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google-gemma/cookbook

A collection of guides and examples for the Gemma open models from Google.

21.0 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for google-gemma/cookbook, a Jupyter Notebook project with 4,069 GitHub stars. SynthScan examined 26,442 lines of code across 236 source files, recording 207 pattern matches distributed across 15 syntactic categories. The legacy adjusted pattern signal is 21.0 (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.

21.0
Adjusted Signal
21.0
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
4.1K
Stars
Jupyter Notebook
Language
26.4K
Lines of Code
236
Files
207
Pattern Hits
2026-10-12
Scan Date
0.22
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 16.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 69 finding(s).

Hallucinated Dependency & Supply Chain Risk 31.4/100 · MEDIUM

Are imports declared and package/API names verified? 57 finding(s).

Agent Over-Engineering Ratio 40.0/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 92 finding(s).

PR Review Velocity Impact 67.6/100 · HIGH

Which changes need focused human review? 207 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 0HIGH 53MEDIUM 62LOW 92

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 207 distinct pattern matches across 15 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.

Decorative Section Separators52 hits · 172 pts
SeverityFileLineSnippetContext
MEDIUM…ve/Guides/Gemma-3n-Submodels/custom_slicing_configs.py17# =============================================================================COMMENT
MEDIUM…ve/Guides/Gemma-3n-Submodels/custom_slicing_configs.py19# =============================================================================COMMENT
MEDIUM⚡…ve/Guides/Gemma-3n-Submodels/custom_slicing_configs.py157# =============================================================================COMMENT
MEDIUM⚡…ve/Guides/Gemma-3n-Submodels/custom_slicing_configs.py159# =============================================================================COMMENT
MEDIUM⚡…ve/Guides/Gemma-3n-Submodels/custom_slicing_configs.py165# =============================================================================COMMENT
MEDIUM⚡…ve/Guides/Gemma-3n-Submodels/custom_slicing_configs.py167# =============================================================================COMMENT
MEDIUM…ve/Guides/Gemma-3n-Submodels/custom_slicing_configs.py275# =============================================================================COMMENT
MEDIUM…ve/Guides/Gemma-3n-Submodels/custom_slicing_configs.py277# =============================================================================COMMENT
MEDIUM.archive/Demos/spoken-language-tasks/setup_python.sh11# -------------------------COMMENT
MEDIUM⚡apps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py338 # ── 1. Token presence ───────────────────────────────────────────────COMMENT
MEDIUM⚡apps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py342 # ── 2. Expiry ───────────────────────────────────────────────────────COMMENT
MEDIUM⚡apps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py346 # ── 3. Signature ────────────────────────────────────────────────────COMMENT
MEDIUM⚡apps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py350 # ── 4. Scope ────────────────────────────────────────────────────────COMMENT
MEDIUM⚡apps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py354 # ── 5. Irreversibility class ceiling ────────────────────────────────COMMENT
