Shubhamsaboo/awesome-llm-apps

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https://github.com/Shubhamsaboo/awesome-llm-apps · scanned 2026-06-05 05:31 UTC (4 hours, 29 minutes ago) · 10 languages

1041 findings (339 legacy + 702 scanner) 11/13 scanners ran 18th percentile · Python · large (100-500K LoC) Scanner says 46 (higher by 15)

File as issue Image v2 schema

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 4 hours, 29 minutes ago · v2 · 690 findings from 2 sources. Findings combine the legacy security pipeline AND the multi-layer engine (atlas, wiring, flows, ranked) AND verified AI agent contributions.

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100.0% cov · 351 gaps

Score breakdown â 2026-05-18-v5

Component	Sub-score	Weight	Contribution
`structure_score`	40.0	0.15	6.00
`security_score`	100.0	0.25	25.00
`testing_score`	17.0	0.20	3.40
`documentation_score`	76.0	0.15	11.40
`practices_score`	65.0	0.15	9.75
`code_quality`	55.0	0.10	5.50
Overall		1.00	61.0

security_score may be inflated — optional security scanners were skipped on this fast scan

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 5 High 278 Medium 90 Low 239 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Legacy 339 9-layer 351 Crowd 0 Layer: Software 126 Quality 299 Security 91 Cicd 39 Frontend 47 Hardware 20 Api 68

Exclude dismissed / FP Exclude test files

Bug-class explainers. Each card groups findings of the same shape — these are the patterns most likely to ship to prod and reappear in future scans unless you systematically fix the cause, not just the instance.

Fragile runtime 240 findings

What it is: Code that runs but breaks under predictable input — division by zero, missing keys, unbounded loops, off-by-one slicing.

Why it matters: Reaches production undetected because happy-path tests pass. First user with a weird input crashes the request.

How AI causes it: AI loves writing the happy path; doesn't probe edge cases unless explicitly asked.

Fix approach: Add property-based tests. Wrap external inputs with explicit validators. Use the framework's typed deserializer (Pydantic, attrs).

12 matching findings on this repo

medium [MINED109] Mutable default argument in `create_podcast` (dict): `def create_pod… advanced_ai_agents/multi_agent_apps/ai_news_and_p…:127
medium [MINED109] Mutable default argument in `text_to_speech_elevenlabs` (dict): `def… advanced_ai_agents/multi_agent_apps/ai_news_and_p…:47
medium [MINED109] Mutable default argument in `system_prompt` (list): `def system_prom… advanced_ai_agents/single_agent_apps/windows_use_…:15
medium [MINED109] Mutable default argument in `__init__` (list): `def __init__(... = [… advanced_ai_agents/single_agent_apps/windows_use_…:37
medium [MINED111] Bare except continues silently: Bare `except:` (or `except Exception… rag_tutorials/deepseek_local_rag_agent/deepseek_r…:522
medium [MINED111] Bare except continues silently: Bare `except:` (or `except Exception… rag_tutorials/deepseek_local_rag_agent/deepseek_r…:462
medium [MINED111] Bare except continues silently: Bare `except:` (or `except Exception… rag_tutorials/deepseek_local_rag_agent/deepseek_r…:386
medium [MINED111] Bare except continues silently: Bare `except:` (or `except Exception… rag_tutorials/deepseek_local_rag_agent/deepseek_r…:238
medium [MINED111] Bare except continues silently: Bare `except:` (or `except Exception… rag_tutorials/deepseek_local_rag_agent/deepseek_r…:255
medium [MINED111] Bare except continues silently: Bare `except:` (or `except Exception… rag_tutorials/deepseek_local_rag_agent/deepseek_r…:219
medium [MINED111] Bare except continues silently: Bare `except:` (or `except Exception… rag_tutorials/deepseek_local_rag_agent/deepseek_r…:188
medium [MINED111] Bare except continues silently: Bare `except:` (or `except Exception… rag_tutorials/deepseek_local_rag_agent/deepseek_r…:161

View all fragile runtime findings →

Legacy markers 14 findings

What it is: TODO, FIXME, XXX, HACK comments. Often indicate a known-broken path the author meant to fix.

Why it matters: Each marker is an unfinished thought. Production code shouldn't ship with debt that's documented but not tracked.

How AI causes it: AI mirrors the style of the codebase, so existing TODOs propagate into new code.

Fix approach: Convert each into a ticket. Delete the comment when the ticket lands. Use a pre-commit hook to block new TODOs without an issue link.

