AI Slop Code RIsk Monitor

llm-d/llm-d

Achieve state of the art inference performance with modern accelerators on Kubernetes

13.9 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for llm-d/llm-d, a Python project with 4,789 GitHub stars. SynthScan examined 121,279 lines of code across 1255 source files, recording 863 pattern matches distributed across 16 syntactic categories. The legacy adjusted pattern signal is 13.9 (Moderate 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.

13.9
Adjusted Signal
13.9
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
4.8K
Stars
Python
Language
121.3K
Lines of Code
1.3K
Files
863
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 31.1/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 601 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.1/100 · LOW

Are imports declared and package/API names verified? 25 finding(s).

Agent Over-Engineering Ratio 32.5/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 438 finding(s).

PR Review Velocity Impact 46.7/100 · MEDIUM

Which changes need focused human review? 863 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 0HIGH 3MEDIUM 324LOW 536

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 863 distinct pattern matches across 16 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.

Decorative Section Separators214 hits · 720 pts
SeverityFileLineSnippetContext
MEDIUMdocs/operations/integrations/kong.md174# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/operations/integrations/kong.md178# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/operations/integrations/kong.md210# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/operations/integrations/kong.md213# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/operations/integrations/kong.md245# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/operations/integrations/kong.md248# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/operations/integrations/kong.md287# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/operations/integrations/kong.md290# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/operations/integrations/litellm.md262 # ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/operations/integrations/litellm.md265 # ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/operations/integrations/litellm.md281 # ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/operations/integrations/litellm.md284 # ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/operations/integrations/litellm.md300 # ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMdocs/operations/integrations/litellm.md303 # ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMguides/flow-control/scripts/tuning_wizard.py18# ==========================================COMMENT
MEDIUMguides/flow-control/scripts/tuning_wizard.py20# ==========================================COMMENT
MEDIUM⚡guides/flow-control/scripts/tuning_wizard.py45# ==========================================COMMENT
MEDIUM⚡guides/flow-control/scripts/tuning_wizard.py47# ==========================================COMMENT
MEDIUMguides/flow-control/scripts/tuning_wizard.py147# ==========================================COMMENT
MEDIUMguides/flow-control/scripts/tuning_wizard.py149# ==========================================COMMENT
MEDIUM…models/nemotron-3-ultra/benchmark-templates/guide.yaml1# ---------------------------------------------------------------------------COMMENT
MEDIUM…models/nemotron-3-ultra/benchmark-templates/guide.yaml21# ---------------------------------------------------------------------------COMMENT
MEDIUM…models/qwen3-coder-480b/benchmark-templates/guide.yaml1# ---------------------------------------------------------------------------COMMENT
MEDIUM…models/qwen3-coder-480b/benchmark-templates/guide.yaml22# ---------------------------------------------------------------------------COMMENT
MEDIUM…s/recipes/observability/alerts/epp-alerting-rules.yaml9 # ---------------------------------------------------------------------------COMMENT
MEDIUM…s/recipes/observability/alerts/epp-alerting-rules.yaml11 # ---------------------------------------------------------------------------COMMENT
MEDIUM…s/recipes/observability/alerts/epp-alerting-rules.yaml63 # ---------------------------------------------------------------------------COMMENT
MEDIUM…s/recipes/observability/alerts/epp-alerting-rules.yaml65 # ---------------------------------------------------------------------------COMMENT
MEDIUM…observability/alerts/batch-gateway-alerting-rules.yaml9 # ---------------------------------------------------------------------------COMMENT
MEDIUM…observability/alerts/batch-gateway-alerting-rules.yaml17 # ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…batch-serving/asynchronous-processing/test/kind-e2e.sh23# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…batch-serving/asynchronous-processing/test/kind-e2e.sh25# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…batch-serving/asynchronous-processing/test/kind-e2e.sh106# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…batch-serving/asynchronous-processing/test/kind-e2e.sh108# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…batch-serving/asynchronous-processing/test/kind-e2e.sh116# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…batch-serving/asynchronous-processing/test/kind-e2e.sh118# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…batch-serving/asynchronous-processing/test/kind-e2e.sh123# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…batch-serving/asynchronous-processing/test/kind-e2e.sh125# ---------------------------------------------------------------------------COMMENT
MEDIUM…batch-serving/asynchronous-processing/test/kind-e2e.sh62# ---------------------------------------------------------------------------COMMENT
MEDIUM…batch-serving/asynchronous-processing/test/kind-e2e.sh64# ---------------------------------------------------------------------------COMMENT
