A collection of projects showcasing RAG, agents, workflows, and other AI use cases
This report presents the forensic synthetic code analysis of Arindam200/awesome-ai-apps, a Python project with 13,132 GitHub stars. SynthScan v2.0 examined 200,904 lines of code across 1397 source files, recording 2173 pattern matches distributed across 23 syntactic categories. The overall adjusted score of 16.2 places this repository in the Moderate AI signal band.
The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).
Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.
Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.
This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.
The scanner identified 2173 distinct pattern matches across 23 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | mcp_ai_agents/github_mcp_agent/main.py | 153 | except Exception as agent_error: | STRING |
| LOW⚡ | mcp_ai_agents/github_mcp_agent/main.py | 156 | except Exception as init_error: | STRING |
| LOW⚡ | mcp_ai_agents/github_mcp_agent/main.py | 159 | except Exception as session_error: | STRING |
| LOW⚡ | mcp_ai_agents/github_mcp_agent/main.py | 162 | except Exception as client_error: | STRING |
| LOW⚡ | mcp_ai_agents/github_mcp_agent/main.py | 165 | except Exception as e: | STRING |
| LOW | mcp_ai_agents/github_mcp_agent/main.py | 188 | except Exception as e: | STRING |
| LOW | mcp_ai_agents/scalekit-exa-mcp-security/auth.py | 65 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/scalekit-exa-mcp-security/exa.py | 286 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/scalekit-exa-mcp-security/exa.py | 346 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/scalekit-exa-mcp-security/exa.py | 429 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/custom_mcp_server/mcp-client.py | 67 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/custom_mcp_server/mcp-client.py | 70 | except Exception as e: | CODE |
| MEDIUM | mcp_ai_agents/custom_mcp_server/mcp-client.py | 39 | def main(): | CODE |
| LOW | mcp_ai_agents/custom_mcp_server/mcp-server.py | 74 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/mcp_toolbox_security_agent/web/app.py | 176 | except Exception as e: # noqa: BLE001 | CODE |
| LOW | mcp_ai_agents/mcp_toolbox_security_agent/web/app.py | 190 | except Exception as e: # noqa: BLE001 | CODE |
| LOW | mcp_ai_agents/mcp_toolbox_security_agent/web/app.py | 262 | except Exception: # session already exists | CODE |
| LOW | mcp_ai_agents/mcp_toolbox_security_agent/web/app.py | 272 | except Exception as e: # noqa: BLE001 | CODE |
| LOW | …ts/mcp_toolbox_security_agent/scripts/build_catalog.py | 190 | except Exception: | CODE |
| MEDIUM | …ts/mcp_toolbox_security_agent/scripts/build_catalog.py | 84 | def main(): | CODE |
| LOW | mcp_ai_agents/docs_qna_agent/main.py | 61 | except Exception: | CODE |
| LOW | mcp_ai_agents/docs_qna_agent/main.py | 144 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/e2b_docker_mcp_agent/main.py | 120 | except Exception as e: | STRING |
| LOW | mcp_ai_agents/e2b_docker_mcp_agent/main.py | 130 | except Exception as e: | STRING |
| LOW | mcp_ai_agents/taskade_mcp_agent/main.py | 140 | except Exception as e: | STRING |
| LOW | mcp_ai_agents/taskade_mcp_agent/main.py | 158 | except Exception as e: | STRING |
| LOW | mcp_ai_agents/telemetry-mcp-okahu/reset_demo.py | 141 | except Exception as e: | CODE |
| MEDIUM | mcp_ai_agents/telemetry-mcp-okahu/reset_demo.py | 142 | print(f"Error: {e}") | CODE |
| LOW | mcp_ai_agents/telemetry-mcp-okahu/analyst.py | 103 | except Exception: | CODE |
| LOW | mcp_ai_agents/telemetry-mcp-okahu/main.py | 33 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/telemetry-mcp-okahu/main.py | 47 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/hotel_finder_agent/main.py | 455 | except Exception as e: | STRING |
| LOW | mcp_ai_agents/hotel_finder_agent/main.py | 636 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/mcp_starter/main.py | 91 | except Exception as e: | CODE |
| MEDIUM | mcp_ai_agents/mcp_starter/main.py | 92 | print(f"Error analyzing repository: {e}") | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/main.py | 79 | except Exception as e: | CODE |
| LOW⚡ | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 269 | except Exception as e: | CODE |
| LOW⚡ | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 279 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 424 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 586 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 665 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 700 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/ingestion.py | 208 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/ingestion.py | 358 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/ingestion.py | 458 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/query.py | 93 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/query.py | 125 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/query.py | 172 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/mcp.py | 152 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/management.py | 151 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/management.py | 190 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/management.py | 213 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/management.py | 297 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/database/vector_store.py | 65 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/database/vector_store.py | 71 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/database/vector_store.py | 83 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/database/mongodb.py | 32 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/database/mongodb.py | 53 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/database/repository.py | 29 | except Exception as e: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/database/repository.py | 60 | except Exception as e: | CODE |
| 641 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM⚡ | …gents/mcp_toolbox_security_agent/deploy/k8s/tools.yaml | 1 | # ============================================================================= | COMMENT |
| MEDIUM⚡ | …gents/mcp_toolbox_security_agent/deploy/k8s/tools.yaml | 3 | # ============================================================================= | COMMENT |
| MEDIUM⚡ | …gents/mcp_toolbox_security_agent/deploy/k8s/tools.yaml | 15 | # ============================================================================= | COMMENT |
| MEDIUM | …gents/mcp_toolbox_security_agent/deploy/k8s/tools.yaml | 42 | # ----------------------------------------------------------------------------- | COMMENT |
| MEDIUM | …gents/mcp_toolbox_security_agent/deploy/k8s/tools.yaml | 55 | # ----------------------------------------------------------------------------- | COMMENT |
| MEDIUM | …gents/mcp_toolbox_security_agent/deploy/k8s/tools.yaml | 71 | # ----------------------------------------------------------------------------- | COMMENT |
| MEDIUM | …gents/mcp_toolbox_security_agent/deploy/k8s/tools.yaml | 73 | # ----------------------------------------------------------------------------- | COMMENT |
| MEDIUM | …gents/mcp_toolbox_security_agent/deploy/k8s/tools.yaml | 351 | # ----------------------------------------------------------------------------- | COMMENT |
| MEDIUM | …gents/mcp_toolbox_security_agent/deploy/k8s/tools.yaml | 354 | # ----------------------------------------------------------------------------- | COMMENT |
| MEDIUM⚡ | …lbox_security_agent/deploy/compose/docker-compose.yaml | 1 | # ============================================================================= | COMMENT |
| MEDIUM⚡ | …lbox_security_agent/deploy/compose/docker-compose.yaml | 3 | # ============================================================================= | COMMENT |
| MEDIUM⚡ | …lbox_security_agent/deploy/compose/docker-compose.yaml | 13 | # ============================================================================= | COMMENT |
| MEDIUM | mcp_ai_agents/telemetry-mcp-okahu/boilerplate.py | 9 | # ============================================================================= | COMMENT |
| MEDIUM | mcp_ai_agents/telemetry-mcp-okahu/boilerplate.py | 12 | # ============================================================================= | COMMENT |
| MEDIUM | …_research_writing_agents_nebius_okahu/streamlit_app.py | 39 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | …_research_writing_agents_nebius_okahu/streamlit_app.py | 41 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM⚡ | …_research_writing_agents_nebius_okahu/streamlit_app.py | 79 | # --------------------------------------------------------------------------- | STRING |
| MEDIUM⚡ | …_research_writing_agents_nebius_okahu/streamlit_app.py | 81 | # --------------------------------------------------------------------------- | STRING |
| MEDIUM⚡ | …_research_writing_agents_nebius_okahu/streamlit_app.py | 128 | # --------------------------------------------------------------------------- | STRING |
| MEDIUM⚡ | …_research_writing_agents_nebius_okahu/streamlit_app.py | 130 | # --------------------------------------------------------------------------- | STRING |
| MEDIUM⚡ | …_research_writing_agents_nebius_okahu/streamlit_app.py | 137 | # --------------------------------------------------------------------------- | STRING |
| MEDIUM⚡ | …_research_writing_agents_nebius_okahu/streamlit_app.py | 139 | # --------------------------------------------------------------------------- | STRING |
