AI Slop Code RIsk Monitor

andrewyng/context-hub

4.3 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for andrewyng/context-hub, a JavaScript project with 13,974 GitHub stars. SynthScan examined 592,910 lines of code across 1837 source files, recording 1462 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 4.3 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

4.3
Adjusted Signal
4.3
Raw Pattern Score
100%
Time Factor
2026-05-31
Last Push
14.0K
Stars
JavaScript
Language
592.9K
Lines of Code
1.8K
Files
1.5K
Pattern Hits
2026-10-12
Scan Date
0.09
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 3.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 327 finding(s).

Hallucinated Dependency & Supply Chain Risk 10.5/100 · LOW

Are imports declared and package/API names verified? 499 finding(s).

Agent Over-Engineering Ratio 7.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 819 finding(s).

PR Review Velocity Impact 23.8/100 · LOW

Which changes need focused human review? 1462 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 24HIGH 142MEDIUM 419LOW 877

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 1462 distinct pattern matches across 9 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Magic Placeholder Names142 hits · 772 pts
SeverityFileLineSnippetContext
HIGHcontent/zenml/docs/package/python/DOC.md135zenml login https://<your-zenml-server> --api-key <YOUR_API_KEY>CODE
HIGHcontent/zenml/docs/package/python/DOC.md135zenml login https://<your-zenml-server> --api-key <YOUR_API_KEY>CODE
HIGHcontent/cohere/docs/llm/DOC.md61 token: "your-api-key"CODE
HIGHcontent/crewai/docs/package/python/DOC.md52export OPENAI_API_KEY="your-api-key"CODE
HIGHcontent/langsmith/docs/package/python/DOC.md40export LANGSMITH_API_KEY="YOUR_API_KEY"CODE
HIGHcontent/langsmith/docs/package/python/DOC.md68 api_key="YOUR_API_KEY",CODE
HIGHcontent/langsmith/docs/package/python/DOC.md129client = Client(api_key="YOUR_API_KEY")CODE
HIGHcontent/together/docs/package/python/DOC.md37export TOGETHER_API_KEY="your-api-key"CODE
HIGHcontent/together/docs/package/python/DOC.md45client = Together(api_key="your-api-key")CODE
HIGHcontent/mistralai/docs/package/python/DOC.md50export MISTRAL_API_KEY="your_api_key"CODE
HIGHcontent/gemini/docs/deep-research/python/DOC.md49os.environ["GEMINI_API_KEY"] = "your-api-key"CODE
HIGHcontent/gemini/docs/live/python/references/advanced.md10wss://generativelanguage.googleapis.com/ws/google.ai.generativelanguage.v1beta.GenerativeService.BidiGenerateContent?keyCODE
HIGH…ent/gemini/docs/live/javascript/references/advanced.md10wss://generativelanguage.googleapis.com/ws/google.ai.generativelanguage.v1beta.GenerativeService.BidiGenerateContent?keyCODE
HIGHcontent/chromadb/docs/embeddings-db/python/DOC.md1221 api_key="your-api-key",CODE
HIGHcontent/guidance/docs/package/python/DOC.md202export OPENAI_API_KEY=your_api_keyCODE
HIGH⚡content/sendgrid/docs/email-api/python/DOC.md54export SENDGRID_API_KEY='YOUR_API_KEY'CODE
HIGH⚡content/sendgrid/docs/email-api/python/DOC.md56echo "SENDGRID_API_KEY='YOUR_API_KEY'" > .envCODE
HIGH⚡content/sendgrid/docs/email-api/python/DOC.md61set SENDGRID_API_KEY=YOUR_API_KEYCODE
HIGH⚡content/sendgrid/docs/email-api/python/DOC.md63setx SENDGRID_API_KEY "YOUR_API_KEY"CODE
HIGHcontent/sendgrid/docs/email-api/python/DOC.md255sg = SendGridAPIClient(api_key='your-api-key')CODE
HIGHcontent/sendgrid/docs/email-api/python/DOC.md267 api_key='your-api-key',CODE
HIGH⚡content/sendgrid/docs/email-api/python/DOC.md359echo "export SENDGRID_API_KEY='YOUR_API_KEY'" > sendgrid.envCODE
HIGH⚡content/sendgrid/docs/email-api/python/DOC.md368set SENDGRID_API_KEY=YOUR_API_KEYCODE
HIGH⚡content/sendgrid/docs/email-api/python/DOC.md372setx SENDGRID_API_KEY "YOUR_API_KEY"CODE
HIGHcontent/sendgrid/docs/email-api/javascript/DOC.md57echo "export SENDGRID_API_KEY='YOUR_API_KEY'" > sendgrid.envCODE
HIGHcontent/google/docs/generativeai/python/DOC.md37export GEMINI_API_KEY="your-api-key"CODE
HIGHcontent/google/docs/recaptcha-enterprise/python/DOC.md97 client_options=ClientOptions(api_key="YOUR_API_KEY")CODE
HIGH…t/apache-airflow/docs/providers-sendgrid/python/DOC.md55export SENDGRID_API_KEY='SG.your-api-key'CODE
HIGH…pache-airflow/docs/providers-openlineage/python/DOC.md99 apiKey: your-api-keyCODE
HIGHcontent/deepgram/docs/speech/python/DOC.md49- Alternatively, pass the API key directly: `client = DeepgramClient(api_key="YOUR_API_KEY")`CODE
HIGHcontent/deepgram/docs/speech/python/DOC.md58client = DeepgramClient(api_key="YOUR_API_KEY")CODE
HIGHcontent/deepgram/docs/speech/python/DOC.md70client = DeepgramClient(api_key="YOUR_API_KEY")CODE