MEDIUM…batch-serving/asynchronous-processing/test/kind-e2e.sh139# ---------------------------------------------------------------------------COMMENT
MEDIUM…batch-serving/asynchronous-processing/test/kind-e2e.sh141# ---------------------------------------------------------------------------COMMENT
MEDIUM…batch-serving/asynchronous-processing/test/kind-e2e.sh199# ---------------------------------------------------------------------------COMMENT
MEDIUM…batch-serving/asynchronous-processing/test/kind-e2e.sh201# ---------------------------------------------------------------------------COMMENT
MEDIUM…batch-serving/asynchronous-processing/test/kind-e2e.sh212# ---------------------------------------------------------------------------COMMENT
MEDIUM…batch-serving/asynchronous-processing/test/kind-e2e.sh214# ---------------------------------------------------------------------------COMMENT
MEDIUM…batch-serving/asynchronous-processing/test/kind-e2e.sh237# ---------------------------------------------------------------------------COMMENT
MEDIUM…batch-serving/asynchronous-processing/test/kind-e2e.sh239# ---------------------------------------------------------------------------COMMENT
MEDIUM…-token-aware/optimized-baseline/base/scaledobject.yaml59 # ── PREFILL: seconds of uncached prefill backlog ────────────────────────────COMMENT
MEDIUM…-token-aware/optimized-baseline/base/scaledobject.yaml96 # ── DECODE: pods' worth of full KV cache ────────────────────────────────────COMMENT
MEDIUM⚡scripts/guide.py99# --------------------------------------------------------------------------COMMENT
MEDIUM⚡scripts/guide.py101# --------------------------------------------------------------------------COMMENT
MEDIUMscripts/guide.py172# --------------------------------------------------------------------------COMMENT
MEDIUMscripts/guide.py174# --------------------------------------------------------------------------COMMENT
MEDIUMscripts/guide.py241# --------------------------------------------------------------------------COMMENT
MEDIUMscripts/guide.py243# --------------------------------------------------------------------------COMMENT
MEDIUMscripts/guide.py302# --------------------------------------------------------------------------COMMENT
MEDIUMscripts/guide.py304# --------------------------------------------------------------------------COMMENT
MEDIUMscripts/guide.py989# --------------------------------------------------------------------------COMMENT
MEDIUMscripts/guide.py991# --------------------------------------------------------------------------COMMENT
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Modern AI Meta-Vocabulary85 hits · 279 pts
SeverityFileLineSnippetContext
MEDIUMSIGS.md54| **[SIG Agentic Inference](#sig-agentic-inference)** | Optimizing inference for agentic and multi-step AI workloads | •CODE
MEDIUMSIGS.md286- **Slack Channel**: [#sig-agentic-inference](https://llm-d.slack.com/archives/C0ALHNZJCFJ)CODE
MEDIUMrelease/README.md23| [Agentic API](../guides/agentic-api/README.md) | | | [![vLLM GPU](https://img.shields.io/endpoint?url=https://llm-d.CODE
MEDIUMdocs/well-lit-paths/models/README.md44[`llm-d-benchmark`](https://github.com/llm-d/llm-d-benchmark); GLM-5.2 replays production agenticCODE
MEDIUMdocs/operations/README.md107### [Serve the Responses API with Agentic API](../../guides/agentic-api/README.md) (Experimental)COMMENT
MEDIUMguides/models/glm-5-2/README.md9[GLM-5.2 agentic serving blog post](https://llm-d.ai/blog/serving-glm-5-2-agentic-workloads-on-llm-d),CODE
MEDIUMguides/models/glm-5-2/README.md460[blog post](https://llm-d.ai/blog/serving-glm-5-2-agentic-workloads-on-llm-d) for the fullCODE
MEDIUM…server/gpu/vllm/deployments/default/kustomization.yaml3# Recommended deployment of GLM-5.2-FP8 on H200 for agentic workloads: theCOMMENT
MEDIUMguides/models/nemotron-3-ultra/README.md4[agentic workloads section of the Models overview](../../../docs/well-lit-paths/models/README.md#agentic-workloads)CODE
MEDIUM⚡…s/nemotron-3-ultra/router/nemotron-3-ultra.values.yaml4## This deployment serves the agentic code-generation workload on NVIDIA GPUs withCOMMENT
MEDIUM⚡…s/nemotron-3-ultra/router/nemotron-3-ultra.values.yaml10## The plugin config name and the `llm-d.ai/guide: agentic-serving-gpu` podCOMMENT
MEDIUM⚡…s/nemotron-3-ultra/router/nemotron-3-ultra.values.yaml11## selector are kept from the former agentic-serving guide; they must match theCOMMENT
MEDIUMguides/models/qwen3-coder-480b/README.md4[agentic workloads section of the Models overview](../../../docs/well-lit-paths/models/README.md#agentic-workloads)CODE
MEDIUM⚡…-coder-480b/router/qwen3-coder-480b-disagg.values.yaml4## This deployment serves the agentic code-generation workload on Google TPUs withCOMMENT
MEDIUM⚡…-coder-480b/router/qwen3-coder-480b-disagg.values.yaml10## The `llm-d.ai/guide: agentic-serving` pod selector is kept from the formerCOMMENT
MEDIUM⚡…-coder-480b/router/qwen3-coder-480b-disagg.values.yaml11## agentic-serving guide; it must match the labels set inCOMMENT
MEDIUMguides/agentic-api/README.md3[![E2E (GKE GPU)](https://github.com/llm-d/llm-d/actions/workflows/consolidate-status-agentic-api-gke-acc-gpu-vllm-x.yamCODE
MEDIUMguides/agentic-api/README.md7[vLLM Agentic API](https://github.com/vllm-project/agentic-api/blob/main/docs/deploying/README.md)CODE
MEDIUMguides/agentic-api/README.md30([`ARCHITECTURE.md`](https://github.com/vllm-project/agentic-api/blob/main/ARCHITECTURE.md), ADR-01CODE
MEDIUMguides/agentic-api/README.md334# agentic-api cannot drive tool calls unless the base guide's vLLM wasCOMMENT
MEDIUMguides/agentic-api/README.md375 --from-literal=database-url="postgres://postgres:${PGPASS}@agentic-api-postgres:5432/agentic_api"CODE
MEDIUMguides/agentic-api/README.md390### 5. Point agentic-api at the base guide's routerCOMMENT