| MEDIUM | …_research_writing_agents_nebius_okahu/streamlit_app.py | 152 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | …_research_writing_agents_nebius_okahu/streamlit_app.py | 154 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | …_research_writing_agents_nebius_okahu/streamlit_app.py | 271 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | …_research_writing_agents_nebius_okahu/streamlit_app.py | 273 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | …_research_writing_agents_nebius_okahu/streamlit_app.py | 404 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | …_research_writing_agents_nebius_okahu/streamlit_app.py | 406 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM⚡ | …hu/implement_yourself/scripts/test_writing_workflow.py | 58 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …hu/implement_yourself/scripts/test_writing_workflow.py | 60 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …hu/implement_yourself/scripts/test_writing_workflow.py | 69 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …hu/implement_yourself/scripts/test_writing_workflow.py | 71 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …hu/implement_yourself/scripts/test_writing_workflow.py | 84 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …hu/implement_yourself/scripts/test_writing_workflow.py | 86 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …hu/implement_yourself/scripts/test_writing_workflow.py | 98 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …hu/implement_yourself/scripts/test_writing_workflow.py | 100 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …u/implement_yourself/scripts/test_research_workflow.py | 66 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …u/implement_yourself/scripts/test_research_workflow.py | 68 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …u/implement_yourself/scripts/test_research_workflow.py | 78 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …u/implement_yourself/scripts/test_research_workflow.py | 80 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …u/implement_yourself/scripts/test_research_workflow.py | 92 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …u/implement_yourself/scripts/test_research_workflow.py | 94 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …g_agents_nebius_okahu/scripts/test_writing_workflow.py | 58 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …g_agents_nebius_okahu/scripts/test_writing_workflow.py | 60 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …g_agents_nebius_okahu/scripts/test_writing_workflow.py | 69 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …g_agents_nebius_okahu/scripts/test_writing_workflow.py | 71 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …g_agents_nebius_okahu/scripts/test_writing_workflow.py | 84 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …g_agents_nebius_okahu/scripts/test_writing_workflow.py | 86 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …g_agents_nebius_okahu/scripts/test_writing_workflow.py | 98 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …g_agents_nebius_okahu/scripts/test_writing_workflow.py | 100 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …_agents_nebius_okahu/scripts/test_research_workflow.py | 66 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …_agents_nebius_okahu/scripts/test_research_workflow.py | 68 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …_agents_nebius_okahu/scripts/test_research_workflow.py | 78 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …_agents_nebius_okahu/scripts/test_research_workflow.py | 80 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …_agents_nebius_okahu/scripts/test_research_workflow.py | 92 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM⚡ | …_agents_nebius_okahu/scripts/test_research_workflow.py | 94 | # ------------------------------------------------------------------ | COMMENT |
| MEDIUM | …ting_agents_nebius_okahu/src/research/routers/tools.py | 16 | # ======================================================================== | COMMENT |
| MEDIUM | …ting_agents_nebius_okahu/src/research/routers/tools.py | 18 | # ======================================================================== | COMMENT |
| MEDIUM | …ting_agents_nebius_okahu/src/research/routers/tools.py | 38 | # ======================================================================== | COMMENT |
| MEDIUM | …ting_agents_nebius_okahu/src/research/routers/tools.py | 40 | # ======================================================================== | COMMENT |
| 133 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | mcp_ai_agents/scalekit-exa-mcp-security/exa.py | 22 | CODE | |
| LOW | mcp_ai_agents/scalekit-exa-mcp-security/exa.py | 23 | CODE | |
| LOW | mcp_ai_agents/mcp_toolbox_security_agent/web/app.py | 17 | CODE | |
| LOW | mcp_ai_agents/telemetry-mcp-okahu/main.py | 7 | CODE | |
| LOW | mcp_ai_agents/hotel_finder_agent/main.py | 12 | CODE | |
| LOW | mcp_ai_agents/hotel_finder_agent/main.py | 14 | CODE | |
| LOW | mcp_ai_agents/doc_mcp/src/github/parser.py | 4 | CODE | |
| LOW | mcp_ai_agents/doc_mcp/src/github/parser.py | 5 | CODE | |
| LOW | course/aws_strands/08_guardrails/main.py | 10 | CODE | |
| LOW | course/aws_strands/08_guardrails/main.py | 11 | CODE | |
| LOW | course/aws_strands/08_guardrails/main.py | 11 | CODE | |
| LOW | course/aws_strands/08_guardrails/main.py | 12 | CODE | |
| LOW | course/aws_strands/08_guardrails/main.py | 12 | CODE | |
| LOW | course/aws_strands/08_guardrails/main.py | 15 | CODE | |
| LOW | …_research_writing_agents_nebius_okahu/streamlit_app.py | 17 | CODE | |
| LOW | advance_ai_agents/maintainer_brief/backend/app/main.py | 11 | CODE | |
| LOW | advance_ai_agents/maintainer_brief/backend/app/main.py | 11 | CODE | |
| LOW | …/maintainer_brief/backend/app/intelligence/insights.py | 17 | CODE | |
| LOW | advance_ai_agents/trend_analyzer_agent/__init__.py | 1 | CODE | |
| LOW | advance_ai_agents/trend_analyzer_agent/agent.py | 6 | CODE | |
| LOW | …_ai_agents/customer_support_resolution_agent/ingest.py | 9 | CODE | |
| LOW | …e_ai_agents/customer_support_resolution_agent/tools.py | 2 | CODE | |
| LOW | …e_ai_agents/customer_support_resolution_agent/agent.py | 2 | CODE | |
| LOW | …nce_ai_agents/customer_support_resolution_agent/app.py | 2 | CODE | |
| LOW | …ancial_document_os/backend/app/seed/generate_corpus.py | 20 | CODE | |
| LOW | …financial_document_os/backend/app/intelligence/edit.py | 23 | CODE | |
| LOW | advance_ai_agents/meeting_assistant_agent/main.py | 2 | CODE | |
| LOW | advance_ai_agents/meeting_assistant_agent/main.py | 2 | CODE | |
| LOW | advance_ai_agents/meeting_assistant_agent/main.py | 8 | CODE | |
| LOW | advance_ai_agents/meeting_assistant_agent/main.py | 8 | CODE | |
| LOW | advance_ai_agents/pydantic_game_agent/app/models.py | 1 | CODE | |
| LOW | advance_ai_agents/pydantic_game_agent/app/agents.py | 1 | CODE | |
| LOW | advance_ai_agents/pydantic_game_agent/app/storage.py | 1 | CODE | |
| LOW | advance_ai_agents/pydantic_game_agent/app/safety.py | 1 | CODE | |
| LOW | advance_ai_agents/pydantic_game_agent/app/main.py | 1 | CODE | |
| LOW | advance_ai_agents/finance_service_agent/app.py | 1 | CODE | |
| LOW | advance_ai_agents/finance_service_agent/app.py | 1 | CODE | |
| LOW | advance_ai_agents/finance_service_agent/app.py | 3 | CODE | |
| LOW | …agents/finance_service_agent/controllers/stockAgent.py | 1 | CODE | |
| LOW | …agents/finance_service_agent/controllers/stockAgent.py | 1 | CODE | |
| LOW | …agents/finance_service_agent/controllers/stockAgent.py | 2 | CODE | |
| LOW | …agents/finance_service_agent/controllers/stockAgent.py | 3 | CODE | |
| LOW | …_ai_agents/finance_service_agent/controllers/agents.py | 2 | CODE | |
| LOW | …_ai_agents/finance_service_agent/controllers/agents.py | 9 | CODE | |
| LOW | …_ai_agents/finance_service_agent/routes/stockRoutes.py | 2 | CODE | |
| LOW | …_ai_agents/finance_service_agent/routes/stockRoutes.py | 8 | CODE | |
| LOW | …_ai_agents/finance_service_agent/routes/stockRoutes.py | 9 | CODE | |
| LOW | …_ai_agents/finance_service_agent/routes/stockRoutes.py | 9 | CODE | |
| LOW | …_ai_agents/finance_service_agent/routes/stockRoutes.py | 9 | CODE | |
| LOW | …_ai_agents/finance_service_agent/routes/stockRoutes.py | 10 | CODE | |
| LOW | …_ai_agents/finance_service_agent/routes/stockRoutes.py | 11 | CODE | |
| LOW | …_ai_agents/finance_service_agent/routes/agentRoutes.py | 5 | CODE | |
| LOW | …_ai_agents/finance_service_agent/routes/agentRoutes.py | 5 | CODE | |
| LOW | …_ai_agents/finance_service_agent/routes/agentRoutes.py | 8 | CODE | |
| LOW | …_ai_agents/finance_service_agent/routes/agentRoutes.py | 9 | CODE | |
| LOW | advance_ai_agents/startup_idea_validator_agent/main.py | 4 | CODE | |
| LOW | advance_ai_agents/startup_idea_validator_agent/main.py | 4 | CODE | |
| LOW | advance_ai_agents/startup_idea_validator_agent/main.py | 6 | CODE | |
| LOW | advance_ai_agents/startup_idea_validator_agent/main.py | 6 | CODE | |
| LOW | …agents/agentfield_finance_research_agent/src/skills.py | 12 | CODE | |
| 224 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 499 | # Step 1: Delete old versions of modified files first | COMMENT |
| LOW⚡ | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 509 | # Step 2: Load selected files | COMMENT |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 536 | # Step 3: Create file info with SHA for tracking | COMMENT |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 552 | # Step 4: Ingest documents incrementally | COMMENT |
| LOW⚡ | …s/06_multi_agent_pattern/06_4_workflow_agent/README.md | 101 | # Step 1: Research | COMMENT |
| LOW⚡ | …s/06_multi_agent_pattern/06_4_workflow_agent/README.md | 106 | # Step 2: Analysis | COMMENT |
| LOW⚡ | …s/06_multi_agent_pattern/06_4_workflow_agent/README.md | 111 | # Step 3: Writing | COMMENT |
| LOW⚡ | …nds/06_multi_agent_pattern/06_4_workflow_agent/main.py | 60 | # Step 1: Research | COMMENT |
| LOW⚡ | …nds/06_multi_agent_pattern/06_4_workflow_agent/main.py | 67 | # Step 2: Analysis | COMMENT |
| LOW⚡ | …nds/06_multi_agent_pattern/06_4_workflow_agent/main.py | 74 | # Step 3: Writing | COMMENT |
| LOW⚡ | …hu/implement_yourself/scripts/test_writing_workflow.py | 59 | # Step 1: Generate post (with evaluate-optimize loop) | COMMENT |
| LOW⚡ | …hu/implement_yourself/scripts/test_writing_workflow.py | 70 | # Step 2: Edit post with feedback | COMMENT |
| LOW⚡ | …hu/implement_yourself/scripts/test_writing_workflow.py | 85 | # Step 3: Generate image | COMMENT |
| LOW⚡ | …u/implement_yourself/scripts/test_research_workflow.py | 67 | # Step 1: Deep research queries | COMMENT |
| LOW⚡ | …u/implement_yourself/scripts/test_research_workflow.py | 79 | # Step 2: Analyze YouTube video (if provided) | COMMENT |
| LOW⚡ | …u/implement_yourself/scripts/test_research_workflow.py | 93 | # Step 3: Compile research | COMMENT |
| LOW⚡ | …g_agents_nebius_okahu/scripts/test_writing_workflow.py | 59 | # Step 1: Generate post (with evaluate-optimize loop) | COMMENT |
| LOW⚡ | …g_agents_nebius_okahu/scripts/test_writing_workflow.py | 70 | # Step 2: Edit post with feedback | COMMENT |
| LOW⚡ | …g_agents_nebius_okahu/scripts/test_writing_workflow.py | 85 | # Step 3: Generate image | COMMENT |
| LOW⚡ | …_agents_nebius_okahu/scripts/test_research_workflow.py | 67 | # Step 1: Deep research queries | COMMENT |
| LOW⚡ | …_agents_nebius_okahu/scripts/test_research_workflow.py | 79 | # Step 2: Analyze YouTube video (if provided) | COMMENT |
| LOW⚡ | …_agents_nebius_okahu/scripts/test_research_workflow.py | 93 | # Step 3: Compile research | COMMENT |
| LOW⚡ | …_nebius_okahu/src/research/tools/deep_research_tool.py | 40 | # Step 1: Ensure the working directory is valid and .memory/ exists | COMMENT |
| LOW⚡ | …_nebius_okahu/src/research/tools/deep_research_tool.py | 44 | # Step 2: Enforce the exploration call budget. If the agent has already | COMMENT |
| LOW⚡ | …_nebius_okahu/src/research/tools/deep_research_tool.py | 60 | # Step 3: Build the path to the cumulative results JSON file | COMMENT |
| LOW⚡ | …_nebius_okahu/src/research/tools/deep_research_tool.py | 63 | # Step 4: Load any previously saved results so we can append to them. | COMMENT |
| LOW⚡ | …_nebius_okahu/src/research/tools/deep_research_tool.py | 67 | # Step 5: Send the query to Exa. | COMMENT |
| LOW⚡ | …_nebius_okahu/src/research/tools/deep_research_tool.py | 73 | # Step 6: Append the new result (as a dict) and persist back to disk. | COMMENT |
| LOW⚡ | …_nebius_okahu/src/research/tools/deep_research_tool.py | 79 | # Step 7: Return a response dict to the MCP caller with the answer, | COMMENT |
| LOW⚡ | …okahu/src/research/tools/analyze_youtube_video_tool.py | 37 | # Step 1: Validate working directory exists and create .memory/ if needed | COMMENT |
| LOW⚡ | …okahu/src/research/tools/analyze_youtube_video_tool.py | 41 | # Step 2: Enforce the exploration call budget shared with deep_research. | COMMENT |