HIGHcontent/deepgram/docs/speech/javascript/DOC.md56const explicit = new DeepgramClient({ apiKey: "YOUR_API_KEY" });CODE
HIGHcontent/deepgram/docs/speech/javascript/DOC.md306 const client = new DeepgramClient({ apiKey: "your-api-key" });CODE
HIGHcontent/groq/docs/package/python/DOC.md40export GROQ_API_KEY="your-api-key"CODE
HIGHcontent/vectara/docs/api/python/DOC.md48API_KEY = "your_api_key" # Use env var in productionCODE
HIGH⚡content/amplitude/docs/analytics/python/DOC.md1096 client = Amplitude('YOUR_API_KEY')CODE
HIGHcontent/amplitude/docs/analytics/python/DOC.md62client = Amplitude('YOUR_API_KEY')CODE
HIGHcontent/amplitude/docs/analytics/python/DOC.md71 api_key='YOUR_API_KEY',CODE
HIGHcontent/amplitude/docs/analytics/python/DOC.md894 api_key='YOUR_API_KEY',CODE
HIGHcontent/amplitude/docs/analytics/python/DOC.md907 api_key='YOUR_API_KEY',CODE
HIGHcontent/amplitude/docs/analytics/python/DOC.md920 api_key='YOUR_API_KEY',CODE
HIGHcontent/amplitude/docs/analytics/python/DOC.md939 api_key='YOUR_API_KEY',CODE
HIGHcontent/amplitude/docs/analytics/python/DOC.md957 "api_key": "YOUR_API_KEY",CODE
HIGHcontent/amplitude/docs/analytics/python/DOC.md983 "api_key": "YOUR_API_KEY",CODE
HIGHcontent/amplitude/docs/analytics/python/DOC.md1023client = Amplitude('YOUR_API_KEY')CODE
HIGHcontent/amplitude/docs/analytics/python/DOC.md1058client = Amplitude('YOUR_API_KEY')CODE
HIGH⚡content/amplitude/docs/analytics/javascript/DOC.md70amplitude.init('YOUR_API_KEY');CODE
HIGH⚡content/amplitude/docs/analytics/javascript/DOC.md76amplitude.init('YOUR_API_KEY', 'user@example.com');CODE
HIGH⚡content/amplitude/docs/analytics/javascript/DOC.md82amplitude.init('YOUR_API_KEY', 'user@example.com', {CODE
HIGH⚡content/amplitude/docs/analytics/javascript/DOC.md839amplitude.init('YOUR_API_KEY', {CODE
HIGH⚡content/amplitude/docs/analytics/javascript/DOC.md849amplitude.init('YOUR_API_KEY', {CODE
HIGH⚡content/amplitude/docs/analytics/javascript/DOC.md859amplitude.init('YOUR_API_KEY', {CODE
HIGH⚡content/amplitude/docs/analytics/javascript/DOC.md1063amplitude.init('YOUR_API_KEY', {CODE
HIGH⚡content/amplitude/docs/analytics/javascript/DOC.md1073amplitude.init('YOUR_API_KEY', {CODE
HIGH⚡content/amplitude/docs/analytics/javascript/DOC.md1083amplitude.init('YOUR_API_KEY', {CODE
HIGH⚡content/amplitude/docs/analytics/javascript/DOC.md1093amplitude.init('YOUR_API_KEY', {CODE
HIGHcontent/amplitude/docs/analytics/javascript/DOC.md96await amplitude.init('YOUR_API_KEY').promise;CODE
HIGHcontent/amplitude/docs/analytics/javascript/DOC.md107 amplitude.init('YOUR_API_KEY');CODE
HIGHcontent/amplitude/docs/analytics/javascript/DOC.md417amplitude.init('YOUR_API_KEY', {CODE
82 more matches not shown…
Excessive Try-Catch Wrapping632 hits · 770 pts
SeverityFileLineSnippetContext
LOWcontent/flask/docs/login/python/DOC.md154 except Exception:CODE
LOWcontent/pymysql/docs/package/python/DOC.md151except Exception:CODE
MEDIUMcontent/braintree/docs/gateway/python/DOC.md169 print("Error: " + result.message)CODE
MEDIUMcontent/braintree/docs/gateway/python/DOC.md312 print("Error: " + result.message)CODE
MEDIUMcontent/braintree/docs/gateway/python/DOC.md688 print(f"Error: {e}")CODE
MEDIUMcontent/braintree/docs/gateway/python/DOC.md970 print(f"Error Code: {error.code}")CODE
MEDIUMcontent/braintree/docs/gateway/python/DOC.md131def get_client_token():CODE
MEDIUMcontent/braintree/docs/gateway/python/DOC.md144def client_token(request):CODE
MEDIUMcontent/braintree/docs/gateway/python/DOC.md671def webhooks():CODE
MEDIUMcontent/braintree/docs/gateway/python/DOC.md699def webhook(request):CODE
MEDIUMcontent/braintree/docs/gateway/python/DOC.md1023def get_client_token():CODE
MEDIUMcontent/braintree/docs/gateway/python/DOC.md1128def client_token(request):CODE
LOWcontent/braintree/docs/gateway/python/DOC.md135 except Exception as e:CODE
LOWcontent/braintree/docs/gateway/python/DOC.md148 except Exception as e:CODE
LOWcontent/braintree/docs/gateway/python/DOC.md687 except Exception as e:CODE
LOWcontent/braintree/docs/gateway/python/DOC.md712 except Exception as e:CODE
LOWcontent/braintree/docs/gateway/python/DOC.md1027 except Exception as e:CODE
LOWcontent/braintree/docs/gateway/python/DOC.md1132 except Exception as e:CODE
LOWcontent/databases/docs/package/python/DOC.md189except Exception:STRING
LOWcontent/schedule/docs/package/python/DOC.md268 except Exception:CODE
MEDIUMcontent/schedule/docs/package/python/DOC.md265def wrapper(*args, **kwargs):CODE
MEDIUMcontent/discord/docs/bot/python/DOC.md657 print(f'Error in {event}')CODE
MEDIUMcontent/discord/docs/bot/python/DOC.md792 print(f'Error: {error}')CODE
LOWcontent/pygments/docs/package/python/DOC.md121except Exception:STRING
