AI Slop Code RIsk Monitor

microsoft/mcp-for-beginners

This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java, TypeScript, JavaScript, Rust and Python. Designed for developers, it focuses on practical techniques for building modular, scalable, and secure AI workflows from session setup to service orchestration.

22.1 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for microsoft/mcp-for-beginners, a Jupyter Notebook project with 17,425 GitHub stars. SynthScan examined 2,974,574 lines of code across 8752 source files, recording 21937 pattern matches distributed across 18 syntactic categories. The legacy adjusted pattern signal is 22.1 (Elevated pattern signal); it is not an authorship estimate.

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

22.1
Adjusted Signal
22.1
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
17.4K
Stars
Jupyter Notebook
Language
3.0M
Lines of Code
8.8K
Files
21.9K
Pattern Hits
2026-10-12
Scan Date
1.21
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 6.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 4219 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.4/100 · LOW

Are imports declared and package/API names verified? 486 finding(s).

Agent Over-Engineering Ratio 65.0/100 · HIGH

Are wrappers, guards, and repeated structures necessary? 21235 finding(s).

PR Review Velocity Impact 72.5/100 · HIGH

Which changes need focused human review? 21937 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 56HIGH 10534MEDIUM 858LOW 10489

Directory Score Breakdown

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

Pattern Findings

The scanner identified 21937 distinct pattern matches across 18 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Cross-File Repetition10140 hits · 50700 pts
SeverityFileLineSnippetContext
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HIGH…slations/ur/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
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HIGH…slations/vi/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/sv/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/he/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/ms/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
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HIGH…slations/da/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/mr/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/no/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/ja/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/el/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/it/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
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HIGH…slations/ru/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/tl/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/ro/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…tions/zh-CN/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/uk/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
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HIGH…slations/pa/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
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HIGH…slations/ml/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
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HIGH…tions/zh-TW/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/my/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/ar/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/hr/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…tions/pt-BR/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/hu/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/nl/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/bg/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/bn/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/ne/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/hi/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/de/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/ko/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/fi/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/id/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/fr/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/es/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/et/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/en/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/fa/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/lt/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…tions/zh-HK/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/ta/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…tions/zh-MO/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/th/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH…slations/tr/11-MCPServerHandsOnLabs/03-Setup/README.md0environment validation script for mcp server setup.STRING
