18 Lessons to Get Started Building AI Agents
This report summarizes scanner evidence for microsoft/ai-agents-for-beginners, a Jupyter Notebook project with 76,842 GitHub stars. SynthScan examined 822,231 lines of code across 3666 source files, recording 3075 pattern matches distributed across 17 syntactic categories. The legacy adjusted pattern signal is 12.5 (Moderate pattern signal); it is not an authorship estimate.
Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.
Use each vector to guide manual verification of the underlying findings.
Can maintainers explain intent, assumptions, and trade-offs? 1933 finding(s).
Are imports declared and package/API names verified? 14 finding(s).
Are wrappers, guards, and repeated structures necessary? 1475 finding(s).
Which changes need focused human review? 3075 finding(s).
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.
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.
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.
The scanner identified 3075 distinct pattern matches across 17 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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | STUDY_GUIDE.md | 137 | ### RAG and Knowledge | COMMENT |
| MEDIUM | 14-microsoft-agent-framework/README.md | 29 | [Microsoft Agent Framework (MAF)](https://learn.microsoft.com/en-us/agent-framework/overview/?wt.mc_id=youtube_26688_org | CODE |
| MEDIUM | …ramework/code-samples/hotel_booking_workflow_sample.py | 193 | # MiniMax: OpenAI-compatible API with large context window (up to 204K tokens). | COMMENT |
| MEDIUM | 05-agentic-rag/README.md | 5 | # Agentic RAG | COMMENT |
| MEDIUM | 05-agentic-rag/README.md | 31 | ## What is Agentic RAG? | COMMENT |
| MEDIUM | 05-agentic-rag/README.md | 37 | ## Defining Agentic Retrieval-Augmented Generation (Agentic RAG) | COMMENT |
| MEDIUM⚡ | 05-agentic-rag/README.md | 117 | ### Got More Questions about Agentic RAG? | COMMENT |
| MEDIUM⚡ | 05-agentic-rag/README.md | 125 | - <a href="https://weaviate.io/blog/what-is-agentic-rag" target="_blank">What is Agentic RAG | Weaviate</a> | CODE |
| MEDIUM⚡ | 05-agentic-rag/README.md | 126 | - <a href="https://ragaboutit.com/agentic-rag-a-complete-guide-to-agent-based-retrieval-augmented-generation/" target="_ | CODE |
| MEDIUM | …-agentic-rag/code_samples/05-dotnet-agent-framework.md | 1 | # 🔍 Enterprise RAG with Microsoft Foundry (.NET) | COMMENT |
| MEDIUM | …-agentic-rag/code_samples/05-dotnet-agent-framework.md | 13 | ## 🎯 Enterprise RAG Architecture | COMMENT |
| MEDIUM | …-agentic-rag/code_samples/05-dotnet-agent-framework.md | 29 | ### Enterprise RAG Pipeline | COMMENT |
| MEDIUM | …-agentic-rag/code_samples/05-dotnet-agent-framework.md | 89 | ## 📊 Enterprise RAG Patterns | COMMENT |
| MEDIUM | …rotocols/code_samples/github-mcp/event-descriptions.md | 176 | ## Event Name: Semantic Kernel with C# to build multi-agent AI applications powered by Azure Cosmos | COMMENT |
| MEDIUM | …rotocols/code_samples/github-mcp/event-descriptions.md | 180 | We will walk you through a multi-agent application in C# that is built on top of the Semantic Kernel framework. You will | CODE |
| MEDIUM | 11-agentic-protocols/code_samples/github-mcp/app.py | 102 | # RAG tool for event search | COMMENT |
| MEDIUM | 17-creating-local-ai-agents/README.md | 119 | ## Local RAG | COMMENT |
| MEDIUM⚡ | 09-metacognition/README.md | 241 | ## 3. Corrective RAG System | COMMENT |
| MEDIUM⚡ | 09-metacognition/README.md | 247 | ### Retrieval-Augmented Generation (RAG) | COMMENT |
| MEDIUM⚡ | 09-metacognition/README.md | 253 | ### Corrective RAG Approach | COMMENT |
| MEDIUM⚡ | 09-metacognition/README.md | 261 | #### Example: Corrective RAG in a Search Agent | COMMENT |
| MEDIUM⚡ | 09-metacognition/README.md | 269 | ### Corrective RAG in Travel Agent | COMMENT |
| MEDIUM⚡ | 09-metacognition/README.md | 279 | #### Steps for Implementing Corrective RAG in Travel Agent | COMMENT |
| MEDIUM | 09-metacognition/README.md | 638 | ### RAG: Prompting Technique vs Tool | COMMENT |
| MEDIUM | 09-metacognition/README.md | 642 | #### RAG as a Prompting Technique | COMMENT |
| MEDIUM | 09-metacognition/README.md | 661 | #### RAG as a Tool | COMMENT |
| MEDIUM | 09-metacognition/README.md | 1196 | ### Using SQL as a Retrieval-Augmented Generation (RAG) Technique | STRING |
| MEDIUM | 04-tool-use/README.md | 270 | <a href="https://learn.microsoft.com/azure/ai-services/agents/overview" target="_blank">Microsoft Foundry Agent Service< | CODE |
| MEDIUM | 13-agent-memory/README.md | 109 | #### Structured RAG (Retrieval Augmented Generation) | COMMENT |
| MEDIUM | 13-agent-memory/README.md | 137 | ### Storing Memory with RAG | COMMENT |
| MEDIUM | 08-multi-agent/README.md | 191 | - <a href="https://www.analyticsvidhya.com/blog/2024/10/agentic-design-patterns/" target="_blank">Agentic design pattern | CODE |