MEDIUMapps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py37# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py39# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py80# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py82# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py206# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py208# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py228# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py230# ---------------------------------------------------------------------------COMMENT
MEDIUMapps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py369 # ── 7. Class 2 — confirmation callback required ─────────────────────COMMENT
MEDIUMapps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py381 # ── 8. Class 0 / 1 — allow ─────────────────────────────────────────COMMENT
MEDIUM⚡apps/concurrent/run.sh2# ─────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡apps/concurrent/run.sh15# ─────────────────────────────────────────────────────────────COMMENT
MEDIUMapps/concurrent/run.sh52# ─── Load agents from scenario ──────────────────────────────COMMENT
MEDIUMapps/concurrent/run.sh84# ─── Calculate window layout ────────────────────────────────COMMENT
MEDIUMapps/concurrent/run.sh112# ─── Build AppleScript to open windows ──────────────────────COMMENT
MEDIUMapps/concurrent/run.sh166# ─── Launch ────────────────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/scenarios.py28# ─── Palettes ───────────────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/scenarios.py72# ─── Agent Factories ───────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/scenarios.py132# ─── System Prompts ─────────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/scenarios.py157# ─── Planning Prompts ───────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/scenarios.py211# ─── Card Renderers ─────────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/scenarios.py291# ─── Page Builder ───────────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/scenarios.py353# ─── Scenario Registry ──────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/dashboard.py96# ─── Hero Panel (big t/s number) ───────────────────────────COMMENT
MEDIUMapps/concurrent/demo/dashboard.py161# ─── Orchestrator Panel ────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/dashboard.py193# ─── Agent Grid ────────────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/dashboard.py275# ─── Combined Layout ──────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/utils.py15# ─── Shared Paths ───────────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/utils.py20# ─── ANSI Colors ────────────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/utils.py31# ─── Metrics ────────────────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/utils.py51# ─── LLM Streaming ─────────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/orchestrator.py27# ─── Step 1: Plan ───────────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/orchestrator.py77# ─── Step 2: Dispatch ───────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/orchestrator.py104# ─── Step 3: Collect ────────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/orchestrator.py135# ─── Step 4: Assemble ───────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/orchestrator.py162# ─── Main ────────────────────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/digits.py5# ─────────────────────────────────────────────────────────────COMMENT
MEDIUMapps/concurrent/demo/digits.py7# ─────────────────────────────────────────────────────────────COMMENT
Magic Placeholder Names25 hits · 145 pts
SeverityFileLineSnippetContext
HIGHapps/Gemma-on-Cloudrun/README.md37 --set-env-vars=API_KEY={YOUR_API_KEY} \CODE
