Repository Analysis

NirDiamant/agents-towards-production

End-to-end, code-first tutorials for building production-grade GenAI agents. From prototype to enterprise deployment.

16.9 Moderate AI signal View on GitHub
16.9
Adjusted Score
16.9
Raw Score
100%
Time Factor
2026-05-30
Last Push
20,544
Stars
Jupyter Notebook
Language
5,281
Lines of Code
48
Files
38
Pattern Hits
2026-05-31
Scan Date

Score History

Severity Breakdown

CRITICAL 0HIGH 6MEDIUM 11LOW 21

Pattern Findings

38 matches across 11 categories. Click a row to expand file-level details.

Self-Referential Comments7 hits · 24 pts
SeverityFileLineSnippet
MEDIUMtutorials/fastapi-agent/scripts/fastapi_agent.py61# Create an instance of our agent
MEDIUMtutorials/fastapi-agent/scripts/fastapi_agent.py70# Create a synchronous endpoint for the agent
MEDIUMtutorials/fastapi-agent/scripts/fastapi_agent.py77# Create a streaming endpoint for the agent
MEDIUM…d-gpu-deploy/crew-ai-ollama-runpod-tutorial/handler.py12# Create a pseudo-research tool that returns fake information
MEDIUM…d-gpu-deploy/crew-ai-ollama-runpod-tutorial/handler.py82 # Create the task for our topic
MEDIUM…d-gpu-deploy/crew-ai-ollama-runpod-tutorial/handler.py99 # Create the crew with just our blog writer
MEDIUMtutorials/agent-with-streamlit-ui/app.py36# Define a function to generate a response from the AI given a user message
Magic Placeholder Names3 hits · 18 pts
SeverityFileLineSnippet
HIGHtutorials/runpod-gpu-deploy/README.md271 --header "authorization: [YOUR_API_KEY]" \
HIGH…od-gpu-deploy/crew-ai-ollama-runpod-tutorial/README.md79 --header "authorization: [YOUR_API_KEY]" \
HIGHtutorials/agent-with-streamlit-ui/app.py17# client = openai.OpenAI(api_key="sk-your-api-key") # (Not recommended to hard-code in real apps)
Cross-File Repetition3 hits · 15 pts
SeverityFileLineSnippet
HIGHtutorials/runpod-gpu-deploy/README.md0creates a blog post on the given topic using crewai
HIGH…d-gpu-deploy/crew-ai-ollama-runpod-tutorial/handler.py0creates a blog post on the given topic using crewai
HIGH…od-gpu-deploy/crew-ai-ollama-runpod-tutorial/README.md0creates a blog post on the given topic using crewai
Excessive Try-Catch Wrapping7 hits · 9 pts
SeverityFileLineSnippet
LOWtutorials/fastapi-agent/run_server.py21except Exception as e:
MEDIUMtutorials/fastapi-agent/run_server.py22 print(f"Error running server: {e}")
LOWtutorials/runpod-gpu-deploy/README.md126 except Exception as e:
LOW…d-gpu-deploy/crew-ai-ollama-runpod-tutorial/handler.py128 except Exception as e:
LOW…od-gpu-deploy/crew-ai-ollama-runpod-tutorial/README.md155 except Exception as e:
LOWtutorials/agent-security-apex/model_testing_tools.py73 except Exception as e:
MEDIUMtutorials/agent-security-apex/model_testing_tools.py74 print(f"Error loading CSV file: {e}")
Unused Imports6 hits · 6 pts
SeverityFileLineSnippet
LOWtutorials/fastapi-agent/scripts/fastapi_agent.py1
LOWtutorials/fastapi-agent/scripts/fastapi_agent.py1
LOWtutorials/fastapi-agent/scripts/fastapi_agent.py1
LOWtutorials/fastapi-agent/scripts/fastapi_agent.py6
LOW…d-gpu-deploy/crew-ai-ollama-runpod-tutorial/handler.py6
LOWtutorials/agent-with-streamlit-ui/app.py6
Decorative Section Separators2 hits · 6 pts
SeverityFileLineSnippet
MEDIUMtutorials/kotlin-agent-with-koog/run.sh2# -------------------------------------------------------
MEDIUMtutorials/kotlin-agent-with-koog/run.sh5# -------------------------------------------------------
Verbosity Indicators4 hits · 6 pts
SeverityFileLineSnippet
LOW…torials/ai-memory-with-cognee/guido_contributions.html40 var nodes = [{"name": "", "type": "DocumentChunk", "ontology_valid": false, "version": 1, "topological_rank"
LOW…ls/ai-memory-with-cognee/data/guido_contributions.json194 "before_code": " if literal(expr) == LITERAL_TYPE:\n vartype = type_map[expr]\
LOW…ls/ai-memory-with-cognee/data/guido_contributions.json195 "after_code": " if literal(expr) == LITERAL_TYPE:\n vartype = type_map[expr]\n
LOW…ls/ai-memory-with-cognee/data/guido_contributions.json196 "diff_context": " if literal(expr) == LITERAL_TYPE:\n vartype = type_map[expr]
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippet
LOWtutorials/docker-intro/README.md401#1 transferring context: 2B done
LOWtutorials/kotlin-agent-with-koog/tutorial.md181// "suspend fun main()" is Kotlin's way of writing an async main function.
Hyper-Verbose Identifiers2 hits · 2 pts
SeverityFileLineSnippet
LOWtutorials/agent-security-apex/model_testing_tools.py16async def generate_chatgpt_response(client: AsyncOpenAI, prompt, system_prompt):
LOWtutorials/agent-security-apex/model_testing_tools.py49def check_password_in_response(response):
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippet
LOWtutorials/agent-security-apex/model_testing_tools.py139 # Check if encoding succeeded where unencoded failed
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippet
LOW…rials/agent-security-apex/prompt_manipulation_tools.py1