12 matching findings on this repo

low Legacy-named symbol `eleven_multilingual_v2` in starter_ai_agents/ai_blog_to_po…
low Legacy-named symbol `model_copy` in advanced_ai_agents/single_agent_apps/earnin…
low Legacy-named symbol `kitchen_modern_renovation_v1` in advanced_ai_agents/multi_…
low Legacy-named symbol `landing_page_v1` in advanced_ai_agents/multi_agent_apps/ag…
low Legacy-named symbol `eleven_multilingual_v2` in advanced_ai_agents/multi_agent_…
low Legacy-named symbol `eleven_multilingual_v2` in advanced_ai_agents/multi_agent_…
low Legacy-named symbol `agent_config_v2` in advanced_ai_agents/multi_agent_apps/ai…
low Legacy-named symbol `agent_config_v2` in advanced_ai_agents/multi_agent_apps/ai…
low Legacy-named symbol `agent_config_v2` in advanced_ai_agents/multi_agent_apps/ai…
low Legacy-named symbol `agent_config_v2` in advanced_ai_agents/multi_agent_apps/ai…
low Legacy-named symbol `agent_config_v2` in advanced_ai_agents/multi_agent_apps/ai…
low Legacy-named symbol `agent_config_v2` in advanced_ai_agents/multi_agent_apps/ai…

View all legacy markers findings →

Commented-out code 12 findings

What it is: Lines of source that were intentionally disabled but never deleted.

Why it matters: Git already remembers history — commented code rots, becomes wrong, and adds noise to diffs.

How AI causes it: AI sometimes comments out broken code instead of fixing it. Reviewers approve out of inertia.

Fix approach: Delete. Trust `git log`. If you really need to remember, save it in a notes file under `docs/`.

12 matching findings on this repo

info Commented-code block (5 lines) in generative_ui_agents/ai-mcp-app-builder/apps/…
info Commented-code block (6 lines) in generative_ui_agents/ai-mcp-app-builder/apps/…
info Commented-code block (5 lines) in generative_ui_agents/ai-mcp-app-builder/apps/…
info Commented-code block (6 lines) in generative_ui_agents/ai-dashboard-canvas-agen…
info Commented-code block (7 lines) in advanced_llm_apps/chat_with_X_tutorials/strea…
info Commented-code block (5 lines) in advanced_llm_apps/llm_optimization_tools/head…
info Commented-code block (18 lines) in advanced_ai_agents/multi_agent_apps/agent_te…
info Commented-code block (5 lines) in advanced_ai_agents/multi_agent_apps/agent_tea…
info Commented-code block (7 lines) in advanced_ai_agents/multi_agent_apps/agent_tea…
info Commented-code block (5 lines) in advanced_ai_agents/multi_agent_apps/agent_tea…
info Commented-code block (6 lines) in advanced_ai_agents/multi_agent_apps/ai_speech…
info Commented-code block (6 lines) in advanced_ai_agents/multi_agent_apps/ai_speech…

View all commented-out code findings →

Config drift 40 findings

What it is: Settings duplicated across env files, Docker compose, K8s, and code defaults, all with slightly different values.

Why it matters: Production behaviour depends on whichever copy your loader reads first. Subtle bugs in staging that don't reproduce in dev.

How AI causes it: AI writes new config from memory rather than reading the existing source.

Fix approach: Pick one source of truth (env vars + a settings module). Have every other place import from there. Lint for duplicates in CI.

12 matching findings on this repo

high [MINED112] FastAPI POST /{config_id}/disable has no auth: Handler `disable_podc… advanced_ai_agents/multi_agent_apps/ai_news_and_p…:95
high [MINED112] FastAPI POST /{config_id}/enable has no auth: Handler `enable_podcas… advanced_ai_agents/multi_agent_apps/ai_news_and_p…:83
high [MINED112] FastAPI DELETE /{config_id} has no auth: Handler `delete_podcast_con… advanced_ai_agents/multi_agent_apps/ai_news_and_p…:71
high [MINED112] FastAPI PUT /{config_id} has no auth: Handler `update_podcast_config… advanced_ai_agents/multi_agent_apps/ai_news_and_p…:56
high [MINED112] FastAPI POST / has no auth: Handler `create_podcast_config` is regis… advanced_ai_agents/multi_agent_apps/ai_news_and_p…:35
low File has no detected symbols: rag_tutorials/multimodal_agentic_rag/frontend/vit…
low File has no detected symbols: generative_ui_agents/ai-mcp-app-builder/apps/thre…
low File has no detected symbols: generative_ui_agents/ai-mcp-app-builder/apps/web/…
low File has no detected symbols: generative_ui_agents/mcp-apps-generative-ui-showc…
low File has no detected symbols: generative_ui_agents/mcp-apps-generative-ui-showc…
low File has no detected symbols: generative_ui_agents/generative-ui-starter-projec…
low File has no detected symbols: generative_ui_agents/generative-ui-starter-projec…

View all config drift findings →

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