HIGH11-MCPServerHandsOnLabs/05-MCP-Server/README.md0configuration management for the mcp server. handles environment variables, validation, and defaults.STRING
HIGH…ons/sl/11-MCPServerHandsOnLabs/05-MCP-Server/README.md0configuration management for the mcp server. handles environment variables, validation, and defaults.STRING
HIGH…ons/sk/11-MCPServerHandsOnLabs/05-MCP-Server/README.md0configuration management for the mcp server. handles environment variables, validation, and defaults.STRING
HIGH…ons/ur/11-MCPServerHandsOnLabs/05-MCP-Server/README.md0configuration management for the mcp server. handles environment variables, validation, and defaults.STRING
10080 more matches not shown…
Excessive Try-Catch Wrapping7086 hits · 8214 pts
SeverityFileLineSnippetContext
LOW11-MCPServerHandsOnLabs/03-Setup/README.md642 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/03-Setup/README.md655 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/03-Setup/README.md672 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/05-MCP-Server/README.md234 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/05-MCP-Server/README.md262 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/05-MCP-Server/README.md374 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/05-MCP-Server/README.md448 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/05-MCP-Server/README.md523 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/05-MCP-Server/README.md634 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/05-MCP-Server/README.md669 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/05-MCP-Server/README.md687 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/05-MCP-Server/README.md711 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/05-MCP-Server/README.md826 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/05-MCP-Server/README.md859 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/06-Tools/README.md123 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/06-Tools/README.md237 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/06-Tools/README.md343 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/06-Tools/README.md588 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/06-Tools/README.md745 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/06-Tools/README.md1016 except Exception as e:STRING
LOW11-MCPServerHandsOnLabs/06-Tools/README.md1095 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/06-Tools/README.md1264 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/12-Best-Practices/README.md109 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/12-Best-Practices/README.md208 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/12-Best-Practices/README.md250 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/12-Best-Practices/README.md274 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/12-Best-Practices/README.md905 except Exception as e:STRING
LOW11-MCPServerHandsOnLabs/10-Deployment/README.md1041 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/10-Deployment/README.md1119 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md112 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md126 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md167 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md235 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md400 except Exception as e:STRING
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md547 except Exception as e:STRING
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md633 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md811 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md1016 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md1316 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md1340 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md1357 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md1390 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md1412 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md1447 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md1118 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md1193 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md1315 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md1330 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/01-Architecture/README.md390 