LOWcontent/mako/docs/package/python/DOC.md205except Exception:CODE
LOWcontent/gemini/docs/deep-research/python/DOC.md107 except Exception as e:CODE
LOWcontent/gemini/docs/live/python/DOC.md375 except Exception:CODE
LOWcontent/kombu/docs/package/python/DOC.md172 except Exception:CODE
MEDIUMcontent/kombu/docs/package/python/DOC.md168def handle_message(body, message):CODE
LOWcontent/decorator/docs/package/python/DOC.md116 except Exception as exc: # narrow this in real codeCODE
LOWcontent/chromadb/docs/embeddings-db/python/DOC.md1124except Exception as e:CODE
LOWcontent/chromadb/docs/embeddings-db/python/DOC.md1146except Exception as e:CODE
MEDIUMcontent/chromadb/docs/embeddings-db/python/DOC.md1147 print(f"Error: {e}")CODE
LOWcontent/chromadb/docs/embeddings-db/python/DOC.md1298 except Exception:CODE
LOWcontent/confluent-kafka/docs/package/python/DOC.md244 except Exception as exc:CODE
LOWcontent/azure/docs/servicebus/python/DOC.md143 except Exception:CODE
LOWcontent/azure/docs/monitor-opentelemetry/python/DOC.md265 except Exception as exc:CODE
LOWcontent/aiomysql/docs/package/python/DOC.md147 except Exception:CODE
LOWcontent/sendgrid/docs/email-api/python/DOC.md92except Exception as e:CODE
LOWcontent/sendgrid/docs/email-api/python/DOC.md299except Exception as e:CODE
MEDIUMcontent/sendgrid/docs/email-api/python/DOC.md300 print(f"Error occurred: {e}")CODE
LOWcontent/sendgrid/docs/email-api/python/DOC.md599except Exception as e:CODE
LOWcontent/sendgrid/docs/email-api/python/DOC.md655except Exception as e:CODE
LOWcontent/launchdarkly/docs/feature-flags/python/DOC.md180except Exception as e:CODE
LOWcontent/launchdarkly/docs/feature-flags/python/DOC.md1643except Exception as e:CODE
LOWcontent/google/docs/error-reporting/python/DOC.md128except Exception:CODE
LOWcontent/google/docs/error-reporting/python/DOC.md150 except Exception:CODE
LOWcontent/google/docs/error-reporting/python/DOC.md177 except Exception:CODE
MEDIUMcontent/google/docs/error-reporting/python/DOC.md146def checkout():CODE
MEDIUMcontent/google/docs/error-reporting/python/DOC.md174def handle_job(job):CODE
LOWcontent/google/docs/pubsub/python/DOC.md167 except Exception:CODE
LOWcontent/microsoft/docs/onedrive/python/DOC.md1281 except Exception as e:CODE
LOWcontent/microsoft/docs/onedrive/python/DOC.md1527 except Exception as e:CODE
MEDIUM⚡content/square/docs/payments/python/DOC.md906 print("Error retrieving inventory:", e.errors)CODE
MEDIUM⚡content/square/docs/payments/python/DOC.md921 print("Error retrieving inventory counts:", e.errors)CODE
MEDIUMcontent/square/docs/payments/python/DOC.md154 print("Error listing locations:", e.errors)CODE
MEDIUMcontent/square/docs/payments/python/DOC.md165 print("Error retrieving location:", e.errors)CODE
MEDIUMcontent/square/docs/payments/python/DOC.md179 print("Error listing locations:", e.errors)CODE
MEDIUMcontent/square/docs/payments/python/DOC.md260 print("Error listing payments:", e.errors)CODE
MEDIUMcontent/square/docs/payments/python/DOC.md272 print("Error retrieving payment:", e.errors)CODE
572 more matches not shown…
Fake / Example Data333 hits · 314 pts
SeverityFileLineSnippetContext
LOWcontent/postmark/docs/transactional-email/DOC.md227 name: 'John Doe',CODE
LOWcontent/postmark/docs/transactional-email/DOC.md602 company: 'Acme Corp'CODE
LOWcontent/postmark/docs/transactional-email/DOC.md621 Recipient: 'user@example.com',CODE
LOWcontent/postmark/docs/transactional-email/DOC.md752 EmailFilter: 'user@example.com',CODE
LOWcontent/postmark/docs/transactional-email/DOC.md805 EmailFilter: 'user@example.com'CODE
LOWcontent/postmark/docs/transactional-email/DOC.md1114 name: 'John Doe',CODE
LOWcontent/flask/docs/mail/python/DOC.md83 recipients=["user@example.com"],CODE
LOWcontent/flask/docs/dance/python/DOC.md329 storage=MemoryStorage({"access_token": "fake-token"}),CODE
LOWcontent/flask/docs/security-too/python/DOC.md127 if not user_datastore.find_user(email="admin@example.com"):CODE
LOWcontent/flask/docs/security-too/python/DOC.md129 email="admin@example.com",CODE
LOWcontent/flask/docs/security-too/python/DOC.md200 -d '{"email":"admin@example.com","password":"change-me-now"}'CODE
LOWcontent/flask/docs/login/python/DOC.md50 "1": User("1", "user@example.com"),CODE
LOWcontent/braintree/docs/gateway/python/DOC.md200 "street_address": "123 Main St",CODE
LOWcontent/braintree/docs/gateway/python/DOC.md209 "street_address": "123 Main St",CODE
LOWcontent/braintree/docs/gateway/python/DOC.md356 "company": "Acme Corp",CODE
LOWcontent/braintree/docs/gateway/python/DOC.md469 "street_address": "123 Main St",CODE