HIGHapps/Gemma-on-Cloudrun/README.md51* `YOUR_API_KEY`: **Crucial for authentication**. Set this to a strong, unique API key string of your choice. This key wCOMMENT
HIGHapps/Gemma-on-Cloudrun/README.md62* Environment Variable: As shown in the deployment command: `--set-env-vars=API_KEY={YOUR_API_KEY}`.COMMENT
HIGHapps/Gemma-on-Cloudrun/README.md67You will need to include this `YOUR_API_KEY` in every request to your Cloud Run service, as shown in the [Interacting wiCODE
HIGH⚡apps/Gemma-on-Cloudrun/README.md85* `<YOUR_API_KEY>`: The API key you configured during deployment.COMMENT
HIGH⚡apps/Gemma-on-Cloudrun/README.md85* `<YOUR_API_KEY>`: The API key you configured during deployment.COMMENT
HIGH⚡apps/Gemma-on-Cloudrun/README.md92curl "<cloud_run_url>/v1beta/models/<model>:generateContent?key={YOUR_API_KEY}" \CODE
HIGHapps/Gemma-on-Cloudrun/README.md104curl "<cloud_run_url>/v1beta/models/<model>:streamGenerateContent?key={YOUR_API_KEY}" \CODE
HIGHapps/Gemma-on-Cloudrun/README.md129client = genai.Client(api_key="<YOUR_API_KEY>", http_options=HttpOptions(base_url="<cloud_run_url>"))CODE
HIGHapps/Gemma-on-Cloudrun/README.md129client = genai.Client(api_key="<YOUR_API_KEY>", http_options=HttpOptions(base_url="<cloud_run_url>"))CODE
HIGHapps/Gemma-on-Cloudrun/README.md164 api_key="<YOUR_API_KEY>",CODE
HIGHapps/Gemma-on-Cloudrun/README.md164 api_key="<YOUR_API_KEY>",CODE
HIGHapps/Gemma-on-Cloudrun/README.md189 -H "Authorization: Bearer <YOUR_API_KEY>" \CODE
HIGHapps/Gemma-on-Cloudrun/README.md189 -H "Authorization: Bearer <YOUR_API_KEY>" \CODE
HIGHapps/Gemma-on-Cloudrun/README.md221 headers={'Authorization': 'Bearer <YOUR_API_KEY>'}CODE
HIGHapps/Gemma-on-Cloudrun/README.md221 headers={'Authorization': 'Bearer <YOUR_API_KEY>'}CODE
HIGHapps/Gemma-on-Cloudrun/README.md281 --set-env-vars=API_KEY={YOUR_API_KEY} \CODE
HIGHapps/Gemma-on-Cloudrun/README.md326client = genai.Client(api_key="<YOUR_API_KEY>", http_options=HttpOptions(base_url="<cloud_run_url>"))CODE
HIGHapps/Gemma-on-Cloudrun/README.md326client = genai.Client(api_key="<YOUR_API_KEY>", http_options=HttpOptions(base_url="<cloud_run_url>"))CODE
HIGHapps/Gemma-on-Cloudrun/code-examples/ollama_examples.py6 headers={'Authorization': 'Bearer <YOUR_API_KEY>'}CODE
HIGHapps/Gemma-on-Cloudrun/code-examples/ollama_examples.py6 headers={'Authorization': 'Bearer <YOUR_API_KEY>'}CODE
HIGHapps/Gemma-on-Cloudrun/code-examples/genai_examples.py5client = genai.Client(api_key="<YOUR_API_KEY>", http_options=HttpOptions(base_url="<cloud_run_url>"))CODE
HIGHapps/Gemma-on-Cloudrun/code-examples/genai_examples.py5client = genai.Client(api_key="<YOUR_API_KEY>", http_options=HttpOptions(base_url="<cloud_run_url>"))CODE
HIGHapps/Gemma-on-Cloudrun/code-examples/openai_examples.py5 api_key="<YOUR_API_KEY>",CODE
HIGHapps/Gemma-on-Cloudrun/code-examples/openai_examples.py5 api_key="<YOUR_API_KEY>",CODE
Cross-File Repetition8 hits · 40 pts
SeverityFileLineSnippetContext
HIGH…ail-assistant/email-processing-webapp/models/gemini.py0creates a message processor function with a persistent model.STRING
HIGH…mail-assistant/email-processing-webapp/models/gemma.py0creates a message processor function with a persistent model.STRING
HIGH…sistant/gemma-web-service/gemma_service/gemma_model.py0creates a message processor function with a persistent model.STRING
HIGH…e-tasks/k-mail-replier/k_mail_replier/models/gemini.py0creates a message processor function with a persistent model.STRING
HIGH…ge-tasks/k-mail-replier/k_mail_replier/models/gemma.py0creates a message processor function with a persistent model.STRING
HIGH…mail-assistant/email-processing-webapp/models/gemma.py0loads environment variables and configures the gemma model.STRING
