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oracle-devrel/oracle-ai-developer-hub

Technical resources for AI developers to build applications, agents, and systems using Oracle AI Database and OCI services

11.7 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for oracle-devrel/oracle-ai-developer-hub, a Jupyter Notebook project with 4,411 GitHub stars. SynthScan examined 481,463 lines of code across 2319 source files, recording 3473 pattern matches distributed across 24 syntactic categories. The legacy adjusted pattern signal is 11.7 (Moderate pattern signal); it is not an authorship estimate.

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

11.7
Adjusted Signal
11.7
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
4.4K
Stars
Jupyter Notebook
Language
481.5K
Lines of Code
2.3K
Files
3.5K
Pattern Hits
2026-10-12
Scan Date
0.07
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 17.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1494 finding(s).

Hallucinated Dependency & Supply Chain Risk 5.8/100 · LOW

Are imports declared and package/API names verified? 512 finding(s).

Agent Over-Engineering Ratio 35.5/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 2448 finding(s).

PR Review Velocity Impact 44.8/100 · MEDIUM

Which changes need focused human review? 3473 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

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

No multi-scan history yet — run the scanner again to build trend data.

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 2HIGH 170MEDIUM 693LOW 2608

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 3473 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.

Decorative Section Separators496 hits · 1579 pts
SeverityFileLineSnippetContext
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py32# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py34# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py349# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py351# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py433# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py435# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py513# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py515# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py596# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py598# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py652# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py654# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py890# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py892# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py953# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py955# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py1108# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py1110# =============================================================================COMMENT
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py103# =============================================================================STRING
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py105# =============================================================================STRING
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py264# =============================================================================STRING
MEDIUMworkshops/soccer-analytics-agent/enhanced_features.py266# =============================================================================STRING
MEDIUM⚡…shops/soccer-analytics-agent/tests/test_grok_client.py83# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…shops/soccer-analytics-agent/tests/test_grok_client.py85# ---------------------------------------------------------------------------COMMENT
MEDIUM…data-agent-harness-workshop/app/backend/agent/tools.py193# ============================================================COMMENT
MEDIUM…data-agent-harness-workshop/app/backend/agent/tools.py195# ============================================================COMMENT
MEDIUM…data-agent-harness-workshop/app/backend/agent/tools.py229# ============================================================COMMENT
MEDIUM…data-agent-harness-workshop/app/backend/agent/tools.py231# ============================================================COMMENT
MEDIUM…data-agent-harness-workshop/.devcontainer/start_app.sh20# -----------------------------------------------------------------------------COMMENT
MEDIUM…data-agent-harness-workshop/.devcontainer/start_app.sh22# -----------------------------------------------------------------------------COMMENT
MEDIUM…data-agent-harness-workshop/.devcontainer/start_app.sh53# -----------------------------------------------------------------------------COMMENT
MEDIUM…data-agent-harness-workshop/.devcontainer/start_app.sh57# -----------------------------------------------------------------------------COMMENT
MEDIUM…data-agent-harness-workshop/.devcontainer/start_app.sh95# -----------------------------------------------------------------------------COMMENT
MEDIUM…data-agent-harness-workshop/.devcontainer/start_app.sh97# -----------------------------------------------------------------------------COMMENT
MEDIUM…data-agent-harness-workshop/.devcontainer/start_app.sh139# -----------------------------------------------------------------------------COMMENT
MEDIUM…data-agent-harness-workshop/.devcontainer/start_app.sh141# -----------------------------------------------------------------------------COMMENT
MEDIUM…data-agent-harness-workshop/.devcontainer/start_app.sh206# -----------------------------------------------------------------------------COMMENT
MEDIUM…data-agent-harness-workshop/.devcontainer/start_app.sh208# -----------------------------------------------------------------------------COMMENT
MEDIUM…mand_agent_workshop/app/frontend/src/useAgentSocket.ts252// ─── REST fetchers ────────────────────────────────────────────────────────COMMENT
MEDIUM…upplychain_demand_agent_workshop/app/backend/config.py8# ─── LLM provider ─────────────────────────────────────────────────────────COMMENT
MEDIUM⚡…upplychain_demand_agent_workshop/app/backend/config.py39# ─── Oracle ───────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡…upplychain_demand_agent_workshop/app/backend/config.py46# ─── In-DB embedder ───────────────────────────────────────────────────────COMMENT
MEDIUM⚡…upplychain_demand_agent_workshop/app/backend/config.py51# ─── Tables ───────────────────────────────────────────────────────────────COMMENT
MEDIUM…chain_demand_agent_workshop/app/backend/agent/tools.py16# ─── Process-level singletons ─────────────────────────────────────────────COMMENT
MEDIUM…chain_demand_agent_workshop/app/backend/agent/tools.py65# ─── demand_analyst tools ─────────────────────────────────────────────────COMMENT
MEDIUM…chain_demand_agent_workshop/app/backend/agent/tools.py79# ─── policy_agent tools ───────────────────────────────────────────────────COMMENT
MEDIUM…plychain_demand_agent_workshop/app/backend/api/data.py18# ─── The tables we expose ────────────────────────────────────────────────COMMENT
MEDIUM…plychain_demand_agent_workshop/app/backend/api/data.py73# ─── Helpers ─────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡…plychain_demand_agent_workshop/app/backend/api/data.py141# ─── Endpoints ───────────────────────────────────────────────────────────COMMENT
MEDIUM…_demand_agent_workshop/app/scripts/seed_supplychain.py34# ─── Tunables ────────────────────────────────────────────────────────────COMMENT
MEDIUM…n_demand_agent_workshop/.devcontainer/setup_runtime.sh34# ── 1. Bring up Oracle Free ───────────────────────────────────────────────COMMENT
MEDIUM…n_demand_agent_workshop/.devcontainer/setup_runtime.sh57# ── 2. Bootstrap (AGENT user + vector pool) ───────────────────────────────COMMENT
MEDIUM…n_demand_agent_workshop/.devcontainer/setup_runtime.sh81# ── 3. Load the ONNX embedder model ───────────────────────────────────────COMMENT
MEDIUM…n_demand_agent_workshop/.devcontainer/setup_runtime.sh94# ── 4. Seed Hugging Face data → OracleVS + AsyncOracleStore ───────────────COMMENT
MEDIUM…n_demand_agent_workshop/.devcontainer/setup_runtime.sh106# ── Summary ──────────────────────────────────────────────────────────────COMMENT
MEDIUM…chain_demand_agent_workshop/.devcontainer/start_app.sh16# ── Backend: FastAPI on :8000 ─────────────────────────────────────────────COMMENT
MEDIUM…chain_demand_agent_workshop/.devcontainer/start_app.sh30# ── Frontend: Vite on :3000 ───────────────────────────────────────────────COMMENT
MEDIUMbuild-paths/shared/snippets/memory_manager.py76 # ── conversational (per-thread message log; non-vector) ──────────────COMMENT
MEDIUMbuild-paths/shared/snippets/memory_manager.py97 # ── knowledge base (vector-searchable durable facts) ─────────────────COMMENT
MEDIUMbuild-paths/shared/snippets/memory_manager.py108 # ── workflow (in-flight multi-step state; non-vector, JSON CLOB) ─────COMMENT
436 more matches not shown…