| MEDIUM | translations/sl/STUDY_GUIDE.md | 137 | ### RAG in znanje | COMMENT |
| MEDIUM | translations/sl/05-agentic-rag/README.md | 5 | # Agentic RAG | COMMENT |
| MEDIUM | translations/sl/05-agentic-rag/README.md | 31 | ## Kaj je Agentic RAG? | COMMENT |
| MEDIUM | translations/sl/05-agentic-rag/README.md | 37 | ## Določanje Agentic Retrieval-Augmented Generation (Agentic RAG) | COMMENT |
| MEDIUM⚡ | translations/sl/05-agentic-rag/README.md | 117 | ### Imate več vprašanj o Agentic RAG? | COMMENT |
| MEDIUM⚡ | translations/sl/05-agentic-rag/README.md | 125 | - <a href="https://weaviate.io/blog/what-is-agentic-rag" target="_blank">Kaj je Agentic RAG | Weaviate</a> | CODE |
| MEDIUM⚡ | translations/sl/05-agentic-rag/README.md | 126 | - <a href="https://ragaboutit.com/agentic-rag-a-complete-guide-to-agent-based-retrieval-augmented-generation/" target="_ | CODE |
| MEDIUM | …-agentic-rag/code_samples/05-dotnet-agent-framework.md | 1 | # 🔍 Enterprise RAG z Microsoft Foundry (.NET) | COMMENT |
| MEDIUM | …-agentic-rag/code_samples/05-dotnet-agent-framework.md | 13 | ## 🎯 Arhitektura Enterprise RAG | COMMENT |
| MEDIUM | …-agentic-rag/code_samples/05-dotnet-agent-framework.md | 29 | ### Pipeline za Enterprise RAG | COMMENT |
| MEDIUM | …-agentic-rag/code_samples/05-dotnet-agent-framework.md | 89 | ## 📊 Vzorce Enterprise RAG | COMMENT |
| MEDIUM | translations/sl/17-creating-local-ai-agents/README.md | 119 | ## Lokalni RAG | COMMENT |
| MEDIUM⚡ | translations/sl/09-metacognition/README.md | 241 | ## 3. Korektivni RAG sistem | COMMENT |
| MEDIUM⚡ | translations/sl/09-metacognition/README.md | 247 | ### Retrieval-Augmented Generation (RAG) | COMMENT |
| MEDIUM⚡ | translations/sl/09-metacognition/README.md | 253 | ### Korektivni pristop RAG | COMMENT |
| MEDIUM⚡ | translations/sl/09-metacognition/README.md | 261 | #### Primer: Korektivni RAG v iskalnem agentu | COMMENT |
| MEDIUM⚡ | translations/sl/09-metacognition/README.md | 269 | ### Korektivni RAG v Potovalnem agentu | COMMENT |
| MEDIUM⚡ | translations/sl/09-metacognition/README.md | 279 | #### Koraki za implementacijo korektivnega RAG v Potovalnem agentu | COMMENT |
| MEDIUM | translations/sl/09-metacognition/README.md | 639 | ### RAG: tehnika pozivanja vs. orodje | COMMENT |
| MEDIUM | translations/sl/09-metacognition/README.md | 643 | #### RAG kot tehnika pozivanja | COMMENT |
| MEDIUM | translations/sl/09-metacognition/README.md | 662 | #### RAG kot orodje | COMMENT |
| MEDIUM | translations/sl/09-metacognition/README.md | 1198 | ### Uporaba SQL kot tehnike Retrieval-Augmented Generation (RAG) | STRING |
| MEDIUM | translations/sl/13-agent-memory/README.md | 109 | #### Strukturirani RAG (Retrieval Augmented Generation) | COMMENT |
| MEDIUM | translations/sl/13-agent-memory/README.md | 137 | ### Shranjevanje pomnilnika z RAG | COMMENT |
| MEDIUM | translations/sl/08-multi-agent/README.md | 192 | - <a href="https://www.analyticsvidhya.com/blog/2024/10/agentic-design-patterns/" target="_blank">Agentni vzorci načrtov | CODE |
| MEDIUM | …-multi-agent/code_samples/08-dotnet-agent-framework.md | 36 | Celotna delujoča koda za to lekcijo je na voljo v pripadajoči C# datoteki: [`08-dotnet-agent-framework.cs`](../../../../ | CODE |
| MEDIUM | translations/sk/STUDY_GUIDE.md | 137 | ### RAG a vedomosti | COMMENT |
| MEDIUM | translations/sk/05-agentic-rag/README.md | 5 | # Agentic RAG | COMMENT |
| MEDIUM | translations/sk/05-agentic-rag/README.md | 31 | ## Čo je Agentic RAG? | COMMENT |
| 1446 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | 14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/sl/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/sk/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/ur/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/sw/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/pl/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/vi/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/sv/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/he/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/ms/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/km/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/da/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/mr/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/no/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/ja/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/el/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/it/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/cs/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/te/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/ru/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/tl/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/ro/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | …nslations/zh-CN/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/uk/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