| LOW⚡ | …okahu/src/research/tools/analyze_youtube_video_tool.py | 56 | # Step 3: Create the transcripts subfolder (.memory/transcripts/) | COMMENT |
| LOW⚡ | …okahu/src/research/tools/analyze_youtube_video_tool.py | 60 | # Step 4: Extract the video ID from the URL to use as the filename. | COMMENT |
| LOW⚡ | …okahu/src/research/tools/analyze_youtube_video_tool.py | 71 | # Step 5: Build the output path (e.g. .memory/transcripts/dQw4w9WgXcQ.md) | COMMENT |
| LOW⚡ | …okahu/src/research/tools/analyze_youtube_video_tool.py | 74 | # Step 6: Fetch captions and summarize them with the Nebius LLM. | COMMENT |
| LOW⚡ | …okahu/src/research/tools/analyze_youtube_video_tool.py | 78 | # Step 7: Return a response dict to the MCP caller with the transcript | COMMENT |
| LOW⚡ | …bius_okahu/src/research/tools/compile_research_tool.py | 28 | # Step 1: Ensure the working directory exists and is valid | COMMENT |
| LOW⚡ | …bius_okahu/src/research/tools/compile_research_tool.py | 31 | # Step 2: Read all intermediate research data from .memory/ and compile | COMMENT |
| LOW⚡ | …bius_okahu/src/research/tools/compile_research_tool.py | 37 | # Step 3: Write the compiled markdown to research.md in the working directory. | COMMENT |
| LOW⚡ | …bius_okahu/src/research/tools/compile_research_tool.py | 45 | # Step 4: Clear the exploration round budget so any follow-up research | COMMENT |
| LOW⚡ | …bius_okahu/src/research/tools/compile_research_tool.py | 49 | # Step 5: Return a success response with the path to the generated file | COMMENT |
| LOW⚡ | …nebius_okahu/src/research/app/research_file_handler.py | 34 | # Step 1: Build path to the .memory/ folder where all intermediate data lives | COMMENT |
| LOW⚡ | …nebius_okahu/src/research/app/research_file_handler.py | 37 | # Step 2: Load the accumulated web search results from the JSON file. | COMMENT |
| LOW⚡ | …nebius_okahu/src/research/app/research_file_handler.py | 42 | # Step 3: Load all YouTube transcript markdown files from .memory/transcripts/. | COMMENT |
| LOW | …nebius_okahu/src/research/app/research_file_handler.py | 54 | # Step 4: Convert the raw data into formatted markdown sections. | COMMENT |
| LOW | …nebius_okahu/src/research/app/research_file_handler.py | 67 | # Step 5: Combine all sections into the final research.md document | COMMENT |
| LOW⚡ | …g_agents_nebius_okahu/src/writing/app/generate_post.py | 42 | # Step 1: Generate initial post | COMMENT |
| LOW⚡ | …g_agents_nebius_okahu/src/writing/app/generate_post.py | 49 | # Step 2: Review/edit loop | COMMENT |
| LOW | …_ai_agents/agentfield_finance_research_agent/README.md | 106 | # Step 1 - Start a session, get a session_id | COMMENT |
| LOW | …_ai_agents/agentfield_finance_research_agent/README.md | 111 | # Step 2 - Connect and receive live SSE events | COMMENT |
| LOW | …nts/agentfield_finance_research_agent/src/reasoners.py | 275 | # Step 1: Decompose the query into a structured ResearchPlan | COMMENT |
| LOW | …nts/agentfield_finance_research_agent/src/reasoners.py | 310 | # Step 2: Parallel dispatch → Analyst (bull) + Contrarian (bear) | COMMENT |
| LOW | …nts/agentfield_finance_research_agent/src/reasoners.py | 386 | # Step 3: Dual editors in parallel (short-term + long-term) | COMMENT |
| LOW | …ai_agents/conference_talk_abstract_generator/README.md | 23 | ### Step 1: URL Extraction (`extract_events.py`) | COMMENT |
| LOW | …ai_agents/conference_talk_abstract_generator/README.md | 40 | ### Step 2: Talk Data Crawling (`couchbase_utils.py`) | COMMENT |
| LOW | …ai_agents/conference_talk_abstract_generator/README.md | 66 | ### Step 3: Alternative JSON Storage (`crawl_talks.py`) | COMMENT |
| LOW | …ai_agents/conference_talk_abstract_generator/README.md | 82 | ### Step 4: Embedding Generation (`embeddinggeneration.py`) | COMMENT |
| LOW | …ai_agents/conference_talk_abstract_generator/README.md | 99 | ### Step 5: RAG Application (`talk_suggestions_app.py`) | COMMENT |
| LOW⚡ | …erence_talk_abstract_generator/talk_suggestions_app.py | 199 | # Step 1: ADK Agent Research | STRING |
| LOW⚡ | …erence_talk_abstract_generator/talk_suggestions_app.py | 208 | # Step 2: Couchbase Vector Search | STRING |
| 74 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 499 | # Step 1: Delete old versions of modified files first | COMMENT |
| LOW⚡ | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 509 | # Step 2: Load selected files | COMMENT |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 536 | # Step 3: Create file info with SHA for tracking | COMMENT |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 552 | # Step 4: Ingest documents incrementally | COMMENT |
| LOW⚡ | …nds/06_multi_agent_pattern/06_4_workflow_agent/main.py | 60 | # Step 1: Research | COMMENT |
| LOW⚡ | …nds/06_multi_agent_pattern/06_4_workflow_agent/main.py | 67 | # Step 2: Analysis | COMMENT |
| LOW⚡ | …nds/06_multi_agent_pattern/06_4_workflow_agent/main.py | 74 | # Step 3: Writing | COMMENT |
| LOW⚡ | …hu/implement_yourself/scripts/test_writing_workflow.py | 59 | # Step 1: Generate post (with evaluate-optimize loop) | COMMENT |
| LOW⚡ | …hu/implement_yourself/scripts/test_writing_workflow.py | 70 | # Step 2: Edit post with feedback | COMMENT |
| LOW⚡ | …hu/implement_yourself/scripts/test_writing_workflow.py | 85 | # Step 3: Generate image | COMMENT |
| LOW⚡ | …u/implement_yourself/scripts/test_research_workflow.py | 67 | # Step 1: Deep research queries | COMMENT |
| LOW⚡ | …u/implement_yourself/scripts/test_research_workflow.py | 79 | # Step 2: Analyze YouTube video (if provided) | COMMENT |
| LOW⚡ | …u/implement_yourself/scripts/test_research_workflow.py | 93 | # Step 3: Compile research | COMMENT |
| LOW⚡ | …g_agents_nebius_okahu/scripts/test_writing_workflow.py | 59 | # Step 1: Generate post (with evaluate-optimize loop) | COMMENT |
| LOW⚡ | …g_agents_nebius_okahu/scripts/test_writing_workflow.py | 70 | # Step 2: Edit post with feedback | COMMENT |
| LOW⚡ | …g_agents_nebius_okahu/scripts/test_writing_workflow.py | 85 | # Step 3: Generate image | COMMENT |
| LOW⚡ | …_agents_nebius_okahu/scripts/test_research_workflow.py | 67 | # Step 1: Deep research queries | COMMENT |
| LOW⚡ | …_agents_nebius_okahu/scripts/test_research_workflow.py | 79 | # Step 2: Analyze YouTube video (if provided) | COMMENT |
| LOW⚡ | …_agents_nebius_okahu/scripts/test_research_workflow.py | 93 | # Step 3: Compile research | COMMENT |
| LOW⚡ | …_nebius_okahu/src/research/tools/deep_research_tool.py | 40 | # Step 1: Ensure the working directory is valid and .memory/ exists | COMMENT |
| LOW⚡ | …_nebius_okahu/src/research/tools/deep_research_tool.py | 44 | # Step 2: Enforce the exploration call budget. If the agent has already | COMMENT |
| LOW⚡ | …_nebius_okahu/src/research/tools/deep_research_tool.py | 60 | # Step 3: Build the path to the cumulative results JSON file | COMMENT |
| LOW⚡ | …_nebius_okahu/src/research/tools/deep_research_tool.py | 63 | # Step 4: Load any previously saved results so we can append to them. | COMMENT |
| LOW⚡ | …_nebius_okahu/src/research/tools/deep_research_tool.py | 67 | # Step 5: Send the query to Exa. | COMMENT |
| LOW⚡ | …_nebius_okahu/src/research/tools/deep_research_tool.py | 73 | # Step 6: Append the new result (as a dict) and persist back to disk. | COMMENT |
| LOW⚡ | …_nebius_okahu/src/research/tools/deep_research_tool.py | 79 | # Step 7: Return a response dict to the MCP caller with the answer, | COMMENT |
| LOW⚡ | …okahu/src/research/tools/analyze_youtube_video_tool.py | 37 | # Step 1: Validate working directory exists and create .memory/ if needed | COMMENT |
| LOW⚡ | …okahu/src/research/tools/analyze_youtube_video_tool.py | 41 | # Step 2: Enforce the exploration call budget shared with deep_research. | COMMENT |
| LOW⚡ | …okahu/src/research/tools/analyze_youtube_video_tool.py | 56 | # Step 3: Create the transcripts subfolder (.memory/transcripts/) | COMMENT |
| LOW⚡ | …okahu/src/research/tools/analyze_youtube_video_tool.py | 60 | # Step 4: Extract the video ID from the URL to use as the filename. | COMMENT |
| LOW⚡ | …okahu/src/research/tools/analyze_youtube_video_tool.py | 71 | # Step 5: Build the output path (e.g. .memory/transcripts/dQw4w9WgXcQ.md) | COMMENT |
| LOW⚡ | …okahu/src/research/tools/analyze_youtube_video_tool.py | 74 | # Step 6: Fetch captions and summarize them with the Nebius LLM. | COMMENT |
| LOW⚡ | …okahu/src/research/tools/analyze_youtube_video_tool.py | 78 | # Step 7: Return a response dict to the MCP caller with the transcript | COMMENT |
| LOW⚡ | …bius_okahu/src/research/tools/compile_research_tool.py | 28 | # Step 1: Ensure the working directory exists and is valid | COMMENT |
| LOW⚡ | …bius_okahu/src/research/tools/compile_research_tool.py | 31 | # Step 2: Read all intermediate research data from .memory/ and compile | COMMENT |
| LOW⚡ | …bius_okahu/src/research/tools/compile_research_tool.py | 37 | # Step 3: Write the compiled markdown to research.md in the working directory. | COMMENT |
| LOW⚡ | …bius_okahu/src/research/tools/compile_research_tool.py | 45 | # Step 4: Clear the exploration round budget so any follow-up research | COMMENT |
| LOW⚡ | …bius_okahu/src/research/tools/compile_research_tool.py | 49 | # Step 5: Return a success response with the path to the generated file | COMMENT |
| LOW⚡ | …nebius_okahu/src/research/app/research_file_handler.py | 34 | # Step 1: Build path to the .memory/ folder where all intermediate data lives | COMMENT |
| LOW⚡ | …nebius_okahu/src/research/app/research_file_handler.py | 37 | # Step 2: Load the accumulated web search results from the JSON file. | COMMENT |
| LOW⚡ | …nebius_okahu/src/research/app/research_file_handler.py | 42 | # Step 3: Load all YouTube transcript markdown files from .memory/transcripts/. | COMMENT |
| LOW | …nebius_okahu/src/research/app/research_file_handler.py | 54 | # Step 4: Convert the raw data into formatted markdown sections. | COMMENT |
| LOW | …nebius_okahu/src/research/app/research_file_handler.py | 67 | # Step 5: Combine all sections into the final research.md document | COMMENT |
| LOW⚡ | …g_agents_nebius_okahu/src/writing/app/generate_post.py | 42 | # Step 1: Generate initial post | COMMENT |
| LOW⚡ | …g_agents_nebius_okahu/src/writing/app/generate_post.py | 49 | # Step 2: Review/edit loop | COMMENT |
| LOW | …nts/agentfield_finance_research_agent/src/reasoners.py | 275 | # Step 1: Decompose the query into a structured ResearchPlan | COMMENT |
| LOW | …nts/agentfield_finance_research_agent/src/reasoners.py | 310 | # Step 2: Parallel dispatch → Analyst (bull) + Contrarian (bear) | COMMENT |
| LOW | …nts/agentfield_finance_research_agent/src/reasoners.py | 386 | # Step 3: Dual editors in parallel (short-term + long-term) | COMMENT |
| LOW⚡ | …erence_talk_abstract_generator/talk_suggestions_app.py | 199 | # Step 1: ADK Agent Research | STRING |
| LOW⚡ | …erence_talk_abstract_generator/talk_suggestions_app.py | 208 | # Step 2: Couchbase Vector Search | STRING |
| LOW⚡ | …erence_talk_abstract_generator/talk_suggestions_app.py | 213 | # Step 3: Final Synthesis | STRING |
| LOW⚡ | advance_ai_agents/content_team_agent/main.py | 458 | # Step 1: Gather raw SERP data using tools | STRING |
| LOW⚡ | advance_ai_agents/content_team_agent/main.py | 477 | # Step 2: Format results for analysis | STRING |