MEDIUMguides/agentic-api/README.md398# Service speaks plain HTTP on :80 and agentic-api can dial it by DNS.COMMENT
MEDIUMguides/agentic-api/README.md409# agentic-api's upstream call goes back through the Gateway. The hostnameCOMMENT
MEDIUMguides/agentic-api/README.md449### 7. Deploy agentic-apiCOMMENT
MEDIUMguides/agentic-api/README.md490# gateway-gke adds the networking.gke.io policies for Service/agentic-api onCOMMENT
MEDIUMguides/agentic-api/README.md563# the agentic route, so they fall through to the InferencePool.COMMENT
MEDIUMguides/agentic-api/README.md600Once [`agentic-api`](https://github.com/vllm-project/agentic-api) is reachable at `${AGENTIC_API_BASE_URL}`, you can attCODE
MEDIUMguides/agentic-api/verify.py107 # Turn 1: Store state in PostgreSQL via agentic-apiCOMMENT
MEDIUMguides/agentic-api/verify.py219 # The most common cause of an empty function_call list is not agentic-api butCOMMENT
MEDIUM⚡guides/agentic-api/verify.py258 # Step 3: Return webhook delivery receipt to agentic-api via stateful previous_response_idCOMMENT
MEDIUMguides/agentic-api/verify.py289 # against the turn agentic-api had persisted.COMMENT
MEDIUMguides/agentic-api/guide.yaml38 # agentic-api cannot drive tool calls unless the base guide's vLLM wasCOMMENT
MEDIUMguides/agentic-api/guide.yaml68 --from-literal=database-url="postgres://postgres:${PGPASS}@agentic-api-postgres:5432/agentic_api"CODE
MEDIUMguides/agentic-api/guide.yaml82 # Service speaks plain HTTP on :80 and agentic-api can dial it by DNS.COMMENT
MEDIUMguides/agentic-api/guide.yaml88 # agentic-api's upstream call goes back through the Gateway. The hostnameCOMMENT
MEDIUMguides/agentic-api/guide.yaml136 # gateway-gke adds the networking.gke.io policies for Service/agentic-api onCOMMENT
MEDIUMguides/agentic-api/guide.yaml179 # the agentic route, so they fall through to the InferencePool.COMMENT
MEDIUM⚡guides/agentic-api/scripts/nightly-deploy-gke.sh4# Nightly deploy for the agentic-api guide on GKE.COMMENT
MEDIUM⚡guides/agentic-api/scripts/nightly-deploy-gke.sh7# .github/workflows/nightly-e2e-agentic-api-gke-acc-gpu-vllm-x.yaml. Runs fromCOMMENT
MEDIUM⚡guides/agentic-api/scripts/nightly-deploy-gke.sh11# agentic-api is an extension, so this stands up a base guide first:COMMENT
MEDIUM⚡guides/agentic-api/scripts/nightly-deploy-gke.sh20# files, default /tmp/agentic-api.ci), CRD_RETRY_DELAY, MODELSERVER_TIMEOUTCOMMENT
MEDIUMguides/agentic-api/scripts/nightly-deploy-gke.sh107# agentic-api check sends one request at a time, so one replica is enough.COMMENT
MEDIUM…s/agentic-api/manifests/gateway-gke/kustomization.yaml5# for Service/agentic-api.COMMENT
MEDIUM…s/agentic-api/manifests/gateway-gke/kustomization.yaml9# `provider.name=gke`. Only the agentic-api Service is invisible to that chart.COMMENT
MEDIUM…es/agentic-api/manifests/gateway-gke/gke-policies.yaml1# GKE-only backend and health-check policies for Service/agentic-api.COMMENT
MEDIUM…es/agentic-api/manifests/gateway-gke/gke-policies.yaml5# Gateway Mode step in README.md). Only the agentic-api Service is invisible toCOMMENT
MEDIUMguides/agentic-api/manifests/base/kustomization.yaml4# agentic-api in front of an already-deployed llm-d guide's router.COMMENT
MEDIUMguides/agentic-api/manifests/gateway/kustomization.yaml4# Gateway Mode: the same agentic-api Deployment as ../base, reached through theCOMMENT
MEDIUMguides/agentic-api/manifests/gateway/kustomization.yaml13# networking.gke.io policies for Service/agentic-api.COMMENT
MEDIUM⚡…s/agentic-api/manifests/gateway/patch-hostaliases.yaml6# request agentic-api makes carries `Host: epp.gateway.internal`, which matchesCOMMENT
MEDIUM⚡…s/agentic-api/manifests/gateway/patch-hostaliases.yaml7# HTTPRoute/agentic-api-internal in routes.yaml and is routed straight to the baseCOMMENT
MEDIUM⚡…s/agentic-api/manifests/gateway/patch-hostaliases.yaml9# HTTPRoute/agentic-api on path length and loop back into agentic-api itself.COMMENT
MEDIUMguides/agentic-api/manifests/gateway/routes.yaml1# Provider-neutral HTTPRoutes that put agentic-api in front of the base guide'sCOMMENT
MEDIUMguides/agentic-api/manifests/gateway/routes.yaml23# Internal route for the inference requests agentic-api itself emits.COMMENT
MEDIUMguides/agentic-api/manifests/gateway/routes.yaml25# agentic-api's upstream call from looping back into agentic-api.COMMENT
MEDIUMguides/agentic-api/manifests/gateway/routes.yaml47 # "the provider maximum", which long agentic turns need.COMMENT
MEDIUM⚡guides/agentic-api/manifests/gateway/routes.yaml73 # agentic-api transforms the upstream list into the Codex model catalog.COMMENT
MEDIUM⚡guides/agentic-api/manifests/gateway/routes.yaml76 # agentic-api on the /v1/models path for the base deployment too. DropCOMMENT
MEDIUM⚡guides/agentic-api/manifests/gateway/routes.yaml78 # be pointed at Service/agentic-api:9000 directly.COMMENT
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Hyper-Verbose Identifiers201 hits · 200 pts
SeverityFileLineSnippetContext
LOW⚡docker/scripts/snapshot/test_providers.py55 def test_clear_cache_with_env_var(self):CODE
LOW⚡docker/scripts/snapshot/test_providers.py65 def test_clear_cache_non_existent(self):CODE
LOW⚡docker/scripts/snapshot/test_providers.py70 def test_clear_cache_removes_all_entries_in_directory(self):CODE
LOW⚡docker/scripts/snapshot/test_providers.py402 def test_default_unset_env_returns_none(self):CODE
LOW⚡docker/scripts/snapshot/test_providers.py407 def test_empty_env_returns_none(self):CODE
LOW⚡docker/scripts/snapshot/test_providers.py412 def test_whitespace_env_returns_none(self):CODE
LOW⚡docker/scripts/snapshot/test_providers.py417 def test_valid_gke_keywords_return_gke(self):CODE
LOW⚡docker/scripts/snapshot/test_providers.py423 def test_disabled_or_unknown_keywords_return_none(self):CODE
LOW⚡docker/scripts/snapshot/test_providers.py432 def test_build_app_hooks_and_patches_lifespan(self, mock_patch_lifespan):CODE
LOW⚡docker/scripts/snapshot/test_providers.py457 def test_launcher_main_vllm_not_installed_raises(self):CODE