LOWcontent/braintree/docs/gateway/python/DOC.md906 "street_address": "123 Main St",CODE
LOWcontent/braintree/docs/gateway/python/DOC.md917 "street_address": "123 Main St",CODE
LOWcontent/braintree/docs/gateway/javascript/DOC.md214 streetAddress: "123 Main St",CODE
LOWcontent/braintree/docs/gateway/javascript/DOC.md223 streetAddress: "123 Main St",CODE
LOWcontent/braintree/docs/gateway/javascript/DOC.md389 company: "Acme Corp",CODE
LOWcontent/braintree/docs/gateway/javascript/DOC.md534 streetAddress: "123 Main St",CODE
LOWcontent/braintree/docs/gateway/javascript/DOC.md1067 streetAddress: "123 Main St",CODE
LOWcontent/braintree/docs/gateway/javascript/DOC.md1078 streetAddress: "123 Main St",CODE
LOWcontent/mocha/docs/mocha/javascript/DOC.md172 const account = await db.createAccount({ email: 'user@example.com' })CODE
LOWcontent/mocha/docs/mocha/javascript/DOC.md173 assert.equal(account.email, 'user@example.com')CODE
LOWcontent/cypress/docs/cypress/javascript/DOC.md97 "E2E_EMAIL": "user@example.com",CODE
LOWcontent/fastapi-mail/docs/package/python/DOC.md175 recipients=["user@example.com"],STRING
LOWcontent/vercel/docs/platform/DOC.md1004 email: 'user@example.com',CODE
LOWcontent/factory-bot/docs/package/DOC.md94 email { "admin@example.com" }CODE
LOWcontent/sidekiq/docs/package/DOC.md180batch.on(:complete, ImportCallback, notify: "admin@example.com")CODE
LOWcontent/stytch/docs/auth/python/DOC.md139 email="user@example.com"CODE
LOWcontent/stytch/docs/auth/python/DOC.md159 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md170 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md182 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md229 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md317 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md325 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md374 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md553 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md562 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md656 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md670 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md679 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md692 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md707 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md739 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md924 organization_name="Acme Corp",CODE
LOWcontent/stytch/docs/auth/python/DOC.md969 name="John Doe",CODE
LOWcontent/stytch/docs/auth/python/DOC.md993 name="Jane Doe",CODE
LOWcontent/stytch/docs/auth/python/DOC.md1286 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md1623 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md1863 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/python/DOC.md1911 email="user@example.com",CODE
LOWcontent/stytch/docs/auth/javascript/DOC.md144 email: 'user@example.com',CODE
LOWcontent/stytch/docs/auth/javascript/DOC.md155 email: 'user@example.com',CODE
LOWcontent/stytch/docs/auth/javascript/DOC.md167 email: 'user@example.com',CODE
LOWcontent/stytch/docs/auth/javascript/DOC.md216 email: 'user@example.com',CODE
LOWcontent/stytch/docs/auth/javascript/DOC.md297 email: 'user@example.com',CODE
LOWcontent/stytch/docs/auth/javascript/DOC.md305 email: 'user@example.com',CODE
273 more matches not shown…
Hallucination Indicators24 hits · 235 pts
SeverityFileLineSnippetContext
CRITICALcontent/azure/docs/maps-route/python/DOC.md253from azure.core.exceptions import HttpResponseErrorCODE
CRITICALcontent/azure/docs/maps-search/python/DOC.md226from azure.core.exceptions import HttpResponseErrorCODE
CRITICALcontent/azure/docs/communication-email/python/DOC.md153from azure.core.exceptions import HttpResponseErrorCODE
CRITICALcontent/azure/docs/storage-blob/python/DOC.md121from azure.core.exceptions import ResourceExistsErrorCODE
CRITICALcontent/azure/docs/digitaltwins-core/python/DOC.md322from azure.core.exceptions import HttpResponseError, ResourceNotFoundErrorSTRING
CRITICALcontent/azure/docs/storage-queue/python/DOC.md138from azure.core.exceptions import ResourceExistsErrorCODE
CRITICALcontent/azure/docs/storage-file-datalake/python/DOC.md138from azure.core.exceptions import ResourceExistsErrorCODE
CRITICALcontent/microsoft/docs/onedrive/python/DOC.md215 result = await client.me.drive.root.children.get()CODE
CRITICALcontent/microsoft/docs/onedrive/python/DOC.md281 result = await client.me.drive.root.children.get()CODE
CRITICALcontent/microsoft/docs/onedrive/python/DOC.md308 result = await client.me.drive.root.children.get()CODE
CRITICALcontent/microsoft/docs/onedrive/python/DOC.md317 result = await client.me.drive.root.children.get()CODE