Hyper-Verbose Identifiers965 hits · 1037 pts
SeverityFileLineSnippetContext
LOW…s/from_rag_to_agents_workshop/docs/part-4-retrieval.md52def vector_search_research_papers(conn, embedding_model, search_query, top_k=5):CODE
LOW…s/from_rag_to_agents_workshop/docs/part-4-retrieval.md91def hybrid_search_research_papers_pre_filter(conn, embedding_model, search_phrase, top_k=10, show_explain=False):STRING
LOW…rom_rag_to_agents_workshop/docs/part-5-rag-pipeline.md54def research_paper_assistant_rag_pipeline(CODE
LOW…ops/agent_memory_workshop/docs/part-7-observability.md39def configure_agent_observability(CODE
LOW…gent_memory_workshop/docs/part-3-memory-engineering.md36def create_conversational_history_table(conn, table_name: str = "CONVERSATIONAL_MEMORY"):CODE
LOW…gent_memory_workshop/docs/part-3-memory-engineering.md183def write_conversational_memory(self, content: str, role: str, thread_id: str) -> str:STRING
LOW…/information_retrieval_to_RAG/docs/part-4-retrieval.md48def keyword_search_research_papers(conn, keyword: str):CODE
LOW…/information_retrieval_to_RAG/docs/part-4-retrieval.md95def vector_search_research_papers(conn, embedding_model, search_query, top_k=5):STRING
LOW…/information_retrieval_to_RAG/docs/part-4-retrieval.md134def hybrid_search_research_papers_pre_filter(conn, embedding_model, search_phrase, top_k=10, show_explain=False):STRING
LOW…/information_retrieval_to_RAG/docs/part-4-retrieval.md194def hybrid_search_research_papers_postfilter(STRING
LOW…/information_retrieval_to_RAG/docs/part-4-retrieval.md269def graph_search_research_papers(STRING
LOW…formation_retrieval_to_RAG/docs/part-5-rag-pipeline.md54def research_paper_assistant_rag_pipeline(CODE
LOWworkshops/soccer-analytics-agent/enhanced_features.py1066def run_random_split_experiment(df_features):CODE
LOW…ps/soccer-analytics-agent/tests/test_live_inference.py43def test_predict_returns_normalized_probs(dummy_model_on_disk):CODE
LOW…ps/soccer-analytics-agent/tests/test_live_inference.py50def test_predict_team_with_no_features_works(dummy_model_on_disk):CODE
LOW⚡…s/soccer-analytics-agent/tests/test_feature_runtime.py58def test_get_elo_top_nations_above_average(runtime: FeatureRuntime):CODE
LOW⚡…s/soccer-analytics-agent/tests/test_feature_runtime.py66def test_get_elo_weak_nation_below_average(runtime: FeatureRuntime):CODE
LOW⚡…s/soccer-analytics-agent/tests/test_feature_runtime.py72def test_get_team_form_returns_real_numbers(runtime: FeatureRuntime):CODE
LOW…s/soccer-analytics-agent/tests/test_feature_runtime.py96def test_get_poisson_xg_lambdas_in_range(runtime: FeatureRuntime):CODE
LOW…s/soccer-analytics-agent/tests/test_feature_runtime.py103def test_get_tournament_context_shape(runtime: FeatureRuntime):CODE
LOW…s/soccer-analytics-agent/tests/test_feature_runtime.py121def test_runtime_elo_matches_notebook_elo(runtime: FeatureRuntime):CODE
LOW…s/soccer-analytics-agent/tests/test_feature_runtime.py142def test_predict_match_uses_real_features(runtime: FeatureRuntime):CODE
LOW…s/soccer-analytics-agent/tests/test_feature_runtime.py165def test_build_match_briefing_use_case(runtime: FeatureRuntime):CODE
LOW…/soccer-analytics-agent/tests/test_langchain_hybrid.py9def test_prediction_document_from_row_formats_model_output():CODE
LOW…/soccer-analytics-agent/tests/test_langchain_hybrid.py22def test_team_documents_carry_retrieval_metadata():CODE
LOW…/soccer-analytics-agent/tests/test_langchain_hybrid.py41def test_rrf_merge_combines_vector_and_text_ranks():CODE
LOW…/soccer-analytics-agent/tests/test_langchain_hybrid.py59def test_missing_table_detection_is_narrow():CODE
LOW…/soccer-analytics-agent/tests/test_langchain_hybrid.py72def test_error_summary_is_concise_and_keeps_exception_type():CODE
LOW…/soccer-analytics-agent/tests/test_langchain_hybrid.py82def test_oracle_agent_memory_embedder_uses_database_embedding_adapter(monkeypatch):CODE
LOW…/soccer-analytics-agent/tests/test_langchain_hybrid.py98def test_oracle_agent_memory_demo_preserves_warning_evidence(monkeypatch):CODE
LOWworkshops/soccer-analytics-agent/tests/test_db.py4def test_admin_connection_runs_select():CODE
LOWworkshops/soccer-analytics-agent/tests/test_db.py11def test_soccer_user_can_select_dual(soccer_user_ready):CODE
LOW…shops/soccer-analytics-agent/tests/test_grok_client.py33def test_chat_parses_tool_call():CODE
LOW⚡…shops/soccer-analytics-agent/tests/test_grok_client.py87def test_parse_tool_calls_single_line():CODE
LOW⚡…shops/soccer-analytics-agent/tests/test_grok_client.py97def test_parse_tool_calls_multiline_indented():CODE
LOW⚡…shops/soccer-analytics-agent/tests/test_grok_client.py115def test_parse_tool_calls_nested_args():CODE
LOW⚡…shops/soccer-analytics-agent/tests/test_grok_client.py125def test_parse_tool_calls_no_match():CODE
LOW⚡…shops/soccer-analytics-agent/tests/test_grok_client.py132def test_parse_tool_calls_malformed_json_ignored():CODE
LOW⚡…shops/soccer-analytics-agent/tests/test_grok_client.py139def test_parse_tool_calls_empty_args():CODE
LOW…kshops/soccer-analytics-agent/tests/test_embeddings.py7def test_embed_one_truncates_long_input(monkeypatch):CODE
LOW…kshops/soccer-analytics-agent/tests/test_embeddings.py51def test_embed_many_distinct_inputs_differ(onnx_model_loaded):CODE
LOW…-analytics-agent/tests/test_langgraph_observability.py12def test_run_turn_persists_langgraph_oracledb_steps(CODE
LOW…kshops/soccer-analytics-agent/tests/test_agent_loop.py21def test_run_turn_with_tool_call(predictions_loaded, memory_schema_ready, onnx_model_loaded):CODE
LOW…ps/soccer-analytics-agent/tests/test_bulk_inference.py6def test_lookup_existing_match(predictions_loaded):CODE
LOW…ps/soccer-analytics-agent/tests/test_bulk_inference.py14def test_lookup_missing_match_returns_none(predictions_loaded):CODE
LOWworkshops/soccer-analytics-agent/tests/test_setup_db.py41def test_setup_db_creates_tables(sample_csvs):CODE
LOWworkshops/soccer-analytics-agent/tests/test_api.py21def test_health_grok_configured_requires_all_three_vars(monkeypatch):CODE
LOWworkshops/soccer-analytics-agent/tests/test_api.py82def test_predict_endpoint_uses_live_features(client, monkeypatch):CODE
LOWworkshops/soccer-analytics-agent/tests/test_api.py109def test_chat_endpoint_returns_json_on_failure(client, monkeypatch):CODE
LOWworkshops/soccer-analytics-agent/tests/test_api.py126def test_memory_get_and_delete(client):CODE
LOW…soccer-analytics-agent/tests/test_enhanced_features.py13def test_football_elo_goal_diff_multiplier():CODE
LOW…soccer-analytics-agent/tests/test_enhanced_features.py23def test_team_tracker_defaults_and_days_since_last():CODE
LOW…soccer-analytics-agent/tests/test_enhanced_features.py52def test_determine_conceded_first_accounts_for_own_goals():CODE
LOW…soccer-analytics-agent/tests/test_enhanced_features.py59def test_determine_conceded_first_uses_scoreline_when_goal_times_missing():CODE
LOWworkshops/soccer-analytics-agent/tests/test_tools.py22def test_sql_query_rejects_delete(memory_schema_ready):CODE
LOW…ops/soccer-analytics-agent/tests/test_memory_schema.py11def test_init_memory_creates_all_tables(soccer_user_ready):CODE
LOW…nalytics-agent/soccer_agent/memory/langchain_hybrid.py124def prediction_document_from_row(row: Sequence[Any]) -> SourceDocument:CODE
LOW…nalytics-agent/soccer_agent/memory/langchain_hybrid.py162def team_stat_document_from_row(row: Sequence[Any]) -> SourceDocument:CODE
LOW…nalytics-agent/soccer_agent/memory/langchain_hybrid.py190def team_decade_document_from_row(row: Sequence[Any]) -> SourceDocument:CODE
LOW…nalytics-agent/soccer_agent/memory/langchain_hybrid.py218def fetch_prediction_documents(limit: int = 2_500) -> list[SourceDocument]:CODE
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Excessive Try-Catch Wrapping791 hits · 838 pts
SeverityFileLineSnippetContext
LOW…ps/from_rag_to_agents_workshop/docs/troubleshooting.md236except Exception as e:CODE
LOW…ps/from_rag_to_agents_workshop/docs/troubleshooting.md247except Exception as e:CODE
LOW…m_rag_to_agents_workshop/docs/part-8-session-memory.md123 except Exception as e:STRING
MEDIUM…m_rag_to_agents_workshop/docs/part-8-session-memory.md124 print(f"Error popping item(s): {e}")STRING
LOW⚡…_rag_to_agents_workshop/.devcontainer/setup_runtime.sh82 except Exception as e:CODE
LOW⚡…_rag_to_agents_workshop/.devcontainer/setup_runtime.sh90 except Exception:CODE
LOW⚡…_rag_to_agents_workshop/.devcontainer/setup_runtime.sh96 except Exception:CODE
LOW⚡…_rag_to_agents_workshop/.devcontainer/setup_runtime.sh100 except Exception:CODE
LOW⚡…_rag_to_agents_workshop/.devcontainer/setup_runtime.sh106except Exception as e:CODE
LOW…_rag_to_agents_workshop/.devcontainer/setup_runtime.sh180except Exception as e:CODE
LOW…m_rag_to_agents_workshop/.devcontainer/start_oracle.sh50except Exception:STRING
LOW…m_rag_to_agents_workshop/.devcontainer/start_oracle.sh67except Exception as e:STRING
LOW…m_rag_to_agents_workshop/.devcontainer/start_oracle.sh89 except Exception:STRING
LOWworkshops/agent_memory_workshop/docs/troubleshooting.md305except Exception as e:CODE