LOW⚡docker/scripts/snapshot/test_providers.py465 def test_launcher_api_server_not_importable_warning(self):CODE
LOW⚡docker/scripts/snapshot/test_providers.py475 def test_launcher_hook_api_server_success(self):CODE
LOWdocker/scripts/snapshot/test_providers.py28 def test_clear_cache_with_explicit_path_directory(self):CODE
LOWdocker/scripts/snapshot/test_providers.py41 def test_clear_cache_with_explicit_path_file(self):CODE
LOWdocker/scripts/snapshot/test_providers.py89 def test_clear_cache_empty_directory(self):CODE
LOWdocker/scripts/snapshot/test_providers.py95 def test_clear_cache_failure_raises_snapshot_error(self):CODE
LOWdocker/scripts/snapshot/test_providers.py109 def test_open_checkpoint_file_not_writable(self, mock_clear, mock_access):CODE
LOWdocker/scripts/snapshot/test_providers.py132 def test_gke_snapshot_provider_success(CODE
LOWdocker/scripts/snapshot/test_providers.py154 def test_gke_snapshot_provider_einval_failure(CODE
LOWdocker/scripts/snapshot/test_providers.py203 def test_patch_vllm_lifespan_disabled_provider(self):CODE
LOWdocker/scripts/snapshot/test_providers.py228 def test_patch_vllm_lifespan_empty_string_provider(self):CODE
LOWdocker/scripts/snapshot/test_providers.py253 def test_patch_vllm_lifespan_provider_not_available_skips_sleep_and_wake(self):CODE
LOWdocker/scripts/snapshot/test_providers.py286 def test_patch_vllm_lifespan_unsupported_engine_logs_error(self):CODE
LOWdocker/scripts/snapshot/test_providers.py310 def test_patch_vllm_lifespan_trigger_failure_handled_gracefully(self):CODE
LOWdocker/scripts/snapshot/test_providers.py343 def test_patch_vllm_lifespan_default_provider_unset(self, mock_provider_cls):CODE
LOWdocker/scripts/snapshot/test_providers.py375 def test_patch_vllm_lifespan_provider_gke_gvisor(self, mock_provider_cls):CODE
LOWdocker/scripts/snapshot/vllm/wrapper.py35def _is_eager_loading_configured() -> bool:CODE
LOWdocker/scripts/cpu/install_nixl.py45def install_system_dependencies():CODE
LOWdocker/scripts/cpu/install_nixl.py74def build_and_install_prerequisites(args):CODE
LOW⚡guides/flow-control/scripts/tuning_wizard.py49def calculate_compute_constraint(throughput: float, latency_sec: float) -> int:CODE
LOW⚡guides/flow-control/scripts/tuning_wizard.py53def calculate_memory_constraint(CODE
LOWguides/flow-control/scripts/tuning_wizard.py91def calculate_lookahead_buffer(active_batch: int, max_num_batched_tokens: int, isl_mean: Optional[float]) -> int:CODE
LOWguides/agentic-api/verify.py95def verify_http_stateful_responses(base_url: str, model: str) -> None:CODE
LOWguides/agentic-api/verify.py350def verify_websocket_responses(base_url: str, model: str) -> None:CODE
LOWscripts/lint-envvars.py36def find_locally_defined_vars(script_content: str) -> Set[str]:CODE
LOWscripts/lint-dockerfile-envvars.py12def parse_script_requirements(script_path: Path) -> Set[str]:CODE
LOWscripts/tests/test_multitenant_values.py48def test_team_queues_tiers_and_quotas(overlay: str) -> None:CODE
LOWscripts/tests/test_multitenant_values.py66def test_no_queue_level_inference_objective(overlay: str) -> None:CODE
LOWscripts/tests/test_multitenant_values.py75def test_lane_objectives_match_the_guide_objectives(overlay: str) -> None:CODE
LOWscripts/tests/test_multitenant_values.py86def test_prometheus_overlays_scrape_the_processor(overlay: str) -> None:CODE
LOWscripts/tests/test_multitenant_values.py95def test_no_namespace_or_router_placeholders(overlay: str) -> None:CODE
LOWscripts/tests/test_multitenant_values.py106def test_objectives_and_pod_monitor_bind_the_router_pool() -> None:CODE
LOWscripts/tests/test_multitenant_values.py120def test_model_server_overlay_carries_the_label_the_router_selects() -> None:CODE
LOWscripts/tests/test_tuning_wizard.py35def test_invalid_parameters_are_reported_without_traceback(CODE
LOWscripts/tests/test_tuning_wizard.py45def test_valid_parameters_still_produce_recommendations() -> None:CODE
LOWscripts/tests/test_pd_traffic_stats.py13def test_statistics_start_at_zero(tmp_path: Path) -> None:CODE
LOW⚡scripts/tests/test_assigned_issue_reminder.py95def test_linked_pull_request_counts():CODE
LOW⚡scripts/tests/test_assigned_issue_reminder.py99def test_linked_query_includes_closed_pull_requests():CODE
LOW⚡scripts/tests/test_assigned_issue_reminder.py103def test_assignee_pull_request_mention_counts():CODE
LOW⚡scripts/tests/test_assigned_issue_reminder.py107def test_mention_in_title_counts():CODE
LOW⚡scripts/tests/test_assigned_issue_reminder.py111def test_other_authors_mention_does_not_count():CODE
LOW⚡scripts/tests/test_assigned_issue_reminder.py115def test_ghost_author_and_empty_body_are_tolerated():CODE
LOW⚡scripts/tests/test_assigned_issue_reminder.py125def test_recent_activity_is_left_alone():CODE
LOW⚡scripts/tests/test_assigned_issue_reminder.py129def test_quiet_issue_gets_a_reminder():CODE
LOW⚡scripts/tests/test_assigned_issue_reminder.py133def test_quiet_issue_without_comments_uses_creation_date():CODE
LOW⚡scripts/tests/test_assigned_issue_reminder.py138def test_recent_assignment_counts_as_activity():CODE
LOW⚡scripts/tests/test_assigned_issue_reminder.py142def test_bot_comments_are_not_activity():CODE
LOW⚡scripts/tests/test_assigned_issue_reminder.py147def test_pending_reminder_waits_out_the_grace_period():CODE
LOW⚡scripts/tests/test_assigned_issue_reminder.py151def test_unanswered_reminder_unassigns():CODE
LOW⚡scripts/tests/test_assigned_issue_reminder.py155def test_reply_after_reminder_restarts_the_clock():CODE
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Over-Commented Block154 hits · 154 pts
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LOWdocker/scripts/snapshot/kustomization.yaml1apiVersion: kustomize.config.k8s.io/v1beta1COMMENT
LOWdocker/scripts/common/build-uccl.sh1#!/bin/bashCOMMENT
LOWdocs/well-lit-paths/guides.yaml1# Guides published on llm-d.ai.COMMENT