CRITICALcontent/microsoft/docs/onedrive/python/DOC.md342 result = await client.me.drive.root.children.get(request_configuration=request_config)CODE
CRITICALcontent/microsoft/docs/onedrive/python/DOC.md355 result = await client.me.drive.root.children.get(request_configuration=request_config)CODE
CRITICALcontent/microsoft/docs/onedrive/python/DOC.md369 result = await client.me.drive.root.children.get(request_configuration=request_config)CODE
CRITICALcontent/microsoft/docs/onedrive/python/DOC.md691 folder = await client.me.drive.root.children.post(drive_item)CODE
CRITICALcontent/microsoft/docs/onedrive/python/DOC.md711 folder = await client.me.drive.root.children.post(drive_item)CODE
CRITICALcontent/microsoft/docs/onedrive/python/DOC.md1082 result = await client.me.drive.root.delta.get()CODE
CRITICALcontent/microsoft/docs/onedrive/python/DOC.md1091 result = await client.me.drive.root.delta.get()CODE
CRITICALcontent/microsoft/docs/onedrive/python/DOC.md1114 result = await client.me.drive.root.delta.get()CODE
CRITICALcontent/microsoft/docs/onedrive/python/DOC.md1253from azure.core.exceptions import HttpResponseErrorCODE
CRITICALcontent/microsoft/docs/onedrive/python/DOC.md1511 lambda: client.me.drive.root.children.get()CODE
CRITICALcontent/spring-security/docs/package/java/DOC.md73 return org.springframework.security.core.userdetails.User.builder()CODE
CRITICALcontent/twilio/docs/messaging/typescript/DOC.md482const mainAccountCalls = await client.api.v2010.account.calls.list();CODE
CRITICALcontent/spring-boot/docs/security/java/DOC.md116 return org.springframework.security.core.userdetails.User.builder()CODE
Structural Annotation Overuse110 hits · 194 pts
SeverityFileLineSnippetContext
LOW⚡content/cohere/docs/llm/DOC.md394 // Step 1: Embed documentsCOMMENT
LOW⚡content/cohere/docs/llm/DOC.md401 // Step 2: Embed queryCOMMENT
LOW⚡content/cohere/docs/llm/DOC.md408 // Step 3: Find top candidates using similarity (simplified)COMMENT
LOW⚡content/cohere/docs/llm/DOC.md411 // Step 4: Rerank for precisionCOMMENT
LOW⚡content/cohere/docs/llm/DOC.md419 // Step 5: Generate answer with contextCOMMENT
LOW⚡content/braintree/docs/gateway/python/DOC.md1086# Step 1: Get customerCOMMENT
LOW⚡content/braintree/docs/gateway/python/DOC.md1089# Step 2: Find default payment methodCOMMENT
LOW⚡content/braintree/docs/gateway/python/DOC.md1096# Step 3: Use default payment method for transactionCOMMENT
LOWcontent/braintree/docs/gateway/python/DOC.md1061# Step 1: Create customerCOMMENT
LOWcontent/braintree/docs/gateway/python/DOC.md1073 # Step 2: Create subscriptionCOMMENT
LOWcontent/braintree/docs/gateway/javascript/DOC.md1234// Step 1: Create customerCOMMENT
LOWcontent/braintree/docs/gateway/javascript/DOC.md1245 // Step 2: Create subscriptionCOMMENT
LOWcontent/braintree/docs/gateway/javascript/DOC.md1261// Step 1: Get customerCOMMENT
LOWcontent/braintree/docs/gateway/javascript/DOC.md1263 // Step 2: Use default payment method for transactionCOMMENT
LOWcontent/stytch/docs/auth/python/DOC.md1817# Step 1: Primary authentication (password)COMMENT
LOWcontent/stytch/docs/auth/python/DOC.md1838# Step 2: MFA with TOTPCOMMENT
LOWcontent/stytch/docs/auth/javascript/DOC.md1641// Step 1: Primary authentication (password)COMMENT
LOWcontent/stytch/docs/auth/javascript/DOC.md1663// Step 2: MFA with TOTPCOMMENT
LOWcontent/microsoft/docs/onedrive/python/DOC.md565 # Step 1: Create upload sessionCOMMENT
LOWcontent/microsoft/docs/onedrive/python/DOC.md576 # Step 2: Upload file in chunksCOMMENT
LOWcontent/microsoft/docs/onedrive/javascript/DOC.md509// Step 1: Create upload sessionCOMMENT
LOWcontent/microsoft/docs/onedrive/javascript/DOC.md519// Step 2: Upload file in chunksCOMMENT
LOWcontent/prisma/docs/orm/python/DOC.md36### Step 1: Install PrismaCOMMENT
LOWcontent/prisma/docs/orm/python/DOC.md42### Step 2: Create Schema FileCOMMENT
LOWcontent/prisma/docs/orm/python/DOC.md64### Step 3: Set Environment VariableCOMMENT
LOWcontent/prisma/docs/orm/python/DOC.md88### Step 4: Generate Client and Push SchemaCOMMENT
LOW⚡content/prisma/docs/orm/javascript/DOC.md35### Step 1: Install DependenciesCOMMENT
LOW⚡content/prisma/docs/orm/javascript/DOC.md42### Step 2: Initialize PrismaCOMMENT
LOW⚡content/prisma/docs/orm/javascript/DOC.md52### Step 3: Configure Database ConnectionCOMMENT
LOWcontent/prisma/docs/orm/javascript/DOC.md76### Step 4: Initialize TypeScript (if needed)COMMENT
LOW⚡content/zendesk/docs/support/python/DOC.md1608 # Step 1: Upload the fileCOMMENT
LOW⚡content/zendesk/docs/support/python/DOC.md1614 # Step 2: Create ticket with attachmentCOMMENT
