOWclaude_agent_sdk/utils/html_renderer.py151 # Check if any item looks like a message (has content attribute and message-like class)
LOWclaude_agent_sdk/utils/agent_visualizer.py26 # Display results (auto-detects Jupyter vs terminal)
LOWclaude_agent_sdk/utils/agent_visualizer.py140 # Check if content exists and has elements
LOWclaude_agent_sdk/utils/agent_visualizer.py160 # Check if we're inside a subagent context
LOWclaude_agent_sdk/utils/agent_visualizer.py180 # Check if this is a Task tool result (subagent completed)
LOWclaude_agent_sdk/utils/agent_visualizer.py251 # Check if it has text content (not just tool use)
LOW…t_sdk/site_reliability_agent/examples/sre_bot_slack.py621 # Check if this is a DM
LOW…t_sdk/site_reliability_agent/examples/sre_bot_slack.py624 # Check if this is a follow-up in an active thread
LOWclaude_agent_sdk/observability_agent/agent.py142 # Display the result using the shared visualization utility
LOWclaude_agent_sdk/research_agent/agent.py56 # Check if content exists and has items
LOWclaude_agent_sdk/research_agent/agent.py128 # Display the result using the shared visualization utility
LOW…ef_of_staff_agent/.claude/hooks/script-usage-logger.py25 # Check if it's executing a Python script from scripts/ directory
LOWscripts/validate_all_notebooks.py479 # Check if needs revalidation
LOWscripts/validate_all_notebooks.py507 # Display result
LOW.github/workflows/notebook-quality.yml48 # Check if validation found issues
LOWskills/file_utils.py129 # Check if file exists
LOW…tom_skills/applying-brand-guidelines/validate_brand.py88 # Check if any approved font is in the found font string
LOW…tom_skills/applying-brand-guidelines/validate_brand.py296 # Print results
LOWskills/.claude/hooks/session-start.sh10# Check if we're in a virtual environment
LOWskills/.claude/hooks/session-start.sh17# Check if Anthropic SDK is installed and get version
Cross-Language Confusion7 hits · 21 pts
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HIGHclaude_agent_sdk/site_reliability_agent/infra_setup.py92 sh -c "pip install aiohttp && python traffic_generator.py"
HIGHclaude_agent_sdk/site_reliability_agent/infra_setup.py677RUN apt-get update && apt-get install -y curl && rm -rf /var/lib/apt/lists/*
HIGHclaude_agent_sdk/site_reliability_agent/infra_setup.py1043" 2>/dev/null)
HIGHclaude_agent_sdk/site_reliability_agent/infra_setup.py1046 if [ "$NEW_VALUE" -lt 5 ] 2>/dev/null || [ "$NEW_VALUE" -gt 100 ] 2>/dev/null; then
HIGHclaude_agent_sdk/site_reliability_agent/infra_setup.py1063" 2>/dev/null)
HIGHclaude_agent_sdk/site_reliability_agent/infra_setup.py1071 [ "$POOL_SIZE" -gt 100 ] 2>/dev/null; }; then
HIGHclaude_agent_sdk/hosting/modal/modal_app.py11Prereqs: ``pip install modal && modal setup`` and a Modal secret named
Unused Imports18 hits · 18 pts
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LOWtool_use/utils/__init__.py9
LOWtool_use/utils/__init__.py9
LOWtool_use/memory_demo/__init__.py3
LOWtool_use/memory_demo/__init__.py3
LOWtool_use/memory_demo/__init__.py3
LOWtool_use/memory_demo/__init__.py3
LOWtests/conftest.py3
LOWtests/notebook_tests/conftest.py3
LOWtests/notebook_tests/test_notebooks.py14
LOWtests/notebook_tests/utils.py3
LOW…gents/self_hosted_sandboxes/daytona/daytona_webhook.py18
LOW…s/self_hosted_sandboxes/modal/modal_sandbox_webhook.py34
LOWclaude_agent_sdk/utils/agent_visualizer.py33
LOWclaude_agent_sdk/hosting/server.py27
LOWclaude_agent_sdk/hosting/run_once.py8
LOWclaude_agent_sdk/hosting/modal/teardown.py8
LOWclaude_agent_sdk/hosting/modal/modal_app.py21
LOWscripts/test_notebooks.py25
AI Slop Vocabulary9 hits · 16 pts
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MEDIUM…etrieval_augmented_generation/data/anthropic_docs.json165 "text": "Example evals\n\n\nTask fidelity (sentiment analysis) - exact match evaluation What it measures : Exact mat
MEDIUM…etrieval_augmented_generation/data/anthropic_docs.json340 "text": "About the prompt examples\n\n\nThese prompt examples use the Anthropic Python SDK, and fetch images from Wi
MEDIUM…etrieval_augmented_generation/data/anthropic_docs.json820 "text": "Vision\n\n\nClaude can read both text and images in requests. Currently, we support the base64 source type
MEDIUM…etrieval_augmented_generation/data/anthropic_docs.json858 "chunk_link": "https://docs.claude.com/en/docs/test-and-evaluate/strengthen-guardrails/reduce-latency#3-leverage-str
MEDIUM…etrieval_augmented_generation/data/anthropic_docs.json858 "chunk_link": "https://docs.claude.com/en/docs/test-and-evaluate/strengthen-guardrails/reduce-latency#3-leverage-str
MEDIUM…etrieval_augmented_generation/data/anthropic_docs.json990 "text": "Examples\n\n\nExample: Analyzing a legal contract (without chaining) Note that Claude misses the instructio
MEDIUM…etrieval_augmented_generation/data/anthropic_docs.json990 "text": "Examples\n\n\nExample: Analyzing a legal contract (without chaining) Note that Claude misses the instructio
MEDIUM…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py773 """Get a comprehensive health summary across all services."""