LOWdocs/operations/integrations/litellm.md281 # ─────────────────────────────────────────────────────────────────COMMENT
LOW…structure/providers/gke/dynamic-slicing/kueue-tas.yaml1# Cluster-scoped Kueue resources for scheduling llm-d model servers ontoCOMMENT
LOWguides/omni-serving/httproutes.yaml1# Exact-path HTTPRoute for an Omni pool behind a Kubernetes Gateway.COMMENT
LOWguides/omni-serving/guide.yaml1name: omni-servingCOMMENT
LOW…des/no-kubernetes-deployment/router/epp/endpoints.yaml1# Endpoints file consumed by the file-discovery plugin.COMMENT
LOWguides/no-kubernetes-deployment/router/envoy/envoy.yaml1# Envoy config for the no-Kubernetes file-discovery deployment.COMMENT
LOW…tion-keda/modelserver/gpu/vllm/base/kustomization.yaml1apiVersion: kustomize.config.k8s.io/v1beta1COMMENT
LOWguides/flow-control/scripts/nightly-deploy-gke.sh1#!/usr/bin/env bashCOMMENT
LOWguides/models/glm-5-2/render/service.yaml1apiVersion: v1COMMENT
LOWguides/models/glm-5-2/monitoring/kustomization.yaml1apiVersion: kustomize.config.k8s.io/v1alpha1COMMENT
LOW…ides/models/glm-5-2/router/precise-routing.values.yaml1# Precise prefix-cache routing overrides for glm-5-2.values.yaml: replacesCOMMENT
LOW…/modelserver/gpu/vllm/providers/oci/kustomization.yaml1apiVersion: kustomize.config.k8s.io/v1beta1COMMENT
LOWguides/models/deepseek-v4/monitoring/kustomization.yaml1apiVersion: kustomize.config.k8s.io/v1alpha1COMMENT
LOW…models/nemotron-3-ultra/benchmark-templates/guide.yaml1# ---------------------------------------------------------------------------COMMENT
LOW…s/nemotron-3-ultra/router/nemotron-3-ultra.values.yaml1## NVIDIA-Nemotron-3-Ultra (GPU / P/D-disaggregated) guide overrides for the llm-d router.COMMENT
LOW…models/qwen3-coder-480b/benchmark-templates/guide.yaml1# ---------------------------------------------------------------------------COMMENT
LOW…-coder-480b/router/qwen3-coder-480b-disagg.values.yaml1## Qwen3-Coder-480B (TPU / P/D-disaggregated) guide overrides for the llm-d router.COMMENT
LOW…ide-ep/modelserver/amd/vllm/base/disaggregatedset.yaml141 # Fabric-, NIC- and driver-specific MoRI settings have no portable default; set them inCOMMENT
LOWguides/wide-ep/monitoring/kustomization.yaml1apiVersion: kustomize.config.k8s.io/v1alpha1COMMENT
LOWguides/wide-ep/router/gpu.values.yaml1# NVIDIA GPU (ACCELERATOR=gpu). Layer after wide-ep.values.yaml, like amd.values.yaml andCOMMENT
LOW…precise-prefix-cache-routing/render/kustomization.yaml1apiVersion: kustomize.config.k8s.io/v1beta1COMMENT
LOWguides/precise-prefix-cache-routing/render/service.yaml1apiVersion: v1COMMENT
LOW…fix-cache-routing/render/standalone/kustomization.yaml1apiVersion: kustomize.config.k8s.io/v1beta1COMMENT
LOW…outing/router/precise-prefix-cache-routing.values.yaml1## precise-prefix-cache-routing guide overrides for the router.COMMENT
LOWguides/agentic-api/guide.yaml1name: agentic-apiCOMMENT
LOWguides/agentic-api/scripts/nightly-deploy-gke.sh1#!/usr/bin/env bashCOMMENT
LOW…s/agentic-api/manifests/gateway-gke/kustomization.yaml1apiVersion: kustomize.config.k8s.io/v1beta1COMMENT
LOWguides/agentic-api/manifests/base/kustomization.yaml1apiVersion: kustomize.config.k8s.io/v1beta1COMMENT
LOWguides/agentic-api/manifests/gateway/routes.yaml1# Provider-neutral HTTPRoutes that put agentic-api in front of the base guide'sCOMMENT
LOW…nts/images/tpu-vllm/release-v0.26.0/kustomization.yaml1apiVersion: kustomize.config.k8s.io/v1alpha1COMMENT
LOW…server/components/graceful-shutdown/kustomization.yaml1apiVersion: kustomize.config.k8s.io/v1alpha1COMMENT
LOWguides/recipes/observability/generate-traffic-pd.sh1#!/bin/bashCOMMENT
LOW…/recipes/autoscaling/metrics-reader/kustomization.yaml1# Shared OpenShift auth bundle for KEDA -> Thanos Querier: a dedicatedCOMMENT
LOWguides/recipes/router/base.values.yaml21 protocol: http # http, grpcCOMMENT
LOW…router/calibration/calibrate-min-cached-token-delta.sh1#!/bin/bashCOMMENT
LOW…router/calibration/calibrate-min-cached-token-delta.sh21# ... DP_RANKS=16 ./calibrate-min-cached-token-delta.shCOMMENT
LOW…router/calibration/calibrate-min-cached-token-delta.sh41# DP>1 fleet calibrates correctly without this. Set it toCOMMENT
LOW…er/calibration/calibration-min-cached-token-delta.yaml41 # Measures the pull-versus-recompute crossover between two live modelCOMMENT
LOWguides/recipes/router/calibration/calibrate.sh1#!/bin/bashCOMMENT
LOWguides/recipes/router/calibration/calibrate.sh21# MODEL_NAME — model name vLLM is serving (default: Qwen/Qwen3-32B)COMMENT
LOW…/pod-snapshot/modelserver/gpu/vllm/gke/patch-vllm.yaml41 env:COMMENT
LOW…y-routing/modelserver/xpu/vllm/base/kustomization.yaml1apiVersion: kustomize.config.k8s.io/v1beta1COMMENT
LOW…outing/router/predicted-latency-multimodal.values.yaml41 # A workload of 3×720p images + ~1.3K text tokens peaks around ~5K tokensCOMMENT
LOW…tency-routing/router/predicted-latency-slo.values.yaml1## Predicted Latency-Based Scheduling — SLO-aware setup (streamingMode: true).COMMENT
LOW…zed-baseline/modelserver/gpu/vllm/base/patch-vllm.yaml21 # recipes/modelserver/components/graceful-shutdown; raise both together.COMMENT
LOW…baseline/modelserver/gpu/sglang/base/patch-sglang.yaml21 # Uncomment for distributed tracingCOMMENT
LOW…zed-baseline/modelserver/xpu/vllm/base/patch-vllm.yaml21 - "--disable-access-log-for-endpoints=/health,/metrics,/v1/models"COMMENT
LOW…zed-baseline/modelserver/amd/vllm/base/patch-vllm.yaml21 # - "--collect-detailed-traces=all"COMMENT
LOW…baseline/modelserver/amd/sglang/base/patch-sglang.yaml21 # - "--enable-trace"COMMENT
LOW…-baseline/modelserver/tpu/v6/vllm/base/patch-vllm.yaml21 # recipes/modelserver/components/graceful-shutdown; raise both together.COMMENT
LOW…-baseline/modelserver/tpu/v7/vllm/base/patch-vllm.yaml21 # recipes/modelserver/components/graceful-shutdown; raise both together.COMMENT
LOWguides/optimized-baseline/router/npu.rbln.values.yaml1# Rebellions NPU overrides for optimized-baseline.values.yaml. Apply after it;COMMENT