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/01-Architecture/README.md402 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/01-Architecture/README.md409 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/01-Architecture/README.md501 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/01-Architecture/README.md549 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/11-Monitoring/README.md181 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/11-Monitoring/README.md544 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/11-Monitoring/README.md742 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/11-Monitoring/README.md862 except Exception as e:STRING
LOW11-MCPServerHandsOnLabs/11-Monitoring/README.md903 except Exception as e:CODE
LOW11-MCPServerHandsOnLabs/11-Monitoring/README.md1119 except Exception:CODE
LOW11-MCPServerHandsOnLabs/11-Monitoring/README.md1223 except Exception as e:CODE
7026 more matches not shown…
Hyper-Verbose Identifiers4003 hits · 3583 pts
SeverityFileLineSnippetContext
LOW11-MCPServerHandsOnLabs/05-MCP-Server/README.md362 async def get_multiple_table_schemas(STRING
LOW11-MCPServerHandsOnLabs/05-MCP-Server/README.md603async def get_multiple_table_schemas(CODE
LOW11-MCPServerHandsOnLabs/05-MCP-Server/README.md967async def test_table_schema_retrieval():CODE
LOW11-MCPServerHandsOnLabs/06-Tools/README.md374 def _check_injection_patterns(self, query: str, validation_result):CODE
LOW11-MCPServerHandsOnLabs/06-Tools/README.md1101 async def _generate_business_summary(self, kwargs: Dict[str, Any]) -> ToolResult:CODE
LOW11-MCPServerHandsOnLabs/12-Best-Practices/README.md678 def validate_production_requirements(self):CODE
LOW11-MCPServerHandsOnLabs/12-Best-Practices/README.md747 async def optimize_database_connections(self):CODE
LOW11-MCPServerHandsOnLabs/12-Best-Practices/README.md826 async def comprehensive_health_check(self) -> Dict[str, Any]:CODE
LOW11-MCPServerHandsOnLabs/12-Best-Practices/README.md932 async def schedule_automated_backups(self):CODE
LOW11-MCPServerHandsOnLabs/12-Best-Practices/README.md995 def generate_contribution_guide():CODE
LOW11-MCPServerHandsOnLabs/04-Database/README.md704 async def _generate_sales_transactions(self, conn, customers: List[Dict], products: List[Dict], count: int):STRING
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md171 async def generate_embeddings_batch(CODE
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md325 async def generate_product_embeddings(CODE
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md1081 async def _get_customer_recommendations(self, kwargs: Dict[str, Any]) -> ToolResult:STRING
LOW11-MCPServerHandsOnLabs/07-Semantic-Search/README.md1393 async def get_cached_search_results(CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md410 async def test_semantic_search_execution(self, search_tool, db_connection, sample_products):CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md515 async def test_store_context_setting(self, db_connection):CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md557 async def test_invalid_store_context(self, db_connection):CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md565 async def test_cross_store_data_insertion_blocked(self, db_connection):CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md648 async def test_product_search_workflow(self, test_mcp_server, db_connection, sample_products):CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md771 async def test_database_connection_failure(self, test_mcp_server):CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md786 async def test_invalid_tool_parameters(self, test_mcp_server):CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md810 async def test_sql_injection_prevention(self, test_mcp_server, db_connection):CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md851 async def test_concurrent_tool_execution(self, test_mcp_server, db_connection):CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md904 async def test_database_query_performance(self, test_mcp_server, db_connection):CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md953 async def test_embedding_generation_performance(self, test_mcp_server):CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md1017 async def test_response_time_scaling(self, test_mcp_server, db_connection):CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md1206 async def analyze_performance_bottlenecks(self) -> Dict[str, Any]:CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md1288 async def _validate_tool_parameters(self, tool_name: str, parameters: Dict[str, Any]) -> Dict[str, Any]:CODE