LOWworkshops/agent_memory_workshop/docs/troubleshooting.md316except Exception as e:CODE
LOW…hops/agent_memory_workshop/docs/part-1-oracle-setup.md66 except Exception as e:CODE
LOW⚡…s/agent_memory_workshop/.devcontainer/setup_runtime.sh82 except Exception as e:CODE
LOW⚡…s/agent_memory_workshop/.devcontainer/setup_runtime.sh90 except Exception:CODE
LOW⚡…s/agent_memory_workshop/.devcontainer/setup_runtime.sh98except Exception as e:CODE
LOW…s/agent_memory_workshop/.devcontainer/setup_runtime.sh172except Exception as e:CODE
LOW…ps/agent_memory_workshop/.devcontainer/start_oracle.sh50except Exception:STRING
LOW…ps/agent_memory_workshop/.devcontainer/start_oracle.sh67except Exception as e:STRING
LOW…ps/agent_memory_workshop/.devcontainer/start_oracle.sh89 except Exception:STRING
LOW…s/information_retrieval_to_RAG/docs/troubleshooting.md206except Exception as e:CODE
LOW…s/information_retrieval_to_RAG/docs/troubleshooting.md217except Exception as e:CODE
LOW⚡…mation_retrieval_to_RAG/.devcontainer/setup_runtime.sh82 except Exception as e:CODE
LOW⚡…mation_retrieval_to_RAG/.devcontainer/setup_runtime.sh90 except Exception:CODE
LOW⚡…mation_retrieval_to_RAG/.devcontainer/setup_runtime.sh96 except Exception:CODE
LOW⚡…mation_retrieval_to_RAG/.devcontainer/setup_runtime.sh100 except Exception:CODE
LOW⚡…mation_retrieval_to_RAG/.devcontainer/setup_runtime.sh106except Exception as e:CODE
LOW…mation_retrieval_to_RAG/.devcontainer/setup_runtime.sh180except Exception as e:CODE
LOW…rmation_retrieval_to_RAG/.devcontainer/start_oracle.sh50except Exception:STRING
LOW…rmation_retrieval_to_RAG/.devcontainer/start_oracle.sh67except Exception as e:STRING
LOW…rmation_retrieval_to_RAG/.devcontainer/start_oracle.sh89 except Exception:STRING
LOWworkshops/soccer-analytics-agent/soccer_agent/db.py46 except Exception:CODE
LOWworkshops/soccer-analytics-agent/soccer_agent/db.py67 except Exception:CODE
LOW…ytics-agent/soccer_agent/memory/oracle_agent_memory.py153 except Exception as exc:CODE
LOW…nalytics-agent/soccer_agent/memory/langchain_hybrid.py385 except Exception as exc: # optional vector/text/hybrid indexes vary by imageCODE
LOW…nalytics-agent/soccer_agent/memory/langchain_hybrid.py580 except Exception as exc:CODE
LOW…nalytics-agent/soccer_agent/memory/langchain_hybrid.py589 except Exception as exc:CODE
LOW…nalytics-agent/soccer_agent/memory/langchain_hybrid.py601 except Exception as exc:CODE
LOW…ops/soccer-analytics-agent/soccer_agent/agent/tools.py267 except Exception as exc: # pragma: no cover - defensive workshop resilienceCODE
LOW…ops/soccer-analytics-agent/soccer_agent/agent/tools.py440 except Exception as exc:CODE
LOW…ops/soccer-analytics-agent/soccer_agent/agent/tools.py472 except Exception as exc:CODE
LOW…cs-agent/soccer_agent/observability/langgraph_steps.py66 except Exception as exc: # pragma: no cover - exact DB errors are environment-specificCODE
LOW…cs-agent/soccer_agent/observability/langgraph_steps.py105 except Exception as exc: # pragma: no cover - exact DB errors are environment-specificCODE
LOW…cs-agent/soccer_agent/observability/langgraph_steps.py120 except Exception as exc: # pragma: no cover - exact DB errors are environment-specificCODE
LOW…kshops/soccer-analytics-agent/soccer_agent/api/main.py68 except Exception:CODE
LOW…kshops/soccer-analytics-agent/soccer_agent/api/main.py84 except Exception as exc:CODE
LOW…kshops/soccer-analytics-agent/soccer_agent/api/main.py105 except Exception as exc:CODE
LOWworkshops/soccer-analytics-agent/scripts/init_memory.py34 except Exception:CODE
LOW…ps/soccer-analytics-agent/scripts/prepare_artifacts.py43 except Exception:CODE
LOW…ps/soccer-analytics-agent/scripts/prepare_artifacts.py53 except Exception:CODE
LOWworkshops/soccer-analytics-agent/scripts/verify.py32 except Exception as exc:CODE
LOWworkshops/soccer-analytics-agent/scripts/verify.py46 except Exception as exc:CODE
LOW⚡workshops/soccer-analytics-agent/scripts/verify.py58 except Exception as exc:CODE
LOW⚡workshops/soccer-analytics-agent/scripts/verify.py69 except Exception as exc:CODE
LOW⚡workshops/soccer-analytics-agent/scripts/verify.py82 except Exception as exc:CODE
LOWworkshops/soccer-analytics-agent/scripts/verify.py105 except Exception as exc:CODE
LOWworkshops/soccer-analytics-agent/scripts/verify.py123 except Exception as exc:CODE
731 more matches not shown…
Empty Error Handlers122 hits · 610 pts
SeverityFileLineSnippetContext
HIGHworkshops/soccer-analytics-agent/soccer_agent/db.py46except Exception:CODE
HIGHworkshops/soccer-analytics-agent/scripts/init_memory.py34except Exception:CODE
HIGH…ops/soccer-analytics-agent/scripts/load_predictions.py57except Exception:CODE
HIGHworkshops/soccer-analytics-agent/scripts/setup_db.py36except oracledb.DatabaseError:CODE
HIGHworkshops/soccer-analytics-agent/scripts/setup_db.py151except oracledb.DatabaseError:CODE
HIGH…ta-agent-harness-workshop/app/backend/agent/harness.py147except Exception:CODE
HIGH…a-agent-harness-workshop/app/backend/db/vector_pool.py19except oracledb.DatabaseError:CODE
HIGH…a-agent-harness-workshop/app/backend/db/vector_pool.py27except oracledb.DatabaseError:CODE
HIGH…a-agent-harness-workshop/app/backend/db/vector_pool.py71except oracledb.DatabaseError:CODE
HIGH…ent-harness-workshop/app/backend/db/scheduler_setup.py89except oracledb.DatabaseError:CODE
HIGH…ise-data-agent-harness-workshop/app/backend/db/dbfs.py188except oracledb.DatabaseError:CODE
HIGH…ise-data-agent-harness-workshop/app/backend/db/dbfs.py223except oracledb.DatabaseError:CODE
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HIGH…nt-harness-workshop/app/backend/db/seed_supplychain.py233except oracledb.DatabaseError:CODE
HIGH…-agent-harness-workshop/app/backend/api/data_routes.py94except Exception:CODE
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HIGH…a-agent-harness-workshop/app/scripts/setup_advanced.py333except oracledb.DatabaseError:CODE
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HIGH…rprise-data-agent-harness-workshop/app/scripts/seed.py43except Exception:CODE
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HIGH…in_demand_agent_workshop/app/backend/db/connections.py75except Exception:CODE
HIGH…ain_demand_agent_workshop/app/backend/api/websocket.py121except Exception:CODE
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HIGHbuild-paths/shared/templates/verify.template.py80except Exception:CODE
HIGH…rtners/copilotkit/demo/agent/concierge/checkpointer.py94except Exception:CODE
HIGHapps/FitTracker/scripts/seed_data.py283except Exception:CODE
HIGHapps/agent-reasoning/agent_cli.py1140except Exception:CODE
HIGHapps/agent-reasoning/agent_cli.py1627except Exception:CODE
HIGHapps/agent-reasoning/tests/test_meta.py65except Exception:CODE
HIGHapps/agent-reasoning/datalake/cli.py205except click.Abort:CODE
HIGHapps/agent-reasoning/datalake/cli.py285except click.Abort:CODE
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HIGHapps/agent-reasoning/datalake/cli.py629except click.Abort:CODE
HIGHapps/agent-reasoning/datalake/cli.py261except (json.JSONDecodeError, TypeError):CODE
HIGHapps/agent-reasoning/src/agent_reasoning/config.py54except Exception:CODE
HIGH…ps/agent-reasoning/src/agent_reasoning/agents/react.py82except Exception:CODE
HIGH…oning/src/agent_reasoning/agents/complex_refinement.py436except ValueError:CODE
HIGH…oning/src/agent_reasoning/agents/complex_refinement.py443except ValueError:CODE
HIGH…easoning/src/agent_reasoning/agents/refinement_loop.py209except ValueError:CODE
HIGH…easoning/src/agent_reasoning/agents/refinement_loop.py217except ValueError:CODE
HIGHapps/agent-reasoning/src/benchmarks/runner.py498except ImportError:CODE
HIGHapps/agent-reasoning/src/benchmarks/runner.py562except Exception:CODE
HIGHapps/agent-reasoning/src/benchmarks/runner.py632except json.JSONDecodeError:CODE
HIGHapps/agent-reasoning/src/benchmarks/accuracy.py1152except Exception:CODE
HIGH…data-migration-harness/data_migration_harness/model.py249except (KeyError, IndexError, TypeError):CODE
HIGH…data-migration-harness/data_migration_harness/model.py258except (KeyError, IndexError, TypeError):CODE
HIGH…data-migration-harness/data_migration_harness/model.py635except (KeyError, IndexError, TypeError):CODE
HIGH…data-migration-harness/data_migration_harness/model.py642except (KeyError, IndexError, TypeError):CODE
HIGH…e-data-migration-harness/data_migration_harness/app.py400except Exception:CODE
HIGH…e-data-migration-harness/data_migration_harness/app.py254except Exception:CODE
HIGH…e-data-migration-harness/data_migration_harness/app.py394except Exception:CODE
HIGH…ration-harness/data_migration_harness/source_config.py101except Exception:CODE
HIGH…ration-harness/data_migration_harness/source_config.py120except Exception:CODE
HIGH…migration-harness/data_migration_harness/tools/dbfs.py22except Exception:CODE
HIGH…harness/data_migration_harness/tools/generic_oracle.py115except Exception:CODE
HIGH…harness/data_migration_harness/tools/generic_oracle.py155except Exception:CODE
HIGH…harness/data_migration_harness/tools/generic_oracle.py232except Exception:CODE