| LOW | advance_ai_agents/content_team_agent/main.py | 542 | # Step 3: Analyze raw results with the analysis agent | COMMENT |
| LOW⚡ | advance_ai_agents/deep_researcher_agent/agents.py | 101 | # Step 1: Research | COMMENT |
| LOW⚡ | advance_ai_agents/deep_researcher_agent/agents.py | 106 | # Step 2: Analysis | COMMENT |
| LOW⚡ | advance_ai_agents/deep_researcher_agent/agents.py | 111 | # Step 3: Report Writing | COMMENT |
| LOW⚡ | …_transaction_processing_ai_agent/temporal/workflows.py | 69 | # Step 1: Generate embedding for vector search | COMMENT |
| LOW⚡ | …_transaction_processing_ai_agent/temporal/workflows.py | 77 | # Step 2: Search for similar transactions | COMMENT |
| LOW⚡ | …_transaction_processing_ai_agent/temporal/workflows.py | 85 | # Step 3: Apply business rules (compliance checks, amount limits, etc.) | COMMENT |
| 44 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | README.md | 295 | ### 📚 RAG Applications | COMMENT |
| MEDIUM | mcp_ai_agents/doc_mcp/README.md | 1 | # 📚 Doc-MCP: Documentation RAG System | COMMENT |
| MEDIUM | mcp_ai_agents/doc_mcp/src/ui/main.py | 40 | gr.Markdown("# 📚 Doc-MCP: Documentation RAG System") | CODE |
| MEDIUM | mcp_ai_agents/doc_mcp/src/ui/tabs/ingestion.py | 75 | gr.Markdown("### 🔄 RAG Pipeline Execution") | CODE |
| MEDIUM | course/aws_strands/08_guardrails/guardrails.py | 253 | # Validate input using safety guardrails | COMMENT |
| MEDIUM | course/aws_strands/08_guardrails/guardrails.py | 288 | # Validate output using safety guardrails | COMMENT |
| MEDIUM | course/aws_strands/08_guardrails/main.py | 32 | # Create guardrails hook | COMMENT |
| MEDIUM | course/aws_strands/08_guardrails/main.py | 35 | # Create agent with guardrails | COMMENT |
| MEDIUM | course/aws_strands/08_guardrails/main.py | 152 | # Create agent with guardrails | COMMENT |
| MEDIUM | course/aws_strands/01_basic_agent/main.py | 61 | # The agent is the core component that orchestrates the LLM, tools, and system prompt. | STRING |
| MEDIUM | …bout-rag-agents-or-fine-tuning-you-need-to_research.md | 385 | ### 1. Retrieval Augmented Generation (RAG) Systems | COMMENT |
| MEDIUM | …ink-context-engineering-is-just-about-writ_research.md | 142 | ### Retrieval Augmented Generation (RAG) as a Core Framework | COMMENT |
| MEDIUM | …ink-context-engineering-is-just-about-writ_research.md | 146 | #### Core RAG Pipeline Architecture | COMMENT |
| MEDIUM | …ink-context-engineering-is-just-about-writ_research.md | 169 | #### Advanced RAG Patterns and Dynamic Context Management | COMMENT |
| MEDIUM | …ink-context-engineering-is-just-about-writ_research.md | 185 | #### Role in RAG | COMMENT |
| MEDIUM | …ink-context-engineering-is-just-about-writ_research.md | 212 | #### Role in RAG (Advanced Use Cases) | COMMENT |
| MEDIUM | …ink-context-engineering-is-just-about-writ_research.md | 222 | #### Integration with RAG | COMMENT |
| MEDIUM | …ink-context-engineering-is-just-about-writ_research.md | 244 | ### Dynamic Context Management Strategies Beyond Basic RAG | COMMENT |
| MEDIUM | …usztin/stop-wiring-apis-directly-into-your-llm_seed.md | 1 | # Research Topic: LLM tool orchestration and decoupled API integration | COMMENT |
| MEDIUM | …plement_yourself/tasks/025-add-streamlit-ui.groomed.md | 1 | # Add a Streamlit chat UI orchestrating both MCP servers | COMMENT |
| MEDIUM | …plement_yourself/tasks/025-add-streamlit-ui.groomed.md | 25 | run-ui: # Run the Streamlit chat UI orchestrating both MCP servers. | CODE |
| MEDIUM | …skills/implement-universal/agents/software-engineer.md | 41 | ### Step 2 — Inventory the immutable scaffolding | COMMENT |
| MEDIUM | …implement_yourself/.claude/agents/software-engineer.md | 40 | ### Step 2 — Inventory the immutable scaffolding | COMMENT |
| MEDIUM⚡ | …nebius_okahu/implement_yourself/src/research/README.md | 69 | │ ├── deep_research_tool.py # orchestrates Exa search | CODE |
| MEDIUM⚡ | …nebius_okahu/implement_yourself/src/research/README.md | 70 | │ ├── analyze_youtube_video_tool.py # orchestrates video analysis | CODE |
| MEDIUM⚡ | …nebius_okahu/implement_yourself/src/research/README.md | 71 | │ └── compile_research_tool.py # orchestrates markdown compilation | CODE |
| MEDIUM | …bout-rag-agents-or-fine-tuning-you-need-to/research.md | 385 | ### 1. Retrieval Augmented Generation (RAG) Systems | COMMENT |
| MEDIUM | …amples/stop-wiring-apis-directly-into-your-llm/seed.md | 1 | # Research Topic: LLM tool orchestration and decoupled API integration | COMMENT |
| MEDIUM⚡ | …rch_writing_agents_nebius_okahu/src/research/README.md | 69 | │ ├── deep_research_tool.py # orchestrates grounded search | CODE |
| MEDIUM⚡ | …rch_writing_agents_nebius_okahu/src/research/README.md | 70 | │ ├── analyze_youtube_video_tool.py # orchestrates video analysis | CODE |
| MEDIUM⚡ | …rch_writing_agents_nebius_okahu/src/research/README.md | 71 | │ └── compile_research_tool.py # orchestrates markdown compilation | CODE |
| MEDIUM | …riting_agents_nebius_okahu/src/writing/evals/metric.py | 156 | # Load few-shot examples from train_evaluator | COMMENT |
| MEDIUM | advance_ai_agents/web_intelligence_agent/README.md | 42 | │ ├── workflow.ts # Run orchestration entrypoints | CODE |
| MEDIUM | advance_ai_agents/financial_document_os/README.md | 267 | │ │ ├── pipeline/ # ingest → classify → extract → render orchestration | CODE |
| MEDIUM | …i_agents/cosmos_arena_debate_council/cosmos_council.py | 41 | # Reasoning models (Cosmos) can wrap chain-of-thought in <think> tags. We keep | COMMENT |
| MEDIUM | …i_agents/cosmos_arena_debate_council/cosmos_council.py | 240 | # `reasoning_content` holds chain-of-thought the model returned alongside | COMMENT |
| MEDIUM | …ai_agents/conference_talk_abstract_generator/README.md | 1 | # KubeCon Talk RAG Application | COMMENT |
| MEDIUM | …ai_agents/conference_talk_abstract_generator/README.md | 99 | ### Step 5: RAG Application (`talk_suggestions_app.py`) | COMMENT |
| MEDIUM | …ai_agents/conference_talk_abstract_generator/README.md | 218 | │ ├── talk_suggestions_app.py # Main Streamlit RAG app | CODE |
| MEDIUM | …s/temporal_transaction_processing_ai_agent/ideation.md | 583 | # Workflows can only orchestrate | COMMENT |
| MEDIUM | …_ai_agents/conference_agnositc_cfp_generator/README.md | 1 | # Conference-Agnostic CFP Generation/RAG System | COMMENT |
| MEDIUM | …e_agnositc_cfp_generator/scripts/test_vector_search.py | 219 | # Import RAG components | COMMENT |
| MEDIUM | …e_agnositc_cfp_generator/scripts/test_vector_search.py | 254 | # Test 2: RAG integration | COMMENT |
| MEDIUM | …-fine-tuning-nebius-cloud/convert_legislation_to_qa.py | 182 | # RAG-style turns: questions + extractive targets | COMMENT |
| MEDIUM | fine_tuning/legal-tech-fine-tuning-nebius-cloud/api.py | 42 | # Optional extra user preamble. Leave empty for QA / RAG–style fine-tunes — a long prefix here | COMMENT |
| MEDIUM | memory_agents/engineering_content_agent/README.md | 115 | ├── agents.py # Query planning, report writing, guardrails | CODE |
| MEDIUM | starter_ai_agents/kaos_starter/multi-agent-system.yaml | 4 | # Deploy: kubectl apply -f multi-agent-system.yaml | COMMENT |
| MEDIUM | starter_ai_agents/kaos_starter/multi-agent-system.yaml | 60 | # Agent: Coordinator - orchestrates worker agents | COMMENT |
| MEDIUM | starter_ai_agents/kaos_starter/README.md | 208 | # Agent: Coordinator - orchestrates worker agents | COMMENT |
| MEDIUM | starter_ai_agents/microsoft_agents_starter/README.md | 18 | - [The five orchestration patterns](#the-five-orchestration-patterns) | CODE |
| MEDIUM | starter_ai_agents/microsoft_agents_starter/README.md | 95 | │ ├── multi_travel_agents.py # planner + critic (manual orchestration) | CODE |
| MEDIUM | starter_ai_agents/microsoft_agents_starter/README.md | 129 | ## The five orchestration patterns | COMMENT |
| MEDIUM | rag_apps/contextual_ai_rag/README.md | 1 | # Contextual AI RAG | COMMENT |
| MEDIUM | rag_apps/agentic_rag/README.md | 3 | # 🤖 Agentic RAG with Agno & GPT-5 | COMMENT |
| MEDIUM | rag_apps/video_rag/README.md | 1 | # Video RAG — Gemini Native Multimodal + Weaviate + Nebius | COMMENT |
| MEDIUM | rag_apps/qwen3_rag/README.md | 1 | # Qwen3 RAG Chat Application | COMMENT |
| MEDIUM | rag_apps/qwen3_rag/main.py | 204 | "BAAI/bge-en-icl", # Fixed embedding model | STRING |
| MEDIUM | rag_apps/llamaIndex_starter/README.md | 3 | # LlamaIndex RAG Starter | COMMENT |
| MEDIUM | rag_apps/advanced_rag_with_reranking/README.md | 1 | # Advanced RAG With Reranking | COMMENT |
| MEDIUM | …_apps/advanced_rag_with_reranking/evals/rag_eval_50.py | 256 | "# RAG Evaluation Summary", | STRING |
| 3 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | mcp_ai_agents/scalekit-exa-mcp-security/main.py | 31 | async def oauth_protected_resource_metadata(): | CODE |
| LOW | mcp_ai_agents/telemetry-mcp-okahu/test_analyst.py | 44 | def test_generate_sql_with_monocle(my_test_case: TestCase): | CODE |
| LOW | mcp_ai_agents/telemetry-mcp-okahu/test_analyst.py | 60 | def test_execute_query_users_table(): | CODE |
| LOW | mcp_ai_agents/telemetry-mcp-okahu/test_analyst.py | 73 | def test_execute_query_orders_table(): | CODE |
| LOW | mcp_ai_agents/hotel_finder_agent/main.py | 475 | def validate_advanced_search_params(params: Dict[str, Any]) -> tuple[bool, str]: | CODE |
| LOW | mcp_ai_agents/hotel_finder_agent/main.py | 501 | def validate_quick_search_params(params: Dict[str, Any]) -> tuple[bool, str]: | CODE |
| LOW⚡ | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 283 | def _detect_changes_and_available( | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/ingestion.py | 235 | async def _start_file_loading_generator( | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/mcp.py | 140 | def list_available_repos_docs(self) -> List[Dict[str, str]]: | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/mcp.py | 188 | def get_single_file_content_from_repo( | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/mcp.py | 224 | def get_multi_file_content_from_repo( | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/management.py | 223 | def _check_delete_button_state( | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/components/common.py | 33 | def create_repository_dropdown( | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/database/repository.py | 23 | def get_available_repositories(self) -> List[str]: | CODE |
| LOW⚡ | mcp_ai_agents/doc_mcp/src/github/file_loader.py | 16 | def create_document_from_file_info( | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/github/file_loader.py | 104 | def discover_repository_files( | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/github/file_loader.py | 133 | def discover_repository_files_with_changes( | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/github/parser.py | 95 | def is_valid_github_repo_format(repo_string: str) -> bool: | CODE |
| LOW | …s/06_multi_agent_pattern/06_4_workflow_agent/README.md | 302 | def enhanced_research_workflow(user_input: str): | CODE |
| LOW | …s/06_multi_agent_pattern/06_1_agent_as_tools/README.md | 68 | def product_recommendation_assistant(query: str) -> str: | CODE |
| LOW | …s/06_multi_agent_pattern/06_1_agent_as_tools/README.md | 92 | def create_orchestrator_agent() -> Agent: | STRING |