LOW…e-sharing/modelserver/gpu/vllm/rdma/kustomization.yaml1apiVersion: kustomize.config.k8s.io/v1beta1COMMENT
LOW…e-sharing/modelserver/gpu/vllm/base/kustomization.yaml1apiVersion: kustomize.config.k8s.io/v1beta1COMMENT
LOW…ache-sharing/modelserver/gpu/vllm/base/patch-vllm.yaml21 - --port=8200COMMENT
LOW…ache-sharing/modelserver/xpu/vllm/base/patch-vllm.yaml21 command: ["sh", "-c", "rm -f /dev/shm/vllm_offload_*.mmap 2>/dev/null; exec vllm serve \"$@\"", "sh"]COMMENT
LOW…-cache-sharing/router/p2p-kv-cache-sharing.values.yaml1## p2p-kv-cache-sharing guide overrides for the router.COMMENT
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Structural Annotation Overuse88 hits · 140 pts
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LOWdocs/operations/traffic/flow-control-tuning.md45### Step 1: Gather System Telemetry (For Compute Bound)COMMENT
LOWdocs/operations/traffic/flow-control-tuning.md57### Step 2: Gather Workload Statistics (For Memory Bound)COMMENT
LOWdocs/operations/traffic/flow-control-tuning.md67### Step 3: Run the Tuning WizardCOMMENT
LOWdocs/operations/traffic/flow-control-tuning.md105### Step 4: Apply ConfigurationCOMMENT
LOWdocs/operations/observability/setup.md12## Step 1: Install Prometheus and GrafanaCOMMENT
LOWdocs/operations/observability/setup.md145## Step 2: Load Grafana DashboardsCOMMENT
LOWdocs/operations/observability/setup.md160## Step 3: Install Distributed Tracing (Optional)COMMENT
LOWdocs/operations/observability/alerting.md20## Step 1: Apply the Alerting RulesCOMMENT
LOWdocs/operations/observability/alerting.md31## Step 2: VerifyCOMMENT
LOWdocs/operations/observability/tracing.md24## Step 1: Deploy OTel Collector and JaegerCOMMENT
LOWdocs/operations/observability/tracing.md68## Step 2: Enable Tracing on the Model Server and Routing ProxyCOMMENT
LOWdocs/operations/observability/tracing.md89## Step 3: Enable Tracing on EPPCOMMENT
LOWdocs/operations/observability/tracing.md104## Step 4: View TracesCOMMENT
LOWdocs/operations/observability/metrics.md21## Step 1: Scrape Model Server MetricsCOMMENT
LOWdocs/operations/observability/metrics.md53## Step 2: Scrape EPP MetricsCOMMENT
LOWdocs/operations/observability/metrics.md70## Step 3: Query Metrics in PrometheusCOMMENT
LOWdocs/operations/integrations/kong.md46## Step 1: Create Secret for External Provider KeysCOMMENT
LOWdocs/operations/integrations/kong.md62## Step 2: Install Kong Ingress Controller + Gateway via HelmCOMMENT
LOWdocs/operations/integrations/kong.md110## Step 3: Create GatewayClass, Gateway, and Placeholder ServiceCOMMENT
LOWdocs/operations/integrations/kong.md159## Step 4: Configure Routes and `ai-proxy` PluginsCOMMENT
LOWdocs/operations/integrations/kong.md355## Step 5: VerificationCOMMENT
LOWdocs/operations/integrations/litellm.md41## Step 1: Create Secrets for LiteLLMCOMMENT
LOWdocs/operations/integrations/litellm.md68## Step 2: Set Up PostgreSQL and Redis BackendsCOMMENT
LOWdocs/operations/integrations/litellm.md208## Step 3: Construct LiteLLM Helm Values and InstallCOMMENT
LOWdocs/operations/integrations/litellm.md328## Step 4: Verify Both ModelsCOMMENT
LOW⚡docs/infrastructure/providers/openshift-aws/README.md16## Step 1: Create a Red Hat OpenShift Service on AWS (ROSA) ClusterCOMMENT
LOW⚡docs/infrastructure/providers/openshift-aws/README.md25## Step 2: Add a Machineset with NVIDIA GPU InstancesCOMMENT
LOW⚡docs/infrastructure/providers/openshift-aws/README.md34## Step 3: Enable GPU support on OpenShift with the NFD and GPU OperatorsCOMMENT
LOWdocs/infrastructure/gateway/gke.md27## Step 1: Install Gateway API and Gateway API Inference Extension CRDsCOMMENT
LOWdocs/infrastructure/gateway/gke.md46## Step 2: Deploy the GatewayCOMMENT
LOWdocs/infrastructure/gateway/gke.md70## Step 3: Verify the GatewayCOMMENT
LOWdocs/infrastructure/gateway/gke.md87## Step 4: Deploy a Model Serving WorkloadCOMMENT
LOWdocs/infrastructure/gateway/gke.md194## Step 5: Send a RequestCOMMENT
LOWdocs/infrastructure/gateway/agentgateway.md18## Step 1: Install Gateway API and Gateway API Inference Extension CRDsCOMMENT
LOWdocs/infrastructure/gateway/agentgateway.md22## Step 2: Install AgentgatewayCOMMENT
LOWdocs/infrastructure/gateway/agentgateway.md58## Step 3: Deploy the GatewayCOMMENT
LOWdocs/infrastructure/gateway/agentgateway.md99## Step 4: Send a RequestCOMMENT
LOWdocs/infrastructure/gateway/envoy-ai-gateway.md18## Step 1: Install Gateway API and Gateway API Inference Extension CRDsCOMMENT
LOWdocs/infrastructure/gateway/envoy-ai-gateway.md22## Step 2: Install Envoy AI GatewayCOMMENT
LOWdocs/infrastructure/gateway/envoy-ai-gateway.md128## Step 3: Deploy the GatewayCOMMENT
LOWdocs/infrastructure/gateway/envoy-ai-gateway.md157## Step 4: Send a RequestCOMMENT
LOWdocs/infrastructure/gateway/istio.md15## Step 1: Install Gateway API and Gateway API Inference Extension CRDsCOMMENT
LOWdocs/infrastructure/gateway/istio.md19## Step 2: Install IstioCOMMENT
LOWdocs/infrastructure/gateway/istio.md44## Step 3: Deploy the GatewayCOMMENT
LOWdocs/infrastructure/gateway/istio.md73## Step 4: Send a RequestCOMMENT
LOW…che/modelserver/tpu/common/single-host/patch-vllm.yaml18 # WARNING: This changes the HOST memory settings, not just the container.COMMENT
LOW…/qwen3-coder-480b/modelserver/tpu/vllm/patch-vllm.yaml15 # WARNING: This changes the HOST memory settings, not just the container.COMMENT
LOWguides/multi-model-routing/README.md85## Step 1: Deploy IPPCOMMENT
LOWguides/multi-model-routing/README.md110## Step 2: Create Model Mapping ConfigMapsCOMMENT
LOWguides/multi-model-routing/README.md123## Step 3: Configure HTTPRoutesCOMMENT
LOWguides/multi-model-routing/README.md135## Step 4: Test the DeploymentCOMMENT
LOWguides/agentic-api/verify.py190 # Step 1: Request with function tool that triggers a webhook notificationCOMMENT
LOWguides/agentic-api/verify.py239 # Step 2: Deliver the webhook event to the live HTTP webhook serverCOMMENT