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Unused Imports467 hits · 436 pts
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LOW…ytics-agent/soccer_agent/memory/oracle_agent_memory.py9CODE
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LOW…ps/soccer-analytics-agent/scripts/prepare_artifacts.py13CODE
LOW…ps/soccer-analytics-agent/scripts/embed_match_facts.py9CODE
LOW…nalytics-agent/scripts/showcase_oracle_agent_memory.py9CODE
LOW…cer-analytics-agent/scripts/showcase_match_briefing.py10CODE
LOW…analytics-agent/scripts/generate_ml_pipeline_drawio.py1CODE
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LOWworkshops/soccer-analytics-agent/scripts/verify.py65CODE
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LOW…ata-agent-harness-workshop/app/backend/agent/skills.py10CODE
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LOW…data-agent-harness-workshop/app/backend/agent/tools.py21CODE
LOW…data-agent-harness-workshop/app/backend/agent/tools.py21CODE
LOW…e-data-agent-harness-workshop/app/backend/agent/llm.py18CODE
LOW…agent-harness-workshop/app/backend/retrieval/rerank.py12CODE
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LOW…gent-harness-workshop/app/backend/retrieval/scanner.py10CODE
LOW…gent-harness-workshop/app/backend/retrieval/scanner.py11CODE
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LOW…ent-harness-workshop/app/backend/db/scheduler_setup.py19CODE
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Modern AI Meta-Vocabulary111 hits · 312 pts
SeverityFileLineSnippetContext
MEDIUMworkshops/from_rag_to_agents_workshop/README.md1# From RAG to Agents WorkshopCOMMENT
MEDIUM…ps/from_rag_to_agents_workshop/docs/troubleshooting.md116### Jupyter kernel not found or "From RAG to Agents Workshop" kernel missingCOMMENT
MEDIUM…rom_rag_to_agents_workshop/docs/part-5-rag-pipeline.md1# Part 5: Building a RAG Pipeline [Generation Layer]COMMENT
MEDIUM…ops/from_rag_to_agents_workshop/docs/TODO-checklist.md26### Part 5 — RAG Pipeline ([Guide](part-5-rag-pipeline.md))COMMENT
MEDIUM…ops/from_rag_to_agents_workshop/docs/TODO-checklist.md34### Part 7 — Orchestration ([Guide](part-7-orchestration.md))COMMENT
MEDIUMworkshops/information_retrieval_to_RAG/README.md1# Information Retrieval to RAG WorkshopCOMMENT
MEDIUM…s/information_retrieval_to_RAG/docs/troubleshooting.md116### Jupyter kernel not found or "Information Retrieval to RAG Workshop" kernel missingCOMMENT
MEDIUM…formation_retrieval_to_RAG/docs/part-5-rag-pipeline.md1# Part 5: Building a RAG Pipeline [Generation Layer]COMMENT
MEDIUM…ps/information_retrieval_to_RAG/docs/TODO-checklist.md29### Part 5 — RAG Pipeline ([Guide](part-5-rag-pipeline.md))COMMENT
MEDIUM…soccer-analytics-agent/workshop/HACKATHON_GUIDE_ADB.md477### Why hybrid retrieval instead of semantic-only RAG?COMMENT
MEDIUM…cs-agent/.claude/skills/soccer-agent-toolbelt/SKILL.md160### In-DB ONNX embedding modelCOMMENT
MEDIUM…rise-data-agent-harness-workshop/app/backend/config.py110# Maximum context window for the configured LLM (override via env). Used byCOMMENT
MEDIUM…ta-agent-harness-workshop/app/backend/agent/harness.py237 # how full the context window is, in real time as the loop runs.COMMENT
MEDIUM⚡…-data-agent-harness-workshop/app/backend/api/events.py100 # Refresh the right-pane context window. Failure here mustn't blockCOMMENT
MEDIUM…ata-agent-harness-workshop/docs/part-8-dds-identity.md18> See [`Introducing Oracle Deep Data Security`](https://blogs.oracle.com/database/introducing-oracle-deep-data-security-CODE
MEDIUMdocs/cyp-friction-pass/2026-05-05-summary.md67### Run #3 — advanced-hybrid-analyst (NL2SQL + doc-RAG hybrid analyst)COMMENT
MEDIUMdocs/superpowers/plans/2026-05-05-cyp-deck-expansion.md352## Task 4: Slide 6 — Multi-source RAG (PDFs + web), NEWCOMMENT
MEDIUMdocs/superpowers/plans/2026-05-05-cyp-deck-expansion.md1137## Task 12: Slide 18 — Multi-agent RAG, NEWCOMMENT
MEDIUM…/superpowers/specs/2026-05-05-cyp-friction-findings.md36### P0-4 — In-DB ONNX scaffold is brittle; `onnx2oracle` does it cleanly in one commandCOMMENT
MEDIUM…erpowers/specs/2026-05-05-cyp-deck-expansion-design.md91### Slide 6★ — Multi-source RAG (PDFs + web)COMMENT
MEDIUM…erpowers/specs/2026-05-05-cyp-deck-expansion-design.md202### Slide 18★ — Multi-agent RAGCOMMENT
MEDIUMbuild-paths/GETTING_STARTED.md65### 4. Wait for the scaffoldCOMMENT
MEDIUMbuild-paths/GETTING_STARTED.md136### 4. Wait for the scaffoldCOMMENT
MEDIUMbuild-paths/GETTING_STARTED.md176## Walk-through 3 — Advanced: NL2SQL + doc-RAG hybrid analyst (idea 1)COMMENT
MEDIUMbuild-paths/GETTING_STARTED.md210### 4. Wait for the scaffoldCOMMENT
MEDIUMbuild-paths/advanced/project-ideas.md34## 1. NL2SQL + doc-RAG hybrid analyst (production-feeling)COMMENT
MEDIUMbuild-paths/advanced/project-ideas.md178## What the skill won't scaffold at this tierCOMMENT
MEDIUMbuild-paths/archive/intermediate-ideas.md9## 1. PDF-RAG chatbotCOMMENT
MEDIUMbuild-paths/archive/intermediate-ideas.md149## What the skill won't scaffoldCOMMENT
MEDIUMbuild-paths/archive/beginner-ideas.md157## What the skill won't scaffoldCOMMENT
MEDIUMbuild-paths/archive/advanced-ideas.md142## What the skill won't scaffoldCOMMENT
MEDIUMbuild-paths/shared/references/langchain-oracledb.md44## Intermediate features (teach when the user is ready for RAG)COMMENT
MEDIUMbuild-paths/shared/templates/readme.template.md26cp .env.example .env # already populated by the scaffolding skillCODE
MEDIUMbuild-paths/beginner/project-ideas.md113## What the skill won't scaffoldCOMMENT
MEDIUMbuild-paths/skills/oracle-mcp-server-helper/SKILL.md76## Step 4 — Write `mcp_client.py` (local-tool scaffold)COMMENT
MEDIUMbuild-paths/intermediate/project-ideas.md139## What the skill won't scaffold at this tierCOMMENT
MEDIUMapps/agent-reasoning/verification/verify_reflexion.py10 # A tricky question that might induce hallucinations or incomplete answers initiallyCOMMENT
MEDIUM…eractive/app/components/widgets/ArchitectureWidget.tsx32 { key: "meta", label: "Meta", color: "#e879f9", description: "Meta-cognitive orchestrationCODE
MEDIUM…gent-reasoning/src/agent_reasoning/agents/recursive.py128 # Stop at "Observation:" locally if the model hallucinates it?COMMENT
MEDIUMapps/agent-reasoning/src/agent_reasoning/agents/mcts.py230 # Build the best reasoning traceCOMMENT
MEDIUM…e-data-migration-harness/data_migration_harness/app.py65# Lazy embedding model loader so app only downloads the model when semantic search runs.COMMENT
MEDIUMapps/agentic_rag/README.md1# Agentic RAG SystemCOMMENT
MEDIUMapps/agentic_rag/README.md349#### Use RAG AgentCOMMENT
MEDIUMapps/agentic_rag/README.md401 # --name agentic-rag \COMMENT
MEDIUMapps/agentic_rag/README.md402 # agentic-ragCOMMENT
MEDIUMapps/agentic_rag/README.md1022#### Main RAG Agent CardCOMMENT
MEDIUMapps/agentic_rag/gradio_app.py1170 # 🤖 Agentic RAG SystemCOMMENT
MEDIUMapps/agentic_rag/k8s/README.md1# Agentic RAG Kubernetes DeploymentCOMMENT
MEDIUMapps/agentic_rag/tests/test_data_lake.py181 source="https://github.com/example/agentic-rag",CODE
MEDIUMapps/agentic_rag/tests/test_new_cot.py24 # Process query with multi-agent CoTCOMMENT
MEDIUMapps/agentic_rag/tests/test_new_cot.py86 # Test cases that demonstrate multi-agent CoT benefitsCOMMENT
MEDIUMapps/agentic_rag/openwebui_functions/README.md35### 1. Oracle RAG Filter (`oracle_rag_filter.py`)COMMENT
MEDIUMapps/agentic_rag/openwebui_functions/README.md58### 2. Oracle RAG Pipe (`oracle_rag_pipe.py`)COMMENT
MEDIUM…s/agentic_rag/openwebui_functions/oracle_rag_filter.py112 # Use unified RAG search endpointCOMMENT
MEDIUMapps/agentic_rag/src/file_routes.py92 # Add to RAG vector storeCOMMENT
MEDIUMapps/agentic_rag/src/live_logs.py437DASHBOARD_HTML = "<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n<meta charset=\"utf-8\">\n<meta name=\"viewport\" contentCODE
MEDIUMapps/agentic_rag/src/openai_compat.py426 # Display RAG sources if presentCOMMENT
MEDIUMapps/agentic_rag/src/openai_compat.py1075 # 3. Process Open WebUI embedded sources (persist to RAG)COMMENT
MEDIUMapps/agentic_rag/src/openai_compat.py1097 # 6. Do RAG search if model config says use_ragCOMMENT
MEDIUMapps/agentic_rag/src/openai_compat.py486 use_rag=False, # RAG already applied aboveCODE
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Deep Nesting216 hits · 192 pts
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LOW…ise-data-agent-harness-workshop/app/backend/db/dbfs.py151CODE
LOW…nt-harness-workshop/app/backend/db/seed_supplychain.py244CODE
LOW…nt-harness-workshop/app/backend/db/seed_supplychain.py264CODE
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LOW…agent-harness-workshop/app/backend/api/world_routes.py279CODE
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LOWbuild-paths/shared/snippets/oamp_helpers.py92CODE
LOWbuild-paths/shared/snippets/oamp_helpers.py101CODE
LOWbuild-paths/shared/snippets/sql_runner.py119CODE
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LOWapps/FitTracker/scripts/seed_data.py26CODE