/sr/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/pcm/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/pa/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | …nslations/pt-PT/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/ml/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/kn/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | …nslations/zh-TW/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/my/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/ar/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/hr/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | …nslations/pt-BR/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/hu/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/nl/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/bg/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/bn/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/ne/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/hi/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/de/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/ko/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/fi/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/id/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/fr/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/es/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/et/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/en/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/fa/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/lt/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | …nslations/zh-HK/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | translations/ta/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
| HIGH | …nslations/zh-MO/14-microsoft-agent-framework/README.md | 0 | get the top tourist attractions for a given location. | STRING |
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| 891 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | 14-microsoft-agent-framework/README.md | 183 | async def logging_function_middleware( | CODE |
| LOW⚡ | …ramework/code-samples/hotel_booking_workflow_sample.py | 108 | def has_availability_condition(message: Any) -> bool: | CODE |
| LOW | …ramework/code-samples/hotel_booking_workflow_sample.py | 130 | def no_availability_condition(message: Any) -> bool: | CODE |
| LOW | …ols/code_samples/mcp-agents/server/test_event_store.py | 14 | async def test_replay_is_limited_to_original_stream(self) -> None: | CODE |
| LOW | …ols/code_samples/mcp-agents/server/test_event_store.py | 34 | async def test_unknown_event_id_does_not_replay(self) -> None: | CODE |
| LOW | …ols/code_samples/mcp-agents/server/test_event_store.py | 44 | async def test_returns_stream_when_no_later_events_exist(self) -> None: | CODE |
| LOW | …tic-protocols/code_samples/mcp-agents/client/client.py | 42 | async def execute_tool_with_resumption(session, command: str, args: dict, get_session_id, on_resumption_token_update, ex | CODE |
| LOW | …tic-protocols/code_samples/mcp-agents/client/client.py | 208 | async def on_resumption_token_update(session_id: str, resumption_token: str, tool_name: str, tool_args: dict | CODE |
| LOW | …ols/code_samples/mcp-agents/client/resumable_client.py | 142 | async def on_resumption_token_update(token: str) -> None: | CODE |
| LOW | 09-metacognition/README.md | 1025 | def generate_code_to_fetch_data(preferences): | CODE |
| LOW | 09-metacognition/README.md | 1035 | def generate_code_to_fetch_hotels(preferences): | STRING |
| LOW⚡ | 09-metacognition/README.md | 1140 | def adjust_based_on_environment(feedback, field, schema): | STRING |
| LOW⚡ | 09-metacognition/README.md | 1148 | def generate_code_to_fetch_data(preferences): | STRING |
| LOW⚡ | 09-metacognition/README.md | 1152 | def generate_code_to_fetch_hotels(preferences): | STRING |
| LOW | 15-browser-use/llms.txt | 3833 | async def start_chrome_with_debug_port(port: int = 9222): | CODE |
| LOW | 15-browser-use/llms.txt | 3903 | async def connect_playwright_to_cdp(cdp_url: str): | CODE |
| LOW | translations/sl/14-microsoft-agent-framework/README.md | 183 | async def logging_function_middleware( | CODE |
| LOW | translations/sl/09-metacognition/README.md | 1027 | def generate_code_to_fetch_data(preferences): | CODE |
| LOW | translations/sl/09-metacognition/README.md | 1037 | def generate_code_to_fetch_hotels(preferences): | STRING |
| LOW⚡ | translations/sl/09-metacognition/README.md | 1142 | def adjust_based_on_environment(feedback, field, schema): | STRING |
| LOW⚡ | translations/sl/09-metacognition/README.md | 1150 | def generate_code_to_fetch_data(preferences): | STRING |
| LOW⚡ | translations/sl/09-metacognition/README.md | 1154 | def generate_code_to_fetch_hotels(preferences): | STRING |
| LOW | translations/sk/14-microsoft-agent-framework/README.md | 183 | async def logging_function_middleware( | CODE |