LOW⚡content/zendesk/docs/support/javascript/DOC.md1398 // Step 1: Upload the fileCOMMENT
LOW⚡content/zendesk/docs/support/javascript/DOC.md1406 // Step 2: Create ticket with attachmentCOMMENT
LOW…s/ade/document-workflows/references/table-stitching.md103# Step 1: Parse (cache the result to avoid re-parsing)COMMENT
LOW…s/ade/document-workflows/references/table-stitching.md116# Step 2: Extract with the multi-page table schemaCOMMENT
LOW…ls/ade/document-workflows/references/schema-catalog.md655# Step 1: ClassifyCOMMENT
LOW…ls/ade/document-workflows/references/schema-catalog.md662# Step 2: Extract with type-specific schemaCOMMENT
LOW⚡…tent/landingai/skills/ade/document-extraction/SKILL.md246# Step 1: Create parse jobCOMMENT
LOW⚡…tent/landingai/skills/ade/document-extraction/SKILL.md255# Step 2: Poll for completionCOMMENT
LOW⚡…tent/landingai/skills/ade/document-extraction/SKILL.md264# Step 3: Access resultsCOMMENT
LOW…tent/landingai/skills/ade/document-extraction/SKILL.md478# Step 1: Parse documentCOMMENT
LOW…tent/landingai/skills/ade/document-extraction/SKILL.md488# Step 2: Extract structured dataCOMMENT
LOW⚡…tent/landingai/skills/ade/document-extraction/SKILL.md573# Step 1: Define classification schemaCOMMENT
LOW⚡…tent/landingai/skills/ade/document-extraction/SKILL.md582# Step 2: Parse documentCOMMENT
LOW⚡…tent/landingai/skills/ade/document-extraction/SKILL.md588# Step 3: Classify documentCOMMENT
LOW…tent/landingai/skills/ade/document-extraction/SKILL.md599# Step 4: Extract based on typeCOMMENT
LOW…tent/landingai/skills/ade/document-extraction/SKILL.md640# Step 1: Parse multi-document PDFCOMMENT
LOW…tent/landingai/skills/ade/document-extraction/SKILL.md646# Step 2: Define split classesCOMMENT
LOW…tent/landingai/skills/ade/document-extraction/SKILL.md664# Step 3: Split documentCOMMENT
LOW…tent/landingai/skills/ade/document-extraction/SKILL.md670# Step 4: Process each splitCOMMENT
LOW⚡…skills/ade/document-extraction/references/use-cases.md77# Step 1: Parse the batchCOMMENT
LOW⚡…skills/ade/document-extraction/references/use-cases.md80# Step 2: Split by document typeCOMMENT
LOW⚡…skills/ade/document-extraction/references/use-cases.md90# Step 3: Extract from each split based on its classificationCOMMENT
LOW⚡…skills/ade/document-extraction/references/use-cases.md158# Step 1: Parse the PDFCOMMENT
LOW⚡…skills/ade/document-extraction/references/use-cases.md162# Step 2: Filter figure chunksCOMMENT
LOW⚡…skills/ade/document-extraction/references/use-cases.md166# Step 3: Open PDF with PyMuPDF and crop each figureCOMMENT
LOWcontent/aws/docs/s3/python/DOC.md1298 # Step 1: Initiate multipart uploadCOMMENT
LOWcontent/aws/docs/s3/python/DOC.md1305 # Step 2: Upload partsCOMMENT
LOWcontent/aws/docs/s3/python/DOC.md1332 # Step 3: Complete multipart uploadCOMMENT
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Hyper-Verbose Identifiers183 hits · 162 pts
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LOWcontent/pytest-django/docs/package/python/DOC.md135def test_select_for_update_path():CODE
LOWcontent/pytest-django/docs/package/python/DOC.md162def test_dashboard_requires_login(client, django_user_model):CODE
LOWcontent/postmark/docs/transactional-email/DOC.md1010async function sendEmailWithErrorHandling() {CODE
LOWcontent/braintree/docs/gateway/python/DOC.md1164def handle_subscription_renewal(subscription_id):CODE
LOWcontent/pytest/docs/timeout/python/DOC.md162def test_only_the_function_body_is_timed():CODE
LOWcontent/pytest/docs/lazy-fixture/python/DOC.md98def test_parametrized_fixture(value):CODE
LOWcontent/pytest/docs/html/python/DOC.md132def pytest_runtest_makereport(item, call):CODE
LOWcontent/pytest/docs/httpx/python/DOC.md242def test_local_server_and_remote_mock(httpx_mock):CODE
LOWcontent/pytest/docs/django/python/DOC.md127def test_select_for_update_path():CODE
LOWcontent/pytest/docs/django/python/DOC.md155def test_dashboard_requires_login(client, django_user_model):CODE
LOWcontent/pytest/docs/package/python/DOC.md139def test_normalize_rejects_empty() -> None:CODE
LOWcontent/pytest-httpx/docs/package/python/DOC.md242def test_local_server_and_remote_mock(httpx_mock):CODE
LOWcontent/pytest-mock/docs/package/python/DOC.md167def test_greet_uses_normalize(mocker: MockerFixture) -> None:CODE
LOWcontent/pytest-mock/docs/package/python/DOC.md211def test_run_job_calls_callback(mocker: MockerFixture) -> None:CODE
LOW…ent/azure/docs/storage-file-datalake/javascript/DOC.md119export function createDataLakeServiceClient() {CODE
LOWcontent/sendgrid/docs/email-api/python/DOC.md625def set_sendgrid_data_residency(self, region):CODE
LOWcontent/huey/docs/package/python/DOC.md297def test_send_email_runs_inline():CODE