LOW11-MCPServerHandsOnLabs/08-Testing/README.md342 async def test_custom_query_validation(self, sales_tool, db_connection):STRING
LOW11-MCPServerHandsOnLabs/08-Testing/README.md447 async def test_search_parameter_validation(self, search_tool):STRING
LOW11-MCPServerHandsOnLabs/08-Testing/README.md693 async def test_sales_analysis_workflow(self, test_mcp_server, db_connection):STRING
LOW11-MCPServerHandsOnLabs/08-Testing/README.md742 async def test_multi_store_workflow(self, test_mcp_server, db_connection):STRING
LOW11-MCPServerHandsOnLabs/11-Monitoring/README.md279 def _setup_structured_logging(self):CODE
LOW11-MCPServerHandsOnLabs/11-Monitoring/README.md697 def _setup_notification_channels(self):CODE
LOW11-MCPServerHandsOnLabs/11-Monitoring/README.md1233 async def _check_database_connectivity(self) -> DiagnosticResult:CODE
LOW11-MCPServerHandsOnLabs/02-Security/README.md943 async def _check_unauthorized_access(self, conn):STRING
LOW11-MCPServerHandsOnLabs/02-Security/README.md1026 async def test_store_context_isolation(self, db_connection):CODE
LOW11-MCPServerHandsOnLabs/02-Security/README.md1050 async def test_unauthorized_store_access(self, db_connection):CODE
LOW11-MCPServerHandsOnLabs/02-Security/README.md1058 async def test_cross_store_data_leakage(self, db_connection):CODE
LOW11-MCPServerHandsOnLabs/02-Security/README.md1093 def test_expired_token_rejection(self):CODE
LOW11-MCPServerHandsOnLabs/02-Security/README.md1104 def test_invalid_audience_rejection(self):CODE
LOW11-MCPServerHandsOnLabs/02-Security/README.md1137 def test_permission_inheritance(self):CODE
LOW11-MCPServerHandsOnLabs/09-VS-Code/README.md635async def test_azure_openai_connection() -> Dict[str, Any]:STRING
LOW03-GettingStarted/02-client/client_example_python.py64 async def test_calculator_operations(self, session: ClientSession):CODE
LOW…tingStarted/15-mcp-apps/code/typescript/my-app/main.ts14export async function startStreamableHTTPServer(CODE
LOW03-GettingStarted/samples/python/test_calculator.py17def test_calculator_functions():CODE
LOW03-GettingStarted/08-testing/README.md85async def test_list_tools_cursor_parameter():CODE
LOW08-BestPractices/README.md528async def test_mcp_server_integration():CODE
LOW08-BestPractices/README.md1195 def _is_authorized_for_sensitive_data(self, request):CODE
LOW08-BestPractices/README.md1336async def test_api_tool_handles_timeout():CODE
LOW08-BestPractices/README.md1360async def test_api_tool_handles_rate_limiting():CODE
LOW08-BestPractices/README.md1505async def test_model_interaction_with_tool():CODE
LOW…ces/reliability-sidecars/python/reliability_sidecar.py445def naive_create_support_ticket(CODE
LOW…eliability-sidecars/python/test_reliability_sidecar.py33 def test_naive_retry_repeats_a_committed_effect(self) -> None:CODE
LOW…eliability-sidecars/python/test_reliability_sidecar.py49 def test_guarded_retry_reconciles_after_response_loss(self) -> None:CODE
LOW…eliability-sidecars/python/test_reliability_sidecar.py90 def test_verified_retry_returns_cached_result(self) -> None:CODE
LOW…eliability-sidecars/python/test_reliability_sidecar.py103 def test_same_key_with_different_input_is_rejected(self) -> None:CODE
LOW…eliability-sidecars/python/test_reliability_sidecar.py140 def test_existing_claim_without_evidence_does_not_repeat_effect(self) -> None:CODE
LOW…eliability-sidecars/python/test_reliability_sidecar.py175 def test_concurrent_claims_admit_one_owner_without_state_regression(CODE
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Magic Placeholder Names392 hits · 2100 pts
SeverityFileLineSnippetContext
HIGH06-CommunityContributions/README.md474// dotnet nuget push bin/Release/McpFinanceTools.1.0.0.nupkg -s https://api.nuget.org/v3/index.json -k YOUR_API_KEYCOMMENT
HIGH03-GettingStarted/12-mcp-hosts/README.md239export ANTHROPIC_API_KEY="your-api-key"CODE
HIGH03-GettingStarted/12-mcp-hosts/README.md254 "apiKey": "your-api-key",CODE
HIGH05-AdvancedTopics/mcp-realtimesearch/README.md302 api_key="your-api-key-here"CODE
HIGH05-AdvancedTopics/mcp-realtimesearch/README.md464 'your-api-key-here'CODE
HIGH05-AdvancedTopics/mcp-adversarial-agents/README.md97 headers={"Authorization": "Bearer YOUR_API_KEY"},CODE
HIGH05-AdvancedTopics/mcp-adversarial-agents/README.md154 headers: { Authorization: "Bearer YOUR_API_KEY" },CODE
HIGHtranslations/sl/06-CommunityContributions/README.md474// dotnet nuget push bin/Release/McpFinanceTools.1.0.0.nupkg -s https://api.nuget.org/v3/index.json -k YOUR_API_KEYCOMMENT
HIGH…anslations/sl/03-GettingStarted/12-mcp-hosts/README.md239export ANTHROPIC_API_KEY="your-api-key"CODE