MEDIUM…lls/analyzing-financial-statements/calculate_ratios.py83 """Calculate leverage/solvency ratios."""
Docstring Block Structure3 hits · 15 pts
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HIGHtool_use/memory_tool.py38 Validate and resolve memory paths to prevent directory traversal attacks. Args: path: The
HIGHtool_use/utils/team_expense_api.py218Returns all expense line items for a given employee in a specific quarter. Each expense includes comprehensive meta
HIGH…tom_skills/applying-brand-guidelines/validate_brand.py211 Load brand guidelines from JSON file Args: filepath: Path to JSON file containing brand guidelines
Cross-File Repetition3 hits · 15 pts
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HIGH…s/retrieval_augmented_generation/evaluation/prompts.py0you have been tasked with helping us to answer the following query: <query> {input_query} </query> you have access to th
HIGH…s/retrieval_augmented_generation/evaluation/prompts.py0you have been tasked with helping us to answer the following query: <query> {input_query} </query> you have access to th
HIGH…s/retrieval_augmented_generation/evaluation/prompts.py0you have been tasked with helping us to answer the following query: <query> {input_query} </query> you have access to th
Self-Referential Comments5 hits · 14 pts
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MEDIUMtool_use/utils/visualize.py289 # Create main tree with token usage in the title
MEDIUM…etrieval_augmented_generation/data/anthropic_docs.json725 "text": "Prompting Claude for Ticket Routing\n\n\nTicket routing is a classification task. For more information abou
MEDIUM…etrieval_augmented_generation/data/anthropic_docs.json745 "text": "Evaluation Methodology\n\n\nTo assess your classifier\u2019s performance, we\u2019ll call our classifier fu
MEDIUM…mbeddings/contextual-rag-lambda-function/s3_adapter.py9 # Create an S3 client
MEDIUMclaude_agent_sdk/site_reliability_agent/infra_setup.py149# This file is read by the api-server container
Slop Phrases6 hits · 12 pts
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MEDIUM…bilities/summarization/evaluation/promptfooconfig.yaml25 - "As an AI language model"
MEDIUM…etrieval_augmented_generation/data/anthropic_docs.json215 "text": "Voyage Python package\n\n\nThe voyageai package can be installed using the following command:\nPythonpip in
MEDIUM…etrieval_augmented_generation/data/anthropic_docs.json240 "text": "FAQ\n\n\nHow do I calculate the distance between two embedding vectors? Cosine similarity is a popular choi
MEDIUM…etrieval_augmented_generation/data/anthropic_docs.json725 "text": "Prompting Claude for Ticket Routing\n\n\nTicket routing is a classification task. For more information abou
MEDIUM…etrieval_augmented_generation/data/anthropic_docs.json795 "text": "Example 1: Controlling output formatting and skipping the preamble\n\n\nPower user tip : Prefilling { force
MEDIUM…etrieval_augmented_generation/data/anthropic_docs.json1140 "text": "Use retrieval for contextual consistency\n\n\nFor tasks requiring consistent context (e.g., chatbots, knowl
Over-Commented Block11 hits · 10 pts
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LOWmanaged_agents/self_hosted_sandboxes/docker/start.sh1#!/usr/bin/env bash
LOW…d_agents/self_hosted_sandboxes/cf-worker/wrangler.toml21
LOWclaude_agent_sdk/site_reliability_agent/infra_setup.py21 os.makedirs(d, exist_ok=True)
LOWclaude_agent_sdk/site_reliability_agent/infra_setup.py281""")
LOWclaude_agent_sdk/hosting/kubernetes/generate-certs.sh1#!/bin/bash
LOWclaude_agent_sdk/hosting/kubernetes/generate-certs.sh21# tools like Claude Code that run on Node.js) to accept TLS certificates
LOW…t_sdk/hosting/kubernetes/manifests/network-policy.yaml1# NetworkPolicy: Kubernetes firewall rules that restrict network traffic to and
LOW…t_sdk/hosting/kubernetes/manifests/network-policy.yaml21# internet, other services, or other namespaces.
LOW…de_agent_sdk/hosting/kubernetes/manifests/gateway.yaml1# Gateway: The central API server that manages agent pod lifecycles.
LOWclaude_agent_sdk/hosting/kubernetes/gateway/k8s.py161 # documentation — K8s doesn't enforce it — but it helps tools and
LOWclaude_agent_sdk/hosting/kubernetes/gateway/main.py41
Example Usage Blocks4 hits · 6 pts
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LOW…s/custom_skills/creating-financial-models/dcf_model.py492# Example usage
LOW…ills/creating-financial-models/sensitivity_analysis.py335# Example usage
LOW…lls/analyzing-financial-statements/calculate_ratios.py309# Example usage
LOW…custom_skills/applying-brand-guidelines/apply_brand.py418# Example usage
Verbosity Indicators6 hits · 4 pts
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LOW…_augmented_generation/evaluation/provider_retrieval.py125 # Step 1: Get initial results from the summary db
LOW…_augmented_generation/evaluation/provider_retrieval.py128 # Step 2: Re-rank results
LOW…_augmented_generation/evaluation/provider_retrieval.py131 # Step 3: Generate new context string from re-ranked results
LOW…s/retrieval_augmented_generation/evaluation/prompts.py159 # Step 1: Get initial results
LOW…s/retrieval_augmented_generation/evaluation/prompts.py162 # Step 2: Re-rank results
LOW…s/retrieval_augmented_generation/evaluation/prompts.py165 # Step 3: Generate new context string from re-ranked results
Overly Generic Function Names1 hit · 0 pts
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LOW…ude_agent_sdk/site_reliability_agent/sre_mcp_server.py2658async def handle_request(request: dict[str, Any]) -> None: