AI Slop Code RIsk Monitor

superlinked/sie

Open-source inference server and production cluster for all the models your agent needs.

17.6 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for superlinked/sie, a Python project with 3,384 GitHub stars. SynthScan examined 896,456 lines of code across 2520 source files, recording 12700 pattern matches distributed across 24 syntactic categories. The legacy adjusted pattern signal is 17.6 (Elevated 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.

17.6
Adjusted Signal
17.6
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
3.4K
Stars
Python
Language
896.5K
Lines of Code
2.5K
Files
12.7K
Pattern Hits
2026-10-12
Scan Date
0.19
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 42.4/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 9780 finding(s).

Hallucinated Dependency & Supply Chain Risk 7.6/100 · LOW

Are imports declared and package/API names verified? 1318 finding(s).

Agent Over-Engineering Ratio 50.0/100 · HIGH

Are wrappers, guards, and repeated structures necessary? 9918 finding(s).

PR Review Velocity Impact 60.3/100 · HIGH

Which changes need focused human review? 12700 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 9HIGH 461MEDIUM 748LOW 11482

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 12700 distinct pattern matches across 24 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.

Hyper-Verbose Identifiers8227 hits · 7893 pts
SeverityFileLineSnippetContext
LOWtools/check_response_chunk_protocol.py160def _rust_field_has_serde_option(source: str, struct_name: str, field_name: str, option: str) -> bool:CODE
LOWtools/check_response_chunk_protocol.py192def _python_has_exact_true_lookup(source: str, key: str) -> bool:CODE
LOWtools/check_response_chunk_protocol.py371def _rust_without_nested_test_helpers(source: str) -> str:CODE
LOWtools/ci/check_release_contract.py631def release_automation_gate_errors(condition: str) -> list[str]:CODE
LOWtools/ci/cpu_stack_smoke.py79def require_read_scoped_catalog(config_url: str, read_token: str) -> set[str]:CODE
LOWtools/ci/cpu_stack_smoke.py111def require_sidecar_export_reconcile(container: str, timeout: float = 150) -> None:CODE
LOWtools/ci/cpu_stack_smoke.py132async def assert_nats_refuses_anonymous(url: str) -> None:CODE
LOWtools/ci/tests/test_helm_task.py14def test_dependency_command_uses_checked_in_chart() -> None:CODE
LOWtools/ci/tests/test_helm_task.py18def test_dependency_repositories_are_derived_and_idempotent() -> None:CODE
LOWtools/ci/tests/test_helm_task.py29def test_validation_defaults_disable_payload_store(monkeypatch) -> None:CODE
LOWtools/ci/tests/test_helm_task.py36def test_config_staging_is_removed_after_render(tmp_path: Path, monkeypatch) -> None:CODE
LOWtools/ci/tests/test_helm_task.py81def test_package_retains_catalogs_and_renders_archive_after_cleanup(package_source: Path, monkeypatch) -> None:CODE
LOWtools/ci/tests/test_helm_task.py113def test_packaged_catalog_must_match_exact_source(package_source: Path, damage: str) -> None:CODE
LOWtools/ci/tests/test_helm_task.py141def test_failed_package_checks_clean_staging_and_never_retain_archive(CODE
LOWtools/ci/tests/test_rust_cuda_image_smoke.py62def test_valid_loaded_image_and_executable(config, tmp_path):STRING
LOWtools/ci/tests/test_rust_cuda_image_smoke.py81def test_wrong_image_contract_fails(config, field, value):STRING
LOWtools/ci/tests/test_rust_cuda_image_smoke.py99def test_bad_executable_fails(tmp_path, change):STRING
LOWtools/ci/tests/test_rust_cuda_image_smoke.py122def test_only_host_driver_may_be_missing():STRING
LOWtools/ci/tests/test_rust_cuda_image_smoke.py132def test_missing_image_library_is_fatal_even_when_ldd_exits_zero(library):STRING
LOWtools/ci/tests/test_rust_cuda_image_smoke.py150def test_absent_cuda_or_loader_diagnostics_fail(output):STRING
LOWtools/ci/tests/test_rust_cuda_image_smoke.py155def test_actual_image_binary_is_checked_without_running_it(config, monkeypatch):STRING
LOWtools/ci/tests/test_rust_cuda_image_smoke.py181def test_bad_extracted_binary_still_removes_container(config, monkeypatch):STRING
LOWtools/ci/tests/test_rust_cuda_image_smoke.py202def test_failed_cuda_worker_validation_prevents_release_export(monkeypatch, tmp_path, failure):STRING
LOWtools/ci/tests/test_rust_cuda_image_smoke.py237def test_other_services_keep_cli_smoke_before_export(service, monkeypatch, tmp_path):STRING
LOWtools/ci/tests/test_rust_cuda_image_smoke.py278def test_probe_nonzero_and_stderr_are_fatal(monkeypatch):STRING
LOW⚡tools/ci/tests/test_required_ci.py24def test_every_mandatory_lane_must_succeed():CODE
LOW⚡tools/ci/tests/test_required_ci.py30def test_any_non_success_result_is_rejected(name, result):CODE
LOW⚡tools/ci/tests/test_required_ci.py37def test_missing_lane_is_rejected(name):CODE
LOW⚡tools/ci/tests/test_required_ci.py44def test_gate_process_exit_status(result, code):CODE
LOW⚡tools/ci/tests/test_required_ci.py189def test_helm_renders_each_cloud_overlay():CODE
LOW⚡tools/ci/tests/test_required_ci.py199def test_helm_render_tests_run_after_chart_dependencies():CODE
LOW⚡tools/ci/tests/test_required_ci.py208def test_cpu_lane_uses_cpu_stack_task():CODE
LOW⚡tools/ci/tests/test_required_ci.py214def test_rust_audits_both_committed_dependency_graphs():CODE
LOWtools/ci/tests/test_required_ci.py56def test_ci_mandatory_graph_and_permissions():CODE
LOWtools/ci/tests/test_required_ci.py77def test_bootstrap_is_uncached_and_checks_all_locks():CODE
LOWtools/ci/tests/test_required_ci.py91def test_mise_workflow_setups_pin_concrete_versions():CODE
LOWtools/ci/tests/test_required_ci.py103def test_mise_bootstrap_serializes_the_complete_toolset():CODE
LOWtools/ci/tests/test_required_ci.py119def test_init_serializes_install_and_stops_on_failure(tmp_path, install_status):CODE
LOWtools/ci/tests/test_required_ci.py146def test_bootstrap_rejects_reused_environment_and_changed_lock(tmp_path, mutate_lock, old_venv, code):CODE
LOWtools/ci/tests/test_required_ci.py163def test_typescript_build_precedes_typecheck():CODE
LOWtools/ci/tests/test_required_ci.py169def test_contracts_regenerate_both_openapi_documents_before_exact_diff():CODE
LOWtools/ci/tests/test_required_ci.py379def test_rust_cuda_image_workflow_covers_production_sources_on_pr_and_main_push():CODE
LOWtools/ci/tests/test_required_ci.py405def test_rust_cuda_image_workflow_validates_same_loaded_production_image_without_publication():CODE
LOW⚡tools/ci/tests/test_model_test_selection.py33def test_qwen_reranker_selects_every_exact_handwritten_test():CODE
LOW⚡tools/ci/tests/test_model_test_selection.py43def test_uncovered_unknown_and_wrong_case_ids_select_nothing(model_id):CODE
LOW⚡tools/ci/tests/test_model_test_selection.py47def test_ambiguous_test_mapping_is_rejected():CODE
LOWtools/ci/tests/test_cuda13_image_smoke.py10def test_exact_bundle_allowlist():CODE
LOWtools/ci/tests/test_cuda13_image_smoke.py15def test_commands_are_networkless_offline_and_never_publish(bundle):CODE
LOWtools/ci/tests/test_cuda13_image_smoke.py28def test_sglang_check_uses_safe_distribution_and_adapter_surfaces():CODE
LOW⚡tools/ci/tests/test_cuda13_image_smoke.py48def test_each_engine_pins_its_own_torch(bundle, torch_version):CODE
LOW⚡tools/ci/tests/test_cuda13_image_smoke.py55def test_common_checks_pin_only_the_cuda_family():CODE
LOW⚡tools/ci/tests/test_cuda13_image_smoke.py60def test_tensorrt_check_locates_engine_and_verifies_qualified_sources():CODE
LOW⚡tools/ci/tests/test_cuda13_image_smoke.py70def test_unknown_bundle_is_rejected_before_docker(monkeypatch):CODE
LOW⚡tools/ci/tests/test_release_contract.py248def test_release_pr_metadata_refresh_preserves_lock_install_format_diff_stage_order(moved, anchor) -> None:CODE
LOW⚡tools/ci/tests/test_release_contract.py256def test_release_pr_metadata_changes_are_detected_and_staged(command) -> None:CODE
LOW⚡tools/ci/tests/test_release_contract.py265def test_release_pr_metadata_refresh_cannot_move_to_a_skipped_step() -> None:CODE
LOW⚡tools/ci/tests/test_release_contract.py349def test_release_pr_refresh_rejects_inactive_shell_wrappers(opened, closed) -> None:CODE
LOW⚡tools/ci/tests/test_release_contract.py359def test_release_pr_refresh_rejects_commands_moved_into_another_step() -> None:CODE
LOW⚡tools/ci/tests/test_release_contract.py369def test_release_please_must_not_rewrite_generated_openapi(monkeypatch, document) -> None:CODE
LOW⚡tools/ci/tests/test_release_contract.py410def test_release_workflows_are_pinned_and_fail_closed() -> None:CODE
8167 more matches not shown…
Decorative Section Separators653 hits · 2172 pts
SeverityFileLineSnippetContext
MEDIUMtools/check_ipc_types_parity.py56# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/check_ipc_types_parity.py58# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/check_ipc_types_parity.py94# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/check_ipc_types_parity.py97# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/check_ipc_types_parity.py121# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/check_ipc_types_parity.py127# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/check_ipc_types_parity.py219# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/check_ipc_types_parity.py225# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/check_ipc_types_parity.py317# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/check_ipc_types_parity.py321# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/check_ipc_types_parity.py392# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/check_ipc_types_parity.py394# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/mise_tasks/smoketest.py67# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/mise_tasks/smoketest.py69# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/mise_tasks/smoketest.py87# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/mise_tasks/smoketest.py89# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/mise_tasks/smoketest.py620# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/mise_tasks/smoketest.py622# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/mise_tasks/smoketest.py772# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/mise_tasks/smoketest.py774# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/mise_tasks/smoketest.py832# ---------------------------------------------------------------------------COMMENT
MEDIUMtools/mise_tasks/smoketest.py834# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tools/mise_tasks/mac-smoke.bash149# ===========================================================================COMMENT
MEDIUM⚡tools/mise_tasks/mac-smoke.bash159# ===========================================================================COMMENT
MEDIUMtools/mise_tasks/mac-smoke.bash172# ===========================================================================COMMENT
MEDIUMtools/mise_tasks/mac-smoke.bash174# ===========================================================================COMMENT
MEDIUMtools/mise_tasks/mac-smoke.bash186# ===========================================================================COMMENT
MEDIUMtools/mise_tasks/mac-smoke.bash188# ===========================================================================COMMENT
MEDIUMdeploy/helm/sie-cluster/values.yaml1835# =============================================================================COMMENT
MEDIUMdeploy/helm/sie-cluster/values.yaml1838# =============================================================================COMMENT
MEDIUMdeploy/helm/sie-cluster/values.yaml2363# =============================================================================COMMENT
MEDIUMdeploy/helm/sie-cluster/values.yaml2368# =============================================================================COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py39# ── Configuration ──────────────────────────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py64# ── SIE Client ─────────────────────────────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py139# ── Vector Operations ──────────────────────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py151# ── Display Helpers ────────────────────────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py193# ── RAG Pipeline ───────────────────────────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py219 # ── Stage 1: Encode ──────────────────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py239 # ── Stage 2: Dense Retrieval ─────────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py260 # ── Stage 3: Rerank ──────────────────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py305 # ── Stage 4: Extract Highlights ──────────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py329 # ── Stage 5: Build Compressed Context ────────────────────────────COMMENT
MEDIUMexamples/regulatory-rag/rag_pipeline.py403# ── Main ───────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/contract-review-agent/contract_review_agent/tools.py156# ──────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/contract-review-agent/contract_review_agent/tools.py158# ──────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/contract-review-agent/contract_review_agent/tools.py305# ──────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/contract-review-agent/contract_review_agent/tools.py307# ──────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/contract-review-agent/contract_review_agent/tools.py447# ──────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM…s/contract-review-agent/contract_review_agent/tools.py449# ──────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/autoresearch.py595 # ── Ensemble experiments (CPU-only, uses cached CE results) ──────COMMENT
MEDIUMexamples/retrieval-ablation/autoresearch.py658 # ── Pool experiments: MV-based pools + CE rerank ──────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py41# ── Config ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py85# ── Caching ────────────────────────────────────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py128# ── Utilities ───────────────────────────────────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py147# ── Metrics ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py196# ── Output ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py236# ── Data Loading ────────────────────────────────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py273# ── Async Encode (SDK handles 503 retries; we retry transport errors) ──────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py353# ── Turbopuffer (async) ───────────────────────────────────────────────────COMMENT
MEDIUMexamples/retrieval-ablation/benchmark_ablation.py413# ── Cross-Encoder Reranking with partial cache ─────────────────────────────COMMENT
593 more matches not shown…
Cross-File Repetition254 hits · 1270 pts
SeverityFileLineSnippetContext
HIGHintegrations/sie_langchain/tests/test_rerankers.py0top-ranked document is the relevant one, scores mapped by item_id.STRING
HIGHintegrations/sie_crewai/tests/test_tools.py0top-ranked document is the relevant one, scores mapped by item_id.STRING
HIGHintegrations/sie_haystack/tests/test_rankers.py0top-ranked document is the relevant one, scores mapped by item_id.STRING
HIGHintegrations/sie_langchain/tests/test_rerankers.py0malformed item_ids are skipped (no crash, no misassignment).STRING
HIGHintegrations/sie_crewai/tests/test_tools.py0malformed item_ids are skipped (no crash, no misassignment).STRING
HIGHintegrations/sie_haystack/tests/test_rankers.py0malformed item_ids are skipped (no crash, no misassignment).STRING
HIGHintegrations/sie_dspy/tests/test_modules.py0malformed item_ids are skipped (no crash, no misassignment).STRING
HIGHintegrations/sie_lancedb/tests/test_rerankers.py0malformed item_ids are skipped (no crash, no misassignment).STRING
HIGHintegrations/sie_llamaindex/tests/test_rerankers.py0malformed item_ids are skipped (no crash, no misassignment).STRING
HIGHintegrations/sie_langchain/tests/test_rerankers.py0scores returned by a real ``sieclient.score()`` call rank the matching document first.STRING
HIGHintegrations/sie_crewai/tests/test_tools.py0scores returned by a real ``sieclient.score()`` call rank the matching document first.STRING
HIGHintegrations/sie_haystack/tests/test_rankers.py0scores returned by a real ``sieclient.score()`` call rank the matching document first.STRING
HIGHintegrations/sie_langchain/tests/test_integration.py0integration tests for sie-llamaindex. these tests require a running sie server and serve as runnable examples. run with:STRING
HIGHintegrations/sie_haystack/tests/test_integration.py0integration tests for sie-llamaindex. these tests require a running sie server and serve as runnable examples. run with:STRING
HIGHintegrations/sie_llamaindex/tests/test_integration.py0integration tests for sie-llamaindex. these tests require a running sie server and serve as runnable examples. run with:STRING
HIGHintegrations/sie_langchain/tests/test_integration.py0full rag pipeline example using sie components. this demonstrates a complete retrieval-augmented generation setup with eSTRING
HIGHintegrations/sie_haystack/tests/test_integration.py0full rag pipeline example using sie components. this demonstrates a complete retrieval-augmented generation setup with eSTRING
HIGHintegrations/sie_llamaindex/tests/test_integration.py0full rag pipeline example using sie components. this demonstrates a complete retrieval-augmented generation setup with eSTRING
HIGHintegrations/sie_langchain/tests/test_integration.py0example: two-stage retrieval with embedding + reranking.STRING
HIGHintegrations/sie_haystack/tests/test_integration.py0example: two-stage retrieval with embedding + reranking.STRING
HIGHintegrations/sie_llamaindex/tests/test_integration.py0example: two-stage retrieval with embedding + reranking.STRING
HIGH…grations/sie_langchain/src/sie_langchain/extractors.py0raise when sie reports that extraction failed for this item.STRING
HIGHintegrations/sie_weaviate/src/sie_weaviate/enricher.py0raise when sie reports that extraction failed for this item.STRING
HIGHintegrations/sie_crewai/src/sie_crewai/tools.py0raise when sie reports that extraction failed for this item.STRING
HIGH…tegrations/sie_haystack/src/sie_haystack/extractors.py0raise when sie reports that extraction failed for this item.STRING
HIGHintegrations/sie_dspy/src/sie_dspy/modules.py0raise when sie reports that extraction failed for this item.STRING
HIGH…ations/sie_llamaindex/src/sie_llamaindex/extractors.py0raise when sie reports that extraction failed for this item.STRING
HIGH…egrations/sie_langchain/src/sie_langchain/rerankers.py0map scoreresult entries back to input positions by item_id. each input is sent with ``id=str(position)``, which the servSTRING
HIGH…rations/sie_llamaindex/src/sie_llamaindex/rerankers.py0map scoreresult entries back to input positions by item_id. each input is sent with ``id=str(position)``, which the servSTRING
HIGHintegrations/sie_crewai/src/sie_crewai/tools.py0map scoreresult entries back to input positions by item_id. each input is sent with ``id=str(position)``, which the servSTRING
HIGHintegrations/sie_haystack/src/sie_haystack/rankers.py0map scoreresult entries back to input positions by item_id. each input is sent with ``id=str(position)``, which the servSTRING
HIGHintegrations/sie_dspy/src/sie_dspy/modules.py0map scoreresult entries back to input positions by item_id. each input is sent with ``id=str(position)``, which the servSTRING
HIGHintegrations/sie_lancedb/src/sie_lancedb/rerankers.py0map scoreresult entries back to input positions by item_id. each input is sent with ``id=str(position)``, which the servSTRING
HIGHintegrations/sie_weaviate/tests/conftest.py0create mock encode results with deterministic embeddings.STRING
HIGHintegrations/sie_crewai/tests/conftest.py0create mock encode results with deterministic embeddings.STRING
HIGHintegrations/sie_qdrant/tests/conftest.py0create mock encode results with deterministic embeddings.STRING
HIGHintegrations/sie_weaviate/tests/test_vectorizer.py0empty input returns empty list without calling sie.STRING
HIGHintegrations/sie_weaviate/tests/test_enricher.py0empty input returns empty list without calling sie.STRING
HIGHintegrations/sie_lancedb/tests/test_embeddings.py0empty input returns empty list without calling sie.STRING
HIGHintegrations/sie_qdrant/tests/test_vectorizer.py0empty input returns empty list without calling sie.STRING
HIGHintegrations/sie_crewai/tests/conftest.py0return the ``item_id`` the sie server reports: the sent ``id``, else ``item-<index>``.STRING
HIGHintegrations/sie_haystack/tests/conftest.py0return the ``item_id`` the sie server reports: the sent ``id``, else ``item-<index>``.STRING
HIGHintegrations/sie_dspy/tests/conftest.py0return the ``item_id`` the sie server reports: the sent ``id``, else ``item-<index>``.STRING
HIGHintegrations/sie_lancedb/tests/conftest.py0return the ``item_id`` the sie server reports: the sent ``id``, else ``item-<index>``.STRING
HIGHexamples/speech-to-text/run.py0sha-256 of sorted-key, compact json: stable across file formatting.STRING
HIGHexamples/doc-field-extraction/run.py0sha-256 of sorted-key, compact json: stable across file formatting.STRING
HIGHexamples/screenshot-mining/run.py0sha-256 of sorted-key, compact json: stable across file formatting.STRING
HIGHexamples/caption-vqa/run.py0sha-256 of sorted-key, compact json: stable across file formatting.STRING
HIGHexamples/speech-to-text/score.py0the digest the runner recorded: sorted keys, compact separators.STRING
HIGHexamples/doc-field-extraction/score.py0the digest the runner recorded: sorted keys, compact separators.STRING
HIGHexamples/screenshot-mining/score.py0the digest the runner recorded: sorted keys, compact separators.STRING
HIGHexamples/caption-vqa/score.py0the digest the runner recorded: sorted keys, compact separators.STRING
HIGHexamples/visual-document-search/fetch.py0the object id git gives these bytes, which is what the dataset publishes. sha-1 is not chosen here for its strength; it STRING
HIGHexamples/lookalike-search/fetch.py0the object id git gives these bytes, which is what the dataset publishes. sha-1 is not chosen here for its strength; it STRING
HIGHexamples/doc-field-extraction/fetch.py0the object id git gives these bytes, which is what the dataset publishes. sha-1 is not chosen here for its strength; it STRING
HIGHexamples/chat/fetch.py0the object id git gives these bytes, which is what the dataset publishes. sha-1 is not chosen here for its strength; it STRING
HIGHexamples/image-classify/fetch.py0the object id git gives these bytes, which is what the dataset publishes. sha-1 is not chosen here for its strength; it STRING
HIGHexamples/image-search/fetch.py0the object id git gives these bytes, which is what the dataset publishes. sha-1 is not chosen here for its strength; it STRING
HIGHexamples/support-assistant-policy/fetch.py0the object id git gives these bytes, which is what the dataset publishes. sha-1 is not chosen here for its strength; it STRING
HIGHexamples/screenshot-mining/fetch.py0the object id git gives these bytes, which is what the dataset publishes. sha-1 is not chosen here for its strength; it STRING
194 more matches not shown…
Unused Imports1235 hits · 1147 pts
SeverityFileLineSnippetContext
LOWtools/remote_fleet_equivalence.py7CODE
LOWtools/remote_equivalence.py19CODE
LOWtools/check_response_chunk_protocol.py14CODE
LOWtools/check_ipc_types_parity.py48CODE
LOWtools/ci/live_sdk.py3CODE
LOWtools/ci/check_release_contract.py4CODE
LOWtools/ci/check_public_tree.py4CODE
LOWtools/ci/publish_helm_archive.py4CODE
LOWtools/ci/real_models.py14CODE
LOWtools/ci/release_openapi.py4CODE
LOWtools/ci/build_audio_prep_release_asset.py4CODE
LOWtools/ci/kind_remote_smoke.py40CODE
LOWtools/ci/required_ci.py3CODE
LOWtools/ci/restore_release_artifact.py4CODE
LOWtools/ci/release_artifact.py4CODE
LOWtools/ci/release_recovery.py4CODE
LOWtools/ci/cpu_stack_smoke.py3CODE
LOWtools/ci/distributions.py4CODE
LOWtools/ci/build_sidecar_release_asset.py4CODE
LOWtools/ci/rust_cuda_image_smoke.py7CODE
LOWtools/ci/release_guard.py4CODE
LOWtools/ci/rust_tests.py3CODE
LOWtools/ci/cuda13_image_smoke.py3CODE
LOWtools/ci/tests/test_helm_task.py1CODE
LOWtools/ci/tests/test_rust_cuda_image_smoke.py1CODE
LOWtools/ci/tests/test_required_ci.py1CODE
LOWtools/ci/tests/test_model_test_selection.py1CODE
LOWtools/ci/tests/test_cuda13_image_smoke.py1CODE
LOWtools/ci/tests/test_release_contract.py1CODE
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LOWtools/ci/tests/test_telemetry_cardinality_budgets.py3CODE
LOWtools/ci/tests/test_collector_metric_privacy.py3CODE
LOWtools/ci/tests/test_cpu_checks.py1CODE
LOWtools/ci/tests/test_real_models.py1CODE
LOWtools/ci/tests/test_collector_log_resource_privacy.py3CODE
LOWtools/ci/tests/test_release_candidate.py1CODE
LOWtools/ci/tests/test_release_openapi.py1CODE
LOWtools/ci/tests/test_audio_checkout.py1CODE
LOWtools/ci/tests/test_collector_trace_privacy.py8CODE
LOWtools/ci/tests/test_release_artifact.py1CODE
LOWtools/ci/tests/test_public_tree.py1CODE
LOWtools/ci/tests/test_docker_task.py1CODE
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LOWtools/ci/tests/test_device.py1CODE
LOWtools/ci/tests/test_collector_lifecycle_privacy.py7CODE
LOWtools/ci/tests/test_bash_empty_array_expansion.py18CODE
LOWtools/ci/tests/test_release_guard.py1CODE
LOWtools/ci/tests/test_helm_upstreams_contract.py8CODE
LOWtools/mise_tasks/models.py17CODE
LOWtools/mise_tasks/smoketest.py45CODE
LOWtools/mise_tasks/model_test_selection.py3CODE
LOWtools/mise_tasks/ts.py16CODE
LOWtools/mise_tasks/install_buildx.py7CODE
LOWtools/mise_tasks/helm.py16CODE
LOWtools/mise_tasks/docker_task.py4CODE
LOWtools/mise_tasks/common/env.py7CODE
LOWtools/mise_tasks/common/device.py3CODE
LOWtools/mise_tasks/common/colors.py3CODE
LOWintegrations/conftest.py7CODE
LOWintegrations/sie_langchain/tests/test_embeddings.py3CODE
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Over-Commented Block822 hits · 718 pts
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LOWdeny.toml1# cargo-deny policy shared by the public Rust workspace and standalone worker.COMMENT
LOWtools/check_ipc_types_parity.py61COMMENT
LOWtools/mise_tasks/smoketest.py1#!/usr/bin/env -S uv run --frozen --project . --package sie-sdk pythonCOMMENT
LOWtools/mise_tasks/gateway-coverage.bash1#!/usr/bin/env bashCOMMENT
LOWtools/mise_tasks/sync.bash1#!/usr/bin/env bashCOMMENT
LOWtools/mise_tasks/mac-smoke.bash1#!/usr/bin/env bashCOMMENT
LOWtools/mise_tasks/mac-smoke.bash141 # Reap any half-started child that survived the wrapper's death and took the port.COMMENT
LOWdeploy/helm/sie-cluster/values-aks.yaml61ingress:COMMENT
LOWdeploy/helm/sie-cluster/values-aks.yaml81 # mode: self-signedCOMMENT
LOWdeploy/helm/sie-cluster/values-aks.yaml161# NAMING CONTRACT: name must match the Azure module's sie_service_account_nameCOMMENT
LOWdeploy/helm/sie-cluster/values-ha.yaml1# High-availability composition for sie-cluster.COMMENT
LOWdeploy/helm/sie-cluster/values-aws.yaml61 # - sie.example.comCOMMENT
LOWdeploy/helm/sie-cluster/values-aws.yaml161# ServiceAccount — Helm manages creation; IRSA annotation must be injected at deploy time.COMMENT
LOWdeploy/helm/sie-cluster/README.md521> key, and any explicit image tag together. There is no runtime alias becauseCOMMENT
LOWdeploy/helm/sie-cluster/values-gke.yaml61healthGates:COMMENT
LOWdeploy/helm/sie-cluster/values-gke.yaml81 # 2) self-signed (air-gapped / on-prem; bundles cert-manager — single-tenant clusters only):COMMENT
LOWdeploy/helm/sie-cluster/values.yaml1# SIE Cluster Helm ValuesCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml21COMMENT
LOWdeploy/helm/sie-cluster/values.yaml41sharedPaths:COMMENT
LOWdeploy/helm/sie-cluster/values.yaml101COMMENT
LOWdeploy/helm/sie-cluster/values.yaml121 # Secret is kept on uninstall (helm.sh/resource-policy: keep). RenderersCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml161 timeoutSeconds: 3COMMENT
LOWdeploy/helm/sie-cluster/values.yaml181# GET /v1/configs/epoch every 30s for drift detection, and subscribes to NATSCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml201 # -- Number of gateway replicas (default 1; bump to 2+ for HA).COMMENT
LOWdeploy/helm/sie-cluster/values.yaml221 # -- Seconds the pod stays up, still serving, after it goes TerminatingCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml241 # cluster upgrade may evict every gateway pod simultaneously and take theCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml281 annotations: {}COMMENT
LOWdeploy/helm/sie-cluster/values.yaml301 timeoutSeconds: 300COMMENT
LOWdeploy/helm/sie-cluster/values.yaml321 # storage), the worker tier already establishes host-level anti-affinity asCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml341COMMENT
LOWdeploy/helm/sie-cluster/values.yaml381 # for the rare case of running the gateway WITHOUT a sie-config controlCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml401 bundles: []COMMENT
LOWdeploy/helm/sie-cluster/values.yaml441# that a model's remote profile can name. Only the worker container of a laneCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml461# breaker: {failures: 5, window_s: 30, cooldown_s: 60}COMMENT
LOWdeploy/helm/sie-cluster/values.yaml481 engine: pytorchCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml521 # forward path; raise during GPU tuning to test whether Candle canCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml541 # -- Image pre-pull DaemonSet (caches worker image on GPU nodes before worker pods schedule)COMMENT
LOWdeploy/helm/sie-cluster/values.yaml561 # NATS subject and Prometheus labels include machineProfile and bundle.COMMENT
LOWdeploy/helm/sie-cluster/values.yaml581 # -- Runtime class for workers (e.g., "nvidia" to enable GPU runtime)COMMENT
LOWdeploy/helm/sie-cluster/values.yaml601 # `workers.pools.<name>.shmSize`. The resolved value must be non-empty.COMMENT
LOWdeploy/helm/sie-cluster/values.yaml621 # perf/offline feature (a cache miss falls back to HuggingFace), defaultCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml641 tokenSecretKey: tokenCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml661 # # Additive to the pressure monitor; helps free cold weightsCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml681 # SIE_WORKER_LIVENESS_BUDGET_S as periodSeconds * failureThreshold and bothCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml721 periodSeconds: 2COMMENT
LOWdeploy/helm/sie-cluster/values.yaml741 tag: ""COMMENT
LOWdeploy/helm/sie-cluster/values.yaml761 # socket. Concurrent batches check out a connection slot, performCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml781 # packages/sie_gateway/src/discovery/nats_health.rs.COMMENT
LOWdeploy/helm/sie-cluster/values.yaml821 # the adapter process. The Rust sidecar binary defaults to 2;COMMENT
LOWdeploy/helm/sie-cluster/values.yaml841 # tail-batch growth.COMMENT
LOWdeploy/helm/sie-cluster/values.yaml861 # stream and durable consumer without touching the hot pull stream.COMMENT
LOWdeploy/helm/sie-cluster/values.yaml881 memory: "512Mi"COMMENT
LOWdeploy/helm/sie-cluster/values.yaml901 # (scoped selectors, or an ipBlock with a prefix length above /0) andCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml921 serviceAccount:COMMENT
LOWdeploy/helm/sie-cluster/values.yaml941 networkPolicy:COMMENT
LOWdeploy/helm/sie-cluster/values.yaml961 dnsTo:COMMENT
LOWdeploy/helm/sie-cluster/values.yaml981 # Pool and bundle map keys are stable Kubernetes/KEDA object identities andCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml1001 # single accelerator needs. The child sees the fullCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml1021 # image-tag suffix for the worker imageCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml1041 # exchange data through /dev/shm, so such a pool may needCOMMENT
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Docstring Block Structure97 hits · 485 pts
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HIGH…grations/sie_langchain/src/sie_langchain/extractors.py172Format extraction result into multi-type dict. Args: result: ExtractResult from SIE. ReturSTRING
HIGHexamples/agent-action-monitor/agent-demo/harness.py18Run one scenario end to end and return the outcome. Args: agent_id: Identity to attach to the resulting AgeSTRING
HIGHexamples/agent-action-monitor/src/dusk/config.py176Coerce ``raw`` to ``field_type``, raising :class:`ConfigError` on failure. Args: field_type: The dataclass STRING
HIGHexamples/agent-action-monitor/src/dusk/config.py243Build a :class:`Config` from defaults, ``dusk.yaml`` and env vars. Args: config_path: Path to the YAML confSTRING
HIGH…amples/agent-action-monitor/src/dusk/actions/ingest.py15Read a JSON list of raw ``source`` records into AgentAction events. Args: path: Filesystem path to a JSON fSTRING
HIGHexamples/agent-action-monitor/src/dusk/actions/event.py104Build an :class:`AgentAction` from a :meth:`to_dict` mapping. Args: data: A mapping as produced by STRING
HIGH…es/agent-action-monitor/src/dusk/actions/normaliser.py30Return the adapter registered for ``source``. Args: source: Canonical source name, for example ``"azure"`` STRING
HIGH…es/agent-action-monitor/src/dusk/actions/normaliser.py52Normalise one raw record from ``source`` into an :class:`AgentAction`. Args: source: Canonical source name STRING
HIGH…gent-action-monitor/src/dusk/actions/adapters/azure.py79Map one Azure activity-log record into an :class:`AgentAction`. Args: raw: One Azure activity-log rSTRING
HIGH…nt-action-monitor/src/dusk/actions/adapters/generic.py26Validate and build an :class:`AgentAction` from a generic record. Args: raw: A record whose keys maSTRING
HIGH…agent-action-monitor/src/dusk/actions/adapters/base.py38Map one raw source record into an :class:`AgentAction`. Args: raw: One record in the source's nativSTRING
HIGH…nt-action-monitor/src/dusk/actions/adapters/bedrock.py42Map a raw record already carrying agent_id/timestamp into an AgentAction. Satisfies the :class:`SourceAdapter` STRING
HIGH…nt-action-monitor/src/dusk/actions/adapters/bedrock.py77Map one Bedrock toolUse block into an :class:`AgentAction`. Args: tool_use: The ``toolUse`` contentSTRING
HIGHpackages/sie_server/src/sie_server/cli.py180Load model names from a bundle file using adapter-based matching. Args: bundle_name: Name of the bundle (wiSTRING
HIGHpackages/sie_server/src/sie_server/types/inputs.py221Return the validated ``data`` bytes from a media input mapping. Every image/video/document consumer relies on the wSTRING
HIGHpackages/sie_server/src/sie_server/types/inputs.py272Decode a media input's bytes into an RGB PIL image. Centralizes the ``Image.open(io.BytesIO(media_bytes(...)))`` + STRING
HIGHpackages/sie_server/src/sie_server/types/inputs.py411Validate a wire-format item mapping into a typed :class:`Item`. The HTTP ingress path decodes request bodies straigSTRING
HIGHpackages/sie_server/src/sie_server/core/video_frames.py154Decode ``video`` and return up to ``max_frames`` uniformly sampled frames. The returned list length is the item's aSTRING
HIGHpackages/sie_server/src/sie_server/core/deps.py16Convert a model name (org/model format) to folder name (org__model format). The folder naming convention uses '__' STRING
HIGHpackages/sie_server/src/sie_server/core/registry.py1345Check if a model can be loaded (exists in registry). This method performs config discovery synchronously: STRING
HIGHpackages/sie_server/src/sie_server/core/registry.py1375Get the config for a model. Args: name: Model name. Returns: The model's confiSTRING
HIGHpackages/sie_server/src/sie_server/core/registry.py1411Get a loaded model's adapter. Args: name: Model name. Returns: The model's adaSTRING
HIGHpackages/sie_server/src/sie_server/core/registry.py1444Load a model onto a device. Before the registry belongs to an async server loop, this legacy entrypointSTRING
HIGHpackages/sie_server/src/sie_server/core/registry.py1576Load a model onto a device (async, concurrency-safe). This method: - Serializes loads of one model withSTRING
HIGHpackages/sie_server/src/sie_server/core/registry.py1809Start loading a model in the background (non-blocking). This method triggers model loading in a background taskSTRING
HIGHpackages/sie_server/src/sie_server/core/registry.py2696Get information about a model. Args: name: Model name. Returns: Dictionary witSTRING
HIGHpackages/sie_server/src/sie_server/core/registry.py2725Get the worker for a loaded model. Args: name: Model name. Returns: The model'STRING
HIGHpackages/sie_server/src/sie_server/core/registry.py2744Start the worker for a loaded model. A running worker is returned without taking the load lock, so a reSTRING
HIGHpackages/sie_server/src/sie_server/core/registry.py3234Ensure a LoRA adapter is loaded, triggering load if needed. This method is concurrency-safe - multiple requestsSTRING
HIGHpackages/sie_server/src/sie_server/core/loader.py125Load all model configs from a directory (local or cloud). Args: models_dir: Path to the models directory (lSTRING
HIGHpackages/sie_server/src/sie_server/core/loader.py357Load a single model config from a YAML file. Args: config_path: Path to the model config YAML file. ReSTRING
HIGHpackages/sie_server/src/sie_server/core/loader.py476Resolve the adapter path for a model config. Gets the adapter_path from the resolved default profile. Args: STRING
HIGHpackages/sie_server/src/sie_server/core/loader.py553Load and instantiate a model adapter. Args: config: The model config. model_dir: Directory containiSTRING
HIGHpackages/sie_server/src/sie_server/core/loader.py680Import a built-in adapter class. Args: module_path: Module path (e.g., "sie_server.adapters.bge_m3"). STRING
HIGHpackages/sie_server/src/sie_server/core/loader.py717Import a custom adapter class from a file. Args: file_path: Path to the Python file containing the adapter.STRING
HIGH…ages/sie_server/src/sie_server/core/runtime_options.py95Resolve the selected profile and overlay request options on its runtime defaults. The ``"profile"`` key in ``requesSTRING
HIGH…ie_server/src/sie_server/core/preprocessor_registry.py190Prepare items for batching. Dispatches to appropriate preprocessor based on item content. Runs in threaSTRING
HIGH…/sie_server/src/sie_server/core/worker/model_worker.py608Submit prepared items for inference. Items are batched with other requests for efficient GPU utilization. STRING
HIGH…/sie_server/src/sie_server/core/worker/model_worker.py660Submit items for extraction (NER, RE, etc.). Items are batched with other extract requests for efficient GPU utSTRING
HIGH…/sie_server/src/sie_server/core/worker/model_worker.py712Submit items for scoring (reranking) against a query. Items are batched with other score requests for efficientSTRING
HIGHpackages/sie_server/src/sie_server/health/saturation.py58Feed the gate a fresh observation and return the latched state. Args: in_flight: Current number of STRING
HIGH…/sie_server/src/sie_server/adapters/peft_lora_mixin.py179Load a LoRA adapter using PEFT. On first call, wraps the base model with PeftModel. On subsequent callsSTRING
HIGH…ages/sie_server/src/sie_server/adapters/_flash_base.py19Import an adapter class from a 'module:ClassName' string. Uses the same resolution logic as ``loader._import_builtiSTRING
HIGHpackages/sie_server/src/sie_server/adapters/base.py252Encode items into embeddings, returning standardized batched output. This is the canonical method for encoding.STRING
HIGHpackages/sie_server/src/sie_server/adapters/base.py290Score items against a query using a reranker. Args: query: Query item. items: List of iSTRING
HIGHpackages/sie_server/src/sie_server/adapters/base.py315Score (query, doc) pairs in a batch. This is the batched version of score() used by the worker for crosSTRING
HIGHpackages/sie_server/src/sie_server/adapters/base.py346Extract structured data from items. Args: items: List of items to extract from. labels:STRING
HIGHpackages/sie_server/src/sie_server/adapters/base.py550Load a LoRA adapter. This is called by the LoRA manager to load a new adapter. The adapter should be reSTRING
HIGHpackages/sie_server/src/sie_server/adapters/_utils.py196Run a per-query ``score()`` callable over parallel (query, doc) pairs. Groups pairs by ``(query.text, query.id, insSTRING
HIGH…er/src/sie_server/adapters/st_sparse_vision/adapter.py166Run inference returning standardized batched output. Args: items: List of items to encode. Each iteSTRING
HIGH…c/sie_server/adapters/sentence_transformer/__init__.py113Run inference returning standardized batched output. Args: items: List of items to encode. STRING
HIGH…c/sie_server/adapters/sentence_transformer/__init__.py270Run inference returning standardized batched output. Args: items: List of items to encode. STRING
HIGH…server/src/sie_server/adapters/bge_m3_flag/__init__.py172Run inference returning standardized batched output. Args: items: List of items to encode. STRING
HIGH…src/sie_server/adapters/nli_classification/__init__.py119Extract text from an item. Args: item: Input item with text field. Returns: TeSTRING
HIGH…src/sie_server/adapters/nli_classification/__init__.py145Classify texts with zero-shot labels. Args: items: List of items to classify (must have text). STRING
HIGH…ie_server/src/sie_server/adapters/gliclass/__init__.py761Classify texts with zero-shot labels. Returns scores for *every* requested label (sorted by score descending). STRING
HIGH…/sie_server/src/sie_server/adapters/gliner/__init__.py233Extract entities from items. Args: items: List of items to extract from (must have text). STRING
HIGH…ver/src/sie_server/adapters/gliformer/output_schema.py116Build the schema-valid ``data`` object for one document. A property is present only when the model extracted a valuSTRING
HIGH…sie_server/src/sie_server/adapters/sglang/embedding.py518Run inference returning standardized batched output. Args: items: List of items to encode. STRING
HIGH…s/sie_server/src/sie_server/adapters/sglang/_server.py490Launch an SGLang HTTP server subprocess over an ordered device group. Args: cmd: Full argv (must already inSTRING
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Empty Error Handlers82 hits · 410 pts
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HIGHtools/ci/live_sdk.py35except Exception: # noqa: BLE001 — bounded readiness pollingCODE
HIGHtools/ci/live_sdk.py119except ProcessLookupError:CODE
HIGHtools/ci/real_models.py255except ProcessLookupError:CODE
HIGHtools/ci/cpu_stack_smoke.py55except (OSError, urllib.error.URLError):CODE
HIGHtools/ci/rust_tests.py32except (OSError, urllib.error.URLError):CODE
HIGHtools/ci/tests/test_collector_trace_privacy.py152except (OSError, ValueError):CODE
HIGHtools/ci/tests/test_helm_render.py1430except OSError:CODE
HIGHtools/mise_tasks/ts.py109except (urllib.error.URLError, TimeoutError, OSError):CODE
HIGHtools/mise_tasks/ts.py142except subprocess.TimeoutExpired:CODE
HIGHtools/mise_tasks/ts.py147except (ProcessLookupError, OSError):CODE
HIGHtools/mise_tasks/ts.py152except (ProcessLookupError, subprocess.TimeoutExpired):CODE
HIGHtools/mise_tasks/common/device.py34except (FileNotFoundError, subprocess.TimeoutExpired):CODE
HIGHexamples/speech-to-text/earnings21/run.py179except ProcessLookupError:CODE
HIGHexamples/speech-to-text/earnings21/run.py133except Exception:CODE
HIGHexamples/speech-to-text/earnings21/transport.py286except (ValueError, OSError):CODE
HIGHexamples/typed-decisions/run.py599except OSError:CODE
HIGHexamples/wine-recommender/app.py214except (TypeError, ValueError):CODE
HIGHexamples/wine-recommender/app.py441except Exception:CODE
HIGHexamples/wine-recommender/wine_flavor/service.py30except (TypeError, ValueError):CODE
HIGH…amples/wine-recommender/wine_flavor/datasource/http.py25except ValueError:CODE
HIGH…ging-face-mteb-semantic-search/backend/cli_download.py53except (ValueError, IndexError):CODE
HIGH…-mteb-semantic-search/backend/app/api/routes/models.py52except (ValueError, IndexError):CODE
HIGH…ce-mteb-semantic-search/backend/app/services/chroma.py83except Exception:CODE
HIGHpackages/sie_server/tests/conftest.py41except ImportError:CODE
HIGHpackages/sie_server/tests/conftest.py75except httpx.RequestError:CODE
HIGHpackages/sie_server/tests/conftest.py217except ProcessLookupError:CODE
HIGHpackages/sie_server/tests/conftest.py225except ProcessLookupError:CODE
HIGH…ckages/sie_server/tests/core/test_upstream_deadline.py33except (OSError, TimeoutError):CODE
HIGH…ie_server/tests/core/test_lora_generation_exclusion.py258except LegacyScalarLoraIdError:CODE
HIGHpackages/sie_server/tests/core/test_pool_isolation.py252except PoolIsolationError:CODE
HIGHpackages/sie_server/tests/processors/test_streaming.py969except TimeoutError:CODE
HIGHpackages/sie_server/tests/fake_stack/conftest.py49except httpx.HTTPError:CODE
HIGH…ckages/sie_server/tests/fake_stack/test_lost_result.py170except (httpx.HTTPError, KeyError, ValueError):CODE
HIGHpackages/sie_server/src/sie_server/ipc_server.py997except GenerationUnsupportedFieldError:CODE
HIGHpackages/sie_server/src/sie_server/queue_executor.py1689except (AttributeError, TypeError):CODE
HIGHpackages/sie_server/src/sie_server/_ipc_test_harness.py393except NotImplementedError:CODE
HIGHpackages/sie_server/src/sie_server/core/registry.py2929except asyncio.CancelledError:CODE
HIGHpackages/sie_server/src/sie_server/core/registry.py2965except asyncio.CancelledError:CODE
HIGHpackages/sie_server/src/sie_server/core/loader.py609except (TypeError, ValueError):CODE
HIGHpackages/sie_server/src/sie_server/core/hot_reload.py208except (TimeoutError, asyncio.CancelledError):CODE
HIGH…kages/sie_server/src/sie_server/config/sie_identity.py155except (UpstreamUnavailableError, UpstreamCredentialError, httpx.HTTPError, OSError, ValueError, RecursionError):CODE
HIGH…s/sie_server/src/sie_server/observability/telemetry.py53except (OSError, ValueError):CODE
HIGH…s/sie_server/src/sie_server/observability/telemetry.py134except TimeoutError:CODE
HIGH…s/sie_server/src/sie_server/observability/telemetry.py153except TimeoutError:CODE
HIGH…s/sie_server/src/sie_server/observability/telemetry.py199except asyncio.CancelledError:CODE
HIGHpackages/sie_server/src/sie_server/observability/gpu.py199except (ImportError, OSError):CODE
HIGHpackages/sie_server/src/sie_server/adapters/base.py208except (AttributeError, TypeError, RuntimeError):CODE
HIGH…server/src/sie_server/adapters/tensorrt_llm/_server.py127except requests.RequestException:CODE
HIGH…rver/src/sie_server/adapters/ctranslate2/generation.py540except TimeoutError:CODE
HIGH…ie_server/src/sie_server/adapters/sglang/generation.py310except (ValueError, RecursionError, GenerationError, httpx.HTTPError, TimeoutError):CODE
HIGH…s/sie_server/src/sie_server/adapters/sglang/_server.py566except requests.RequestException:CODE
HIGH…s/sie_server/src/sie_server/adapters/sglang/_server.py674except (ProcessLookupError, subprocess.TimeoutExpired):CODE
HIGH…ages/sie_server/src/sie_server/adapters/mlx/_server.py236except requests.RequestException:CODE
HIGH…kages/sie_server/src/sie_server/adapters/remote/sie.py219except RuntimeError:CODE
HIGH…es/sie_server/src/sie_server/adapters/remote/openai.py148except RuntimeError:CODE
HIGH…e_server/src/sie_server/processors/tool_call_parser.py249except (ValueError, RecursionError):CODE
HIGH…e_server/src/sie_server/processors/tool_call_parser.py257except (ValueError, TypeError, SyntaxError, MemoryError, RecursionError):CODE
HIGH…e_server/src/sie_server/processors/tool_call_parser.py237except ValueError:CODE
HIGH…ages/sie_server/src/sie_server/processors/streaming.py2912except TimeoutError:CODE
HIGHpackages/sie_server/src/sie_server/api/openai_local.py1472except (httpx.HTTPError, ValueError):CODE
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Excessive Try-Catch Wrapping381 hits · 368 pts
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LOWtools/ci/live_sdk.py35 except Exception: # noqa: BLE001 — bounded readiness pollingCODE
LOWtools/ci/real_models.py284 except Exception as exc: # noqa: BLE001 — report and keep the summaryCODE
LOWtools/ci/kind_remote_smoke.py308 except Exception as error: # noqa: BLE001 - retry until the model is routableCODE
LOWtools/ci/cpu_stack_smoke.py135 except Exception as error:CODE
MEDIUMtools/mise_tasks/models.py32 print("Error: PyYAML required. Run: mise exec -- uv sync")CODE
LOWtools/mise_tasks/smoketest.py136 except Exception as e: # noqa: BLE001 — smoketest must capture all failuresCODE
LOWtools/mise_tasks/smoketest.py289 except Exception as e: # noqa: BLE001 — smoketest must capture all failuresCODE
LOWtools/mise_tasks/smoketest.py412 except Exception as e: # noqa: BLE001 — smoketest must capture all failuresCODE
LOWtools/mise_tasks/smoketest.py449 except Exception as e: # noqa: BLE001 — smoketest must capture all failuresCODE
LOWtools/mise_tasks/smoketest.py486 except Exception as e: # noqa: BLE001 — smoketest must capture all failuresCODE
LOWtools/mise_tasks/smoketest.py533 except Exception as e: # noqa: BLE001 — smoketest must capture all failuresCODE
LOW…xonomy_classification/data/download_shopify_dataset.py49 except Exception:CODE
LOWexamples/vision-doc-rag/python/search.py199 except Exception as exc:CODE
LOWexamples/vision-doc-rag/python/search.py223 except Exception as exc:CODE
LOWexamples/vision-doc-rag/data/fetch_pdfs.py133 except Exception as exc:CODE
LOWexamples/vision-doc-rag/data/render_pages.py71 except Exception as exc:CODE
LOWexamples/speech-to-text/earnings21/run.py86 except Exception as exc:CODE
LOWexamples/speech-to-text/earnings21/run.py103 except Exception:CODE
LOWexamples/speech-to-text/earnings21/run.py119 except Exception:CODE
LOWexamples/speech-to-text/earnings21/run.py133 except Exception:CODE
LOWexamples/speech-to-text/earnings21/run.py317 except Exception as exc:CODE
LOWexamples/speech-to-text/earnings21/run.py376 except Exception as exc:CODE
LOWexamples/speech-to-text/earnings21/transport.py100 except Exception as exc:CODE
LOWexamples/speech-to-text/earnings21/transport.py108 except Exception:CODE
LOWexamples/speech-to-text/earnings21/transport.py158 except Exception:CODE
LOWexamples/speech-to-text/earnings21/transport.py265 except Exception as exc:CODE
LOWexamples/speech-to-text/earnings21/transport.py272 except Exception as exc:CODE
MEDIUMexamples/speech-to-text/earnings21/transport.py269def close(self) -> None:CODE
LOWexamples/speech-to-text/earnings21/common.py46 except Exception as exc:CODE
LOWexamples/speech-to-text/earnings21/common.py60 except Exception as exc:CODE
LOWexamples/regulatory-rag/rag_pipeline.py135 except Exception:CODE
MEDIUMexamples/regulatory-rag/rag_pipeline.py130def health(self) -> bool:CODE
LOW…server-plugin/adapters/stablebridge_pruner/__init__.py291 except Exception as e:CODE
LOWexamples/doc-field-extraction-omni/run.py251 except Exception as exc: # noqa: BLE001 - kept as a scored-zero row, never resentCODE
LOWexamples/guardrails/run.py89 except Exception as exc: # noqa: BLE001 - recorded per row once it is finalCODE
LOWexamples/classify/run.py286 except Exception as error: # noqa: BLE001CODE
LOWexamples/agent-action-monitor/agent-demo/load_driver.py41 except Exception: # noqa: BLE001CODE
LOW…amples/agent-action-monitor/agent-demo/run_scenario.py37 except Exception as exc: # noqa: BLE001CODE
LOWexamples/agent-action-monitor/src/dusk/trace/vector.py148 except Exception as exc: # noqa: BLE001CODE
LOWexamples/agent-action-monitor/src/dusk/trace/vector.py162 except Exception as exc: # noqa: BLE001CODE
LOWexamples/agent-action-monitor/src/dusk/trace/vector.py198 except Exception as exc: # noqa: BLE001CODE
LOWexamples/agent-action-monitor/src/dusk/trace/vector.py241 except Exception as exc: # noqa: BLE001CODE
LOWexamples/agent-action-monitor/src/dusk/trace/vector.py302 except Exception as exc: # noqa: BLE001CODE
LOW…ples/agent-action-monitor/src/dusk/trace/n8n_client.py102 except Exception as exc: # noqa: BLE001CODE
LOW…amples/agent-action-monitor/src/dusk/actions/ingest.py61 except Exception as exc: # noqa: BLE001CODE
LOWexamples/structured-output-accuracy/run.py272 except Exception as exc: # noqa: BLE001 - classified here, recorded when finalCODE
LOWexamples/ocr-two-stage/run.py418 except Exception as error: # noqa: BLE001CODE
LOWexamples/ocr-two-stage/run.py429 except Exception as error: # noqa: BLE001CODE
LOWexamples/redact/run.py173 except Exception as error: # noqa: BLE001 - recorded per row, as the study didCODE
LOWexamples/typed-decisions/run.py568 except Exception as error: # noqa: BLE001CODE
LOWexamples/typed-decisions/workflow32/run.py263 except Exception as exc: # noqa: BLE001 - Record caller failures without exposing exception text.CODE
LOWexamples/ordinary-name-tags/record.py110 except Exception as error:CODE
LOWexamples/ocr-glm-receipts-handwriting/run.py81 except Exception as error:CODE
LOWexamples/agent-stage-latency/run.py239 except Exception:CODE
LOWexamples/agent-stage-latency/run.py494 except Exception as error:CODE
LOWexamples/agent-stage-latency/run.py545 except Exception as error:CODE
LOWexamples/agent-stage-latency/run.py604 except Exception as error:CODE
LOWexamples/agent-stage-latency/run.py723 except Exception:CODE
LOWexamples/agent-stage-latency/run.py779 except Exception:CODE
LOWexamples/request-routing/run.py214 except Exception as error: # noqa: BLE001 — SDK failures must not expose request or credential details.CODE
321 more matches not shown…
Deep Nesting360 hits · 316 pts
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LOWtools/remote_equivalence.py283CODE
LOWtools/remote_equivalence.py417CODE
LOWtools/check_response_chunk_protocol.py272CODE
LOWtools/check_response_chunk_protocol.py327CODE
LOWtools/check_response_chunk_protocol.py346CODE
LOWtools/check_ipc_types_parity.py272CODE
LOWtools/ci/live_sdk.py26CODE
LOWtools/ci/check_release_contract.py884CODE
LOWtools/ci/check_public_tree.py51CODE
LOWtools/ci/real_models.py211CODE
LOWtools/ci/real_models.py273CODE
LOWtools/ci/kind_remote_smoke.py182CODE
LOWtools/ci/kind_remote_smoke.py314CODE
LOWtools/ci/cpu_stack_smoke.py48CODE
LOWtools/ci/distributions.py68CODE
LOWtools/ci/distributions.py178CODE
LOWtools/ci/distributions.py201CODE
LOWtools/ci/rust_cuda_image_smoke.py75CODE
LOWtools/ci/rust_tests.py23CODE
LOWtools/ci/rust_tests.py38CODE
LOWtools/ci/tests/test_rust_cuda_image_smoke.py99CODE
LOWtools/ci/tests/test_required_ci.py91CODE
LOWtools/ci/tests/test_required_ci.py103CODE
LOWtools/ci/tests/test_nats_auth.py42CODE
LOWtools/ci/tests/test_collector_metric_privacy.py65CODE
LOWtools/ci/tests/test_collector_metric_privacy.py138CODE
LOWtools/ci/tests/test_collector_log_resource_privacy.py21CODE
LOWtools/ci/tests/test_docker_task.py413CODE
LOWtools/ci/tests/test_collector_lifecycle_privacy.py68CODE
LOWtools/ci/tests/test_helm_render.py299CODE
LOWtools/ci/tests/test_helm_render.py1376CODE
LOWtools/ci/tests/test_helm_render.py1476CODE
LOWtools/ci/tests/test_helm_render.py1770CODE
LOWtools/mise_tasks/smoketest.py491CODE
LOWtools/mise_tasks/smoketest.py538CODE
LOWtools/mise_tasks/ts.py94CODE
LOWtools/mise_tasks/docker_task.py545CODE
LOWexamples/detect/score.py114CODE
LOW…nomy-classification/taxonomy_classification/metrics.py68CODE
LOWexamples/speech-to-text/run.py200CODE
LOWexamples/speech-to-text/whisper_normalizer.py191CODE
LOWexamples/speech-to-text/score.py216CODE
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LOWexamples/speech-to-text/earnings21/run.py50CODE
LOWexamples/speech-to-text/earnings21/run.py185CODE
LOWexamples/speech-to-text/earnings21/transport.py60CODE
LOWexamples/speech-to-text/earnings21/transport.py112CODE
LOWexamples/speech-to-text/earnings21/transport.py277CODE
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LOW…les/threat-report-attck-mapper/threat_mapper/runner.py428CODE
LOW…les/threat-report-attck-mapper/threat_mapper/runner.py598CODE
LOW…threat-report-attck-mapper/threat_mapper/evaluation.py85CODE
LOW…threat-report-attck-mapper/threat_mapper/evaluation.py479CODE
LOW…mples/threat-report-attck-mapper/threat_mapper/data.py28CODE
LOWexamples/regulatory-rag/rag_pipeline.py174CODE
LOW…server-plugin/adapters/stablebridge_pruner/__init__.py231CODE
LOW…server-plugin/adapters/stablebridge_pruner/__init__.py401CODE
LOWexamples/visual-document-search/fetch.py86CODE
LOWexamples/visual-document-search/score.py81CODE
LOWexamples/doc-field-extraction-omni/run.py156CODE
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Modern Structural Boilerplate227 hits · 232 pts
SeverityFileLineSnippetContext
LOW…tegrations/sie_langchain/src/sie_langchain/__init__.py36__all__ = ["SIEEmbeddings", "SIEExtractor", "SIEReranker", "SIESparseEncoder"]CODE
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LOWintegrations/sie_haystack/src/sie_haystack/__init__.py62__all__ = [CODE
LOW…tack_integrations/components/embedders/sie/__init__.py17__all__ = [CODE
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LOW…ack_integrations/components/extractors/sie/__init__.py5__all__ = [CODE
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LOWintegrations/sie_qdrant/src/sie_qdrant/__init__.py90__all__ = [CODE
LOW…server-plugin/adapters/stablebridge_pruner/__init__.py43logger = logging.getLogger(__name__)CODE
LOWexamples/agent-action-monitor/src/dusk/config.py287def set_config(config: Config) -> None:CODE
LOWexamples/agent-action-monitor/src/dusk/__init__.py10__all__ = ["__version__"]CODE
LOWexamples/agent-action-monitor/src/dusk/api.py24logger = logging.getLogger(__name__)CODE
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LOW…ples/agent-action-monitor/src/dusk/actions/__init__.py19__all__ = [CODE
LOW…t-action-monitor/src/dusk/actions/adapters/__init__.py5__all__ = ["AdapterError", "SourceAdapter"]CODE
LOW…ples/typed-decisions/workflow32/tests/test_workflow.py99 def set_source(self, cases: list[dict]) -> None:CODE
LOW…gging-face-mteb-semantic-search/backend/cli_reindex.py25logger = logging.getLogger(__name__)CODE
LOW…ging-face-mteb-semantic-search/backend/cli_download.py36logger = logging.getLogger(__name__)CODE
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py40logger = logging.getLogger(__name__)CODE
LOW…-hugging-face-mteb-semantic-search/backend/app/main.py9logger = logging.getLogger(__name__)CODE
LOW…e-mteb-semantic-search/backend/app/prompts/__init__.py3__all__ = ["load_prompt", "list_prompts"]CODE
LOW…ng-face-mteb-semantic-search/backend/app/db/migrate.py22logger = logging.getLogger(__name__)CODE
LOW…-mteb-semantic-search/backend/app/api/routes/models.py22logger = logging.getLogger(__name__)CODE
LOW…teb-semantic-search/backend/app/api/routes/generate.py15logger = logging.getLogger(__name__)CODE
LOW…-mteb-semantic-search/backend/app/api/routes/search.py19logger = logging.getLogger(__name__)CODE
LOW…-mteb-semantic-search/backend/app/api/routes/chroma.py11logger = logging.getLogger(__name__)CODE
LOW…teb-semantic-search/backend/app/services/openrouter.py9logger = logging.getLogger(__name__)CODE
LOW…-face-mteb-semantic-search/backend/app/services/llm.py7logger = logging.getLogger(__name__)CODE
LOW…ce-mteb-semantic-search/backend/app/services/chroma.py26logger = logging.getLogger(__name__)CODE
LOW…teb-semantic-search/backend/app/services/sie_chroma.py14logger = logging.getLogger(__name__)CODE
LOW…document-to-markdown/document_to_markdown/canonical.py35__all__ = ["canonical_json", "canonical_sha256", "es_number_to_string"]CODE
LOWpackages/sie_server/tests/conftest.py27logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/tests/core/test_worker_preformed.py33 def set_active_lora(self, lora: str | None) -> None:CODE
LOWpackages/sie_server/tests/app/test_app_factory.py670 def set_enabled(enabled: bool) -> None:CODE
LOW⚡packages/sie_server/tests/config/test_sie_identity.py536def _settle(refreshes: list[threading.Thread]) -> None:CODE
LOW…server/tests/adapters/test_stablebridge_integration.py15logger = logging.getLogger(__name__)CODE
LOW…e_server/tests/adapters/test_ctranslate2_generation.py108 def set_random_seed(self, seed: int) -> None:CODE
LOW…_server/tests/adapters/test_modernbert_flash_graphs.py186 def _update_cos_sin_cache(self, seqlen: int, device: Any = None, dtype: Any = None) -> None:CODE
LOW…ges/sie_server/tests/adapters/test_lora_integration.py25logger = logging.getLogger(__name__)CODE
LOW…es/sie_server/tests/adapters/test_qwen3_vl_reranker.py340 def set_attn_implementation(self, attention: str) -> None:CODE
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LOW…kages/sie_server/src/sie_server/local_ingest_client.py33def _update_digest_field(hasher: Any, value: bytes) -> None:CODE
LOWpackages/sie_server/src/sie_server/cli.py67logger = logging.getLogger(__name__)CODE
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LOWpackages/sie_server/src/sie_server/adapter_call_loop.py103logger = logging.getLogger(__name__)CODE
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LOWpackages/sie_server/src/sie_server/types/__init__.py23__all__ = [CODE
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LOW…kages/sie_server/src/sie_server/core/pool_isolation.py28logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/src/sie_server/core/hf_env.py6logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/src/sie_server/core/hf_env.py24def set_hf_default_timeouts() -> None:CODE
LOWpackages/sie_server/src/sie_server/core/deps.py12logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/src/sie_server/core/disk_cache.py27logger = logging.getLogger(__name__)CODE
LOW⚡…s/sie_server/src/sie_server/core/numerical_snapshot.py29logger = logging.getLogger(__name__)CODE
LOWpackages/sie_server/src/sie_server/core/memory.py22logger = logging.getLogger(__name__)CODE
167 more matches not shown…
Modern AI Meta-Vocabulary39 hits · 110 pts
SeverityFileLineSnippetContext
MEDIUM⚡tools/mise_tasks/mac-smoke.bash155# Phase 0 with green real phases means orchestration broke; green fakeCOMMENT
MEDIUM⚡tools/mise_tasks/mac-smoke.bash157# orchestration. Chat-completions is intentionally absent here: weightlessCOMMENT
MEDIUM…loy/helm/sie-cluster/files/dashboards/perf-tuning.json358 "content": "## GPU device counters (DCGM)\nL4 TDP = **72 W**, stock max proc clock = **2040 MHz**. Sustained powCODE
MEDIUMintegrations/sie_dspy/README.md90### RAG Pipeline with RerankingCOMMENT
MEDIUMintegrations/sie_dspy/tests/test_integration.py121 # Embed training examples for KNN-based few-shotCOMMENT
MEDIUMintegrations/sie_llamaindex/tests/test_integration.py88 # 1. Configure SIE as embedding modelCOMMENT
MEDIUMintegrations/sie_llamaindex/tests/test_integration.py125 # 1. Configure SIE as embedding modelCOMMENT
MEDIUM…grations/sie_llamaindex/src/sie_llamaindex/__init__.py9 >>> # Set SIE as the embedding modelSTRING
MEDIUM…ations/sie_llamaindex/src/sie_llamaindex/embeddings.py32 >>> # Set as default embedding modelSTRING
MEDIUMexamples/rag-params-finder/README.md1# Find the best RAG config before you buildCOMMENT
MEDIUMexamples/vision-doc-rag/README.md1# Vision-first document RAGCOMMENT
MEDIUMexamples/regulatory-rag/README.md1# Private fine-tuned compliance RAGCOMMENT
MEDIUMexamples/regulatory-rag/README.md106├── rag_pipeline.py # 3-stage RAG pipeline (stdlib only)CODE
MEDIUMexamples/regulatory-rag/rag_pipeline.py193# ── RAG Pipeline ───────────────────────────────────────────────────────COMMENT
MEDIUMexamples/guardrails/README.md19[guardrails page](https://superlinked.com/guardrails) update. TheCODE
MEDIUMexamples/guardrails/README.md21[SOURCES.md](https://superlinked.com/reference/guardrails/SOURCES.md).CODE
MEDIUMexamples/guardrails/README.md161 [SOURCES.md](https://superlinked.com/reference/guardrails/SOURCES.md) has theCODE
MEDIUMexamples/guardrails/study.py113 name: str # the name superlinked.com/guardrails usesCODE
MEDIUMexamples/guardrails/score.py43# What superlinked.com/guardrails and its SOURCES.md publish: per-set F1, pooled F1 in percent, pooledCOMMENT
MEDIUMexamples/agent-action-monitor/src/dusk/trace/vector.py19#: Default zero-shot labels for pulling privileged terms out of an action.COMMENT
MEDIUM…mples/agent-action-monitor/src/dusk/actions/analyse.py36#: Extra contribution when SIE's zero-shot extractor (GLiNER) surfaces aCOMMENT
MEDIUM…mples/agent-action-monitor/src/dusk/actions/analyse.py40#: Below this confidence, a zero-shot extraction is treated as noise, not evidence.COMMENT
MEDIUMexamples/ecommerce-product-search/config.yaml15# Extraction labels (zero-shot, no training needed)COMMENT
MEDIUMexamples/agent-stage-latency/sources.json10 "url": "https://huggingface.co/datasets/superlinked/sie-task-evidence/resolve/b45775c419e37212cef67f485610eda88ee2CODE
MEDIUMexamples/contract-review-agent/config.yaml28 entities: "fastino/gliner2-large-v1" # zero-shot entity extraction (parties, dates, amounts)CODE
MEDIUMexamples/retrieval-ablation/README.md1# Find the best retrieval strategy for your RAGCOMMENT
MEDIUMexamples/document-ocr/README.md60# NER: zero-shot, returns typed entitiesCOMMENT
MEDIUMpackages/sie_server/README.md124### NLI zero-shot classification usageCOMMENT
MEDIUM⚡packages/sie_server/tests/test_metering_units.py779 # 77 / SigLIP 64 context window) rather than over-billing.COMMENT
MEDIUMpackages/sie_server/tests/processors/test_streaming.py1372 # Tiny context window so a 5-token prompt + 64-token cap overflows.COMMENT
MEDIUM…es/sie_server/models/Qwen__Qwen3-4B-Instruct-2507.yaml127 # capacity also grows: with 2-4× the KV budget the context window can beCOMMENT
MEDIUM…es/sie_server/models/Qwen__Qwen3-4B-Instruct-2507.yaml128 # widened proportionally so longer-context workloads (RAG with largeCOMMENT
MEDIUMpackages/sie_server/models/sie-fake.yaml48 # per-worker admission ceiling exercised by orchestration tests.COMMENT
MEDIUM…/sie_server/src/sie_server/core/worker/model_worker.py198 # Initialize operation handlers (dependency injection point)COMMENT
MEDIUM…es/sie_server/src/sie_server/adapters/clip/__init__.py407 # truncation at the model context window (CLIP 77), special tokensCOMMENT
MEDIUM…ages/sie_server/src/sie_server/processors/streaming.py2039 # the context window unaccounted.COMMENT
MEDIUM…ages/sie_server/src/sie_server/processors/streaming.py3881 # guard fires before SGLang overflows its context window.COMMENT
MEDIUMpackages/sie_mcp/src/sie_mcp/config.py34# CLIP is the zero-shot default: it is contrastively trained for cosine ranking,COMMENT
MEDIUMpackages/sie_mcp/src/sie_mcp/config.py40# General-purpose zero-shot label set; callers may override per request.COMMENT
Hallucination Indicators9 hits · 100 pts
SeverityFileLineSnippetContext
CRITICALpackages/sie_server/tests/adapters/test_owlv2.py67 tensor.detach.return_value.cpu.return_value.tolist.assert_called_once_with()CODE
CRITICAL⚡…kages/sie_server/tests/adapters/test_grounding_dino.py317 boxes.detach.return_value.cpu.return_value.tolist.assert_called_once_with()CODE
CRITICAL⚡…kages/sie_server/tests/adapters/test_grounding_dino.py320 scores.detach.return_value.cpu.return_value.tolist.assert_called_once_with()CODE
CRITICALpackages/sie_server/tests/adapters/test_lora.py850 peft.PeftModel.from_pretrained.return_value.load_adapter.assert_not_called()CODE
CRITICALpackages/sie_gateway/assets/redoc.standalone.js41`;class Aa extends n.PureComponent{render(){return n.createElement("div",{style:{textAlign:"center"}},n.createElement(_aCODE
CRITICALpackages/sie_sdk/tests/test_storage_copy.py8from azure.core.exceptions import HttpResponseErrorCODE
CRITICALpackages/sie_sdk/src/sie_sdk/storage.py1182 from azure.core.exceptions import ResourceNotFoundErrorCODE
CRITICALpackages/sie_sdk/src/sie_sdk/storage.py1198 from azure.core.exceptions import ResourceExistsError, ResourceModifiedError, ResourceNotFoundErrorCODE
CRITICALpackages/sie_sdk/src/sie_sdk/storage.py1250 from azure.core.exceptions import HttpResponseErrorCODE
Cross-Language Confusion23 hits · 96 pts
SeverityFileLineSnippetContext
HIGHtools/ci/tests/test_required_ci.py312 "cuda13-sglang-cu130-${{ github.event.pull_request.number || github.ref }}",CODE
HIGHtools/ci/tests/test_required_ci.py316 "cuda13-tensorrt-llm-${{ github.event.pull_request.number || github.ref }}",CODE
HIGHtools/ci/tests/test_required_ci.py400 "group": "rust-cuda-image-${{ github.event.pull_request.number || github.ref }}",CODE
HIGHtools/ci/tests/test_release_contract.py301 ("contracts", "packages/sie_gateway/openapi.json\n", "packages/sie_gateway/openapi.json\n || true\n"),CODE
HIGHtools/ci/tests/test_release_contract.py310 ("refresh", "packages/sie_gateway/openapi.json\n", "packages/sie_gateway/openapi.json || true\n"),CODE
HIGHexamples/doc-field-extraction-omni/score.py153 """Number.prototype.toString() for a double (shortest round-trip digits, ECMAScript layout)."""STRING
HIGHexamples/classify/run.py7 uv sync && uv run python run.py --record --set snips # live, needs SIE_API_KEYSTRING
HIGHexamples/structured-output-accuracy/score.py205 answer (error null), so it is kept like any other.STRING
HIGHexamples/ocr-two-stage/run.py8 uv sync && uv run python run.py --record # live, needs SIE_API_KEYSTRING
HIGHexamples/ocr-two-stage/score.py497 # as null, so the flag is what keeps them apart in the artifact.COMMENT
HIGHexamples/sparse/run.py7 uv sync && uv run python run.py --record # live, needs SIE_API_KEYSTRING
HIGHexamples/structured-output/run.py7 uv sync && uv run python run.py --record # live, needs SIE_API_KEYSTRING
HIGHexamples/named-entity-extraction/run.py7 uv sync && uv run python run.py --record # live, needs a GLiNER endpointSTRING
HIGHexamples/watermark-robustness/run_eval.py3Arms (watermarked samples only; controls establish the detector's null):STRING
HIGH⚡…es/sie_server/tests/adapters/test_sglang_generation.py2018 """H4: ``n>1 && stream`` with ``logprobs=True``: each per-candidateSTRING
HIGH…es/sie_server/tests/adapters/test_sglang_generation.py802 """`n>1 && stream`: SGLang's per-index streaming events are demuxed intoSTRING
HIGH…ie_server/tests/adapters/test_remote_openai_adapter.py543 (answer('{"data": [{"index": 0, "embedding": null}]}'), "not a list of numbers"),CODE
HIGH…kages/sie_server/tests/adapters/test_mlx_generation.py206 'data: {"object": "text_completion", "choices": [{"index": 0, "finish_reason": null, "text": "Hello"}]}',CODE
HIGH…kages/sie_server/tests/adapters/test_mlx_generation.py208 'data: {"object": "text_completion", "choices": [{"index": 0, "finish_reason": null, "text": " world"}]}',CODE
HIGHpackages/sie_server/src/sie_server/types/grammar.py45 "express unions, including null, with 'anyOf' branches."CODE
HIGHpackages/sie_server/src/sie_server/config/engine.py35 ``null`` for auto-calibration. When null, the controller measuresSTRING
HIGH…e_server/src/sie_server/processors/tool_call_parser.py624 # OpenAI non-streaming shape: message.content=null,COMMENT
HIGHpackages/sie_mcp/src/sie_mcp/structured.py252 # Defensive against a malformed response shape (e.g. ``choices: [null]`` or aCOMMENT
Self-Referential Comments23 hits · 76 pts
SeverityFileLineSnippetContext
MEDIUMintegrations/sie_crewai/tests/test_tools.py201 # Create a fresh mock that returns emptyCOMMENT
MEDIUM⚡integrations/sie_dspy/tests/test_modules.py228 # Create a fresh mock that returns emptyCOMMENT
MEDIUMintegrations/sie_lancedb/tests/test_rerankers.py204 # Create a table with pre-computed vectorsCOMMENT
MEDIUM⚡integrations/sie_lancedb/tests/test_extractors.py121 # Create a real LanceDB tableCOMMENT
MEDIUM…es/sie_server/tests/core/test_preprocessor_registry.py235 # Create a simple mock tokenizer that returns predictable outputCOMMENT
MEDIUM⚡packages/sie_server/tests/core/test_disk_cache.py287 # Create a modelCOMMENT
MEDIUM⚡packages/sie_server/tests/core/test_disk_cache.py290 # Create a dataset (different prefix)COMMENT
MEDIUMpackages/sie_server/tests/core/test_disk_cache.py409 # Create a model that will be evictedCOMMENT
MEDIUMpackages/sie_server/tests/adapters/test_bge_m3.py11# Create a random generator for testsCOMMENT
MEDIUMpackages/sie_server/tests/adapters/test_sglang.py17# Create a random generator for testsCOMMENT
MEDIUM…sie_server/tests/adapters/test_sentence_transformer.py13# Create a random generator for testsCOMMENT
MEDIUM…kages/sie_server/tests/adapters/test_grounding_dino.py235 # Create a mock imageCOMMENT
MEDIUM…kages/sie_server/tests/adapters/test_grounding_dino.py409 # Create a simple test image (100x100 red square)COMMENT
MEDIUMpackages/sie_server/tests/adapters/test_clip.py17# Create a random generator for testsCOMMENT
MEDIUMpackages/sie_server/tests/adapters/test_colbert.py21# Create a random generator for testsCOMMENT
MEDIUM…kages/sie_server/tests/api/test_extract_integration.py119 # Create a batch (10 items — kept small for CI CPU runners)COMMENT
MEDIUMpackages/sie_server/tests/api/test_score.py62 # Create a real futureCOMMENT
MEDIUM⚡packages/sie_server/tests/api/test_ws.py63 # Create an empty registry directlyCOMMENT
MEDIUMpackages/sie_server/tests/api/test_extract.py70 # Create a mock entity if the label is mentioned in textCOMMENT
MEDIUMpackages/sie_server/tests/api/test_extract.py117 # Create a real futureCOMMENT
MEDIUMpackages/sie_sdk/tests/test_storage_write.py230 # Create a minimal concrete subclass to test the base methodCOMMENT
MEDIUMpackages/sie_sdk/tests/test_scoring.py7# Create a random generator for testsCOMMENT
MEDIUMpackages/sie_sdk/tests/test_cache.py516 # Create a minimal model structure to satisfy is_model_cached checkCOMMENT
AI Structural Patterns89 hits · 70 pts
SeverityFileLineSnippetContext
LOW…grations/sie_langchain/src/sie_langchain/extractors.py77CODE
LOW…grations/sie_langchain/src/sie_langchain/embeddings.py42CODE
LOW…egrations/sie_langchain/src/sie_langchain/rerankers.py83CODE
LOW…tegrations/sie_weaviate/src/sie_weaviate/vectorizer.py155CODE
LOWintegrations/sie_weaviate/src/sie_weaviate/enricher.py76CODE
LOW…ations/sie_llamaindex/src/sie_llamaindex/extractors.py26CODE
LOW…ations/sie_llamaindex/src/sie_llamaindex/embeddings.py64CODE
LOW…ations/sie_llamaindex/src/sie_llamaindex/embeddings.py258CODE
LOWintegrations/sie_qdrant/src/sie_qdrant/vectorizer.py152CODE
LOW…server-plugin/adapters/stablebridge_pruner/__init__.py117CODE
LOWexamples/agent-stage-latency/tests/test_example.py224CODE
LOW…ples/wine-recommender/wine_flavor/engine/sie_rerank.py94CODE
LOW…s/wine-recommender/wine_flavor/engine/custom_rerank.py200CODE
LOWpackages/sie_server/tests/core/test_loader.py30CODE
LOWpackages/sie_server/tests/config/test_config.py164CODE
LOWpackages/sie_server/tests/api/test_generate.py133CODE
LOWpackages/sie_server/tests/api/test_generate.py193CODE
LOW…ckages/sie_server/tests/api/test_openai_completions.py67CODE
LOWpackages/sie_server/tests/api/test_openai_responses.py63CODE
LOWpackages/sie_server/src/sie_server/cli.py327CODE
LOWpackages/sie_server/src/sie_server/core/registry.py229CODE
LOWpackages/sie_server/src/sie_server/core/model_loader.py132CODE
LOW…sie_server/src/sie_server/adapters/_generation_base.py1037CODE
LOW…c/sie_server/adapters/colbert_rotary_flash/__init__.py57CODE
LOW…ie_server/src/sie_server/adapters/colqwen3/__init__.py53CODE
LOW…r/src/sie_server/adapters/modernbert_flash/__init__.py64CODE
LOW…c/sie_server/adapters/sglang_vision_extract/adapter.py53CODE
LOW…/sie_server/src/sie_server/adapters/gliner/__init__.py123CODE
LOW…src/sie_server/adapters/qwen3_vl_embedding/__init__.py114CODE
LOW…/sie_server/src/sie_server/adapters/docling/adapter.py131CODE
LOW…sie_server/src/sie_server/adapters/colbert/__init__.py101CODE
LOW…s/sie_server/src/sie_server/adapters/siglip/adapter.py138CODE
LOW…ver/src/sie_server/adapters/tensorrt_llm/generation.py168CODE
LOW…ver/src/sie_server/adapters/tensorrt_llm/generation.py609CODE
LOW…e_server/adapters/qwen2_flash_cross_encoder/adapter.py92CODE
LOW…/sie_server/src/sie_server/adapters/gliner2/adapter.py121CODE
LOW…rver/src/sie_server/adapters/ctranslate2/generation.py613CODE
LOW…rc/sie_server/adapters/stablebridge_pruner/__init__.py65CODE
LOW…ie_server/src/sie_server/adapters/gliformer/adapter.py638CODE
LOW…ie_server/src/sie_server/adapters/sglang/generation.py431CODE
LOW…ie_server/src/sie_server/adapters/sglang/generation.py1403CODE
LOW…sie_server/src/sie_server/adapters/sglang/embedding.py128CODE
LOW…e_server/src/sie_server/adapters/topk_embed/adapter.py154CODE
LOW…server/src/sie_server/adapters/nomic_flash/__init__.py478CODE
LOW…/src/sie_server/adapters/pytorch_embedding/__init__.py84CODE
LOW…ges/sie_server/src/sie_server/adapters/fake/adapter.py387CODE
LOW…ges/sie_server/src/sie_server/adapters/fake/adapter.py555CODE
LOW…e_server/src/sie_server/adapters/gliner_bi/__init__.py80CODE
LOW…ie_server/adapters/colbert_modernbert_flash/adapter.py79CODE
LOW…server/src/sie_server/adapters/qwen2_flash/__init__.py53CODE
LOW…s/sie_server/src/sie_server/adapters/mlx/generation.py125CODE
LOW…s/sie_server/src/sie_server/adapters/mlx/generation.py394CODE
LOW…_server/src/sie_server/adapters/rope_flash/__init__.py49CODE
LOW…kages/sie_server/src/sie_server/adapters/remote/sie.py238CODE
LOW…es/sie_server/src/sie_server/adapters/remote/openai.py273CODE
LOW…ages/sie_server/src/sie_server/processors/streaming.py4515CODE
LOW…ages/sie_server/src/sie_server/processors/streaming.py2318CODE
LOWpackages/sie_server/src/sie_server/api/generate.py760CODE
LOWpackages/sie_sdk/src/sie_sdk/jobs.py246CODE
LOWpackages/sie_sdk/src/sie_sdk/queue_types.py236CODE
29 more matches not shown…
Structural Annotation Overuse39 hits · 70 pts
SeverityFileLineSnippetContext
LOW…ploy/helm/sie-cluster/templates/keda-scaledobject.yaml373 # Step 1: Wait for KEDA CRD to be registered via API discoveryCOMMENT
LOW…ploy/helm/sie-cluster/templates/keda-scaledobject.yaml391 # Step 2: Discover and apply every ordinary Helm-owned manifestCOMMENT
LOW…ploy/helm/sie-cluster/templates/keda-scaledobject.yaml454 # Step 3: Prune hook-created objects removed by this revisionCOMMENT
LOW⚡integrations/sie_crewai/tests/test_integration.py151 # Step 1: Rerank research sourcesCOMMENT
LOWintegrations/sie_crewai/tests/test_integration.py173 # Step 2: Extract key entities from top resultCOMMENT
LOW⚡integrations/sie_dspy/tests/test_integration.py169 # Step 1: Retrieve relevant papersCOMMENT
LOWintegrations/sie_dspy/tests/test_integration.py188 # Step 2: Rerank for precisionCOMMENT
LOWintegrations/sie_dspy/tests/test_integration.py203 # Step 3: Extract key informationCOMMENT
LOW⚡examples/ecommerce-product-search/python/ingest.py137 # Step 1: Extract structured attributesCOMMENT
LOW⚡examples/ecommerce-product-search/python/ingest.py140 # Step 2: Encode embeddingsCOMMENT
LOW⚡examples/ecommerce-product-search/python/ingest.py144 # Step 3: Build metadata (product info + extracted attributes)COMMENT
LOWexamples/ecommerce-product-search/python/search.py39 # Step 1: Encode queryCOMMENT
LOW⚡examples/ecommerce-product-search/python/search.py56 # Step 2: Cosine similarity (dot product on normalized vectors)COMMENT
LOW⚡examples/ecommerce-product-search/python/search.py64 # Step 3: Filter by extracted attributes (optional)COMMENT
LOWexamples/ecommerce-product-search/python/search.py89 # Step 4: Rerank with cross-encoderCOMMENT
LOW⚡…ples/ecommerce-product-search/typescript/src/search.ts113 // Step 1: Encode query as single item with isQuery in optionsCOMMENT
LOW⚡…ples/ecommerce-product-search/typescript/src/search.ts123 // Step 2: Vector similarityCOMMENT
LOW⚡…ples/ecommerce-product-search/typescript/src/search.ts129 // Step 3: Attribute filters (optional)COMMENT
LOW…ples/ecommerce-product-search/typescript/src/search.ts152 // Step 4: Rerank with cross-encoder score()COMMENT
LOW⚡…ging-face-mteb-semantic-search/backend/cli_generate.py114 # Step 2: Generate 6K detailed descriptionCOMMENT
LOW⚡…ging-face-mteb-semantic-search/backend/cli_generate.py120 # Step 3: Generate 2K long descriptionCOMMENT
LOW⚡…ging-face-mteb-semantic-search/backend/cli_generate.py144 # Step 5: Save to databaseCOMMENT
LOW⚡…ging-face-mteb-semantic-search/backend/cli_generate.py152 # Step 6: Upsert Chroma embeddingCOMMENT
LOW⚡…ging-face-mteb-semantic-search/backend/cli_generate.py205 # Step 2: 6K detailed descriptionCOMMENT
LOW⚡…ging-face-mteb-semantic-search/backend/cli_generate.py211 # Step 3: 2K long descriptionCOMMENT
LOW⚡…ging-face-mteb-semantic-search/backend/cli_generate.py253 # Step 6: Chroma upsert (blocking I/O via thread)COMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py100 # Step 1: Render detailed promptCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py132 # Step 4: Generate 200-char short descriptionCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py223 # Step 4: 200-char short descriptionCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py237 # Step 5: DB save (blocking I/O via thread)COMMENT
LOW…ges/sie_mcp/examples/obsidian-contract-graph/README.md37## Step 1: parse and link two documentsCOMMENT
LOW…ges/sie_mcp/examples/obsidian-contract-graph/README.md55## Step 2: redact PII before the model sees itCOMMENT
LOW…ges/sie_mcp/examples/obsidian-contract-graph/README.md65## Step 3: synthesize from the small notesCOMMENT
LOW…ges/sie_mcp/examples/obsidian-contract-graph/README.md78## Step 4: explore the graphCOMMENT
LOWpackages/sie_server_sidecar/src/lib.rs1960 // Step 1: acquire local admission capacity, then block for the firstCOMMENT
LOWpackages/sie_server_sidecar/src/lib.rs2007 // Step 2: coalesce. Compute the quantum once, relative to now.COMMENT
LOWpackages/sie_server_sidecar/src/lib.rs2062 // Step 3: dispatch. Acquire a dispatch permit (bounded byCOMMENT
LOW…ckages/sie_server_sidecar/src/observability/tracing.rs112 // Step 1: always install the propagator. Even without an OTLPCOMMENT
LOWpackages/sie_gateway/src/observability/tracing.rs220 // Step 1: always install the propagator. Even without an OTLPCOMMENT
Verbosity Indicators35 hits · 64 pts
SeverityFileLineSnippetContext
LOW…ploy/helm/sie-cluster/templates/keda-scaledobject.yaml373 # Step 1: Wait for KEDA CRD to be registered via API discoveryCOMMENT
LOW…ploy/helm/sie-cluster/templates/keda-scaledobject.yaml391 # Step 2: Discover and apply every ordinary Helm-owned manifestCOMMENT
LOW…ploy/helm/sie-cluster/templates/keda-scaledobject.yaml454 # Step 3: Prune hook-created objects removed by this revisionCOMMENT
LOW⚡integrations/sie_crewai/tests/test_integration.py151 # Step 1: Rerank research sourcesCOMMENT
LOWintegrations/sie_crewai/tests/test_integration.py173 # Step 2: Extract key entities from top resultCOMMENT
LOW⚡integrations/sie_dspy/tests/test_integration.py169 # Step 1: Retrieve relevant papersCOMMENT
LOWintegrations/sie_dspy/tests/test_integration.py188 # Step 2: Rerank for precisionCOMMENT
LOWintegrations/sie_dspy/tests/test_integration.py203 # Step 3: Extract key informationCOMMENT
LOW⚡examples/ecommerce-product-search/python/ingest.py137 # Step 1: Extract structured attributesCOMMENT
LOW⚡examples/ecommerce-product-search/python/ingest.py140 # Step 2: Encode embeddingsCOMMENT
LOW⚡examples/ecommerce-product-search/python/ingest.py144 # Step 3: Build metadata (product info + extracted attributes)COMMENT
LOWexamples/ecommerce-product-search/python/search.py39 # Step 1: Encode queryCOMMENT
LOW⚡examples/ecommerce-product-search/python/search.py56 # Step 2: Cosine similarity (dot product on normalized vectors)COMMENT
LOW⚡examples/ecommerce-product-search/python/search.py64 # Step 3: Filter by extracted attributes (optional)COMMENT
LOWexamples/ecommerce-product-search/python/search.py89 # Step 4: Rerank with cross-encoderCOMMENT
LOW⚡…ples/ecommerce-product-search/typescript/src/search.ts113 // Step 1: Encode query as single item with isQuery in optionsCOMMENT
LOW⚡…ples/ecommerce-product-search/typescript/src/search.ts123 // Step 2: Vector similarityCOMMENT
LOW⚡…ples/ecommerce-product-search/typescript/src/search.ts129 // Step 3: Attribute filters (optional)COMMENT
LOW…ples/ecommerce-product-search/typescript/src/search.ts152 // Step 4: Rerank with cross-encoder score()COMMENT
LOW⚡…ging-face-mteb-semantic-search/backend/cli_generate.py114 # Step 2: Generate 6K detailed descriptionCOMMENT
LOW⚡…ging-face-mteb-semantic-search/backend/cli_generate.py120 # Step 3: Generate 2K long descriptionCOMMENT
LOW⚡…ging-face-mteb-semantic-search/backend/cli_generate.py144 # Step 5: Save to databaseCOMMENT
LOW⚡…ging-face-mteb-semantic-search/backend/cli_generate.py152 # Step 6: Upsert Chroma embeddingCOMMENT
LOW⚡…ging-face-mteb-semantic-search/backend/cli_generate.py205 # Step 2: 6K detailed descriptionCOMMENT
LOW⚡…ging-face-mteb-semantic-search/backend/cli_generate.py211 # Step 3: 2K long descriptionCOMMENT
LOW⚡…ging-face-mteb-semantic-search/backend/cli_generate.py253 # Step 6: Chroma upsert (blocking I/O via thread)COMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py100 # Step 1: Render detailed promptCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py132 # Step 4: Generate 200-char short descriptionCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py223 # Step 4: 200-char short descriptionCOMMENT
LOW…ging-face-mteb-semantic-search/backend/cli_generate.py237 # Step 5: DB save (blocking I/O via thread)COMMENT
LOWpackages/sie_server_sidecar/src/lib.rs1960 // Step 1: acquire local admission capacity, then block for the firstCOMMENT
LOWpackages/sie_server_sidecar/src/lib.rs2007 // Step 2: coalesce. Compute the quantum once, relative to now.COMMENT
LOWpackages/sie_server_sidecar/src/lib.rs2062 // Step 3: dispatch. Acquire a dispatch permit (bounded byCOMMENT
LOW…ckages/sie_server_sidecar/src/observability/tracing.rs112 // Step 1: always install the propagator. Even without an OTLPCOMMENT
LOWpackages/sie_gateway/src/observability/tracing.rs220 // Step 1: always install the propagator. Even without an OTLPCOMMENT
Fake / Example Data46 hits · 46 pts