LOWcontent/launchdarkly/docs/feature-flags/python/DOC.md1153def generate_secure_mode_hash(sdk_key, context_key):CODE
LOW…/google/docs/contact-center-insights/javascript/DOC.md150async function enableAutomaticUploadAnalysis(projectId, location) {CODE
LOW…/google/docs/contact-center-insights/javascript/DOC.md182async function createTranscriptConversation(projectId, location) {CODE
LOWcontent/google/docs/documentai/javascript/DOC.md155async function processWithProcessorVersion({CODE
LOWcontent/google/docs/bigquery/javascript/DOC.md164async function createDatasetWithLocation() {CODE
LOWcontent/google/docs/bigquery/javascript/DOC.md268async function createTableWithAdvancedSchema() {CODE
LOWcontent/google/docs/bigquery/javascript/DOC.md1543async function handlePartialInsertErrors() {CODE
LOWcontent/google/docs/compute/python/DOC.md144def wait_for_extended_operation(CODE
LOWcontent/google/docs/network-management/python/DOC.md209def create_subnet_flow_logs_config(CODE
LOWcontent/google/docs/recaptcha-enterprise/python/DOC.md169def annotate_fraudulent_assessment(project_id: str, assessment_id: str) -> None:CODE
LOW…ent/google/docs/recaptcha-enterprise/javascript/DOC.md170async function annotateFraudulentAssessment(assessmentName) {CODE
LOWcontent/google/docs/pubsub/javascript/DOC.md121async function ensureTopicAndSubscription(topicName, subscriptionName) {CODE
LOWcontent/google/docs/billing/javascript/DOC.md207async function listProjectsOnBillingAccount(billingAccountName) {CODE
LOW…t/apache-airflow/docs/providers-dingding/python/DOC.md149def dingding_failure_callback(context) -> None:CODE
LOW…tent/apache-airflow/docs/providers-asana/python/DOC.md141 def find_recent_project_tasks() -> list[dict[str, str | None]]:CODE
LOW…pache-airflow/docs/providers-apache-hdfs/python/DOC.md140def webhdfs_inspect_and_upload():CODE
LOWcontent/microsoft/docs/onedrive/python/DOC.md1320 async def download_folder_recursive(folder_id: str, local_path: str):CODE
LOW⚡content/square/docs/payments/python/DOC.md913def batch_retrieve_inventory_counts(catalog_object_ids: list, location_ids: list):CODE
LOWcontent/square/docs/payments/python/DOC.md762def create_advanced_catalog_item(item_data: dict):CODE
LOWcontent/square/docs/payments/python/DOC.md875def batch_upsert_catalog_objects(objects: list):CODE
LOWcontent/square/docs/payments/python/DOC.md1126def create_advanced_subscription(subscription_data: dict):CODE
LOWcontent/square/docs/payments/python/DOC.md1425def create_webhook_subscription(notification_url: str, event_types: list):CODE
LOWcontent/square/docs/payments/python/DOC.md1443def list_webhook_subscriptions():CODE
LOWcontent/square/docs/payments/python/DOC.md1651def process_payment_with_customer(payment_details: dict):CODE
LOWcontent/square/docs/payments/javascript/DOC.md788async function createAdvancedCatalogItem(itemData) {CODE
LOWcontent/square/docs/payments/javascript/DOC.md914async function batchUpsertCatalogObjects(objects) {CODE
LOWcontent/square/docs/payments/javascript/DOC.md964async function batchRetrieveInventoryCounts(catalogObjectIds, locationIds) {CODE
LOWcontent/square/docs/payments/javascript/DOC.md1204async function createAdvancedSubscription(subscriptionData) {CODE
LOWcontent/square/docs/payments/javascript/DOC.md1548async function createWebhookSubscription(notificationUrl, eventTypes) {CODE
LOWcontent/square/docs/payments/javascript/DOC.md1774async function processPaymentWithCustomer(paymentDetails) {CODE
LOWcontent/typescript/docs/pg/typescript/DOC.md237export async function startNotificationListener(): Promise<void> {CODE
LOWcontent/intercom/docs/messaging/python/DOC.md1115def create_contact_with_retry(data, max_retries=3):CODE
LOWcontent/intercom/docs/messaging/python/DOC.md1403def make_request_with_backoff(request_fn, max_retries=5):CODE
LOWcontent/intercom/docs/messaging/python/DOC.md1481def bulk_operation_with_rate_limit(items, operation, requests_per_second=5):CODE
LOWcontent/intercom/docs/messaging/javascript/DOC.md1556async function bulkOperationWithRateLimit(items, operation, requestsPerSecond = 5) {CODE
LOWcontent/mailchimp/docs/marketing/DOC.md753async function createCampaignFromTemplate(listId, templateId, subject) {CODE
LOWcontent/mailchimp/docs/marketing/DOC.md847async function addSubscriberToAutomation(workflowId, workflowEmailId, email) {CODE
LOWcontent/mailchimp/docs/marketing/DOC.md1202async function getAllListMembersPaginated(listId) {CODE
LOWcontent/rabbitmq/docs/message-queue/javascript/DOC.md666async function declareExchangeWithOptions() {CODE
LOW…ntent/datahub/docs/sdk/python/references/assertions.md57def create_freshness_assertions(datasets, client):CODE