HIGH…anslations/sl/03-GettingStarted/12-mcp-hosts/README.md254 "apiKey": "your-api-key",CODE
HIGH…ions/sl/05-AdvancedTopics/mcp-realtimesearch/README.md303 api_key="your-api-key-here"CODE
HIGH…ions/sl/05-AdvancedTopics/mcp-realtimesearch/README.md465 'your-api-key-here'CODE
HIGH…/sl/05-AdvancedTopics/mcp-adversarial-agents/README.md96 headers={"Authorization": "Bearer YOUR_API_KEY"},CODE
HIGH…/sl/05-AdvancedTopics/mcp-adversarial-agents/README.md153 headers: { Authorization: "Bearer YOUR_API_KEY" },CODE
HIGHtranslations/sk/06-CommunityContributions/README.md474// dotnet nuget push bin/Release/McpFinanceTools.1.0.0.nupkg -s https://api.nuget.org/v3/index.json -k YOUR_API_KEYCOMMENT
HIGH…anslations/sk/03-GettingStarted/12-mcp-hosts/README.md239export ANTHROPIC_API_KEY="your-api-key"CODE
HIGH…anslations/sk/03-GettingStarted/12-mcp-hosts/README.md254 "apiKey": "your-api-key",CODE
HIGH…ions/sk/05-AdvancedTopics/mcp-realtimesearch/README.md302 api_key="your-api-key-here"CODE
HIGH…ions/sk/05-AdvancedTopics/mcp-realtimesearch/README.md464 'your-api-key-here'CODE
HIGH…/sk/05-AdvancedTopics/mcp-adversarial-agents/README.md96 headers={"Authorization": "Bearer YOUR_API_KEY"},CODE
HIGH…/sk/05-AdvancedTopics/mcp-adversarial-agents/README.md153 headers: { Authorization: "Bearer YOUR_API_KEY" },CODE
HIGHtranslations/ur/06-CommunityContributions/README.md474// dotnet nuget push bin/Release/McpFinanceTools.1.0.0.nupkg -s https://api.nuget.org/v3/index.json -k YOUR_API_KEYCOMMENT
HIGH…anslations/ur/03-GettingStarted/12-mcp-hosts/README.md239export ANTHROPIC_API_KEY="your-api-key"CODE
HIGH…anslations/ur/03-GettingStarted/12-mcp-hosts/README.md254 "apiKey": "your-api-key",CODE
HIGH…ions/ur/05-AdvancedTopics/mcp-realtimesearch/README.md302 api_key="your-api-key-here"CODE
HIGH…ions/ur/05-AdvancedTopics/mcp-realtimesearch/README.md464 'your-api-key-here'CODE
HIGH…/ur/05-AdvancedTopics/mcp-adversarial-agents/README.md96 headers={"Authorization": "Bearer YOUR_API_KEY"},CODE
HIGH…/ur/05-AdvancedTopics/mcp-adversarial-agents/README.md153 headers: { Authorization: "Bearer YOUR_API_KEY" },CODE
HIGHtranslations/sw/06-CommunityContributions/README.md474// dotnet nuget push bin/Release/McpFinanceTools.1.0.0.nupkg -s https://api.nuget.org/v3/index.json -k YOUR_API_KEYCOMMENT
HIGH…anslations/sw/03-GettingStarted/12-mcp-hosts/README.md239export ANTHROPIC_API_KEY="your-api-key"CODE
HIGH…anslations/sw/03-GettingStarted/12-mcp-hosts/README.md254 "apiKey": "your-api-key",CODE
HIGH…ions/sw/05-AdvancedTopics/mcp-realtimesearch/README.md302 api_key="your-api-key-here"CODE
HIGH…ions/sw/05-AdvancedTopics/mcp-realtimesearch/README.md464 'your-api-key-here'CODE
HIGH…/sw/05-AdvancedTopics/mcp-adversarial-agents/README.md96 headers={"Authorization": "Bearer YOUR_API_KEY"},CODE
HIGH…/sw/05-AdvancedTopics/mcp-adversarial-agents/README.md153 headers: { Authorization: "Bearer YOUR_API_KEY" },CODE
HIGHtranslations/pl/06-CommunityContributions/README.md474// dotnet nuget push bin/Release/McpFinanceTools.1.0.0.nupkg -s https://api.nuget.org/v3/index.json -k YOUR_API_KEYCOMMENT
HIGH…anslations/pl/03-GettingStarted/12-mcp-hosts/README.md239export ANTHROPIC_API_KEY="your-api-key"CODE
HIGH…anslations/pl/03-GettingStarted/12-mcp-hosts/README.md254 "apiKey": "your-api-key",CODE
HIGH…ions/pl/05-AdvancedTopics/mcp-realtimesearch/README.md302 api_key="your-api-key-here"CODE
HIGH…ions/pl/05-AdvancedTopics/mcp-realtimesearch/README.md464 'your-api-key-here'CODE
HIGH…/pl/05-AdvancedTopics/mcp-adversarial-agents/README.md96 headers={"Authorization": "Bearer YOUR_API_KEY"},CODE
HIGH…/pl/05-AdvancedTopics/mcp-adversarial-agents/README.md153 headers: { Authorization: "Bearer YOUR_API_KEY" },CODE
HIGHtranslations/vi/06-CommunityContributions/README.md474// dotnet nuget push bin/Release/McpFinanceTools.1.0.0.nupkg -s https://api.nuget.org/v3/index.json -k YOUR_API_KEYCOMMENT
HIGH…anslations/vi/03-GettingStarted/12-mcp-hosts/README.md239export ANTHROPIC_API_KEY="your-api-key"CODE
HIGH…anslations/vi/03-GettingStarted/12-mcp-hosts/README.md254 "apiKey": "your-api-key",CODE
HIGH…ions/vi/05-AdvancedTopics/mcp-realtimesearch/README.md302 api_key="your-api-key-here"CODE
HIGH…ions/vi/05-AdvancedTopics/mcp-realtimesearch/README.md464 'your-api-key-here'CODE
HIGH…/vi/05-AdvancedTopics/mcp-adversarial-agents/README.md96 headers={"Authorization": "Bearer YOUR_API_KEY"},CODE
HIGH…/vi/05-AdvancedTopics/mcp-adversarial-agents/README.md153 headers: { Authorization: "Bearer YOUR_API_KEY" },CODE