HIGH…sistant/gemma-web-service/gemma_service/gemma_model.py0loads environment variables and configures the gemma model.STRING
HIGH…ge-tasks/k-mail-replier/k_mail_replier/models/gemma.py0loads environment variables and configures the gemma model.STRING
Cross-Language Confusion13 hits · 36 pts
SeverityFileLineSnippetContext
HIGH⚡…antigravity-hybrid-orchestrator/hybrid_orchestrator.py901 state.push(STRING
HIGH⚡…antigravity-hybrid-orchestrator/hybrid_orchestrator.py905 state.push(STRING
HIGH⚡…antigravity-hybrid-orchestrator/hybrid_orchestrator.py915 state.push(STRING
HIGH…antigravity-hybrid-orchestrator/hybrid_orchestrator.py571 self.state.push(STRING
HIGH…antigravity-hybrid-orchestrator/hybrid_orchestrator.py575 self.state.push(STRING
HIGH…antigravity-hybrid-orchestrator/hybrid_orchestrator.py633 self.state.push(STRING
HIGH…antigravity-hybrid-orchestrator/hybrid_orchestrator.py637 self.state.push(STRING
HIGH…antigravity-hybrid-orchestrator/hybrid_orchestrator.py679 self.state.push(STRING
HIGH…antigravity-hybrid-orchestrator/hybrid_orchestrator.py683 self.state.push(STRING
HIGH…antigravity-hybrid-orchestrator/hybrid_orchestrator.py746 self.state.push(STRING
HIGH…antigravity-hybrid-orchestrator/hybrid_orchestrator.py854 state.push(STRING
HIGH…antigravity-hybrid-orchestrator/hybrid_orchestrator.py858 state.push(STRING
HIGH…antigravity-hybrid-orchestrator/hybrid_orchestrator.py884 state.push(STRING
Empty Error Handlers7 hits · 35 pts
SeverityFileLineSnippetContext
HIGH…antigravity-hybrid-orchestrator/hybrid_orchestrator.py766except Exception: # pylint: disable=broad-exceptCODE
HIGH…antigravity-hybrid-orchestrator/hybrid_orchestrator.py1036except Exception: # pylint: disable=broad-exceptCODE
HIGH…antigravity-hybrid-orchestrator/hybrid_orchestrator.py1080except Exception: # pylint: disable=broad-exceptCODE
HIGHapps/concurrent/demo/dashboard.py62except (json.JSONDecodeError, IOError):CODE
HIGHapps/concurrent/demo/orchestrator.py156except Exception:CODE
HIGHapps/concurrent/demo/orchestrator.py126except (json.JSONDecodeError, IOError):CODE
HIGHapps/concurrent/demo/specialist.py32except (json.JSONDecodeError, IOError):CODE
Structural Annotation Overuse14 hits · 25 pts
SeverityFileLineSnippetContext
LOW…3n-Submodels/RESPONSE_SUB_BILLION_AND_AUDIO_SLICING.md151#### Step 1: Identify Audio Encoder ConfigurationCOMMENT
LOW…3n-Submodels/RESPONSE_SUB_BILLION_AND_AUDIO_SLICING.md166#### Step 2: Recommended Audio Encoder ReductionCOMMENT
LOW…3n-Submodels/RESPONSE_SUB_BILLION_AND_AUDIO_SLICING.md182#### Step 3: Implementation RequirementsCOMMENT
LOW⚡.archive/Guides/Gemma-3n-Submodels/README.md176### Step 1: Review the SummaryCOMMENT
LOW⚡.archive/Guides/Gemma-3n-Submodels/README.md179### Step 2: Choose Your ConfigurationCOMMENT
LOW⚡.archive/Guides/Gemma-3n-Submodels/README.md185### Step 3: Get the Configuration CodeCOMMENT
LOW⚡.archive/Guides/Gemma-3n-Submodels/README.md190### Step 4: Apply to MatFormer LabCOMMENT
LOW⚡.archive/Guides/Gemma-3n-Submodels/README.md193### Step 5: Test & DeployCOMMENT
LOW…s/Gemma-3n-Submodels/QUICK_START_SUB_BILLION_MODELS.md44### Step 1: Prepare EnvironmentCOMMENT
LOW…s/Gemma-3n-Submodels/QUICK_START_SUB_BILLION_MODELS.md55### Step 2: Set Model SourceCOMMENT
LOW…s/Gemma-3n-Submodels/QUICK_START_SUB_BILLION_MODELS.md64### Step 3: Apply 0.9B ConfigurationCOMMENT
LOW…s/Gemma-3n-Submodels/QUICK_START_SUB_BILLION_MODELS.md87### Step 4: Run Slicing PipelineCOMMENT
LOW…s/Gemma-3n-Submodels/QUICK_START_SUB_BILLION_MODELS.md100### Step 5: Push to Hugging Face (Optional)COMMENT
LOW…s/Gemma-3n-Submodels/QUICK_START_SUB_BILLION_MODELS.md114### Step 6: Load and TestCOMMENT
Modern AI Meta-Vocabulary8 hits · 22 pts
SeverityFileLineSnippetContext