SeverityFileLineSnippetContext
LOWintegrations/sie_ts_llamaindex/tests/extractors.test.ts58 { text: "Acme Corp", label: "organization", score: 0.95, start: 20, end: 29 },CODE
LOWintegrations/sie_ts_langchain/tests/extractors.test.ts61 { text: "Acme Corp", label: "organization", score: 0.95, start: 20, end: 29 },CODE
LOW…hugging-face-mteb-semantic-search/frontend/src/App.tsx122 <p className="placeholder">Loading README from HuggingFace…</p>CODE
LOW…hugging-face-mteb-semantic-search/frontend/src/App.tsx124 {error && !loading && <p className="placeholder">{error}</p>}CODE
LOW…hugging-face-mteb-semantic-search/frontend/src/App.tsx633 <span className="placeholder">Not generated yet</span>CODE
LOW…hugging-face-mteb-semantic-search/frontend/src/App.tsx642 <span className="placeholder">Not generated yet</span>CODE
LOW…hugging-face-mteb-semantic-search/frontend/src/App.tsx844 <span className="placeholder">Not generated yet</span>CODE
LOW…hugging-face-mteb-semantic-search/frontend/src/App.tsx853 <span className="placeholder">Not generated yet</span>CODE
LOW…hugging-face-mteb-semantic-search/frontend/src/App.tsx1164 {selected.short_description || <span className="placeholder">Not generated yet</span>}CODE
LOW…hugging-face-mteb-semantic-search/frontend/src/App.tsx1171 {selected.long_description || <span className="placeholder">Not generated yet</span>}CODE
LOW⚡…ages/sie_server/tests/adapters/test_runtime_options.py1083 long_text = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. " * 54CODE
LOW⚡…ages/sie_server/tests/adapters/test_runtime_options.py1083 long_text = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. " * 54CODE
LOW⚡…ages/sie_server/tests/adapters/test_runtime_options.py1078 Long-input regression: 54x repeated ``Lorem ipsum dolor sit amet,STRING
LOW⚡…ages/sie_server/tests/adapters/test_runtime_options.py1078 Long-input regression: 54x repeated ``Lorem ipsum dolor sit amet,STRING
LOW…oldens/gliformer/knowledgator__gliformer-large-v1.json54 "text": "Acme Corp",CODE
LOW…oldens/gliformer/knowledgator__gliformer-large-v1.json338 "text": "Acme Corp",CODE
LOW…oldens/gliformer/knowledgator__gliformer-large-v1.json454 "text": "Acme Corp",CODE
LOW…oldens/gliformer/knowledgator__gliformer-large-v1.json465 "text": "Acme Corp",CODE
LOW…oldens/gliformer/knowledgator__gliformer-large-v1.json800 "text": "Acme Corp",CODE
LOW…oldens/gliformer/knowledgator__gliformer-large-v1.json913 "text": "Acme Corp",CODE
LOW…oldens/gliformer/knowledgator__gliformer-large-v1.json924 "text": "Acme Corp",CODE
LOW…oldens/gliformer/knowledgator__gliformer-large-v1.json1133 "text": "Acme Corp",CODE
LOW…oldens/gliformer/knowledgator__gliformer-large-v1.json1363 "name": "Acme Corp",CODE
LOW…oldens/gliformer/knowledgator__gliformer-large-v1.json1430 "text": "Acme Corp",CODE
LOW…oldens/gliformer/knowledgator__gliformer-large-v1.json1556 "text": "Acme Corp",CODE
LOW…oldens/gliformer/knowledgator__gliformer-large-v1.json1629 "text": "Acme Corp",CODE
LOW…oldens/gliformer/knowledgator__gliformer-large-v1.json1640 "text": "Acme Corp",CODE
LOW…goldens/gliformer/knowledgator__gliformer-base-v1.json54 "text": "Acme Corp",CODE
LOW…goldens/gliformer/knowledgator__gliformer-base-v1.json341 "text": "Acme Corp",CODE
LOW…goldens/gliformer/knowledgator__gliformer-base-v1.json457 "text": "Acme Corp",CODE
LOW…goldens/gliformer/knowledgator__gliformer-base-v1.json468 "text": "Acme Corp",CODE
LOW…goldens/gliformer/knowledgator__gliformer-base-v1.json852 "text": "Acme Corp",CODE
LOW…goldens/gliformer/knowledgator__gliformer-base-v1.json980 "text": "Acme Corp",CODE
LOW…goldens/gliformer/knowledgator__gliformer-base-v1.json1027 "text": "Acme Corp",CODE
LOW…goldens/gliformer/knowledgator__gliformer-base-v1.json1301 "text": "Acme Corp",CODE
LOW…goldens/gliformer/knowledgator__gliformer-base-v1.json1528 "name": "Acme Corp",CODE
LOW…goldens/gliformer/knowledgator__gliformer-base-v1.json1576 "text": "Acme Corp",CODE
LOW…goldens/gliformer/knowledgator__gliformer-base-v1.json1702 "text": "Acme Corp",CODE
LOW…goldens/gliformer/knowledgator__gliformer-base-v1.json1783 "text": "Acme Corp",CODE
LOW…goldens/gliformer/knowledgator__gliformer-base-v1.json1812 "text": "Acme Corp",CODE
LOW…kages/sie_server/scripts/generate_gliformer_goldens.py106 [("Alice Johnson", "person"), ("Acme Corp", "organization"), ("London", "location")],CODE
LOW…ckages/sie_server/scripts/generate_tokenize_fixture.py74 " ".join(["lorem ipsum"] * 300),CODE
LOWpackages/sie_ts_sdk/tests/types.test.ts345 { text: "Acme Corp", label: "organization", score: 0.88, start: 20, end: 29 },CODE
LOWpackages/sie_ts_sdk/tests/client.test.ts2025 { text: "Acme Corp", label: "organization", score: 0.88, start: 20, end: 29 },CODE
LOWpackages/sie_gateway/assets/redoc.standalone.js41`;class Aa extends n.PureComponent{render(){return n.createElement("div",{style:{textAlign:"center"}},n.createElement(_aCODE
LOWpackages/sie_gateway/assets/redoc.standalone.js752`;var Md=Object.defineProperty,zd=Object.defineProperties,Fd=Object.getOwnPropertyDescriptors,Ud=Object.getOwnPropertySyCODE
Redundant / Tautological Comments30 hits · 42 pts
SeverityFileLineSnippetContext
LOWtools/mise_tasks/ts.py173 # Check if process diedCOMMENT
LOWtools/mise_tasks/ts.py253 # Check if Playwright is installedCOMMENT
LOWtools/mise_tasks/jaeger.bash40# Check if already runningCOMMENT
LOWdeploy/helm/sie-cluster/values.yaml862 # Set 0 to disable; the binary clamps non-zero values below 10s.COMMENT
LOWpackages/sie_server/tests/api/test_encode_validation.py213 # Set SIE_MACHINE_PROFILE to l4-spot (K8s scenario)COMMENT
LOWpackages/sie_server/src/sie_server/core/registry.py1618 # Check if model is being unloaded - caller should retryCOMMENT
LOWpackages/sie_server/src/sie_server/core/registry.py3277 # Check if already loadedCOMMENT
LOWpackages/sie_server/src/sie_server/core/inference.py103 # Check if flash-attn package is availableCOMMENT
LOWpackages/sie_server/src/sie_server/core/watcher.py252 # Check if this is a relevant file (using fnmatch for glob patterns)COMMENT
LOW…/sie_server/src/sie_server/core/worker/model_worker.py1136 # Check if we should stopCOMMENT
LOW…/sie_server/src/sie_server/core/worker/model_worker.py1733 # Check if we have all results for this requestCOMMENT
LOW…/sie_server/src/sie_server/adapters/peft_lora_mixin.py201 # Check if already loadedCOMMENT
LOW…c/sie_server/adapters/colbert_rotary_flash/__init__.py240 # Check if this token exists as a single token in vocabCOMMENT
LOW…/sie_server/src/sie_server/adapters/gliner/__init__.py661 # Check if adjacent (touching or 1 char gap) and same labelCOMMENT
LOW…sie_server/src/sie_server/adapters/colbert/__init__.py423 # Check if there's a projection in the model's named modulesCOMMENT
LOW…sie_server/src/sie_server/adapters/colpali/__init__.py318 # Check if we have preprocessed items with pixel_valuesCOMMENT
LOW…sie_server/src/sie_server/adapters/colpali/__init__.py469 # Check if this is a PreparedItem with an ImagePayloadCOMMENT
LOW…s/sie_server/src/sie_server/adapters/sglang/_server.py555 # Check if process died.COMMENT
LOWpackages/sie_server/src/sie_server/api/encode.py333 # Check if LoRA is specified and ensure it's loadedCOMMENT
LOWpackages/sie_server/src/sie_server/api/openai_compat.py413 # Check if model exists firstCOMMENT
LOWpackages/sie_mcp/docs/examples/mcp_smoke.py86 # Read the file synchronously here, outside the async client (avoids blockingCOMMENT
LOWpackages/sie_sdk/src/sie_sdk/cache.py234 # Check if model exists in cluster cache.COMMENT
LOWpackages/sie_sdk/src/sie_sdk/cache.py353 # Check if this might be a gated model accessed without authCOMMENT
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py1531 # Check if we've exceeded the provision timeoutCOMMENT
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py2023 # Check if this is a gateway (has 'type': 'gateway') or workerCOMMENT
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py2362 # Check if we've exceeded the provision timeoutCOMMENT
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py3651 # Check if we've exceeded the provision timeoutCOMMENT
LOWpackages/sie_sdk/src/sie_sdk/client/sync.py2001 >>> # Check if L4 GPUs are availableSTRING
LOWpackages/sie_sdk/src/sie_sdk/client/async_.py1532 # Check if we've exceeded the provision timeoutCOMMENT
LOWpackages/sie_sdk/src/sie_sdk/client/async_.py1853 # Check if this is a gateway (has 'type': 'gateway') or workerCOMMENT
AI Slop Vocabulary13 hits · 34 pts
SeverityFileLineSnippetContext
MEDIUMexamples/agent-action-monitor/pyproject.toml35 "requests>=2.31", # agent-demo/harness.py's HTTP calls to the gate and mock-prodCODE
MEDIUM…nt-action-monitor/tests/test_actions_offense_memory.py153 # -- not the delay itself -- is what makes this robust under CICOMMENT
MEDIUMexamples/agent-action-monitor/src/dusk/api.py223 # 8000 everywhere -- Dockerfile, compose.yml, harness.py's defaultCOMMENT
MEDIUM…urance-claims-agent/verified-run/raw/policy-parse.json9 "markdown": "National Flood Insurance Program\n\n## Dwelling Form\n\nStandard Flood Insurance Policy\n\nF-122 / OctoCODE
MEDIUM…urance-claims-agent/verified-run/raw/policy-parse.json9 "markdown": "National Flood Insurance Program\n\n## Dwelling Form\n\nStandard Flood Insurance Policy\n\nF-122 / OctoCODE
MEDIUMpackages/sie_server/tests/adapters/test_florence2.py157 # Pixel-space COCO [x, y, w, h] (NOT normalized) so the detection harnessCOMMENT
MEDIUM…e_server/src/sie_server/adapters/florence2/__init__.py603 # Emit COCO [x, y, w, h] in pixels so the detection harness scores themCOMMENT
LOW…ages/sie_server/src/sie_server/processors/streaming.py2271 # cancels during load/compile/admission are honoured); just pass itCOMMENT
MEDIUMpackages/sie_config/src/sie_config/config_api.py57# second loop (test harness, subinterpreter, etc.) touches it.COMMENT
MEDIUM⚡packages/sie_gateway/assets/redoc.standalone.js2!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t(require("null")):"function"==typeof deCODE
MEDIUM⚡packages/sie_gateway/assets/redoc.standalone.js2!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t(require("null")):"function"==typeof deCODE
MEDIUM⚡packages/sie_gateway/assets/redoc.standalone.js2!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t(require("null")):"function"==typeof deCODE
MEDIUM…ages/sie_sdk/tests/client/test_backpressure_billing.py9# Mirrors the harness in ``test_oom_retry.py``: stub the underlying transportCOMMENT
Magic Placeholder Names5 hits · 25 pts
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HIGHexamples/ecommerce-product-search/README.md59export SIE_API_KEY="your-api-key"CODE
HIGHexamples/ecommerce-product-search/python/README.md38export SIE_API_KEY="your-api-key"CODE
HIGHexamples/ecommerce-product-search/typescript/README.md40export SIE_API_KEY="your-api-key"CODE
HIGHpackages/sie_ts_sdk/README.md26 apiKey: "YOUR_API_KEY",CODE
HIGHpackages/sie_sdk/README.md273 api_key="YOUR_API_KEY",CODE
Dead Code5 hits · 10 pts
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MEDIUMtools/ci/tests/test_real_models.py234CODE
MEDIUM…act-review-agent/contract_review_agent/native_model.py634CODE
MEDIUMpackages/sie_server/tests/core/test_runtime_options.py590CODE
MEDIUM…es/sie_server/tests/adapters/test_sglang_generation.py3257CODE
MEDIUMpackages/sie_server/tests/api/test_generate_stream.py593CODE
Overly Generic Function Names5 hits · 5 pts
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LOWexamples/speech-to-text/earnings21/transport.py162 def handle_request(self, request: httpx.Request) -> httpx.Response:CODE
LOWexamples/typed-decisions/workflow32/run.py142 def handle_request(self, request: httpx.Request) -> httpx.Response:CODE
LOW…les/document-to-markdown/document_to_markdown/frame.py135 def handle_request(self, request: httpx.Request) -> httpx.Response:CODE
LOW…es/sie_server/src/sie_server/core/upstream_deadline.py171 def handle_request(self, request: httpx.Request) -> httpx.Response:CODE
LOW…kages/sie_server/src/sie_server/config/sie_identity.py50 def handle_request(self, request: httpx.Request) -> httpx.Response:CODE
Example Usage Blocks1 hit · 2 pts
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LOW…gin/models/sugiv__stablebridge-pruner-highlighter.yaml15# Usage:COMMENT