HIGHtranslations/sv/06-CommunityContributions/README.md474// dotnet nuget push bin/Release/McpFinanceTools.1.0.0.nupkg -s https://api.nuget.org/v3/index.json -k YOUR_API_KEYCOMMENT
HIGH…anslations/sv/03-GettingStarted/12-mcp-hosts/README.md239export ANTHROPIC_API_KEY="your-api-key"CODE
HIGH…anslations/sv/03-GettingStarted/12-mcp-hosts/README.md254 "apiKey": "your-api-key",CODE
HIGH…ions/sv/05-AdvancedTopics/mcp-realtimesearch/README.md302 api_key="your-api-key-here"CODE
HIGH…ions/sv/05-AdvancedTopics/mcp-realtimesearch/README.md464 'your-api-key-here'CODE
HIGH…/sv/05-AdvancedTopics/mcp-adversarial-agents/README.md96 headers={"Authorization": "Bearer YOUR_API_KEY"},CODE
HIGH…/sv/05-AdvancedTopics/mcp-adversarial-agents/README.md153 headers: { Authorization: "Bearer YOUR_API_KEY" },CODE
HIGHtranslations/he/06-CommunityContributions/README.md474// dotnet nuget push bin/Release/McpFinanceTools.1.0.0.nupkg -s https://api.nuget.org/v3/index.json -k YOUR_API_KEYCOMMENT
HIGH…anslations/he/03-GettingStarted/12-mcp-hosts/README.md239export ANTHROPIC_API_KEY="your-api-key"CODE
HIGH…anslations/he/03-GettingStarted/12-mcp-hosts/README.md254 "apiKey": "your-api-key",CODE
HIGH…ions/he/05-AdvancedTopics/mcp-realtimesearch/README.md302 api_key="your-api-key-here"CODE
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Hallucination Indicators56 hits · 560 pts
SeverityFileLineSnippetContext
CRITICAL11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…l/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…k/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…r/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…w/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…l/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…i/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…v/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…e/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…s/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…m/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…a/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…r/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…o/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…a/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…l/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…t/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…s/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…e/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…u/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…l/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…o/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…N/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…k/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…r/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…m/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…a/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…T/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…l/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…n/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…W/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…y/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…r/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…r/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…R/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…u/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…l/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…g/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…n/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…e/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…i/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…e/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…o/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…i/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…d/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…r/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…s/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…t/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…n/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…a/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…t/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…K/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…a/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…O/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…h/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
CRITICAL…r/11-MCPServerHandsOnLabs/07-Semantic-Search/README.md71from azure.core.exceptions import HttpResponseErrorCODE
Structural Annotation Overuse126 hits · 207 pts
SeverityFileLineSnippetContext