LOW⚡guides/agentic-api/verify.py258 # Step 3: Return webhook delivery receipt to agentic-api via stateful previous_response_idCOMMENT
LOW…ecipes/observability/inferencecost/install-opencost.sh742 # Step 1: Check for existing OpenCostCOMMENT
LOW⚡…ecipes/observability/inferencecost/install-opencost.sh760 # Step 2: Detect or install PrometheusCOMMENT
LOW⚡…ecipes/observability/inferencecost/install-opencost.sh768 # Step 3: Confirm pricingCOMMENT
LOW⚡…ecipes/observability/inferencecost/install-opencost.sh771 # Step 4: InstallCOMMENT
LOW⚡…ecipes/observability/inferencecost/install-opencost.sh774 # Step 5: Wait for Prometheus to scrape, then check llm-d configCOMMENT
LOWguides/batch-serving/asynchronous-processing/README.md40#### Step 1: Deploy llm-d RouterCOMMENT
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AI Slop Vocabulary18 hits · 50 pts
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MEDIUM…re/providers/digitalocean/gpu-configs/l40s-values.yaml38# Enable comprehensive metrics collectionCOMMENT
MEDIUM…ders/digitalocean/gpu-configs/rtx-4000-ada-values.yaml47# Enable comprehensive metrics collectionCOMMENT
MEDIUM…ders/digitalocean/gpu-configs/rtx-6000-ada-values.yaml36# Enable comprehensive metrics collectionCOMMENT
MEDIUMguides/flow-control/guide.yaml153 # --harness/--workload stay literal because flow-control has no dedicatedCOMMENT
MEDIUM…models/nemotron-3-ultra/benchmark-templates/guide.yaml38 namespace: *namespace # Namespace where harness is deployed. Typically with stack.CODE
MEDIUM…models/nemotron-3-ultra/benchmark-templates/guide.yaml48workload: # yaml configuration for harness workload(s)CODE
MEDIUM…models/qwen3-coder-480b/benchmark-templates/guide.yaml39 namespace: *namespace # Namespace where harness is deployed. Typically with stack.CODE
MEDIUM…models/qwen3-coder-480b/benchmark-templates/guide.yaml49workload: # yaml configuration for harness workload(s)CODE
MEDIUM…ocessing/multitenant/manifests/coordinator/config.yaml25 # topology is plain HTTP end to end (harness pods, the llm-d-async dispatchCOMMENT
MEDIUM…batch-serving/asynchronous-processing/test/kind-e2e.sh42# Source the shared guide environment so this harness tests the same llm-d RouterCOMMENT
MEDIUM…batch-serving/asynchronous-processing/test/kind-e2e.sh159# This harness is CPU-only by design (no GPU in CI/dev kind).COMMENT
MEDIUM…-workload-autoscaling-keda-epp-ibm-acc-gpu-vllm-x.yaml18 # decode_pods/prefill_pods/harness/workload are accepted only forCOMMENT
MEDIUM…flows/nightly-e2e-flow-control-gke-acc-gpu-vllm-x.yaml8# Why not the shared benchmark harness? Two reasons, both still true:COMMENT
MEDIUM…flows/nightly-e2e-flow-control-gke-acc-gpu-vllm-x.yaml13# with "unable to detect model". (The harness has a flow-control specialCOMMENT
MEDIUM.github/workflows/release-e2e.yaml48# Least privilege by default; the jobs below elevate what they need.COMMENT
MEDIUM…workload-autoscaling-keda-epp-amd-acc-rocm-vllm-x.yaml12 # decode_pods, prefill_pods, harness and workload are accepted only becauseCOMMENT
MEDIUM.github/workflows/slash-test-nightly.yaml13# harness=<name> Benchmark harness (default: inference-perf)COMMENT
MEDIUM.github/scripts/e2e/e2e-validate-flow-control.sh356# missed by scrape timing, so it is the robust backbone assertion.COMMENT
Unused Imports24 hits · 23 pts
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LOWdocker/scripts/snapshot/test_providers.py5CODE
LOWdocker/scripts/snapshot/__init__.py5CODE
LOWdocker/scripts/snapshot/__init__.py5CODE
LOWdocker/scripts/snapshot/__init__.py5CODE
LOWdocker/scripts/snapshot/__init__.py10CODE
LOWdocker/scripts/snapshot/providers.py7CODE
LOWdocker/scripts/snapshot/launcher.py8CODE
LOWdocker/scripts/snapshot/vllm/wrapper.py14CODE
LOWdocker/scripts/snapshot/vllm/__init__.py5CODE
LOWguides/agentic-api/verify.py13CODE
LOWguides/agentic-api/verify.py19CODE
LOWguides/agentic-api/verify.py21CODE
LOW…rocessing/multitenant/scripts/benchmark-heavy-redis.py14CODE
LOW…us-processing/multitenant/scripts/stress-test-redis.py18CODE
LOW…s-processing/multitenant/scripts/stress-test-pubsub.py15CODE
LOWscripts/guide.py77CODE
LOWscripts/tests/test_multitenant_values.py8CODE
LOWscripts/tests/test_nightly_deploy_agentic_api.py10CODE
LOWscripts/tests/test_multitenant_coordinator_values.py9CODE
LOW…cripts/nightly-e2e-verification/test_verify_helpers.py6CODE
LOW…hub/scripts/nightly-e2e-verification/verify_helpers.py8CODE
LOW…ly-e2e-verification/tiered-prefix-cache/test_verify.py6CODE
LOW…nightly-e2e-verification/tiered-prefix-cache/verify.py28CODE
LOW…b/scripts/nightly-e2e-verification/_template/verify.py15CODE
Redundant / Tautological Comments15 hits · 22 pts
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LOW…ture/providers/digitalocean/verify-do-prerequisites.sh60 # Check if we're on DOKSCOMMENT
LOW…ture/providers/digitalocean/verify-do-prerequisites.sh123 # Check if DO CSI driver is availableCOMMENT
LOW…/providers/digitalocean/monitoring/setup-monitoring.sh72 # Check if kubectl can connect to clusterCOMMENT
LOW…/providers/digitalocean/monitoring/setup-monitoring.sh177 # Check if release already existsCOMMENT
LOW…structure/providers/gke/dynamic-slicing/kueue-tas.yaml63 # Set nominalQuota to your reserved capacity to enforce quota, orCOMMENT
LOW…che/modelserver/tpu/common/single-host/patch-vllm.yaml22 # Check if the VFIO IOMMU module parameter exists, and if so, increase theCOMMENT
LOW…/qwen3-coder-480b/modelserver/tpu/vllm/patch-vllm.yaml19 # Check if the VFIO IOMMU module parameter exists, and if so, increase theCOMMENT
LOW…recipes/observability/generate-prometheus-tls-certs.sh190 # Check if namespace existsCOMMENT
LOWguides/recipes/observability/load-llm-d-dashboards.sh31# Check if namespace existsCOMMENT
LOWguides/recipes/observability/load-llm-d-dashboards.sh37# Check if dashboard directory existsCOMMENT
LOW…es/recipes/observability/install-prometheus-grafana.sh253 # Check if certificates already existCOMMENT