| LOW | translations/sk/09-metacognition/README.md | 1027 | def generate_code_to_fetch_data(preferences): | CODE |
| LOW | translations/sk/09-metacognition/README.md | 1037 | def generate_code_to_fetch_hotels(preferences): | STRING |
| LOW⚡ | translations/sk/09-metacognition/README.md | 1142 | def adjust_based_on_environment(feedback, field, schema): | STRING |
| LOW⚡ | translations/sk/09-metacognition/README.md | 1150 | def generate_code_to_fetch_data(preferences): | STRING |
| LOW⚡ | translations/sk/09-metacognition/README.md | 1154 | def generate_code_to_fetch_hotels(preferences): | STRING |
| LOW | translations/ur/14-microsoft-agent-framework/README.md | 183 | async def logging_function_middleware( | CODE |
| LOW | translations/ur/09-metacognition/README.md | 1027 | def generate_code_to_fetch_data(preferences): | CODE |
| LOW | translations/ur/09-metacognition/README.md | 1037 | def generate_code_to_fetch_hotels(preferences): | STRING |
| LOW⚡ | translations/ur/09-metacognition/README.md | 1142 | def adjust_based_on_environment(feedback, field, schema): | STRING |
| LOW⚡ | translations/ur/09-metacognition/README.md | 1150 | def generate_code_to_fetch_data(preferences): | STRING |
| LOW⚡ | translations/ur/09-metacognition/README.md | 1154 | def generate_code_to_fetch_hotels(preferences): | STRING |
| LOW | translations/sw/14-microsoft-agent-framework/README.md | 183 | async def logging_function_middleware( | CODE |
| LOW | translations/sw/09-metacognition/README.md | 1027 | def generate_code_to_fetch_data(preferences): | CODE |
| LOW | translations/sw/09-metacognition/README.md | 1037 | def generate_code_to_fetch_hotels(preferences): | STRING |
| LOW⚡ | translations/sw/09-metacognition/README.md | 1142 | def adjust_based_on_environment(feedback, field, schema): | STRING |
| LOW⚡ | translations/sw/09-metacognition/README.md | 1150 | def generate_code_to_fetch_data(preferences): | STRING |
| LOW⚡ | translations/sw/09-metacognition/README.md | 1154 | def generate_code_to_fetch_hotels(preferences): | STRING |
| LOW | translations/pl/14-microsoft-agent-framework/README.md | 183 | async def logging_function_middleware( | CODE |
| LOW | translations/pl/09-metacognition/README.md | 1027 | def generate_code_to_fetch_data(preferences): | CODE |
| LOW | translations/pl/09-metacognition/README.md | 1037 | def generate_code_to_fetch_hotels(preferences): | STRING |
| LOW⚡ | translations/pl/09-metacognition/README.md | 1142 | def adjust_based_on_environment(feedback, field, schema): | STRING |
| LOW⚡ | translations/pl/09-metacognition/README.md | 1150 | def generate_code_to_fetch_data(preferences): | STRING |
| LOW⚡ | translations/pl/09-metacognition/README.md | 1154 | def generate_code_to_fetch_hotels(preferences): | STRING |
| LOW | translations/vi/14-microsoft-agent-framework/README.md | 183 | async def logging_function_middleware( | CODE |
| LOW | translations/vi/09-metacognition/README.md | 1027 | def generate_code_to_fetch_data(preferences): | CODE |
| LOW | translations/vi/09-metacognition/README.md | 1037 | def generate_code_to_fetch_hotels(preferences): | STRING |
| LOW⚡ | translations/vi/09-metacognition/README.md | 1142 | def adjust_based_on_environment(feedback, field, schema): | STRING |
| LOW⚡ | translations/vi/09-metacognition/README.md | 1150 | def generate_code_to_fetch_data(preferences): | STRING |
| LOW⚡ | translations/vi/09-metacognition/README.md | 1154 | def generate_code_to_fetch_hotels(preferences): | STRING |
| LOW | translations/sv/14-microsoft-agent-framework/README.md | 183 | async def logging_function_middleware( | CODE |
| LOW | translations/sv/09-metacognition/README.md | 1028 | def generate_code_to_fetch_data(preferences): | CODE |
| LOW | translations/sv/09-metacognition/README.md | 1038 | def generate_code_to_fetch_hotels(preferences): | STRING |
| LOW⚡ | translations/sv/09-metacognition/README.md | 1143 | def adjust_based_on_environment(feedback, field, schema): | STRING |
| LOW⚡ | translations/sv/09-metacognition/README.md | 1151 | def generate_code_to_fetch_data(preferences): | STRING |
| LOW⚡ | translations/sv/09-metacognition/README.md | 1155 | def generate_code_to_fetch_hotels(preferences): | STRING |
| LOW | translations/he/14-microsoft-agent-framework/README.md | 183 | async def logging_function_middleware( | CODE |
| LOW | translations/he/09-metacognition/README.md | 1027 | def generate_code_to_fetch_data(preferences): | CODE |
| 286 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …ramework/code-samples/hotel_booking_workflow_sample.py | 125 | except Exception as e: | CODE |
| LOW⚡ | …ramework/code-samples/hotel_booking_workflow_sample.py | 147 | except Exception as e: | CODE |
| LOW | .agents/skills/azure-openai-to-responses/SKILL.md | 62 | except Exception as e: | CODE |
| LOW | …ls/azure-openai-to-responses/references/cheat-sheet.md | 270 | except Exception as e: | CODE |