LOW03-GettingStarted/05-stdio-server/README.md215### Step 1: Create a basic stdio serverCOMMENT
LOW03-GettingStarted/05-stdio-server/README.md247### Step 2: Add more toolsCOMMENT
LOW03-GettingStarted/05-stdio-server/README.md271### Step 3: Running the serverCOMMENT
LOW03-GettingStarted/05-stdio-server/README.md281### Step 4: Testing with the InspectorCOMMENT
LOW…ttingStarted/05-stdio-server/solution/python/README.md16### Step 1: Create a virtual environmentCOMMENT
LOW…ttingStarted/05-stdio-server/solution/python/README.md22### Step 2: Activate the virtual environmentCOMMENT
LOW…ttingStarted/05-stdio-server/solution/python/README.md34### Step 3: Install the dependenciesCOMMENT
LOW…gStarted/05-stdio-server/solution/typescript/README.md16### Step 1: Install the dependenciesCOMMENT
LOW…gStarted/05-stdio-server/solution/typescript/README.md22### Step 2: Build the projectCOMMENT
LOW…ttingStarted/05-stdio-server/solution/dotnet/README.md16### Step 1: Restore dependenciesCOMMENT
LOW…ttingStarted/05-stdio-server/solution/dotnet/README.md22### Step 2: Build the projectCOMMENT
LOW08-BestPractices/README.md1832 // Step 1: Fetch dataset metadata (synchronous)COMMENT
LOW08-BestPractices/README.md1836 // Step 2: Launch multiple analyses in parallelCOMMENT
LOW08-BestPractices/README.md1865 // Step 3: Combine resultsCOMMENT
LOW08-BestPractices/README.md1872 // Step 4: Generate summary reportCOMMENT
LOW12-tooling/01-copilot-app/README.md24## Step 1: Finding the MCP Settings PanelCOMMENT
LOW12-tooling/01-copilot-app/README.md36## Step 2: Connecting a Documentation ServerCOMMENT
LOW12-tooling/01-copilot-app/README.md67## Step 3: Connecting a Custom stdio ServerCOMMENT
LOW12-tooling/01-copilot-app/README.md94## Step 4: Advanced settingsCOMMENT
LOW…rkflowsBuildingAnMCPServerWithAIToolkit/lab2/README.md223#### Step 1: Initialize Your AgentCOMMENT
LOW…rkflowsBuildingAnMCPServerWithAIToolkit/lab2/README.md236#### Step 3: Add MCP Server IntegrationCOMMENT
LOW⚡…rkflowsBuildingAnMCPServerWithAIToolkit/lab2/README.md251#### Step 4: MCP Server SelectionCOMMENT
LOW⚡…rkflowsBuildingAnMCPServerWithAIToolkit/lab2/README.md261#### Step 5: Select and Configure PlaywrightCOMMENT
LOW⚡…rkflowsBuildingAnMCPServerWithAIToolkit/lab2/README.md269#### Step 6: Enable Playwright CapabilitiesCOMMENT
LOW…rkflowsBuildingAnMCPServerWithAIToolkit/lab2/README.md284#### Step 7: Verify Integration SuccessCOMMENT
LOW…rkflowsBuildingAnMCPServerWithAIToolkit/lab2/README.md302#### Step 8: Design Intelligent System PromptsCOMMENT
LOW…rkflowsBuildingAnMCPServerWithAIToolkit/lab2/README.md346#### Step 9: Create Dynamic User PromptsCOMMENT
LOW…rkflowsBuildingAnMCPServerWithAIToolkit/lab2/README.md368#### Step 10: Execute Your First AutomationCOMMENT
LOW…rkflowsBuildingAnMCPServerWithAIToolkit/lab2/README.md379#### Step 11: Analyze Results and InsightsCOMMENT
LOW…rkflowsBuildingAnMCPServerWithAIToolkit/lab2/README.md387#### Step 12: Export and Production DeploymentCOMMENT
LOW⚡…rkflowsBuildingAnMCPServerWithAIToolkit/lab3/README.md57### Step 1: Create a WeatherAgent in Agent BuilderCOMMENT
LOW⚡…rkflowsBuildingAnMCPServerWithAIToolkit/lab3/README.md65### Step 2: Initialize MCP Server ProjectCOMMENT
LOW⚡…rkflowsBuildingAnMCPServerWithAIToolkit/lab3/README.md75### Step 3: Open and Examine the ProjectCOMMENT
LOW…rkflowsBuildingAnMCPServerWithAIToolkit/lab3/README.md94### Step 4: Upgrade to Latest MCP SDKCOMMENT
LOW…rkflowsBuildingAnMCPServerWithAIToolkit/lab3/README.md116### Step 5: Configure VS Code DebuggingCOMMENT
LOW…rkflowsBuildingAnMCPServerWithAIToolkit/lab3/README.md306### Step 6: Install DependenciesCOMMENT
LOW…rkflowsBuildingAnMCPServerWithAIToolkit/lab3/README.md321### Step 7: Debug with Agent BuilderCOMMENT
LOW…rkflowsBuildingAnMCPServerWithAIToolkit/lab3/README.md344### Step 8: Debug with MCP InspectorCOMMENT
LOW…rkflowsBuildingAnMCPServerWithAIToolkit/lab4/README.md53### Step 1: Create GitHub Agent in Agent BuilderCOMMENT
LOW…rkflowsBuildingAnMCPServerWithAIToolkit/lab4/README.md67### Step 2: Configure GitHub Copilot Agent ModeCOMMENT
LOW…rkflowsBuildingAnMCPServerWithAIToolkit/lab4/README.md76### Step 3: Implement Core MCP Server FunctionalityCOMMENT
LOW…rkflowsBuildingAnMCPServerWithAIToolkit/lab4/README.md111### Step 4: Test Your MCP ServerCOMMENT
LOW…ations/pcm/03-GettingStarted/05-stdio-server/README.md215### Step 1: Create basic stdio serverCOMMENT
LOW…ations/pcm/03-GettingStarted/05-stdio-server/README.md247### Step 2: Add more toolsCOMMENT
LOW…ations/pcm/03-GettingStarted/05-stdio-server/README.md271### Step 3: Run di serverCOMMENT