LOWcontent/retrying/docs/package/python/DOC.md79def retry_if_connection_error(exc: Exception) -> bool:CODE
LOWcontent/dagster/docs/dbt/python/DOC.md161def jaffle_shop_with_artifacts(CODE
LOWcontent/dagster/docs/airbyte/python/DOC.md244def airbyte_connection_assets(CODE
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Modern AI Meta-Vocabulary30 hits · 88 pts
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MEDIUMcontent/semantic-kernel/docs/package/python/DOC.md165### 3. Move to agents when you need orchestrationCOMMENT
MEDIUMcontent/cohere/docs/llm/DOC.md383### RAG (Retrieval Augmented Generation)COMMENT
MEDIUMcontent/chromadb/docs/embeddings-db/python/DOC.md882## Complete Example: RAG (Retrieval-Augmented Generation)COMMENT
MEDIUMcontent/chromadb/docs/embeddings-db/javascript/DOC.md852## Complete Example: RAG (Retrieval-Augmented Generation)COMMENT
MEDIUMcontent/langchain/docs/agents/python/DOC.md30## Wrong imports that agents hallucinateCOMMENT
MEDIUMcontent/typescript/docs/lodash/typescript/DOC.md153### Debounce event-driven workCOMMENT
MEDIUM…tent/cloudflare/docs/workers-runtime/javascript/DOC.md23npm create cloudflare@latest # New project scaffoldCODE
MEDIUMcontent/vectara/docs/api/python/DOC.md84## Query API — Search and RAGCOMMENT
MEDIUMcontent/vectara/docs/api/python/DOC.md138### RAG — Search with Generated AnswerCOMMENT
MEDIUMcontent/snowflake/docs/cortex-search/DOC.md151## RAG ArchitectureCOMMENT
MEDIUMcontent/pinecone/docs/sdk/python/DOC.md1347### Pattern: RAG PipelineCOMMENT
MEDIUM…ntent/landingai/skills/ade/document-workflows/SKILL.md661## RAG PreparationCOMMENT
MEDIUM…lls/ade/document-workflows/references/rag-pipelines.md1# RAG Pipeline PatternsCOMMENT
MEDIUM…lls/ade/document-workflows/references/rag-pipelines.md9## 1. Chunks to CSV — RAG-Ready DatasetCOMMENT
MEDIUM…lls/ade/document-workflows/references/rag-pipelines.md305### RAG Query with LangChainCOMMENT
MEDIUM…lls/ade/document-workflows/references/rag-pipelines.md339## 4. Full RAG Pipeline — End to EndCOMMENT
MEDIUMcontent/haystack-ai/docs/package/python/DOC.md74## Minimal RAG PipelineCOMMENT
MEDIUMcontent/phidata/docs/package/python/DOC.md98## Add Knowledge / RAGCOMMENT
MEDIUMcontent/huggingface/docs/transformers/DOC.md919| [Zero-Shot Classification](https://huggingface.co/tasks/zero-shot-classification) | `zero-shot-classification` | ClasCODE
MEDIUM⚡content/huggingface/docs/transformers/DOC.md954| [Zero-Shot Audio Classification](https://huggingface.co/learn/audio-course/chapter4/classification_models#zero-shot-auCODE
MEDIUM⚡content/huggingface/docs/transformers/DOC.md955| [Zero-Shot Image Classification](https://huggingface.co/tasks/zero-shot-image-classification) | `zero-shot-image-classCODE
MEDIUM⚡content/huggingface/docs/transformers/DOC.md956| [Zero-Shot Object Detection](https://huggingface.co/tasks/zero-shot-object-detection) | `zero-shot-object-detection` CODE
MEDIUM…/tavily/skills/tavily-best-practices/references/sdk.md313## Hybrid RAGCOMMENT
MEDIUM…avily/skills/tavily-best-practices/references/crawl.md178### 5. RAG/Knowledge Base IntegrationCOMMENT
MEDIUMcontent/modal/docs/package/python/DOC.md278### Mixing local orchestration and remote imports carelesslyCOMMENT
MEDIUMcontent/langchain4j/docs/package/java/DOC.md282## RAG (Retrieval Augmented Generation)COMMENT
MEDIUMcontent/langchain4j/docs/package/java/DOC.md309### RAG with AI ServiceCOMMENT
MEDIUMcontent/weaviate/docs/vector-db/python/DOC.md685## Generative Search (RAG)COMMENT
MEDIUMcontent/weaviate/docs/vector-db/python/DOC.md1309# Generative search (RAG)COMMENT
MEDIUMcontent/weaviate/docs/vector-db/javascript/DOC.md586## Generative Search (RAG)COMMENT
Decorative Section Separators4 hits · 12 pts
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MEDIUMcli/tests/commands/search.test.js93 // ── Path 1: No query (list all) ──────────────────────────────COMMENT
MEDIUMcli/tests/commands/search.test.js152 // ── Path 2: Exact ID match ───────────────────────────────────COMMENT
MEDIUMcli/tests/commands/search.test.js199 // ── Path 3: Fuzzy search ─────────────────────────────────────COMMENT
MEDIUMcli/tests/commands/search.test.js262 // ── Formatting ───────────────────────────────────────────────COMMENT
Over-Commented Block4 hits · 2 pts
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LOWcontent/resend/docs/email/DOC.md461// created_at: '2023-04-03T22:13:42.674981+00:00',COMMENT
LOWcontent/resend/docs/email/DOC.md621// object: 'list',COMMENT
LOWcontent/resend/docs/email/DOC.md781const { data, error } = await resend.domains.create({COMMENT
LOWcontent/resend/docs/email/DOC.md821// {COMMENT