| LOW | …gent_pattern/06_1_agent_as_tools/specialized_agents.py | 57 | def product_recommendation_assistant(query: str) -> str: | CODE |
| LOW | …nds/06_multi_agent_pattern/06_1_agent_as_tools/main.py | 41 | def create_orchestrator_agent() -> Agent: | STRING |
| LOW | course/aws_strands/08_guardrails/main.py | 21 | def create_agent_with_guardrails(): | CODE |
| LOW | …-was-a-true-believer-in-clean-architecture_research.md | 272 | def save_fraudulent_transaction(self, transaction: FraudulentTransaction): | CODE |
| LOW | …-was-a-true-believer-in-clean-architecture_research.md | 305 | def save_fraudulent_transaction(self, transaction: FraudulentTransaction): ... | CODE |
| LOW | …-was-a-true-believer-in-clean-architecture_research.md | 336 | def save_fraudulent_transaction(self, transaction: FraudulentTransaction): | CODE |
| LOW | …urself/tasks/005-implement-compile-research.groomed.md | 36 | - `def build_research_results_section(results: list[dict]) -> str` — given a list of dicts each with `query`, `answer`, | CODE |
| LOW | …urself/tasks/005-implement-compile-research.groomed.md | 53 | - `def combine_research_sections(*sections: str) -> str` — `"\n\n".join(["# Research", *sections])`. | CODE |
| LOW | …okahu/src/research/tools/analyze_youtube_video_tool.py | 21 | async def analyze_youtube_video_tool( | CODE |
| LOW | …ents_nebius_okahu/src/research/utils/markdown_utils.py | 10 | def build_research_results_section( | CODE |
| LOW | …ents_nebius_okahu/src/research/utils/markdown_utils.py | 68 | def combine_research_sections(*sections: str) -> str: | CODE |
| LOW⚡ | advance_ai_agents/trend_analyzer_agent/agent.py | 52 | def tavily_search_ai_analysis(_: str) -> dict: | CODE |
| LOW | …eb_intelligence_agent/src/components/VeltWorkspace.tsx | 117 | function reviewerAutocompleteItems(users: LocalVeltUser[]) { | CODE |
| LOW | …nce_ai_agents/web_intelligence_agent/src/lib/nebius.ts | 94 | function normalizeCaseStudyMarkdown(markdown: string, researchedAt = new Date()): string { | CODE |
| LOW | …nce_ai_agents/web_intelligence_agent/src/lib/nebius.ts | 354 | export async function createSignalBriefWithNebius(input: { | CODE |
| LOW | advance_ai_agents/web_intelligence_agent/src/lib/db.ts | 543 | export function getOrCreateCaseStudyDoc(runId: string): CaseStudyDocRecord | null { | CODE |
| LOW | advance_ai_agents/pydantic_game_agent/app/agents.py | 160 | async def direct_token_factory_text(system_prompt: str, user_message: str) -> str: | STRING |
| LOW | advance_ai_agents/pydantic_game_agent/app/agents.py | 219 | def _review_issue_conflicts_with_safety_policy(issue: str) -> bool: | STRING |
| LOW⚡ | …nce_ai_agents/pydantic_game_agent/tests/test_safety.py | 33 | def test_accepts_safe_standalone_game() -> None: | STRING |
| LOW⚡ | …nce_ai_agents/pydantic_game_agent/tests/test_safety.py | 38 | def test_rejects_external_script() -> None: | STRING |
| LOW⚡ | …nce_ai_agents/pydantic_game_agent/tests/test_safety.py | 43 | def test_rejects_network_calls() -> None: | STRING |
| LOW | …nce_ai_agents/pydantic_game_agent/tests/test_safety.py | 63 | def test_rejects_incomplete_document() -> None: | STRING |
| LOW | …nce_ai_agents/pydantic_game_agent/tests/test_safety.py | 69 | def test_rejects_truncated_html_document() -> None: | STRING |
| LOW | …nce_ai_agents/pydantic_game_agent/tests/test_safety.py | 85 | def test_strips_markdown_html_fence() -> None: | STRING |
| LOW | …vance_ai_agents/pydantic_game_agent/tests/test_main.py | 35 | def test_generate_renders_mocked_game(monkeypatch, tmp_path) -> None: | CODE |
| LOW | …vance_ai_agents/pydantic_game_agent/tests/test_main.py | 50 | def test_generate_renders_friendly_error(monkeypatch) -> None: | CODE |
| LOW | …vance_ai_agents/pydantic_game_agent/tests/test_main.py | 63 | def test_generate_rejection_does_not_save_game(monkeypatch, tmp_path) -> None: | CODE |
| LOW | …vance_ai_agents/pydantic_game_agent/tests/test_main.py | 92 | def test_api_generate_stream_emits_stage_and_complete(monkeypatch, tmp_path) -> None: | CODE |
| LOW | …vance_ai_agents/pydantic_game_agent/tests/test_main.py | 117 | def test_api_generate_stream_marks_rejected_draft_repairable(monkeypatch, tmp_path) -> None: | CODE |
| LOW | …vance_ai_agents/pydantic_game_agent/tests/test_main.py | 141 | def test_api_repair_stream_repairs_latest_rejected_draft(monkeypatch, tmp_path) -> None: | CODE |
| LOW | …vance_ai_agents/pydantic_game_agent/tests/test_main.py | 147 | async def mock_repair_rejected_game(draft, on_stage=None) -> GeneratedGame: | CODE |
| LOW | …vance_ai_agents/pydantic_game_agent/tests/test_main.py | 168 | def test_api_repair_stream_repairs_latest_game_with_review_issues(monkeypatch, tmp_path) -> None: | CODE |
| LOW | …vance_ai_agents/pydantic_game_agent/tests/test_main.py | 174 | async def mock_repair_rejected_game(draft, on_stage=None) -> GeneratedGame: | CODE |
| LOW | …vance_ai_agents/pydantic_game_agent/tests/test_main.py | 191 | def test_api_repair_stream_without_draft_returns_error(monkeypatch, tmp_path) -> None: | CODE |
| LOW | …vance_ai_agents/pydantic_game_agent/tests/test_main.py | 206 | def test_root_renders_agent_run_ui_without_agent_output_card() -> None: | CODE |
| LOW | …vance_ai_agents/pydantic_game_agent/tests/test_main.py | 225 | def test_root_keeps_run_console_available_after_latest_game() -> None: | CODE |
| LOW | …vance_ai_agents/pydantic_game_agent/tests/test_main.py | 240 | def test_play_latest_serves_generated_html(monkeypatch, tmp_path) -> None: | CODE |
| LOW⚡ | …vance_ai_agents/pydantic_game_agent/tests/test_main.py | 254 | def test_invalid_nebius_model_env_falls_back_to_glm(monkeypatch) -> None: | CODE |
| LOW⚡ | …vance_ai_agents/pydantic_game_agent/tests/test_main.py | 262 | def test_save_and_load_generated_game(tmp_path) -> None: | CODE |
| 127 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | course/aws_strands/08_guardrails/guardrails.py | 342 | """Get comprehensive safety statistics.""" | STRING |
| MEDIUM | course/aws_strands/08_guardrails/guardrails.py | 354 | """Print a comprehensive safety report.""" | STRING |
| MEDIUM⚡ | advance_ai_agents/trend_analyzer_agent/agent.py | 57 | search_depth="advanced", # search depth for more comprehensive results | CODE |
| MEDIUM | advance_ai_agents/smart_gtm_agent/app/agents.py | 135 | # Create multiple targeted queries for comprehensive competitor research | COMMENT |
| MEDIUM | advance_ai_agents/smart_gtm_agent/app/agents.py | 144 | # Run multiple queries to get comprehensive competitor data | COMMENT |
| MEDIUM | …nference_talk_abstract_generator/adk_research_agent.py | 116 | # instruction="""You are a meticulous research summarizer. Combine the information from 'exa_results', | COMMENT |
| MEDIUM | advance_ai_agents/content_team_agent/app.py | 130 | <strong style="color: #ffffff;">Generate comprehensive SEO content briefs</strong> before you start | CODE |
| MEDIUM | advance_ai_agents/job_finder_agent/job_agents.py | 198 | instructions=f"""You are a summary agent that creates comprehensive career analysis reports. | STRING |
| MEDIUM | …transaction_processing_ai_agent/temporal/activities.py | 338 | """Calculate comprehensive risk score based on multiple factors.""" | STRING |
| MEDIUM | …df2336109c8a390d917ce5aacd52d_2026-06-23_02.08.28.json | 516 | "{\"user\": \"## FlightExpert\\n\\n\\n**Reality Check:** A 5-day total trip from Chicago to Tokyo is | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 856 | "response": "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSin | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 923 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 999 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1010 | "response": "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\n | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1077 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1081 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1157 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1161 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1239 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1243 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1323 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1327 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1409 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1413 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1497 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1501 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1587 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1591 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1679 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1683 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1773 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1777 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1869 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1873 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 45 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 49 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 145 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 149 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 247 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 251 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 351 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 355 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 457 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 461 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 565 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 569 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 675 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 679 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 787 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 791 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 901 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 905 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 1017 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 1021 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 1135 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 1139 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 1255 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 1259 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 1377 | "{\"assistant\": \"\\n\\n# Complete Travel Guide: Boston to Lisbon (September 2026)\\n\\nSince you'r | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 1381 | "{\"assistant\": \"\\n\\n# Final Travel Summary: Boston \\u2192 Lisbon (Sept 12, 2026)\\n\\nI've pro | CODE |
| 16 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | mcp_ai_agents/scalekit-exa-mcp-security/main.py | 11 | # Create a combined lifespan to manage the MCP session manager | COMMENT |
| MEDIUM⚡ | …gents/mcp_toolbox_security_agent/deploy/k8s/tools.yaml | 9 | # Create the Secret Toolbox mounts from this file: | COMMENT |
| MEDIUM | mcp_ai_agents/e2b_docker_mcp_agent/main.py | 73 | # Create an agent with access to the MCP servers | COMMENT |
| MEDIUM | mcp_ai_agents/doc_mcp/src/ui/tabs/mcp.py | 92 | # Define the actions for each button | COMMENT |
| MEDIUM | course/aws_strands/02_session_management/main.py | 43 | # Create a FileSessionManager to handle saving and loading the conversation | COMMENT |
| MEDIUM | course/aws_strands/02_session_management/main.py | 49 | # Create an agent and attach the session manager | COMMENT |
| MEDIUM | course/aws_strands/03_structured_output/main.py | 21 | # Define the data schema using a Pydantic model. | COMMENT |
| MEDIUM | course/aws_strands/03_structured_output/main.py | 39 | # Create the data extraction agent | COMMENT |
| MEDIUM | course/aws_strands/05_human_in_the_loop_agent/main.py | 36 | # Create the agent and provide the handoff_to_user tool | COMMENT |
| MEDIUM | …nds/06_multi_agent_pattern/06_1_agent_as_tools/main.py | 54 | # Create the orchestrator agent and provide it with the specialized agents as tools. | STRING |
| MEDIUM | …trands/06_multi_agent_pattern/06_2_swarm_agent/main.py | 37 | # Create a swarm with these agents, starting with the researcher | COMMENT |
| MEDIUM | course/aws_strands/01_basic_agent/main.py | 21 | # Define a detailed system prompt to guide the agent's behavior | COMMENT |
| MEDIUM | course/aws_strands/01_basic_agent/main.py | 60 | # Create the agent instance. | STRING |
| MEDIUM | course/aws_strands/01_basic_agent/main.py | 74 | # Create the weather agent | STRING |
| MEDIUM | course/aws_strands/01_basic_agent/main.py | 77 | # Define a user query | STRING |
| MEDIUM | …rch_writing_agents_nebius_okahu/src/research/server.py | 48 | # Create the server instance (used by `fastmcp run`) | COMMENT |
| MEDIUM | …arch_writing_agents_nebius_okahu/src/writing/server.py | 48 | # Create the server instance (used by `fastmcp run`) | COMMENT |
| MEDIUM | …erence_talk_abstract_generator/talk_suggestions_app.py | 31 | # This class is copied verbatim from your original code. | COMMENT |
| MEDIUM | advance_ai_agents/job_finder_agent/job_agents.py | 276 | # Create a single input for the summary agent | STRING |
| MEDIUM⚡ | …saction_processing_ai_agent/scripts/setup_couchbase.py | 286 | # Create the index | COMMENT |
| MEDIUM | …ion_processing_ai_agent/scripts/create_vector_index.py | 135 | # Create the index | COMMENT |
| MEDIUM | …e_agnositc_cfp_generator/src/ui/conference_talk_app.py | 401 | # Create the structured prompt using the imported function | COMMENT |
| MEDIUM | …ts/conference_agnositc_cfp_generator/src/ui/prompts.py | 45 | # Create the enhanced structured prompt based on the original approach | COMMENT |
| MEDIUM⚡ | simple_ai_agents/cal_scheduling_agent/main.py | 52 | # Create the CalCom tools instance | STRING |
| MEDIUM⚡ | simple_ai_agents/cal_scheduling_agent/main.py | 65 | # Create the agent | STRING |
| MEDIUM | simple_ai_agents/talk_to_db/ai_services.py | 47 | # Create the prompt template | COMMENT |
| MEDIUM | simple_ai_agents/talk_to_db/ai_services.py | 85 | # Create the chain | COMMENT |
| MEDIUM | simple_ai_agents/agent_discovery_agent/main.py | 107 | # Create the agent with tools | COMMENT |
| MEDIUM | memory_agents/social_media_agent/twitter_agents.py | 21 | # Import required libraries | COMMENT |
| MEDIUM | memory_agents/social_media_agent/twitter_agents.py | 246 | # Create a conversation about the tweeting style | STRING |
| MEDIUM | memory_agents/product_launch_agent/agent.py | 174 | # Create the coordinated team | COMMENT |
| MEDIUM | memory_agents/aws_strands_agent_with_memori/main.py | 350 | # Create a memory search wrapper tool for the agent | COMMENT |
| MEDIUM | memory_agents/aws_strands_agent_with_memori/main.py | 388 | # Create the agent with coaching personality | COMMENT |
| MEDIUM⚡ | memory_agents/blog_writing_agent/agents.py | 188 | # Create a simple conversation about the writing style | COMMENT |
| MEDIUM | starter_ai_agents/camel_ai_starter/agent.py | 34 | # Initialize ChatAgent instances | COMMENT |
| MEDIUM | starter_ai_agents/llamaindex_starter/main.py | 53 | # Create the agent | COMMENT |
| MEDIUM | starter_ai_agents/google_adk_starter/agent.py | 15 | # Define the email sending function | COMMENT |
| MEDIUM | starter_ai_agents/google_adk_starter/agent.py | 45 | # Define the EmailAgent | COMMENT |
| MEDIUM | starter_ai_agents/pydantic_starter/main.py | 19 | # Create the agent with a weather-focused prompt | COMMENT |
| MEDIUM | starter_ai_agents/crewai_starter/main.py | 8 | # Create a researcher agent | COMMENT |
| MEDIUM | starter_ai_agents/aws_strands_starter/main.py | 7 | # Define a weather-focused system prompt | COMMENT |
| MEDIUM | starter_ai_agents/agno_starter/main.py | 39 | # Create the agent with enhanced capabilities | COMMENT |
| MEDIUM | rag_apps/chat_with_code/setup.sh | 3 | # Create a virtual environment | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | mcp_ai_agents/scalekit-exa-mcp-security/auth.py | 17 | logger = logging.getLogger(__name__) | CODE |
| LOW | mcp_ai_agents/scalekit-exa-mcp-security/exa.py | 35 | logger = logging.getLogger(__name__) | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/main.py | 21 | logger = logging.getLogger(__name__) | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 19 | logger = logging.getLogger(__name__) | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/ingestion.py | 17 | logger = logging.getLogger(__name__) | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/query.py | 13 | logger = logging.getLogger(__name__) | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/mcp.py | 14 | logger = logging.getLogger(__name__) | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/management.py | 11 | logger = logging.getLogger(__name__) | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/database/vector_store.py | 12 | logger = logging.getLogger(__name__) | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/database/mongodb.py | 13 | logger = logging.getLogger(__name__) | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/database/repository.py | 11 | logger = logging.getLogger(__name__) | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/rag/ingestion.py | 19 | logger = logging.getLogger(__name__) | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/rag/query.py | 17 | logger = logging.getLogger(__name__) | CODE |
| LOW | mcp_ai_agents/doc_mcp/src/github/client.py | 19 | logger = logging.getLogger(__name__) | CODE |
| LOW⚡ | mcp_ai_agents/doc_mcp/src/github/file_loader.py | 13 | logger = logging.getLogger(__name__) | CODE |
| LOW⚡ | …_research_writing_agents_nebius_okahu/streamlit_app.py | 76 | logger = logging.getLogger(__name__) | STRING |
| LOW | …hu/implement_yourself/scripts/test_writing_workflow.py | 20 | logger = logging.getLogger(__name__) | CODE |
| LOW | …u/implement_yourself/scripts/test_research_workflow.py | 20 | logger = logging.getLogger(__name__) | CODE |
| LOW | …ing_agents_nebius_okahu/scripts/run_dataset_writing.py | 25 | logger = logging.getLogger(__name__) | CODE |
| LOW | …g_agents_nebius_okahu/scripts/test_writing_workflow.py | 20 | logger = logging.getLogger(__name__) | CODE |
| LOW | …_agents_nebius_okahu/scripts/test_research_workflow.py | 20 | logger = logging.getLogger(__name__) | CODE |
| LOW | …rch_writing_agents_nebius_okahu/src/research/server.py | 14 | logger = logging.getLogger(__name__) | CODE |
| LOW | …_nebius_okahu/src/research/tools/deep_research_tool.py | 23 | logger = logging.getLogger(__name__) | CODE |
| LOW | …okahu/src/research/tools/analyze_youtube_video_tool.py | 18 | logger = logging.getLogger(__name__) | CODE |
| LOW | …bius_okahu/src/research/tools/compile_research_tool.py | 12 | logger = logging.getLogger(__name__) | CODE |
| LOW | …ents_nebius_okahu/src/research/app/research_handler.py | 9 | logger = logging.getLogger(__name__) | CODE |
| LOW | …nebius_okahu/src/research/app/research_file_handler.py | 18 | logger = logging.getLogger(__name__) | CODE |
| LOW | …ts_nebius_okahu/src/research/app/exploration_budget.py | 19 | logger = logging.getLogger(__name__) | CODE |
| LOW | …gents_nebius_okahu/src/research/app/youtube_handler.py | 14 | logger = logging.getLogger(__name__) | CODE |
| LOW | …ng_agents_nebius_okahu/src/research/config/settings.py | 9 | logger = logging.getLogger(__name__) | CODE |
| LOW | …_agents_nebius_okahu/src/research/utils/okahu_utils.py | 11 | logger = logging.getLogger(__name__) | CODE |
| LOW | …_writing_agents_nebius_okahu/src/research/utils/llm.py | 17 | logger = logging.getLogger(__name__) | CODE |
| LOW | …g_agents_nebius_okahu/src/research/utils/file_utils.py | 10 | logger = logging.getLogger(__name__) | CODE |
| LOW | …arch_writing_agents_nebius_okahu/src/writing/server.py | 14 | logger = logging.getLogger(__name__) | CODE |
| LOW | …ng_agents_nebius_okahu/src/writing/evals/evaluation.py | 13 | logger = logging.getLogger(__name__) | CODE |
| LOW | …iting_agents_nebius_okahu/src/writing/evals/dataset.py | 8 | logger = logging.getLogger(__name__) | CODE |
| LOW | …riting_agents_nebius_okahu/src/writing/evals/metric.py | 15 | logger = logging.getLogger(__name__) | CODE |
| LOW | …_nebius_okahu/src/writing/tools/generate_image_tool.py | 12 | logger = logging.getLogger(__name__) | CODE |
| LOW | …gents_nebius_okahu/src/writing/tools/edit_post_tool.py | 20 | logger = logging.getLogger(__name__) | CODE |
| LOW | …s_nebius_okahu/src/writing/tools/generate_post_tool.py | 17 | logger = logging.getLogger(__name__) | CODE |
| LOW | …ts_nebius_okahu/src/writing/app/post_writer_handler.py | 9 | logger = logging.getLogger(__name__) | CODE |
| LOW | …g_agents_nebius_okahu/src/writing/app/generate_post.py | 16 | logger = logging.getLogger(__name__) | CODE |
| LOW | …_agents_nebius_okahu/src/writing/app/profile_loader.py | 8 | logger = logging.getLogger(__name__) | CODE |
| LOW | …_nebius_okahu/src/writing/app/post_reviewer_handler.py | 10 | logger = logging.getLogger(__name__) | CODE |
| LOW | …_agents_nebius_okahu/src/writing/app/dataset_loader.py | 10 | logger = logging.getLogger(__name__) | CODE |
| LOW | …g_agents_nebius_okahu/src/writing/app/image_handler.py | 10 | logger = logging.getLogger(__name__) | CODE |
| LOW | …ing_agents_nebius_okahu/src/writing/config/settings.py | 9 | logger = logging.getLogger(__name__) | CODE |
| LOW | …g_agents_nebius_okahu/src/writing/utils/okahu_utils.py | 11 | logger = logging.getLogger(__name__) | CODE |
| LOW | …h_writing_agents_nebius_okahu/src/writing/utils/llm.py | 21 | logger = logging.getLogger(__name__) | CODE |
| LOW | …ance_ai_agents/maintainer_brief/backend/app/preview.py | 28 | logger = logging.getLogger(__name__) | CODE |
| LOW | …ce_ai_agents/maintainer_brief/backend/app/scheduler.py | 17 | logger = logging.getLogger(__name__) | CODE |
| LOW | advance_ai_agents/maintainer_brief/backend/app/main.py | 16 | logger = logging.getLogger(__name__) | CODE |
| LOW | …/maintainer_brief/backend/app/connectors/hackernews.py | 10 | logger = logging.getLogger(__name__) | CODE |
| LOW | …_agents/maintainer_brief/backend/app/connectors/exa.py | 17 | logger = logging.getLogger(__name__) | CODE |
| LOW | …s/maintainer_brief/backend/app/connectors/documents.py | 20 | logger = logging.getLogger(__name__) | CODE |
| LOW | …ts/maintainer_brief/backend/app/connectors/security.py | 10 | logger = logging.getLogger(__name__) | CODE |
| LOW | …ents/maintainer_brief/backend/app/connectors/reddit.py | 12 | logger = logging.getLogger(__name__) | CODE |
| LOW | …maintainer_brief/backend/app/connectors/github_conn.py | 20 | logger = logging.getLogger(__name__) | CODE |