LOW…ations/pcm/03-GettingStarted/05-stdio-server/README.md281### Step 4: Test wit InspectorCOMMENT
LOW…ttingStarted/05-stdio-server/solution/python/README.md16### Step 1: Create virtual environmentCOMMENT
LOW…ttingStarted/05-stdio-server/solution/python/README.md22### Step 2: Activate di virtual environmentCOMMENT
LOW…ttingStarted/05-stdio-server/solution/python/README.md34### Step 3: Install di dependenciesCOMMENT
LOW…gStarted/05-stdio-server/solution/typescript/README.md16### Step 1: Install di dependenciesCOMMENT
LOW…gStarted/05-stdio-server/solution/typescript/README.md22### Step 2: Build di projectCOMMENT
LOW…ttingStarted/05-stdio-server/solution/dotnet/README.md16### Step 1: Restore dependenciesCOMMENT
LOW…ttingStarted/05-stdio-server/solution/dotnet/README.md22### Step 2: Build di projectCOMMENT
LOWtranslations/pcm/08-BestPractices/README.md1833 // Step 1: Carry dataset metadata come (synchronous)COMMENT
LOWtranslations/pcm/08-BestPractices/README.md1837 // Step 2: Run plenti analyses for parallelCOMMENT
LOWtranslations/pcm/08-BestPractices/README.md1866 // Step 3: Join all di results togederCOMMENT
LOWtranslations/pcm/08-BestPractices/README.md1873 // Step 4: Make summary reportCOMMENT
LOWtranslations/pcm/12-tooling/01-copilot-app/README.md24## Step 1: Finding the MCP Settings PanelCOMMENT
LOWtranslations/pcm/12-tooling/01-copilot-app/README.md36## Step 2: Connecting a Documentation ServerCOMMENT
LOWtranslations/pcm/12-tooling/01-copilot-app/README.md67## Step 3: Connecting a Custom stdio ServerCOMMENT
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Modern AI Meta-Vocabulary53 hits · 159 pts
SeverityFileLineSnippetContext
MEDIUM11-MCPServerHandsOnLabs/02-Security/README.md538 # Extract request from args (FastAPI dependency injection)COMMENT
MEDIUM…tions/sl/11-MCPServerHandsOnLabs/02-Security/README.md538 # Extract request from args (FastAPI dependency injection)COMMENT
MEDIUM…tions/sk/11-MCPServerHandsOnLabs/02-Security/README.md538 # Extract request from args (FastAPI dependency injection)COMMENT
MEDIUM…tions/ur/11-MCPServerHandsOnLabs/02-Security/README.md539 # Extract request from args (FastAPI dependency injection)COMMENT
MEDIUM…tions/sw/11-MCPServerHandsOnLabs/02-Security/README.md538 # Extract request from args (FastAPI dependency injection)COMMENT
MEDIUM…tions/pl/11-MCPServerHandsOnLabs/02-Security/README.md538 # Extract request from args (FastAPI dependency injection)COMMENT
MEDIUM…tions/vi/11-MCPServerHandsOnLabs/02-Security/README.md538 # Extract request from args (FastAPI dependency injection)COMMENT
MEDIUM…tions/sv/11-MCPServerHandsOnLabs/02-Security/README.md538 # Extract request from args (FastAPI dependency injection)COMMENT
MEDIUM…/sv/05-AdvancedTopics/mcp-contextengineering/README.md298### Väg för- och nackdelar med multi-agent-arkitekturerCOMMENT
MEDIUM…tions/he/11-MCPServerHandsOnLabs/02-Security/README.md539 # Extract request from args (FastAPI dependency injection)COMMENT
MEDIUM…tions/ms/11-MCPServerHandsOnLabs/02-Security/README.md538 # Extract request from args (FastAPI dependency injection)COMMENT
MEDIUM…tions/da/11-MCPServerHandsOnLabs/02-Security/README.md539 # Extract request from args (FastAPI dependency injection)COMMENT
MEDIUM…tions/mr/11-MCPServerHandsOnLabs/02-Security/README.md538 # Extract request from args (FastAPI dependency injection)COMMENT
MEDIUM…tions/no/11-MCPServerHandsOnLabs/02-Security/README.md538 # Extract request from args (FastAPI dependency injection)COMMENT
MEDIUM…/no/05-AdvancedTopics/mcp-adversarial-agents/README.md1# Motstridende multi-agent resonnering med MCPCOMMENT
MEDIUM…tions/el/11-MCPServerHandsOnLabs/02-Security/README.md538 # Extract request from args (FastAPI dependency injection)COMMENT
MEDIUM…tions/it/11-MCPServerHandsOnLabs/02-Security/README.md538 # Extract request from args (FastAPI dependency injection)COMMENT
MEDIUM…tions/cs/11-MCPServerHandsOnLabs/02-Security/README.md538 # Extract request from args (FastAPI dependency injection)COMMENT
MEDIUM…tions/ru/11-MCPServerHandsOnLabs/02-Security/README.md538 # Extract request from args (FastAPI dependency injection)COMMENT
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MEDIUM⚡04-PracticalImplementation/samples/python/server.py25# Create an MCP serverCOMMENT
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MEDIUM04-PracticalImplementation/samples/python/server.py60# Define a calculator tool to add two numbersCOMMENT
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LOW…ithAIToolkit/lab4/code/github_mcp_server/src/server.py40 # Check if target folder existsCOMMENT
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