| LOW | …tic-protocols/code_samples/mcp-agents/server/server.py | 154 | except Exception as e: | CODE |
| LOW | …tic-protocols/code_samples/mcp-agents/server/server.py | 227 | except Exception as e: | CODE |
| LOW | …tic-protocols/code_samples/mcp-agents/server/server.py | 358 | except Exception as e: | CODE |
| LOW | …rotocols/code_samples/mcp-agents/server/event_store.py | 118 | except Exception: | STRING |
| LOW | …rotocols/code_samples/mcp-agents/server/event_store.py | 124 | except Exception: | STRING |
| LOW | …rotocols/code_samples/mcp-agents/server/event_store.py | 173 | except Exception as e: | CODE |
| LOW | …tic-protocols/code_samples/mcp-agents/client/client.py | 140 | except Exception: | CODE |
| LOW | …tic-protocols/code_samples/mcp-agents/client/client.py | 166 | except Exception as e: | CODE |
| LOW | …tic-protocols/code_samples/mcp-agents/client/client.py | 203 | except Exception as e: | CODE |
| LOW | …tic-protocols/code_samples/mcp-agents/client/client.py | 256 | except Exception as resume_error: | CODE |
| LOW | …tic-protocols/code_samples/mcp-agents/client/client.py | 377 | except Exception as tool_error: | CODE |
| LOW | …tic-protocols/code_samples/mcp-agents/client/client.py | 401 | except Exception as tool_error: | CODE |
| LOW | …tic-protocols/code_samples/mcp-agents/client/client.py | 419 | except Exception as e: | CODE |
| LOW | …tic-protocols/code_samples/mcp-agents/client/client.py | 455 | except Exception as e: | CODE |
| MEDIUM | …tic-protocols/code_samples/mcp-agents/client/client.py | 130 | def message_handler(message) -> None: | CODE |
| MEDIUM | …tic-protocols/code_samples/mcp-agents/client/client.py | 145 | def sampling_callback(context, params): | CODE |
| MEDIUM | …tic-protocols/code_samples/mcp-agents/client/client.py | 170 | def elicitation_callback(context, params): | CODE |
| LOW | …ols/code_samples/mcp-agents/client/resumable_client.py | 60 | except Exception as e: | CODE |
| LOW | …ols/code_samples/mcp-agents/client/resumable_client.py | 78 | except Exception as e: | CODE |
| LOW | …ols/code_samples/mcp-agents/client/resumable_client.py | 88 | except Exception as e: | CODE |
| LOW | …ols/code_samples/mcp-agents/client/resumable_client.py | 128 | except Exception: | CODE |
| LOW | …ols/code_samples/mcp-agents/client/resumable_client.py | 191 | except Exception as e: | CODE |
| LOW | …ols/code_samples/mcp-agents/client/resumable_client.py | 195 | except Exception as e: | CODE |
| LOW | …ols/code_samples/mcp-agents/client/resumable_client.py | 223 | except Exception as e: | CODE |
| MEDIUM | …ols/code_samples/mcp-agents/client/resumable_client.py | 115 | def message_handler(message) -> None: | CODE |
| LOW | …ntic-protocols/code_samples/mcp-agents/client/utils.py | 80 | except Exception as e: | CODE |
| LOW | …ntic-protocols/code_samples/mcp-agents/client/utils.py | 105 | except Exception as e: | CODE |
| LOW | …ntic-protocols/code_samples/mcp-agents/client/utils.py | 117 | except Exception as e: | CODE |
| LOW⚡ | 11-agentic-protocols/code_samples/github-mcp/app.py | 62 | except Exception as e: | CODE |
| LOW | 11-agentic-protocols/code_samples/github-mcp/app.py | 94 | except Exception as e: | CODE |
| LOW | 11-agentic-protocols/code_samples/github-mcp/app.py | 114 | except Exception as e: | CODE |
| LOW | 11-agentic-protocols/code_samples/github-mcp/app.py | 123 | except Exception as e: | CODE |
| LOW | 11-agentic-protocols/code_samples/github-mcp/app.py | 261 | except Exception as e: | STRING |
| LOW | 11-agentic-protocols/code_samples/github-mcp/app.py | 371 | except Exception as e: | STRING |
| LOW | 11-agentic-protocols/code_samples/github-mcp/app.py | 396 | except Exception as e: | STRING |
| LOW | 04-tool-use/code_samples/test_demo_plugins.py | 33 | except Exception as e: | CODE |
| MEDIUM | 04-tool-use/code_samples/test_demo_plugins.py | 34 | print(f"An error occurred: {e}") | CODE |
| LOW | 15-browser-use/llms.txt | 515 | except Exception as e: | CODE |
| LOW | 15-browser-use/llms.txt | 3861 | except Exception: | CODE |
| LOW | 15-browser-use/llms.txt | 3892 | except Exception: | CODE |
| LOW | 15-browser-use/llms.txt | 3982 | except Exception as e: | CODE |
| LOW | 15-browser-use/llms.txt | 4016 | except Exception as e: | CODE |
| LOW | 15-browser-use/llms.txt | 4076 | except Exception as e: | CODE |
| LOW | 15-browser-use/llms.txt | 4130 | except Exception as e: | STRING |
| LOW | …s/sl/.agents/skills/azure-openai-to-responses/SKILL.md | 49 | except Exception as e: | CODE |
| LOW | …ls/azure-openai-to-responses/references/cheat-sheet.md | 270 | except Exception as e: | CODE |
| LOW | …s/sk/.agents/skills/azure-openai-to-responses/SKILL.md | 49 | except Exception as e: | CODE |
| LOW | …ls/azure-openai-to-responses/references/cheat-sheet.md | 270 | except Exception as e: | CODE |