| LOW | …_agents/maintainer_brief/backend/app/pipeline/pages.py | 18 | logger = logging.getLogger(__name__) | CODE |
| LOW | …/maintainer_brief/backend/app/pipeline/orchestrator.py | 28 | logger = logging.getLogger(__name__) | CODE |
| 55 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | mcp_ai_agents/github_mcp_agent/main.py | 85 | CODE | |
| LOW | mcp_ai_agents/scalekit-exa-mcp-security/exa.py | 85 | CODE | |
| LOW | …ts/mcp_toolbox_security_agent/scripts/build_catalog.py | 51 | CODE | |
| LOW | …ts/mcp_toolbox_security_agent/scripts/build_catalog.py | 84 | CODE | |
| LOW | mcp_ai_agents/hotel_finder_agent/main.py | 357 | CODE | |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 29 | CODE | |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/update.py | 597 | CODE | |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/query.py | 22 | CODE | |
| LOW | mcp_ai_agents/doc_mcp/src/ui/tabs/management.py | 155 | CODE | |
| LOW | mcp_ai_agents/doc_mcp/src/ui/components/common.py | 99 | CODE | |
| LOW | mcp_ai_agents/doc_mcp/src/database/repository.py | 203 | CODE | |
| LOW | mcp_ai_agents/doc_mcp/src/rag/ingestion.py | 150 | CODE | |
| LOW | mcp_ai_agents/doc_mcp/src/rag/ingestion.py | 48 | CODE | |
| LOW | mcp_ai_agents/doc_mcp/src/github/client.py | 51 | CODE | |
| LOW | mcp_ai_agents/doc_mcp/src/github/client.py | 107 | CODE | |
| LOW | course/aws_strands/08_guardrails/guardrails.py | 308 | CODE | |
| LOW | course/aws_strands/08_guardrails/guardrails.py | 325 | CODE | |
| LOW | course/aws_strands/08_guardrails/main.py | 45 | CODE | |
| LOW | course/aws_strands/08_guardrails/main.py | 77 | CODE | |
| LOW | course/aws_strands/08_guardrails/main.py | 112 | CODE | |
| LOW | …_writing_agents_nebius_okahu/src/research/utils/llm.py | 41 | CODE | |
| LOW | …h_writing_agents_nebius_okahu/src/writing/utils/llm.py | 37 | CODE | |
| LOW | …/maintainer_brief/backend/app/connectors/hackernews.py | 15 | CODE | |
| LOW | …_agents/maintainer_brief/backend/app/connectors/exa.py | 34 | CODE | |
| LOW | …ts/maintainer_brief/backend/app/connectors/security.py | 24 | CODE | |
| LOW | …ents/maintainer_brief/backend/app/connectors/reddit.py | 17 | CODE | |
| LOW | …maintainer_brief/backend/app/connectors/github_conn.py | 63 | CODE | |
| LOW | …maintainer_brief/backend/app/connectors/github_conn.py | 291 | CODE | |
| LOW | …/maintainer_brief/backend/app/pipeline/orchestrator.py | 53 | CODE | |
| LOW | …maintainer_brief/backend/app/intelligence/normalize.py | 51 | CODE | |
| LOW | …maintainer_brief/backend/app/intelligence/normalize.py | 139 | CODE | |
| LOW | …/maintainer_brief/backend/app/intelligence/insights.py | 88 | CODE | |
| LOW | …agents/maintainer_brief/backend/app/unsiloed/worker.py | 43 | CODE | |
| LOW | advance_ai_agents/car_finder_agent/agent.py | 73 | CODE | |
| LOW | …ncial_document_os/backend/app/pipeline/orchestrator.py | 31 | CODE | |
| LOW | …cial_document_os/backend/app/intelligence/normalize.py | 122 | CODE | |
| LOW | …financial_document_os/backend/app/intelligence/edit.py | 90 | CODE | |
| LOW | …financial_document_os/backend/app/intelligence/edit.py | 137 | CODE | |
| LOW | …agents/financial_document_os/backend/app/api/routes.py | 328 | CODE | |
| LOW | …s/financial_document_os/backend/app/unsiloed/worker.py | 43 | CODE | |
| LOW | advance_ai_agents/meeting_assistant_agent/app.py | 97 | CODE | |
| LOW | …agents/finance_service_agent/controllers/stockAgent.py | 143 | CODE | |
| LOW | …_ai_agents/finance_service_agent/routes/stockRoutes.py | 111 | CODE | |
| LOW | advance_ai_agents/coding_harness_agent/main.py | 76 | CODE | |
| LOW | advance_ai_agents/smart_gtm_agent/app/agents.py | 29 | CODE | |
| LOW | advance_ai_agents/smart_gtm_agent/app/agents.py | 126 | CODE | |
| LOW | …/conference_talk_abstract_generator/couchbase_utils.py | 17 | CODE | |
| LOW | …/conference_talk_abstract_generator/couchbase_utils.py | 106 | CODE | |
| LOW | …ents/conference_talk_abstract_generator/crawl_talks.py | 13 | CODE | |
| LOW | …erence_talk_abstract_generator/talk_suggestions_app.py | 173 | CODE | |
| LOW | …erence_talk_abstract_generator/talk_suggestions_app.py | 72 | CODE | |
| LOW | advance_ai_agents/content_team_agent/app.py | 203 | CODE | |
| LOW | advance_ai_agents/content_team_agent/main.py | 330 | CODE | |
| LOW | advance_ai_agents/content_team_agent/main.py | 841 | CODE | |
| LOW | advance_ai_agents/paralegal_crew/app.py | 50 | CODE | |
| LOW | …itoring_temporal_agent/ops_sentinel/runtime_gateway.py | 227 | CODE | |
| LOW | …poral_transaction_processing_ai_agent/ai/llm_client.py | 107 | CODE | |
| LOW | …tion_processing_ai_agent/scripts/advanced_scenarios.py | 323 | CODE | |
| LOW | …tion_processing_ai_agent/scripts/advanced_scenarios.py | 483 | CODE | |
| LOW | …ocessing_ai_agent/scripts/test_workflow_integration.py | 21 | CODE | |
| 58 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | mcp_ai_agents/github_mcp_agent/main.py | 185 | # Display results in a nice container | STRING |
| LOW | …_ai_agents/finance_service_agent/routes/stockRoutes.py | 37 | # Check if request is from a browser | COMMENT |
| LOW | …_ai_agents/finance_service_agent/routes/stockRoutes.py | 64 | # Check if request is from a browser | COMMENT |
| LOW | …_ai_agents/finance_service_agent/routes/stockRoutes.py | 92 | # Check if request is from a browser | COMMENT |
| LOW | …_ai_agents/finance_service_agent/routes/stockRoutes.py | 143 | # Check if request is from a browser | COMMENT |
| LOW | …_ai_agents/finance_service_agent/routes/stockRoutes.py | 164 | # Check if request is from a browser for error case | COMMENT |
| LOW | …_ai_agents/finance_service_agent/routes/agentRoutes.py | 38 | # Check if request is from a browser or format is explicitly set to html | COMMENT |
| LOW | …_ai_agents/finance_service_agent/routes/agentRoutes.py | 68 | # Check if request is from a browser or format is explicitly set to html | COMMENT |
| LOW | …_ai_agents/finance_service_agent/routes/agentRoutes.py | 96 | # Check if request is from a browser or format is explicitly set to html | COMMENT |
| LOW | …_ai_agents/finance_service_agent/routes/agentRoutes.py | 140 | # Check if request is from a browser or format is explicitly set to html | COMMENT |
| LOW | advance_ai_agents/content_team_agent/app.py | 284 | # Display results in main markdown area (outside of st.status) | COMMENT |
| LOW | …agents/temporal_transaction_processing_ai_agent/app.py | 140 | # Check if we're in a running event loop | COMMENT |
| LOW⚡ | …transaction_processing_ai_agent/temporal/activities.py | 27 | # Check if connection exists and is valid | COMMENT |
| LOW | …transaction_processing_ai_agent/scripts/quick_setup.sh | 152 | # Check if all services are ready | COMMENT |
| LOW | …tion_processing_ai_agent/scripts/advanced_scenarios.py | 272 | # Check if this is the integration test scenario | COMMENT |
| LOW⚡ | …ocessing_ai_agent/scripts/test_workflow_integration.py | 127 | # Check if workflow is complete | COMMENT |
| LOW⚡ | …saction_processing_ai_agent/scripts/setup_couchbase.py | 278 | # Check if index exists | COMMENT |
| LOW | …cessing_ai_agent/scripts/verify_temporal_constructs.py | 129 | # Check if workflow uses retry policies | COMMENT |
| LOW | …l_transaction_processing_ai_agent/scripts/start_all.sh | 17 | # Check if virtual environment exists | COMMENT |
| LOW | …l_transaction_processing_ai_agent/scripts/start_all.sh | 27 | # Check if Temporal is running | COMMENT |
| LOW | …ion_processing_ai_agent/scripts/create_vector_index.py | 117 | # Check if index already exists | COMMENT |
| LOW | …ransaction_processing_ai_agent/scripts/docker_setup.sh | 8 | # Check if .env file exists | COMMENT |
| LOW | …ransaction_processing_ai_agent/scripts/docker_setup.sh | 37 | # Check if Temporal is running | COMMENT |
| LOW | …ransaction_processing_ai_agent/scripts/docker_setup.sh | 130 | # Check if all services are ready | COMMENT |
| LOW⚡ | …l_transaction_processing_ai_agent/scripts/seed_data.py | 218 | # Check if collections exist - try to access them | COMMENT |
| LOW | …l_transaction_processing_ai_agent/scripts/seed_data.py | 308 | # Check if it's a collection not found error | COMMENT |
| LOW | …s/temporal_transaction_processing_ai_agent/api/main.py | 125 | # Check if transaction exists and get its status | COMMENT |
| LOW | …gnositc_cfp_generator/scripts/create_search_indexes.py | 128 | # Check if conference exists | COMMENT |
| LOW | …e_agnositc_cfp_generator/src/ui/conference_talk_app.py | 222 | # Display results | COMMENT |
| LOW | …e_agnositc_cfp_generator/src/ui/conference_talk_app.py | 354 | # Display results | COMMENT |
| LOW⚡ | …ce_agnositc_cfp_generator/src/models/corpus_manager.py | 72 | # Check if collection exists, create if not | COMMENT |
| LOW | …nositc_cfp_generator/src/scrapers/platform_adapters.py | 455 | # Check if URL or text suggests it's a talk | COMMENT |
| LOW | simple_ai_agents/talk_to_db/app.py | 147 | # Display results as DataFrame | STRING |
| LOW | memory_agents/social_media_agent/app.py | 183 | # Check if there's stored style in memory database | COMMENT |
| LOW⚡ | memory_agents/product_launch_agent/chat_app.py | 143 | # Check if API keys are set | STRING |
| LOW | memory_agents/product_launch_agent/chat_app.py | 274 | # Check if user wants another analysis | STRING |
| LOW | memory_agents/aws_strands_agent_with_memori/main.py | 512 | # Check if user wants to see demo | COMMENT |
| LOW | memory_agents/ai_consultant_agent/app.py | 164 | # Check if keys are set for required services | STRING |
| LOW | memory_agents/blog_writing_agent/app.py | 222 | # Check if we have writing style to enhance the generation | COMMENT |
| LOW⚡ | memory_agents/brand_reputation_monitor/app.py | 168 | # Check if API keys are set | STRING |
| LOW | memory_agents/brand_reputation_monitor/app.py | 607 | # Check if user wants new analysis | STRING |
| LOW | memory_agents/job_search_agent/app.py | 152 | # Check if API keys are set | STRING |
| LOW | memory_agents/job_search_agent/app.py | 227 | # Display results | STRING |
| LOW | starter_ai_agents/pydantic_starter/main.py | 31 | # Display the result | COMMENT |
| LOW | rag_apps/agentic_rag/main.py | 137 | # Check if knowledge base is loaded | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | advance_ai_agents/content_team_agent/app.py | 0 | return an inline <img> tag for a local png, or empty string on failure. | STRING |
| HIGH | memory_agents/customer_support_voice_agent/app.py | 0 | return an inline <img> tag for a local png, or empty string on failure. | STRING |
| HIGH | memory_agents/ai_consultant_agent/app.py | 0 | return an inline <img> tag for a local png, or empty string on failure. | STRING |
| HIGH | memory_agents/youtube_trend_agent/app.py | 0 | return an inline <img> tag for a local png, or empty string on failure. | STRING |
| HIGH | memory_agents/study_coach_agent/app.py | 0 | return an inline <img> tag for a local png, or empty string on failure. | STRING |
| HIGH | starter_ai_agents/langchain_starter/main.py | 0 | return the current local date and time as an iso-8601 string. | STRING |
| HIGH | starter_ai_agents/autogen_starter/main.py | 0 | return the current local date and time as an iso-8601 string. | STRING |
| HIGH | starter_ai_agents/langgraph_starter/main.py | 0 | return the current local date and time as an iso-8601 string. | STRING |