LOWapps/FitTracker/src/fittrack/core/database.py137CODE
LOWapps/FitTracker/src/fittrack/core/database.py173CODE
LOWapps/FitTracker/src/fittrack/models/profile.py79CODE
LOWapps/agent-reasoning/generate_reasoning_outputs.py17CODE
LOWapps/agent-reasoning/server.py164CODE
LOWapps/agent-reasoning/server.py187CODE
LOWapps/agent-reasoning/agent_cli.py233CODE
LOWapps/agent-reasoning/agent_cli.py296CODE
LOWapps/agent-reasoning/agent_cli.py330CODE
LOWapps/agent-reasoning/agent_cli.py411CODE
LOWapps/agent-reasoning/agent_cli.py524CODE
LOWapps/agent-reasoning/agent_cli.py643CODE
LOWapps/agent-reasoning/agent_cli.py1076CODE
LOWapps/agent-reasoning/agent_cli.py1799CODE
LOWapps/agent-reasoning/agent_cli.py1209CODE
LOWapps/agent-reasoning/main.py10CODE
LOWapps/agent-reasoning/tests/test_refinement_loop.py84CODE
LOWapps/agent-reasoning/tests/test_refinement_loop.py90CODE
LOWapps/agent-reasoning/tests/test_self_reflection.py77CODE
LOWapps/agent-reasoning/tests/test_self_reflection.py152CODE
LOWapps/agent-reasoning/tests/test_self_reflection.py83CODE
LOWapps/agent-reasoning/tests/test_self_reflection.py158CODE
LOWapps/agent-reasoning/tests/test_meta.py44CODE
LOWapps/agent-reasoning/datalake/cli.py221CODE
LOWapps/agent-reasoning/datalake/cli.py294CODE
LOWapps/agent-reasoning/datalake/cli.py535CODE
LOWapps/agent-reasoning/benchmarks/benchmark_oci.py159CODE
LOWapps/agent-reasoning/benchmarks/benchmark_oci.py326CODE
LOWapps/agent-reasoning/benchmarks/benchmark_ollama.py24CODE
LOWapps/agent-reasoning/benchmarks/benchmark_ollama.py84CODE
LOWapps/agent-reasoning/src/agent_reasoning/circuits.py54CODE
LOWapps/agent-reasoning/src/agent_reasoning/config.py32CODE
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Cross-File Repetition21 hits · 105 pts
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HIGH…m_rag_to_agents_workshop/.devcontainer/start_oracle.sh0select current_size from v$sga_dynamic_components where component = 'vector memory area'STRING
HIGH…ps/agent_memory_workshop/.devcontainer/start_oracle.sh0select current_size from v$sga_dynamic_components where component = 'vector memory area'STRING
HIGH…rmation_retrieval_to_RAG/.devcontainer/start_oracle.sh0select current_size from v$sga_dynamic_components where component = 'vector memory area'STRING
HIGH…chain_demand_agent_workshop/app/backend/agent/tools.py0fetch the standing planner-prefs buy-volume policy from oraclevs.STRING
HIGH…hain_demand_agent_workshop/docs/part-9-policy-agent.md0fetch the standing planner-prefs buy-volume policy from oraclevs.STRING
HIGH…chain-demand-planning-agent/app/backend/agent/tools.py0fetch the standing planner-prefs buy-volume policy from oraclevs.STRING
HIGH…hain-demand-planning-agent/docs/part-9-policy-agent.md0fetch the standing planner-prefs buy-volume policy from oraclevs.STRING
HIGH…chain_demand_agent_workshop/app/backend/agent/tools.py0look up long-term saved preferences for a planner by their user_id.STRING
HIGH…hain_demand_agent_workshop/docs/part-9-policy-agent.md0look up long-term saved preferences for a planner by their user_id.STRING
HIGH…chain-demand-planning-agent/app/backend/agent/tools.py0look up long-term saved preferences for a planner by their user_id.STRING
HIGH…hain-demand-planning-agent/docs/part-9-policy-agent.md0look up long-term saved preferences for a planner by their user_id.STRING
HIGHapps/second-brain/examples/example_loader.py0insert into content_chunks (post_id, seq, chunk, embedding) values (:p, :s, :t, vector_embedding(minilm using :t as dataSTRING
HIGHapps/second-brain/scripts/gdrive.py0insert into content_chunks (post_id, seq, chunk, embedding) values (:p, :s, :t, vector_embedding(minilm using :t as dataSTRING
HIGHapps/second-brain/scripts/obsidian.py0insert into content_chunks (post_id, seq, chunk, embedding) values (:p, :s, :t, vector_embedding(minilm using :t as dataSTRING
HIGHapps/second-brain/scripts/substack.py0insert into content_chunks (post_id, seq, chunk, embedding) values (:pid, :seq, :chunk, vector_embedding(minilm using :eSTRING
HIGHapps/second-brain/scripts/youtube_transcripts.py0insert into content_chunks (post_id, seq, chunk, embedding) values (:pid, :seq, :chunk, vector_embedding(minilm using :eSTRING
HIGHapps/second-brain/scripts/chatgpt.py0insert into content_chunks (post_id, seq, chunk, embedding) values (:pid, :seq, :chunk, vector_embedding(minilm using :eSTRING
HIGHapps/second-brain/scripts/instagram_export.py0insert into content_chunks (post_id, seq, chunk, embedding) values (:pid, :seq, :chunk, vector_embedding(minilm using :eSTRING
HIGHapps/second-brain/scripts/notion.py0insert into content_chunks (post_id, seq, chunk, embedding) values (:pid, :seq, :chunk, vector_embedding(minilm using :eSTRING
HIGHapps/second-brain/scripts/claude_chats.py0insert into content_chunks (post_id, seq, chunk, embedding) values (:pid, :seq, :chunk, vector_embedding(minilm using :eSTRING
HIGHapps/second-brain/scripts/claude_code.py0insert into content_chunks (post_id, seq, chunk, embedding) values (:pid, :seq, :chunk, vector_embedding(minilm using :eSTRING
Cross-Language Confusion24 hits · 100 pts
SeverityFileLineSnippetContext
HIGH…kshops/soccer-analytics-agent/soccer_agent/api/main.py40 "Run `npm ci && npm run build` in frontend/ to serve the React app.",CODE
HIGH…e-data-agent-harness-workshop/app/backend/agent/mle.py18 ' _stderr = String(e && e.message ? e.message : e) + "\\n" + (e && e.stack ? e.stack : "");\n'CODE
HIGH…gent-harness-workshop/app/backend/retrieval/scanner.py62 for table, col, dt, dl, null, comm in cur:CODE
HIGH…e-data-agent-harness-workshop/app/scripts/bootstrap.py16 cd app && python scripts/bootstrap.py # auto-bounces if neededSTRING
HIGH…e-data-agent-harness-workshop/app/scripts/bootstrap.py17 cd app && python scripts/bootstrap.py --no-bounce # skip the bounce; you bounce yourselfSTRING
HIGH…a-agent-harness-workshop/app/scripts/setup_advanced.py17 cd app && python scripts/setup_advanced.pySTRING
HIGH…rprise-data-agent-harness-workshop/app/scripts/seed.py13 cd app && python scripts/seed.pySTRING
HIGH…rprise-data-agent-harness-workshop/app/scripts/seed.py81 print("\nSeed complete. Start the backend with: cd backend && python app.py")CODE
HIGHapps/oraviz-mcp/src/oraviz_mcp/charts.py68 return "(null)"CODE
HIGH⚡apps/agentic_rag/tests/conftest.py345 pytest.skip("playwright not installed. `pip install playwright && playwright install chromium`")CODE
HIGHapps/agentic_rag/tests/test_openwebui_playwright.py111. Install Playwright: pip install playwright && playwright install chromiumSTRING
HIGHapps/agentic_rag/src/file_routes.py682 let currentFile = null;CODE
HIGHapps/agentic_rag/src/file_routes.py718 currentFile = null;CODE
HIGHapps/agentic_rag/src/file_routes.py765 currentFile = null;CODE
HIGHapps/agentic_rag/src/live_logs.py437DASHBOARD_HTML = "<!DOCTYPE html>\n<html lang=\"en\">\n<head>\n<meta charset=\"utf-8\">\n<meta name=\"viewport\" contentCODE
HIGHapps/team-brain/team_brain/access.py208 v_domains := v_domains || d.d || ',';CODE
HIGHapps/oracle-database-java-agent-memory/manage.py458 console.print("Run 'cd deploy/tf/app && terraform apply' first.")CODE
HIGHapps/second-brain/oracle/agent/research_agent.py251 # malformed model input (e.g. post_id null) becomes an error RESULT the modelCOMMENT
HIGHapps/second-brain/scripts/chatgpt.py106 values ('chatgpt', 'chat', :title, :caption, null, :pub, 'content',STRING
HIGHapps/second-brain/scripts/claude_chats.py97 values ('claude', 'chat', :title, :caption, null, :pub,STRING
HIGHapps/second-brain/scripts/claude_code.py99 values ('claude_code', 'session', :title, :caption, null, null,STRING
HIGHapps/rag-to-memory-systems-demo/app.py705 "[cyan]python -m memory.ddl setup && python -m data.seed[/cyan]."CODE
HIGHapps/finance-ai-agent-demo/scripts/seed_sprawl.py5 cd backend && python -m scripts.seed_sprawlSTRING
HIGHapps/finance-ai-agent-demo/scripts/seed_sprawl.py7 cd backend && python ../scripts/seed_sprawl.pySTRING
Structural Annotation Overuse57 hits · 89 pts
SeverityFileLineSnippetContext
LOW…soccer-analytics-agent/workshop/HACKATHON_GUIDE_ADB.md386## Step 1: Setup Python EnvironmentCOMMENT
LOW…soccer-analytics-agent/workshop/HACKATHON_GUIDE_ADB.md487## Step 1: Enable OCI Generative AI ServiceCOMMENT
LOW…soccer-analytics-agent/workshop/HACKATHON_GUIDE_ADB.md532## Step 2: Configure Database Credentials for OCICOMMENT
LOW…soccer-analytics-agent/workshop/HACKATHON_GUIDE_ADB.md567## Step 3: Configure Select AI with OCI Generative AICOMMENT
LOW…soccer-analytics-agent/workshop/HACKATHON_GUIDE_ADB.md620## Step 4: Test Select AICOMMENT
LOW…soccer-analytics-agent/workshop/HACKATHON_GUIDE_ADB.md675## Step 5: Build APEX Chat InterfaceCOMMENT
LOWbuild-paths/shared/references/property-graph.md77# Step 1: graph — collect candidate paper IDs.COMMENT
LOWbuild-paths/shared/references/property-graph.md80# Step 2: vector — rank inside the candidate set.COMMENT
LOWbuild-paths/intermediate/SKILL.md111 # Step 1: LLM picks ONE tool + args (single tool_call — reliable)COMMENT