| LOW | …s/ur/.agents/skills/azure-openai-to-responses/SKILL.md | 49 | except Exception as e: | CODE |
| LOW | …ls/azure-openai-to-responses/references/cheat-sheet.md | 270 | except Exception as e: | CODE |
| LOW | …s/sw/.agents/skills/azure-openai-to-responses/SKILL.md | 49 | except Exception as e: | CODE |
| LOW | …ls/azure-openai-to-responses/references/cheat-sheet.md | 270 | except Exception as e: | CODE |
| LOW | …s/pl/.agents/skills/azure-openai-to-responses/SKILL.md | 49 | except Exception as e: | CODE |
| LOW | …ls/azure-openai-to-responses/references/cheat-sheet.md | 270 | except Exception as e: | CODE |
| LOW | …s/vi/.agents/skills/azure-openai-to-responses/SKILL.md | 49 | except Exception as e: | CODE |
| LOW | …ls/azure-openai-to-responses/references/cheat-sheet.md | 270 | except Exception as e: | CODE |
| 96 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | .agents/skills/azure-openai-to-responses/SKILL.md | 208 | ## Step 0: Azure OpenAI Client Migration (Prerequisite) | COMMENT |
| LOW | .agents/skills/azure-openai-to-responses/SKILL.md | 248 | ## Step 1: Detect Legacy Call Sites | COMMENT |
| LOW | .agents/skills/azure-openai-to-responses/SKILL.md | 331 | ## Step 2: Apply Migration | COMMENT |
| LOW⚡ | 09-metacognition/README.md | 1399 | # Step 1: The agent recommends a hotel using the "cheapest" strategy | STRING |
| LOW⚡ | 09-metacognition/README.md | 1403 | # Step 2: The agent reflects on the choice and adjusts strategy if necessary | STRING |
| LOW⚡ | 09-metacognition/README.md | 1407 | # Step 3: The agent recommends again, this time using the adjusted strategy | STRING |
| LOW⚡ | 00-course-setup/README.md | 147 | ### Step 1: Create a Microsoft Foundry Project | COMMENT |
| LOW⚡ | 00-course-setup/README.md | 156 | ### Step 2: Retrieve Your Project Endpoint and Model Deployment Name | COMMENT |
| LOW⚡ | 00-course-setup/README.md | 166 | ### Step 3: Sign in to Azure with `az login` | COMMENT |
| LOW | 00-course-setup/README.md | 194 | ### Step 4: Create Your `.env` File | COMMENT |
| LOW | 00-course-setup/README.md | 222 | ### Step 5: Install Python Dependencies | COMMENT |
| LOW | 00-course-setup/AzureSearch.md | 11 | ## Step 1: Create an Azure Storage Account | COMMENT |
| LOW | 00-course-setup/AzureSearch.md | 16 | ## Step 2: Create an Azure AI Search Service | COMMENT |
| LOW | 00-course-setup/AzureSearch.md | 31 | ## Step 3: Get Started with Azure AI Search | COMMENT |
| LOW | 00-course-setup/AzureSearch.md | 38 | ## Step 4: Use Azure AI Search Tools | COMMENT |
| LOW | 06-building-trustworthy-agents/README.md | 37 | #### Step 1: Create a Meta System Message | COMMENT |
| LOW | 06-building-trustworthy-agents/README.md | 50 | #### Step 2: Create a basic prompt | COMMENT |
| LOW | 06-building-trustworthy-agents/README.md | 60 | #### Step 3: Provide Basic System Message to LLM | COMMENT |
| LOW | 06-building-trustworthy-agents/README.md | 116 | #### Step 4: Iterate and Improve | COMMENT |
| LOW⚡ | 15-browser-use/llms.txt | 4089 | # Step 1: Start Chrome with CDP debugging | COMMENT |
| LOW⚡ | 15-browser-use/llms.txt | 4093 | # Step 2: Connect Playwright to the same Chrome instance | COMMENT |
| LOW⚡ | 15-browser-use/llms.txt | 4096 | # Step 3: Create Browser-Use session connected to same Chrome | COMMENT |
| LOW⚡ | 15-browser-use/llms.txt | 4099 | # Step 4: Create AI agent with our custom Playwright-powered tools | COMMENT |
| LOW | 15-browser-use/llms.txt | 4123 | # Step 5: Run the agent - it will use both Browser-Use actions and our custom Playwright actions | STRING |
| LOW | …/pcm/.agents/skills/azure-openai-to-responses/SKILL.md | 205 | ## Step 0: Azure OpenAI Client Migration (Prerequisite) | COMMENT |
| LOW | …/pcm/.agents/skills/azure-openai-to-responses/SKILL.md | 245 | ## Step 1: Detect Legacy Call Sites | COMMENT |
| LOW | …/pcm/.agents/skills/azure-openai-to-responses/SKILL.md | 329 | ## Step 2: Apply Migration | COMMENT |
| LOW⚡ | translations/pcm/09-metacognition/README.md | 1401 | # Step 1: Di agent go recommend one hotel wit di "cheapest" strategy | STRING |
| LOW⚡ | translations/pcm/09-metacognition/README.md | 1405 | # Step 2: Di agent go think about di choice and change strategy if e need | STRING |
| LOW⚡ | translations/pcm/09-metacognition/README.md | 1409 | # Step 3: Di agent go recommend again, dis time wit di new strategy wey e fix | STRING |
| LOW⚡ | translations/pcm/00-course-setup/README.md | 147 | ### Step 1: Create Microsoft Foundry Project | COMMENT |
| LOW⚡ | translations/pcm/00-course-setup/README.md | 156 | ### Step 2: Get Your Project Endpoint and Model Deployment Name | COMMENT |
| LOW⚡ | translations/pcm/00-course-setup/README.md | 166 | ### Step 3: Sign in to Azure with `az login` | COMMENT |
| LOW | translations/pcm/00-course-setup/README.md | 194 | ### Step 4: Create Your `.env` File | COMMENT |
| LOW | translations/pcm/00-course-setup/README.md | 222 | ### Step 5: Install Python Dependencies | COMMENT |