| HIGH | …gents/microsoft_agents_starter/agents/travel_agents.py | 0 | search for flights between two cities on a given date. | STRING |
| HIGH | …agents_starter/agents/orchestrations/handoff_travel.py | 0 | search for flights between two cities on a given date. | STRING |
| HIGH | …gents_starter/agents/orchestrations/magentic_travel.py | 0 | search for flights between two cities on a given date. | STRING |
| HIGH | …nts_starter/agents/orchestrations/sequential_travel.py | 0 | search for flights between two cities on a given date. | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | course/aws_strands/05_human_in_the_loop_agent/README.md | 127 | export NEBIUS_API_KEY="your-api-key-here" | CODE |
| HIGH | course/aws_strands/08_guardrails/README.md | 131 | export NEBIUS_API_KEY="your-api-key-here" | CODE |
| HIGH | course/aws_strands/07_observability/README.md | 126 | export NEBIUS_API_KEY="your-api-key-here" | CODE |
| HIGH | simple_ai_agents/cal_scheduling_agent/main.py | 22 | export CALCOM_API_KEY="your_api_key" | STRING |
| HIGH | simple_ai_agents/mastra_ai_weather_agent/README.md | 22 | NEBIUS_API_KEY=your-api-key-here | CODE |
| HIGH | starter_ai_agents/sayna_starter/README.md | 92 | api_key="your-api-key", | CODE |
| HIGH | rag_apps/llamaIndex_starter/README.md | 38 | api_key="your_api_key" | CODE |
| HIGH | rag_apps/llamaIndex_starter/main.py | 8 | # os.environ["NEBIUS_API_KEY"] = "your_api_key" | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | course/aws_strands/08_guardrails/guardrails.py | 170 | return "I apologize, but I cannot provide a response to that request for safety reasons." | STRING |
| MEDIUM | …ents/flowsentinal_audittrail/src/app/api/chat/route.ts | 91 | I cannot provide trustworthy "recent" benchmark numbers from the currently retrieved sources because they are stale or m | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1612 | "response": "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've comple | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1697 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1791 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.05.23.json | 1887 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 63 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 163 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 265 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 369 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 475 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 583 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 693 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 805 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 919 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 1035 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 1153 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 1273 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 1395 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 1519 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 1645 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 1773 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 1903 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 2035 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 2169 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 2305 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| MEDIUM | …7db155f3ab910b5f75b8a782031e5_2026-06-23_02.06.23.json | 2443 | "{\"assistant\": \"\\n\\n# \\u2705 Visa Requirements Confirmed for Portugal\\n\\nI've completed the | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | mcp_ai_agents/doc_mcp/src/github/parser.py | 11 | Parse GitHub URL to extract owner and repository name. Args: url: GitHub URL in various formats R | STRING |
| HIGH | course/aws_strands/08_guardrails/guardrails.py | 383 | Call the agent with input validation. Args: user_input: The user input to process | STRING |
| HIGH | …ts_nebius_okahu/src/writing/app/post_writer_handler.py | 18 | Generate a LinkedIn post from guideline, research, profiles, and examples. Args: guideline: The post guidel | STRING |
| HIGH | …ts_nebius_okahu/src/writing/app/post_writer_handler.py | 64 | Edit a LinkedIn post based on reviewer feedback. Args: post: The current post to edit. reviews: Lis | STRING |
| HIGH | simple_ai_agents/newsletter_agent/main.py | 149 | Generate a newsletter based on the given topic and search parameters. Args: topic (str): The topic | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | …m-claude-code-to-opencode-and-im-loving-it_research.md | 135 | * **Faster Code Execution (Opus):** In some benchmarks, code generated by Claude 3 Opus has been observed to execute f | COMMENT |
| HIGH | …icted-that-ai-would-replace-up-to-80-of-d_generated.md | 5 | The developer job market has been transformed by AI, but not in the way that was expected. Code is being generated by AI | CODE |
| HIGH | …dicted-that-ai-would-replace-up-to-80-of-d_research.md | 113 | 2. **Adaptability:** Developers need to adapt their mindset from primarily writing code to supervising, constraining, a | CODE |
| HIGH | …m-claude-code-to-opencode-and-im-loving-it/research.md | 135 | * **Faster Code Execution (Opus):** In some benchmarks, code generated by Claude 3 Opus has been observed to execute f | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …_security_agent/deploy/k8s/toolbox-secret.example.yaml | 21 | PG_APP_IAM_USER: "toolbox-gsa@PROJECT_ID.iam" # IAM DB user (no password) | COMMENT |
| LOW | …gents/mcp_toolbox_security_agent/deploy/k8s/tools.yaml | 1 | # ============================================================================= | COMMENT |
| LOW | …gents/mcp_toolbox_security_agent/deploy/k8s/tools.yaml | 41 | COMMENT | |
| LOW | …_toolbox_security_agent/deploy/k8s/serviceaccount.yaml | 1 | # Workload Identity (security mechanism #7). | COMMENT |
| LOW | …lbox_security_agent/deploy/compose/docker-compose.yaml | 1 | # ============================================================================= | COMMENT |
| LOW | …agents/mcp_toolbox_security_agent/scripts/get_token.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | …g_agents_nebius_okahu/src/research/config/constants.py | 1 | """Constants used throughout the MCP server.""" | COMMENT |
| LOW | …ance_ai_agents/maintainer_brief/frontend/next-env.d.ts | 1 | /// <reference types="next" /> | COMMENT |
| LOW | advance_ai_agents/web_intelligence_agent/next-env.d.ts | 1 | /// <reference types="next" /> | COMMENT |
| LOW | …ai_agents/financial_document_os/frontend/next-env.d.ts | 1 | /// <reference types="next" /> | COMMENT |
| LOW | advance_ai_agents/due_diligence_agent/prompts.py | 221 | # Stage 4: Synthesis | COMMENT |
| LOW | advance_ai_agents/flowsentinal_audittrail/next-env.d.ts | 1 | /// <reference types="next" /> | COMMENT |
| LOW | advance_ai_agents/deep_researcher_agent/server.py | 21 | COMMENT | |
| LOW | advance_ai_agents/deep_researcher_agent/server.py | 41 | # "SGAI_API_KEY": "your_scrapegraph_api_key_here" | COMMENT |
| LOW | fine_tuning/legal-tech-fine-tuning-nebius-cloud/run.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | …legal-tech-fine-tuning-nebius-cloud/setup_and_train.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | …ne_tuning/legal-tech-fine-tuning-nebius-cloud/serve.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | …-fine-tuning-nebius-cloud/scripts/cloudflare_tunnel.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | memory_agents/social_media_agent/create_tweet.py | 61 | # # Example tweet text | COMMENT |
| LOW | …mory_agents/youtube_trend_agent/.streamlit/config.toml | 1 | [theme] | COMMENT |
| LOW | memory_agents/study_coach_agent/.streamlit/config.toml | 1 | [theme] | COMMENT |
| LOW | …agents/brand_reputation_monitor/.streamlit/config.toml | 1 | [theme] | COMMENT |
| LOW | rag_apps/agentic_rag_with_web_search/main.py | 161 | # st.markdown("#### Answer \n", unsafe_allow_html=True) | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | advance_ai_agents/car_finder_agent/agent.py | 93 | "If mileage or location is not shown for a listing, set them to null, but still include the keys. " | STRING |
| HIGH | …cial_document_os/backend/app/intelligence/normalize.py | 5 | item.<field> = {value, score:{extraction_score,...}, citation:{bbox,page,page_width,page_height}|null} | STRING |
| HIGH | …inancial_document_os/backend/scripts/calibrate_edit.py | 9 | Run: cd backend && python -m scripts.calibrate_edit | STRING |
| HIGH | …ransaction_processing_ai_agent/scripts/verify_setup.py | 88 | print(" Start it with: cd docker-compose && docker-compose up -d") | CODE |
| HIGH | …rocessing_ai_agent/scripts/test_temporal_connection.py | 38 | print(" cd docker-compose && docker-compose up -d") | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | mcp_ai_agents/scalekit-exa-mcp-security/exa.py | 127 | CODE | |
| LOW | mcp_ai_agents/scalekit-exa-mcp-security/exa.py | 355 | CODE | |
| LOW | mcp_ai_agents/scalekit-exa-mcp-security/main.py | 38 | CODE | |
| LOW | …agents/agentfield_finance_research_agent/src/skills.py | 120 | CODE | |
| LOW | …agents/agentfield_finance_research_agent/src/skills.py | 143 | CODE | |
| LOW | …agents/agentfield_finance_research_agent/src/skills.py | 166 | CODE | |
| LOW | …agents/agentfield_finance_research_agent/src/skills.py | 199 | CODE | |
| LOW | …agents/agentfield_finance_research_agent/src/skills.py | 239 | CODE | |
| LOW | …agents/agentfield_finance_research_agent/src/skills.py | 295 | CODE | |
| LOW | …agents/agentfield_finance_research_agent/src/skills.py | 335 | CODE | |
| LOW | fine_tuning/legal-tech-fine-tuning-nebius-cloud/api.py | 92 | CODE | |
| LOW | simple_ai_agents/nebius_chat/app.py | 143 | CODE | |
| LOW | memory_agents/engineering_content_agent/chat.py | 143 | CODE | |
| LOW | …apps/advanced_rag_with_reranking/src/boeing_rag/api.py | 282 | CODE | |
| LOW | …apps/advanced_rag_with_reranking/src/boeing_rag/cli.py | 41 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | mcp_ai_agents/database_mcp_agent/main.py | 49 | # Example usage | STRING |
| LOW⚡ | fine_tuning/legal-tech-fine-tuning-nebius-cloud/run.sh | 5 | # Usage: | COMMENT |
| LOW | …legal-tech-fine-tuning-nebius-cloud/setup_and_train.sh | 5 | # Usage: | COMMENT |
| LOW⚡ | …ne_tuning/legal-tech-fine-tuning-nebius-cloud/serve.sh | 8 | # Usage: | COMMENT |
| LOW⚡ | …-fine-tuning-nebius-cloud/scripts/cloudflare_tunnel.sh | 7 | # Usage: | COMMENT |
| LOW | starter_ai_agents/llamaindex_starter/main.py | 63 | # Example usage | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| CRITICAL | memory_agents/ai_consultant_agent/app.py | 361 | response = st.session_state.openai_client.chat.completions.create( | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | course/aws_strands/07_observability/README.md | 105 | | `user.id` | User identification | "user@example.com" | | CODE |
| LOW | …l_transaction_processing_ai_agent/scripts/seed_data.py | 62 | "recipient": {"name": "Jane Doe", "country": "US", "account_number": "ACC006"}, | CODE |
| LOW | starter_ai_agents/langchain_starter/main.py | 41 | ("placeholder", "{chat_history}"), | CODE |
| LOW | starter_ai_agents/langchain_starter/main.py | 43 | ("placeholder", "{agent_scratchpad}"), | CODE |