LOWbuild-paths/intermediate/SKILL.md113 # Step 2: execute, then synthesise (no further tool turns)COMMENT
LOW…ed_20260328_045902/tier1_fast/results_incremental.json2562 "raw_response": "\n\n--- Step 1 ---\nAgent: Thought: I need to calculate the daily insect consumption for 10 ducksCODE
LOW…ed_20260328_045902/tier1_fast/results_incremental.json2859 "raw_response": "\n\n--- Step 1 ---\nAgent: Thought: I need to solve the word problem step by step.\n1. Red cars =CODE
LOW…ed_20260328_045902/tier1_fast/results_incremental.json2980 "raw_response": "\n\n--- Step 1 ---\nAgent: Thought: I need to solve this word problem step-by-step.\n1. Madeline CODE
LOW…260328_045902/tier1_fast/accuracy_20260328_045902.json2562 "raw_response": "\n\n--- Step 1 ---\nAgent: Thought: I need to calculate the daily insect consumption for 10 ducksCODE
LOW…260328_045902/tier1_fast/accuracy_20260328_045902.json2859 "raw_response": "\n\n--- Step 1 ---\nAgent: Thought: I need to solve the word problem step by step.\n1. Red cars =CODE
LOW…260328_045902/tier1_fast/accuracy_20260328_045902.json2980 "raw_response": "\n\n--- Step 1 ---\nAgent: Thought: I need to solve this word problem step-by-step.\n1. Madeline CODE
LOW…ractive/app/components/widgets/MetaReasoningWidget.tsx135 // Step 1: Analyzing (spin for 800ms)COMMENT
LOW⚡…ractive/app/components/widgets/MetaReasoningWidget.tsx155 // Step 2: Show route after another 600msCOMMENT
LOW⚡…ractive/app/components/widgets/MetaReasoningWidget.tsx162 // Step 3: Final done stateCOMMENT
LOWapps/agentic_rag/gradio_app.py744 # Step 1: PlanningCOMMENT
LOWapps/agentic_rag/gradio_app.py805 # Step 2: ResearchCOMMENT
LOWapps/agentic_rag/gradio_app.py850 # Step 3: ReasonCOMMENT
LOWapps/agentic_rag/gradio_app.py883 # Step 4: SynthesizeCOMMENT
LOWapps/agentic_rag/k8s/README.md19### Step 1: Build the ImageCOMMENT
LOWapps/agentic_rag/k8s/README.md27### Step 2: Load Image into Cluster (Kind Only)COMMENT
LOWapps/picooraclaw/README.md126### Step 1: BuildCOMMENT
LOWapps/picooraclaw/README.md135### Step 2: Pick your LLM backendCOMMENT
LOWapps/picooraclaw/README.md221### Step 3: ChatCOMMENT
LOWapps/picooraclaw/README.md298### Step 5: Test semantic memoryCOMMENT
LOWapps/picooraclaw/README.md310### Step 6: Inspect what's storedCOMMENT
LOW…ternal/onboard/workspace/skills/skill-creator/SKILL.md222### Step 1: Understanding the Skill with Concrete ExamplesCOMMENT
LOW…ternal/onboard/workspace/skills/skill-creator/SKILL.md239### Step 2: Planning the Reusable Skill ContentsCOMMENT
LOW…ternal/onboard/workspace/skills/skill-creator/SKILL.md263### Step 3: Initializing the SkillCOMMENT
LOW…ternal/onboard/workspace/skills/skill-creator/SKILL.md294### Step 4: Edit the SkillCOMMENT
LOW…ternal/onboard/workspace/skills/skill-creator/SKILL.md335### Step 5: Packaging a SkillCOMMENT
LOW…ternal/onboard/workspace/skills/skill-creator/SKILL.md362### Step 6: IterateCOMMENT
LOW…ps/picooraclaw/workspace/skills/skill-creator/SKILL.md222### Step 1: Understanding the Skill with Concrete ExamplesCOMMENT
LOW…ps/picooraclaw/workspace/skills/skill-creator/SKILL.md239### Step 2: Planning the Reusable Skill ContentsCOMMENT
LOW…ps/picooraclaw/workspace/skills/skill-creator/SKILL.md263### Step 3: Initializing the SkillCOMMENT
LOW…ps/picooraclaw/workspace/skills/skill-creator/SKILL.md294### Step 4: Edit the SkillCOMMENT
LOW…ps/picooraclaw/workspace/skills/skill-creator/SKILL.md335### Step 5: Packaging a SkillCOMMENT
LOW…ps/picooraclaw/workspace/skills/skill-creator/SKILL.md362### Step 6: IterateCOMMENT
LOW⚡apps/picooraclaw/pkg/channels/web/broker.go49 // Step 1: buffer update under WLockCOMMENT
LOW⚡apps/picooraclaw/pkg/channels/web/broker.go59 // Step 2: fan-out under RLock — serialises with Unsubscribe's WLock so weCOMMENT
LOWapps/second-brain/docs/BLOG.md145## Step 1: Stand up Oracle 26ai locally (~15 min)COMMENT
LOWapps/second-brain/docs/BLOG.md188## Step 2: Store content, read it as documents (JSON Relational Duality)COMMENT
LOWapps/second-brain/docs/BLOG.md233## Step 3: Search by meaning (vectors *and* the model, in the database)COMMENT
LOWapps/second-brain/docs/BLOG.md278## Step 4: The research agent + four kinds of memoryCOMMENT
LOWapps/second-brain/docs/BLOG.md373## Step 5: Compile a self-improving knowledge wikiCOMMENT
LOWapps/second-brain/docs/BLOG.md439## Step 6: Use it from anywhere (MCP)COMMENT
LOWapps/second-brain/docs/BLOG.md504## Step 7: Make it yours: your sources, kept private and currentCOMMENT
LOWapps/second-brain/docs/BLOG.md565## Step 8: Go always-on in the cloudCOMMENT
LOW⚡…nance-ai-agent-demo/backend/agent/tool_augmentation.py117 # Step 1: Augment the descriptionCOMMENT
LOW⚡…nance-ai-agent-demo/backend/agent/tool_augmentation.py120 # Step 2: Generate activation queriesCOMMENT
LOW⚡…nance-ai-agent-demo/backend/agent/tool_augmentation.py123 # Step 3: Build rich embedding textCOMMENT
LOW⚡…nance-ai-agent-demo/backend/agent/tool_augmentation.py126 # Step 4: Build metadata (OpenAI-compatible schema + augmentation data)COMMENT
LOW⚡…nance-ai-agent-demo/backend/agent/tool_augmentation.py138 # Step 5: Store in TOOLBOX_MEMORYCOMMENT
Redundant / Tautological Comments37 hits · 58 pts
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LOWapps/FitTracker/src/fittrack/api/routes/drawings.py121 # Check if drawing can be editedCOMMENT
LOWapps/agent-reasoning/agent_cli.py218 # Check if visualizer exists for this strategyCOMMENT
LOWapps/agent-reasoning/agent_cli.py464 # Check if visualizer is availableCOMMENT
LOWapps/agent-reasoning/agent_cli.py1754 # Display results side by sideCOMMENT
LOWapps/agent-reasoning/benchmarks/compare_results.py155 # Print resultsCOMMENT
LOW…oning/src/agent_reasoning/agents/complex_refinement.py345 # Check if stage passesCOMMENT
LOWapps/agent-reasoning/src/agent_reasoning/agents/cot.py54 # Check if we've started a new step (e.g., "Step 2:", "2.", "Second,")COMMENT
LOW…easoning/src/agent_reasoning/agents/refinement_loop.py142 # Check if we've reached the thresholdCOMMENT
LOWapps/agentic_rag/openwebui_app.py55 # Check if open-webui is in PATHCOMMENT
LOWapps/agentic_rag/openwebui_app.py195 # Check if Open WebUI is installedCOMMENT
LOWapps/agentic_rag/gradio_app.py2021 # Check if Ollama is running and list available modelsCOMMENT
LOWapps/agentic_rag/gradio_app.py2131 # Check if model already existsCOMMENT
LOWapps/agentic_rag/tests/conftest.py216 # Check if model is already present.COMMENT
LOWapps/agentic_rag/tests/test_openwebui_playwright.py240 # Check if any new content appearedCOMMENT
LOWapps/agentic_rag/tests/e2e_test_suite.py81 # Check if we got our test document backCOMMENT
LOWapps/agentic_rag/tests/test_oradb.py154 # Display resultsCOMMENT
LOW⚡apps/agentic_rag/tests/test_oradb.py192 # Check if oracledb is installedCOMMENT
LOW⚡apps/agentic_rag/tests/test_oradb.py201 # Check if sentence_transformers is installedCOMMENT
LOW⚡apps/agentic_rag/tests/test_oradb.py210 # Check if credentials are configuredCOMMENT
LOW…s/agentic_rag/openwebui_functions/oracle_rag_filter.py166 # Check if already syncedCOMMENT
LOWapps/agentic_rag/src/load_model.py173 # Check if model already exists?STRING
LOWapps/agentic_rag/src/OraDBVectorStore.py248 # Check if table exists first? Or just try count.COMMENT
LOWapps/agentic_rag/src/repo_processor.py83 # Check if it's a GitHub URLCOMMENT
LOW⚡apps/agentic_rag/src/local_rag_agent.py70 # Check if Ollama is runningCOMMENT
LOW⚡apps/agentic_rag/src/local_rag_agent.py76 # Check if the requested model is availableCOMMENT
LOWapps/agentic_rag/src/local_rag_agent.py185 # Check if this is an Ollama model (anything not Mistral is considered Ollama)COMMENT
LOWapps/agentic_rag/src/web_processor.py95 # Check if this domain needs special handlingCOMMENT
LOWapps/agentic_rag/src/openai_compat.py950 # Check if this is a URL fileCOMMENT
LOWapps/agentic_rag/src/main.py310 # Check if model name starts with ollama: prefix, if not add it for logging/handling purposes if neededCOMMENT
LOWapps/agentic_rag/src/agents/agent_factory.py29 # Check if the prompt contains contextCOMMENT
LOWapps/oci-generative-ai-jet-ui/service/python/server.py50 # Print resultCOMMENT
LOWapps/oci-generative-ai-jet-ui/service/python/server.py82 # Print resultCOMMENT
LOWapps/finance-ai-agent-demo/backend/database/setup.py263 # Check if graph existsCOMMENT
LOW⚡…nance-ai-agent-demo/backend/agent/tool_augmentation.py99 # Check if already seededCOMMENT
LOWapps/finance-ai-agent-demo/scripts/setup_db.sh12# Check if container already existsCOMMENT
LOWapps/finance-ai-agent-demo/scripts/seed_data.py28 # Check if the Docker daemon is responsiveCOMMENT
LOWapps/finance-ai-agent-demo/scripts/seed_data.py41 # Check if the Oracle container exists and is runningCOMMENT
Self-Referential Comments15 hits · 40 pts
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MEDIUMapps/FitTracker/src/fittrack/main.py116# Create the application instanceCOMMENT
MEDIUMapps/agent-reasoning/agent_cli.py1213 # Create a table for each Ollama modelCOMMENT