| LOW | translations/pcm/00-course-setup/AzureSearch.md | 11 | ## Step 1: Create an Azure Storage Account | COMMENT |
| LOW | translations/pcm/00-course-setup/AzureSearch.md | 16 | ## Step 2: Create an Azure AI Search Service | COMMENT |
| LOW | translations/pcm/00-course-setup/AzureSearch.md | 31 | ## Step 3: Get Started with Azure AI Search | COMMENT |
| LOW | translations/pcm/00-course-setup/AzureSearch.md | 38 | ## Step 4: Use Azure AI Search Tools | COMMENT |
| LOW | …nslations/pcm/06-building-trustworthy-agents/README.md | 37 | #### Step 1: Make Meta System Message | COMMENT |
| LOW | …nslations/pcm/06-building-trustworthy-agents/README.md | 50 | #### Step 2: Create Basic Prompt | COMMENT |
| LOW | …nslations/pcm/06-building-trustworthy-agents/README.md | 60 | #### Step 3: Give Basic System Message to LLM | COMMENT |
| LOW | …nslations/pcm/06-building-trustworthy-agents/README.md | 116 | #### Step 4: Try and Make Am Better | COMMENT |
| LOW | …s/en/.agents/skills/azure-openai-to-responses/SKILL.md | 205 | ## Step 0: Azure OpenAI Client Migration (Prerequisite) | COMMENT |
| LOW | …s/en/.agents/skills/azure-openai-to-responses/SKILL.md | 245 | ## Step 1: Detect Legacy Call Sites | COMMENT |
| LOW | …s/en/.agents/skills/azure-openai-to-responses/SKILL.md | 329 | ## Step 2: Apply Migration | COMMENT |
| LOW⚡ | translations/en/09-metacognition/README.md | 1401 | # Step 1: The agent recommends a hotel using the "cheapest" strategy | STRING |
| LOW⚡ | translations/en/09-metacognition/README.md | 1405 | # Step 2: The agent reflects on the choice and adjusts strategy if necessary | STRING |
| LOW⚡ | translations/en/09-metacognition/README.md | 1409 | # Step 3: The agent recommends again, this time using the adjusted strategy | STRING |
| LOW⚡ | translations/en/00-course-setup/README.md | 147 | ### Step 1: Create a Microsoft Foundry Project | COMMENT |
| LOW⚡ | translations/en/00-course-setup/README.md | 156 | ### Step 2: Retrieve Your Project Endpoint and Model Deployment Name | COMMENT |
| LOW⚡ | translations/en/00-course-setup/README.md | 166 | ### Step 3: Sign in to Azure with `az login` | COMMENT |
| LOW | translations/en/00-course-setup/README.md | 194 | ### Step 4: Create Your `.env` File | COMMENT |
| LOW | translations/en/00-course-setup/README.md | 222 | ### Step 5: Install Python Dependencies | COMMENT |
| LOW | translations/en/00-course-setup/AzureSearch.md | 11 | ## Step 1: Create an Azure Storage Account | COMMENT |
| LOW | translations/en/00-course-setup/AzureSearch.md | 16 | ## Step 2: Create an Azure AI Search Service | COMMENT |
| LOW | translations/en/00-course-setup/AzureSearch.md | 31 | ## Step 3: Get Started with Azure AI Search | COMMENT |
| LOW | translations/en/00-course-setup/AzureSearch.md | 38 | ## Step 4: Use Azure AI Search Tools | COMMENT |
| LOW | …anslations/en/06-building-trustworthy-agents/README.md | 37 | #### Step 1: Create a Meta System Message | COMMENT |
| LOW | …anslations/en/06-building-trustworthy-agents/README.md | 50 | #### Step 2: Create a basic prompt | COMMENT |
| 2 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | …ramework/code-samples/hotel_booking_workflow_sample.py | 47 | # ============================================================================ | COMMENT |
| MEDIUM | …ramework/code-samples/hotel_booking_workflow_sample.py | 49 | # ============================================================================ | COMMENT |
| MEDIUM | …ramework/code-samples/hotel_booking_workflow_sample.py | 75 | # ============================================================================ | COMMENT |
| MEDIUM | …ramework/code-samples/hotel_booking_workflow_sample.py | 77 | # ============================================================================ | COMMENT |
| MEDIUM⚡ | …ramework/code-samples/hotel_booking_workflow_sample.py | 103 | # ============================================================================ | COMMENT |
| MEDIUM⚡ | …ramework/code-samples/hotel_booking_workflow_sample.py | 105 | # ============================================================================ | COMMENT |
| MEDIUM⚡ | …ramework/code-samples/hotel_booking_workflow_sample.py | 152 | # ============================================================================ | COMMENT |
| MEDIUM⚡ | …ramework/code-samples/hotel_booking_workflow_sample.py | 154 | # ============================================================================ | COMMENT |
| MEDIUM | …ramework/code-samples/hotel_booking_workflow_sample.py | 168 | # ============================================================================ | COMMENT |
| MEDIUM | …ramework/code-samples/hotel_booking_workflow_sample.py | 170 | # ============================================================================ | COMMENT |
| MEDIUM | …ramework/code-samples/hotel_booking_workflow_sample.py | 290 | # ============================================================================ | COMMENT |