LOW…es/recipes/observability/install-prometheus-grafana.sh281 # Check if user workload monitoring is enabledCOMMENT
LOW…ecipes/observability/inferencecost/install-opencost.sh284 # Check if the endpoint is already reachable (e.g. running inside the cluster)COMMENT
LOW…rebalancing/optimized-baseline/base/clusterqueues.yaml11# Set them to the GPUs actually installed: `kubectl describe nodes | grep nvidia.com/gpu`.COMMENT
LOW.github/scripts/e2e/e2e-validate.sh150 # Check if we got a specific errorCOMMENT
Excessive Try-Catch Wrapping17 hits · 19 pts
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LOWdocker/scripts/snapshot/vllm/wrapper.py98 except Exception as e:CODE
LOWguides/agentic-api/verify.py53 except Exception:CODE
LOW…er/calibration/calibration-min-cached-token-delta.yaml127 except Exception:CODE
LOW…rocessing/multitenant/scripts/benchmark-heavy-redis.py112 except Exception:CODE
LOW…rocessing/multitenant/scripts/benchmark-heavy-redis.py130 except Exception:CODE
LOW…rocessing/multitenant/scripts/benchmark-heavy-redis.py142 except Exception:CODE
LOW…us-processing/multitenant/scripts/stress-test-redis.py66 except Exception:CODE
LOW…us-processing/multitenant/scripts/stress-test-redis.py142 except Exception as e:CODE
LOW…us-processing/multitenant/scripts/stress-test-redis.py164 except Exception as e:CODE
LOW…s-processing/multitenant/scripts/stress-test-pubsub.py30 except Exception:CODE
LOW…s-processing/multitenant/scripts/stress-test-pubsub.py75 except Exception:CODE
LOW…-autoscaling/slo-aware/benchmark-templates/plot_run.py97 except Exception:CODE
LOWscripts/lint-envvars.py96 except Exception as e:CODE
LOWscripts/lint-dockerfile-envvars.py16 except Exception:CODE
MEDIUMscripts/lint-dockerfile-envvars.py210 print(f"Error: Scripts directory not found: {scripts_dir}", file=sys.stderr)CODE
MEDIUMscripts/lint-dockerfile-envvars.py216 print(f"Error: Dockerfile not found: {dockerfile}", file=sys.stderr)CODE
LOW…hub/scripts/nightly-e2e-verification/verify_helpers.py389 except Exception as e:CODE
Verbosity Indicators8 hits · 16 pts
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LOWguides/agentic-api/verify.py190 # Step 1: Request with function tool that triggers a webhook notificationCOMMENT
LOWguides/agentic-api/verify.py239 # Step 2: Deliver the webhook event to the live HTTP webhook serverCOMMENT
LOW⚡guides/agentic-api/verify.py258 # Step 3: Return webhook delivery receipt to agentic-api via stateful previous_response_idCOMMENT
LOW…ecipes/observability/inferencecost/install-opencost.sh742 # Step 1: Check for existing OpenCostCOMMENT
LOW⚡…ecipes/observability/inferencecost/install-opencost.sh760 # Step 2: Detect or install PrometheusCOMMENT
LOW⚡…ecipes/observability/inferencecost/install-opencost.sh768 # Step 3: Confirm pricingCOMMENT
LOW⚡…ecipes/observability/inferencecost/install-opencost.sh771 # Step 4: InstallCOMMENT
LOW⚡…ecipes/observability/inferencecost/install-opencost.sh774 # Step 5: Wait for Prometheus to scrape, then check llm-d configCOMMENT
Self-Referential Comments5 hits · 15 pts
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MEDIUM…ron-3-ultra/modelserver/gpu/vllm/gke/patch-decode.yaml46 # Define the GCS FUSE volume specificationsCOMMENT
MEDIUM…on-3-ultra/modelserver/gpu/vllm/gke/patch-prefill.yaml45 # Define the GCS FUSE volume specificationsCOMMENT
MEDIUM…recipes/observability/generate-prometheus-tls-certs.sh104 # Define the Prometheus service DNS names. Both the chart's Service and theCOMMENT
MEDIUM…recipes/observability/generate-prometheus-tls-certs.sh202 # Create the secretCOMMENT
MEDIUM.github/slack-channels.yaml4# This file is the single source of truth. Two consumers read it:COMMENT
Example Usage Blocks9 hits · 13 pts
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LOW…ides/models/glm-5-2/monitoring/apply-scrape-configs.sh4# Usage:COMMENT
LOW…/models/deepseek-v4/monitoring/apply-scrape-configs.sh4# Usage:COMMENT
LOWguides/wide-ep/monitoring/apply-scrape-configs.sh4# Usage:COMMENT
LOW…router/calibration/calibrate-min-cached-token-delta.sh16# Usage:COMMENT
LOWguides/recipes/router/calibration/calibrate.sh11# Usage:COMMENT
LOW…ynchronous-processing/multitenant/scripts/gcp-setup.sh8# Usage:COMMENT
LOW…hronous-processing/multitenant/scripts/gcp-teardown.sh4# Usage:COMMENT
LOW⚡…batch-serving/asynchronous-processing/test/kind-e2e.sh16# Usage:COMMENT
LOW…hub/scripts/nightly-e2e-verification/verify-locally.sh11# Usage:COMMENT
Deep Nesting18 hits · 12 pts
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LOWdocker/scripts/snapshot/providers.py43CODE
LOWguides/agentic-api/verify.py58CODE
LOWguides/agentic-api/verify.py71CODE
LOW…us-processing/multitenant/scripts/stress-test-redis.py123CODE
LOWscripts/guide.py341CODE
LOWscripts/guide.py404CODE
LOWscripts/guide.py618CODE
LOWscripts/guide.py666CODE
LOWscripts/guide.py680CODE
LOWscripts/guide.py803CODE
LOWscripts/guide.py840CODE
LOWscripts/guide.py1112CODE
LOWscripts/guide.py1867CODE
LOWscripts/guide.py1951CODE
LOWscripts/guide.py2083CODE
LOWscripts/matrix_common.py233CODE
LOWscripts/lint-dockerfile-envvars.py52CODE
LOW.github/scripts/notify-slack-nightly.py283CODE
Empty Error Handlers2 hits · 10 pts
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HIGH…rocessing/multitenant/scripts/benchmark-heavy-redis.py112except Exception:CODE
HIGH…rocessing/multitenant/scripts/benchmark-heavy-redis.py142except Exception:CODE
Cross-Language Confusion1 hit · 5 pts
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HIGHscripts/tests/test_nightly_deploy_agentic_api.py40 "get priorityclass") [[ "${FAKE_PRIORITYCLASS:-1}" == "1" ]] && exit 0 || exit 1 ;;CODE
Modern Structural Boilerplate4 hits · 4 pts
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LOWdocker/scripts/snapshot/__init__.py12__all__ = [CODE
LOWdocker/scripts/snapshot/providers.py17__all__ = [CODE
LOWdocker/scripts/snapshot/vllm/__init__.py7__all__ = ["patch_vllm_lifespan"]CODE
LOW⚡scripts/guide.py89__all__ = [CODE