MEDIUM…ed_20260328_045902/tier1_fast/results_incremental.json2716 "raw_response": "\n\n--- Step 1 ---\nAgent: Thought: I need to calculate the total yards of yarn used. Mariah usedCODE
MEDIUM…ed_20260328_045902/tier1_fast/results_incremental.json3002 "raw_response": "\n\n--- Step 1 ---\nAgent: Thought: I need to calculate the total amount of money raised by Kim, CODE
MEDIUM…260328_045902/tier1_fast/accuracy_20260328_045902.json2716 "raw_response": "\n\n--- Step 1 ---\nAgent: Thought: I need to calculate the total yards of yarn used. Mariah usedCODE
MEDIUM…260328_045902/tier1_fast/accuracy_20260328_045902.json3002 "raw_response": "\n\n--- Step 1 ---\nAgent: Thought: I need to calculate the total amount of money raised by Kim, CODE
MEDIUM…oning/src/agent_reasoning/agents/complex_refinement.py40# Define the 5 pipeline stagesCOMMENT
MEDIUM…i-iam-webapp/database_scripts/db_deepsec_user_setup.sh3# Create the schema-owner and application-pool accounts for this example.COMMENT
MEDIUM…/oraviz-mcp/devcontainer-feature/oraviz-mcp/install.sh58# Create a private file atomically. Do not append stale credentials or suppressCOMMENT
MEDIUMapps/agentic_rag/src/OraDBVectorStore.py94 # Initialize OracleVS instancesCOMMENT
MEDIUMapps/agentic_rag/src/local_rag_agent.py41 # Create a response object with content attributeCOMMENT
MEDIUM…erative-ai-jet-ui/deploy/terraform/.terraform.lock.hcl1# This file is maintained automatically by "terraform init".COMMENT
MEDIUMapps/oracle-rag/seed.py179 # Create the directory object that maps to the host path where the ONNXSTRING
MEDIUM⚡apps/vecdb/doc_chatbot/app/main.py407 # Create a dense vector table and indexCOMMENT
MEDIUMapps/finance-ai-agent-demo/scripts/seed_data.py77 # Create the VECTOR user first (connects as SYSDBA)COMMENT
Modern Structural Boilerplate36 hits · 36 pts
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LOW…data-agent-harness-workshop/app/backend/agent/tools.py48def set_request_identity(identity: "Identity | None") -> None:CODE
LOW…data-agent-harness-workshop/app/backend/agent/tools.py61def set_request_thread_id(thread_id: str | None) -> None:CODE
LOW…data-agent-harness-workshop/app/backend/agent/tools.py75def set_request_socket(socketio, sid: str | None) -> None:CODE
LOWapps/FitTracker/tests/factories/__init__.py60__all__ = [CODE
LOWapps/FitTracker/scripts/seed_data.py23logger = logging.getLogger(__name__)CODE
LOWapps/FitTracker/src/fittrack/main.py24logger = logging.getLogger(__name__)CODE
LOWapps/FitTracker/src/fittrack/core/database.py13logger = logging.getLogger(__name__)CODE
LOWapps/FitTracker/src/fittrack/repositories/__init__.py15__all__ = [CODE
LOWapps/FitTracker/src/fittrack/models/__init__.py31__all__ = [CODE
LOWapps/FitTracker/src/fittrack/api/schemas/__init__.py71__all__ = [CODE
LOWapps/FitTracker/src/fittrack/api/routes/__init__.py5__all__ = ["health", "devtools"]CODE
LOWapps/agent-reasoning/datalake/store.py27logger = logging.getLogger(__name__)CODE
LOWapps/agent-reasoning/datalake/__init__.py28__all__ = [CODE
LOWapps/agent-reasoning/src/agent_reasoning/config.py75def set_ollama_host(host: str) -> None:CODE
LOWapps/agent-reasoning/src/agent_reasoning/__init__.py26__all__ = [CODE
LOW…easoning/src/agent_reasoning/visualization/__init__.py69__all__ = [CODE
LOW…agent-reasoning/src/agent_reasoning/agents/__init__.py60__all__ = [CODE
LOWapps/agent-reasoning/src/benchmarks/__init__.py14__all__ = [CODE
LOW…eep-data-security-oci-iam-webapp/deepsec_webapp/web.py57def _set_session_cookie(response: Response, session_id: str, config: RuntimeConfig) -> None:CODE
LOW…ata-security-oci-iam-webapp/deepsec_webapp/__init__.py64__all__ = ["create_app"]CODE
LOWapps/oraviz-mcp/src/oraviz_mcp/__init__.py7__all__ = ["config", "mcp", "__version__"]CODE
LOWapps/agentic_rag/tests/e2e_test_suite.py18logger = logging.getLogger(__name__)CODE
LOWapps/agentic_rag/tests/test_cot_chat.py39logger = logging.getLogger(__name__)CODE
LOWapps/agentic_rag/src/agent_registry.py12logger = logging.getLogger(__name__)CODE
LOWapps/agentic_rag/src/a2a_handler.py17logger = logging.getLogger(__name__)CODE
LOWapps/agentic_rag/src/local_rag_agent.py21logger = logging.getLogger(__name__)CODE
LOWapps/agentic_rag/src/openai_compat.py28logger = logging.getLogger(__name__)CODE
LOWapps/agentic_rag/src/task_manager.py15logger = logging.getLogger(__name__)CODE
LOWapps/agentic_rag/src/agents/agent_factory.py14logger = logging.getLogger(__name__)CODE
LOWapps/agentic_rag/src/reasoning/__init__.py9__all__ = ["RAGReasoningEnsemble"]CODE
LOWapps/team-brain/team_brain/db.py159 def set_identity(self, identity: Identity) -> None:CODE
LOWapps/team-brain/team_brain/connectors/__init__.py111__all__ = [CODE
LOWapps/team-brain/team_brain/connectors/base.py15__all__ = ["Connector", "Document"]CODE
LOW…finance-ai-agent-demo/backend/memory/sprawl_manager.py18logger = logging.getLogger(__name__)CODE
LOWapps/finance-ai-agent-demo/backend/api/events.py10logger = logging.getLogger(__name__)CODE
LOWapps/finance-ai-agent-demo/backend/api/routes.py10logger = logging.getLogger(__name__)CODE
Verbosity Indicators20 hits · 34 pts
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LOW…ed_20260328_045902/tier1_fast/results_incremental.json2562 "raw_response": "\n\n--- Step 1 ---\nAgent: Thought: I need to calculate the daily insect consumption for 10 ducksCODE
LOW…ed_20260328_045902/tier1_fast/results_incremental.json2859 "raw_response": "\n\n--- Step 1 ---\nAgent: Thought: I need to solve the word problem step by step.\n1. Red cars =CODE
LOW…ed_20260328_045902/tier1_fast/results_incremental.json2980 "raw_response": "\n\n--- Step 1 ---\nAgent: Thought: I need to solve this word problem step-by-step.\n1. Madeline CODE
LOW…260328_045902/tier1_fast/accuracy_20260328_045902.json2562 "raw_response": "\n\n--- Step 1 ---\nAgent: Thought: I need to calculate the daily insect consumption for 10 ducksCODE
LOW…260328_045902/tier1_fast/accuracy_20260328_045902.json2859 "raw_response": "\n\n--- Step 1 ---\nAgent: Thought: I need to solve the word problem step by step.\n1. Red cars =CODE
LOW…260328_045902/tier1_fast/accuracy_20260328_045902.json2980 "raw_response": "\n\n--- Step 1 ---\nAgent: Thought: I need to solve this word problem step-by-step.\n1. Madeline CODE
LOW…ractive/app/components/widgets/MetaReasoningWidget.tsx135 // Step 1: Analyzing (spin for 800ms)COMMENT
LOW⚡…ractive/app/components/widgets/MetaReasoningWidget.tsx155 // Step 2: Show route after another 600msCOMMENT
LOW⚡…ractive/app/components/widgets/MetaReasoningWidget.tsx162 // Step 3: Final done stateCOMMENT
LOWapps/agentic_rag/gradio_app.py744 # Step 1: PlanningCOMMENT
LOWapps/agentic_rag/gradio_app.py805 # Step 2: ResearchCOMMENT
LOWapps/agentic_rag/gradio_app.py850 # Step 3: ReasonCOMMENT
LOWapps/agentic_rag/gradio_app.py883 # Step 4: SynthesizeCOMMENT
LOW⚡apps/picooraclaw/pkg/channels/web/broker.go49 // Step 1: buffer update under WLockCOMMENT
LOW⚡apps/picooraclaw/pkg/channels/web/broker.go59 // Step 2: fan-out under RLock — serialises with Unsubscribe's WLock so weCOMMENT
LOW⚡…nance-ai-agent-demo/backend/agent/tool_augmentation.py117 # Step 1: Augment the descriptionCOMMENT
LOW⚡…nance-ai-agent-demo/backend/agent/tool_augmentation.py120 # Step 2: Generate activation queriesCOMMENT
LOW⚡…nance-ai-agent-demo/backend/agent/tool_augmentation.py123 # Step 3: Build rich embedding textCOMMENT
LOW⚡…nance-ai-agent-demo/backend/agent/tool_augmentation.py126 # Step 4: Build metadata (OpenAI-compatible schema + augmentation data)COMMENT
LOW⚡…nance-ai-agent-demo/backend/agent/tool_augmentation.py138 # Step 5: Store in TOOLBOX_MEMORYCOMMENT
Over-Commented Block31 hits · 31 pts
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LOWworkshops/agent-communication-matrix/docker-compose.yml1# docker-compose.ymlCOMMENT
LOW…workshop/app/frontend/src/components/WorldExplorer.jsx101 }, [open, identityId]);COMMENT
LOW…rise-data-agent-harness-workshop/app/backend/config.py41# The notebook (§3.3) hard-codesCOMMENT
LOW…n_demand_agent_workshop/.devcontainer/setup_runtime.sh1#!/usr/bin/env bashCOMMENT
LOW…-paths/shared/templates/docker-compose.oracle-free.yml1# Oracle 26ai Free — drop-in for any build-paths project.COMMENT
LOWpartners/copilotkit/demo/docker-compose.yml1# Local Oracle AI Database for development.COMMENT
LOW…ners/copilotkit/demo/frontend/e2e/thread-title.spec.ts1import { test, expect } from "@playwright/test";COMMENT
LOWpartners/copilotkit/demo/frontend/e2e/concierge.spec.ts81 // the user's question (which only says "Amsterdam"), so this proves theCOMMENT
LOW.github/dependabot.yml1# Dependabot configuration.COMMENT
LOW.github/workflows/banned_file_changes_pr.yml1name: Banned file changes (PR)COMMENT
LOWapps/agent-reasoning/install.sh1#!/usr/bin/env bashCOMMENT
LOWapps/agent-reasoning/datalake/docker-compose.yml1# =============================================================================COMMENT
LOWapps/oraviz-mcp/docker-compose.yml1# Full stack for local development: Oracle AI Database 26ai Free.COMMENT