| MEDIUM | …ramework/code-samples/hotel_booking_workflow_sample.py | 292 | # ============================================================================ | COMMENT |
| MEDIUM | …ramework/code-samples/hotel_booking_workflow_sample.py | 312 | # ============================================================================ | COMMENT |
| MEDIUM | …ramework/code-samples/hotel_booking_workflow_sample.py | 314 | # ============================================================================ | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | 15-browser-use/llms.txt | 200 | Authorization: Bearer YOUR_API_KEY | CODE |
| HIGH | 15-browser-use/llms.txt | 1047 | "Authorization": "Bearer YOUR_API_KEY", | CODE |
| HIGH | 15-browser-use/llms.txt | 1076 | "Authorization": "Bearer YOUR_API_KEY", | CODE |
| HIGH | 15-browser-use/llms.txt | 1389 | llm = ChatOpenAI(api_key="your-api-key") | CODE |
| HIGH | 15-browser-use/llms.txt | 1464 | llm = ChatOpenAI(api_key="your-api-key") | CODE |
| HIGH | 15-browser-use/llms.txt | 3502 | -e GOOGLE_API_KEY="your_api_key" | STRING |
| HIGH | 15-browser-use/llms.txt | 3521 | "GOOGLE_API_KEY": "your_api_key" | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | …tic-protocols/code_samples/mcp-agents/client/client.py | 140 | except Exception: | CODE |
| HIGH | …ols/code_samples/mcp-agents/client/resumable_client.py | 128 | except Exception: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM⚡ | 11-agentic-protocols/code_samples/github-mcp/app.py | 50 | # Define the index schema | COMMENT |
| MEDIUM⚡ | 11-agentic-protocols/code_samples/github-mcp/app.py | 63 | # Create the index if it doesn't exist | COMMENT |
| MEDIUM | 11-agentic-protocols/code_samples/github-mcp/app.py | 270 | # Create the Microsoft Foundry Agent Service provider | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | 07-planning-design/README.md | 267 | Magentic One - A Generalist multi-agent system for solving complex tasks and has achieved impressive results on multiple | CODE |
| HIGH | translations/en/07-planning-design/README.md | 267 | Magentic One - A Generalist multi-agent system for solving complex tasks and has achieved impressive results on multiple | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …tic-protocols/code_samples/mcp-agents/server/server.py | 41 | CODE | |
| LOW | …tic-protocols/code_samples/mcp-agents/server/server.py | 88 | CODE | |
| LOW | …tic-protocols/code_samples/mcp-agents/client/client.py | 87 | CODE | |
| LOW | …tic-protocols/code_samples/mcp-agents/client/client.py | 130 | CODE | |
| LOW | …tic-protocols/code_samples/mcp-agents/client/client.py | 170 | CODE | |
| LOW | …ols/code_samples/mcp-agents/client/resumable_client.py | 92 | CODE | |
| LOW | …ols/code_samples/mcp-agents/client/resumable_client.py | 115 | CODE | |
| LOW | …ntic-protocols/code_samples/mcp-agents/client/utils.py | 21 | CODE | |
| LOW | 11-agentic-protocols/code_samples/github-mcp/app.py | 335 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | .agents/skills/jupyter-notebook/scripts/new_notebook.py | 36 | def update_title(notebook: dict[str, Any], kind: str, title: str) -> None: | CODE |
| LOW | …tic-protocols/code_samples/mcp-agents/server/server.py | 30 | logger = logging.getLogger(__name__) | CODE |
| LOW | …rotocols/code_samples/mcp-agents/server/event_store.py | 25 | logger = logging.getLogger(__name__) | CODE |
| LOW | …ols/code_samples/mcp-agents/client/resumable_client.py | 27 | logger = logging.getLogger(__name__) | CODE |
| LOW | 11-agentic-protocols/code_samples/github-mcp/app.py | 31 | logger = logging.getLogger(__name__) | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | .agents/skills/jupyter-notebook/scripts/new_notebook.py | 1 | CODE | |
| LOW | …tic-protocols/code_samples/mcp-agents/server/server.py | 12 | CODE | |
| LOW | …tic-protocols/code_samples/mcp-agents/server/server.py | 18 | CODE | |
| LOW | …rotocols/code_samples/mcp-agents/server/event_store.py | 12 | CODE | |
| LOW | …ols/code_samples/mcp-agents/client/resumable_client.py | 15 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | requirements.txt | 1 | # Azure AI & Identity | COMMENT |
| LOW | .github/workflows/smoke-test.yml | 1 | name: Smoke-test hosted agents | COMMENT |
| LOW | …-multi-agent/code_samples/08-dotnet-agent-framework.cs | 1 | #!/usr/bin/dotnet run | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | 15-browser-use/llms.txt | 4107 | - Phone: "555-9876" | CODE |
| LOW | 15-browser-use/llms.txt | 732 | "placeholder": "(e.g. OpenAI)", | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | 11-agentic-protocols/code_samples/github-mcp/app.py | 58 | # Check if index already exists if not, create it | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …tic-protocols/code_samples/mcp-agents/client/client.py | 84 | CODE |