LOWapps/agentic_rag/docker-compose.test.yml1# Oracle Database Free container for local integration testing.COMMENT
LOW…generative-ai-jet-ui/app/scripts/hooks/before_serve.js21 const apiProxy = proxy("http://localhost:8080", {COMMENT
LOWapps/oci-generative-ai-jet-ui/web/src/Chat.jsx21 // const fecthModels = async () => {COMMENT
LOWapps/oci-generative-ai-jet-ui/deploy/terraform/oke.tf81 vcn_cidrs = [local.vcn_cidr]COMMENT
LOWapps/oci-generative-ai-jet-ui/.github/workflows/cla.yml21 # for per-repo CLA-acceptance:COMMENT
LOWapps/generative-ui-data-chat/next-env.d.ts1/// <reference types="next" />COMMENT
LOWapps/team-brain/team_brain/connectors/TEMPLATE.py21COMMENT
LOWapps/team-brain/data/seed_full/access.yaml1# Access-control seed for the FULL Acme Ledger knowledge base demo. ExtendsCOMMENT
LOW…tic_code_search/frontend/src/components/CodeViewer.tsx1import React from 'react';COMMENT
LOWapps/picooraclaw/demo-oci.sh1#!/bin/bashCOMMENT
LOWapps/picooraclaw/demo.sh1#!/bin/bashCOMMENT
LOWapps/picooraclaw/install.sh1#!/usr/bin/env bashCOMMENT
LOWapps/picooraclaw/pkg/tools/result.go21COMMENT
LOWapps/picooraclaw/pkg/tools/result.go41func NewToolResult(forLLM string) *ToolResult {COMMENT
LOWapps/picooraclaw/pkg/tools/result.go61 Silent: true,COMMENT
LOWapps/picooraclaw/pkg/tools/result.go101COMMENT
LOWapps/second-brain/oracle/docker-compose.yml1# Oracle 26ai Free — local database for the Second Brain demo.COMMENT
LOWapps/finance-ai-agent-demo/scripts/setup_sprawl.sh1#!/usr/bin/env bashCOMMENT
AI Slop Vocabulary13 hits · 31 pts
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MEDIUM…-agent-harness-workshop/app/frontend/package-lock.json3500 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUM…data-agent-harness-workshop/app/backend/agent/tools.py42# Per-turn identity. Set by harness.agent_turn at the start of each user turn,COMMENT
MEDIUM…data-agent-harness-workshop/app/backend/agent/tools.py514 # To keep this robust, we ALSO match by suffix: if a mask entryCOMMENT
MEDIUMpartners/copilotkit/demo/frontend/package-lock.json14719 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
LOW…tkit/demo/agent/tests/test_dangling_toolcall_repair.py86 assert _every_assistant_call_followed_by_tool(out) # positional, not just set-basedCODE
LOWapps/FitTracker/src/fittrack/api/routes/devtools.py131 # For safety, just return a message indicating this needs manual implementationCOMMENT
MEDIUM…s-event-streaming/src/test/resources/intput-small.json1["(CNN)The Palestinian Authority officially became the 123rd member of the International Criminal Court on Wednesday, a CODE
LOW…s-event-streaming/src/test/resources/intput-small.json1["(CNN)The Palestinian Authority officially became the 123rd member of the International Criminal Court on Wednesday, a CODE
MEDIUMapps/agentic_rag/src/agents/agent_factory.py186 template = """Combine the reasoning steps into a clear, comprehensive answer.CODE
MEDIUM…ps/appbooks/agent_harness_palo_stack/backend/config.py25 # Oracle AI Database (the harness the notebook built).COMMENT
MEDIUMapps/appbooks/agent_harness_palo_stack/backend/main.py33 # Warm the harness without blocking startup (so the frontend serves immediately).COMMENT
MEDIUM…s/appbooks/agent_harness_palo_stack/backend/core/db.py171# ── idempotent harness setup ──────────────────────────────────────────────COMMENT
MEDIUM⚡…finance-ai-agent-demo/backend/memory/sprawl_manager.py490 # High-level API — matches Oracle MemoryManager interface used by harnessCOMMENT
Hallucination Indicators2 hits · 20 pts
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CRITICAL…e-data-agent-harness-workshop/app/backend/agent/llm.py171 return self.fallback.client.chat.completions.create(**kwargs)CODE
CRITICALapps/picooraclaw/pkg/channels/feishu_64.go115 resp, err := c.client.Im.V1.Message.Create(ctx, req)CODE
Fake / Example Data19 hits · 19 pts
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LOW…er-analytics-agent/.claude/skills/taste-skill/SKILL.md116### Content & Data (The "Jane Doe" Effect)COMMENT
LOW…er-analytics-agent/.claude/skills/taste-skill/SKILL.md117* **NO Generic Names:** "John Doe", "Sarah Chan", or "Jack Su" are banned. Use highly creative, realistic-sounding namesCOMMENT
LOWapps/FitTracker/tests/unit/test_models.py546 "street": "123 Main St",CODE
LOWapps/FitTracker/docs/FitTrack-PRD-v1.0.md892 "email": "user@example.com",CODE
LOWapps/FitTracker/docs/FitTrack-PRD-v1.0.md906 "email": "user@example.com",CODE
LOWapps/FitTracker/docs/FitTrack-PRD-v1.0.md925 "email": "user@example.com",CODE
LOWapps/FitTracker/docs/FitTrack-PRD-v1.0.md939 "email": "user@example.com",CODE
LOWapps/FitTracker/docs/FitTrack-PRD-v1.0.md973 "email": "user@example.com",CODE
LOW…s/data_migration_harness/instructions/migrate_mongo.md22 "customer_name": "Acme Corp",CODE
LOW…s/data_migration_harness/instructions/migrate_mongo.md25 { "type": "billing", "street": "123 Main St", "city": "Springfield", "zip": "12345" },CODE
LOW…s/data_migration_harness/instructions/migrate_mongo.md86 '{"customer_name":"Acme Corp","email":"contact@acme.com"}');CODE
LOW…ui/app/src/components/oj-sample/min/controls-bundle.js352 return '{"name":"country-picker","pack":"oj-sample","version":"9.0.0","jetVersion":">=13.0.0 <17.0.0","dependencies"CODE
LOW…ui/app/src/components/oj-sample/min/controls-bundle.js796 return '{"name":"input-email","pack":"oj-sample","version":"9.0.0","jetVersion":">=13.0.0 <16.0.0","dependencies":{"CODE
LOW…ui/app/src/components/oj-sample/min/controls-bundle.js859 return '{"name":"input-text-typeahead","pack":"oj-sample","version":"9.0.0","jetVersion":">=13.0.0 <16.0.0","propertCODE
LOW…ui/app/src/components/oj-sample/min/controls-bundle.js1078 return '{"name":"input-url","pack":"oj-sample","version":"9.0.0","jetVersion":">=13.0.0 <16.0.0","dependencies":{"ojCODE
LOW…ui/app/src/components/oj-sample/min/controls-bundle.js1200 return '\x3c!--\n Copyright (c) 2015, 2023, Oracle and/or its affiliates.\n The Universal Permissive License (UPL)CODE
LOW…ui/app/src/components/oj-sample/min/controls-bundle.js1672 return '\x3c!--\n Copyright (c) 2019, 2023 Oracle and/or its affiliates.\n The Universal Permissive License (UPL),CODE
LOW…ry/docs/todos/graph_knowledge/knowledge_graph_intro.md581| `Organization` | Companies, teams | "Acme Corp", "Engineering Team" |STRING
LOW…cdb/semantic_code_search/frontend/src/data/mockData.ts118 name: 'John Doe',CODE
AI Structural Patterns16 hits · 15 pts
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LOWapps/FitTracker/tests/factories/user.py9CODE
LOWapps/FitTracker/tests/factories/prize.py21CODE
LOWapps/FitTracker/tests/factories/transaction.py10CODE
LOWapps/FitTracker/tests/factories/profile.py65CODE
LOWapps/FitTracker/tests/factories/drawing.py19CODE
LOWapps/FitTracker/tests/factories/activity.py12CODE
LOWapps/FitTracker/tests/factories/fulfillment.py21CODE
LOWapps/FitTracker/tests/factories/connection.py12CODE
LOWapps/FitTracker/tests/factories/sponsor.py23CODE
LOWapps/agent-reasoning/src/agent_reasoning/client.py17CODE
LOWapps/agent-reasoning/src/benchmarks/runner.py457CODE
LOWapps/agent-reasoning/src/benchmarks/runner.py665CODE
LOWapps/agentic_rag/src/local_rag_agent.py125CODE
LOWapps/agentic_rag/src/openai_compat.py619CODE
LOWapps/agentic_rag/src/OraDBEventLogger.py273CODE
LOW…oks/agent_harness_palo_stack/backend/routers/skills.py68CODE
Example Usage Blocks7 hits · 13 pts
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LOWworkshops/agent-communication-matrix/docker-compose.yml7# Usage:COMMENT
LOW⚡apps/agent-reasoning/install.sh8# Usage:COMMENT
LOW⚡apps/agent-reasoning/datalake/docker-compose.yml5# Usage:COMMENT
LOWapps/oraviz-mcp/docker-compose.yml7# Usage:COMMENT
LOWapps/agentic_rag/docker-compose.test.yml3# Usage:COMMENT
LOW⚡apps/picooraclaw/install.sh8# Usage:COMMENT
LOWapps/picooraclaw/scripts/setup-oracle.sh4# Usage:COMMENT
Docstring Block Structure2 hits · 10 pts
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HIGH…data-migration-harness/data_migration_harness/model.py76Yield token strings for a chat conversation, hiding provider details. Args: messages: List of dicts with 'rSTRING
HIGH…data-migration-harness/data_migration_harness/model.py656Call a registered tool, injecting side as the first positional arg. Args: registry: TOOL_REGISTRY dict mappSTRING
Synthetic Comment Markers1 hit · 5 pts
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HIGHapps/picooraclaw/cmd/picooraclaw/seed.go64 {"IMPORTANT: Never include AI attribution (Co-Authored-By, Generated by Claude, etc.) in git commit messages.", 0.9, "CODE
Overly Generic Function Names3 hits · 2 pts
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LOWapps/agent-reasoning/benchmarks/benchmark_oci.py498 def run_task(task):STRING
LOWapps/agentic_rag/src/a2a_handler.py148 async def handle_request(self, request):CODE
LOWapps/second-brain/oracle/agent/agent.py45def run_task(client, conn, run_id, topic):CODE
Dead Code1 hit · 2 pts
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MEDIUMapps/team-brain/team_brain/connectors/TEMPLATE.py43CODE