MEDIUM.archive/Gemma/README.md7* [RAG (Retrieval Augmented Generation)](#rag) : How to build RAG systems with GemmaCOMMENT
MEDIUM.archive/Gemma/README.md11* [Agentic AI](#agentic-ai) : How to build an intelligent agents using Gemma modelsCOMMENT
MEDIUM.archive/Gemma/README.md70## RAGCOMMENT
MEDIUMexperiments/TxGemma/README.md7* [Agentic](#agentic): How to integrate TxGemma models into agentic workflowsCOMMENT
MEDIUMapps/Gemma_4_HDP_Agentic_Security/README.md72- **IETF draft:** https://datatracker.ietf.org/doc/draft-helixar-hdp-agentic-delegation/CODE
MEDIUMapps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py9 https://datatracker.ietf.org/doc/draft-helixar-hdp-agentic-delegation/STRING
MEDIUMapps/antigravity-hybrid-orchestrator/run.sh16# Runs the Antigravity Hybrid Orchestrator multi-agent tool & demo.COMMENT
MEDIUM⚡apps/concurrent/run.sh3# run.sh — Launch the multi-agent demo with Terminal windows.COMMENT
Over-Commented Block22 hits · 22 pts
SeverityFileLineSnippetContext
LOW…s/Gemma-3n-Submodels/QUICK_START_SUB_BILLION_MODELS.md141COMMENT
LOW…ve/Demos/business-email-assistant/model-tuning/main.py1#COMMENT
LOW…usiness-email-assistant/email-processing-webapp/app.py1#COMMENT
LOW…ail-assistant/email-processing-webapp/models/gemini.py1#COMMENT
LOW…mail-assistant/email-processing-webapp/models/gemma.py1#COMMENT
LOW…sistant/gemma-web-service/gemma_service/gemma_model.py1#COMMENT
LOW…/gemma-web-service/gemma_service/gemma_service_main.py1#COMMENT
LOW.archive/Demos/spoken-language-tasks/setup_python.sh1#!/bin/bashCOMMENT
LOW.archive/Demos/spoken-language-tasks/setup_python.sh21# pip install "jax[cuda12]" # install jax for CUDA 12 driversCOMMENT
LOW.archive/Demos/spoken-language-tasks/k-gemma-it/main.py1#COMMENT
LOW…en-language-tasks/k-mail-replier/k_mail_replier/app.py1#COMMENT
LOW…e-tasks/k-mail-replier/k_mail_replier/models/gemini.py1#COMMENT
LOW…ge-tasks/k-mail-replier/k_mail_replier/models/gemma.py1#COMMENT
LOWapps/antigravity-hybrid-orchestrator/runtime_compat.py1# Copyright 2026 Google LLCCOMMENT
LOW…/antigravity-hybrid-orchestrator/quickstart_minimal.py1# Copyright 2026 Google LLCCOMMENT
LOWapps/antigravity-hybrid-orchestrator/checkpoint.py1# Copyright 2026 Google LLCCOMMENT
LOWapps/antigravity-hybrid-orchestrator/run.sh1#!/usr/bin/env bashCOMMENT
LOW…antigravity-hybrid-orchestrator/hybrid_orchestrator.py1# Copyright 2026 Google LLCCOMMENT
LOWapps/antigravity-hybrid-orchestrator/hud.py1# Copyright 2026 Google LLCCOMMENT
LOW…s/antigravity-hybrid-orchestrator/tools/fetch_model.py1# Copyright 2026 Google LLCCOMMENT
LOW…vity-hybrid-orchestrator/sandbox/verification_tests.py1# Copyright 2026 Google LLCCOMMENT
LOWapps/concurrent/run.sh1#!/bin/bashCOMMENT
Unused Imports19 hits · 18 pts
SeverityFileLineSnippetContext
LOW…ve/Guides/Gemma-3n-Submodels/custom_slicing_configs.py13CODE
LOW…ve/Demos/business-email-assistant/model-tuning/main.py20CODE
LOW…mail-assistant/email-processing-webapp/models/gemma.py17CODE
LOW…sistant/gemma-web-service/gemma_service/gemma_model.py18CODE
LOW…liGemma-on-Android/Python_Server/apiserver/api/test.py1CODE
LOW…emma-on-Android/Python_Server/apiserver/api/schemas.py1CODE
LOW…iGemma-on-Android/Python_Server/apiserver/api/admin.py1CODE
LOW…iGemma-on-Android/Python_Server/apiserver/api/tests.py1CODE
LOW…iGemma-on-Android/Python_Server/apiserver/api/views.py10CODE
LOW…iGemma-on-Android/Python_Server/apiserver/api/views.py14CODE
LOW…iGemma-on-Android/Python_Server/apiserver/api/views.py16CODE
LOW…-Android/Python_Server/apiserver/apiserver/settings.py14CODE
LOW.archive/Demos/spoken-language-tasks/k-gemma-it/main.py20CODE
LOWapps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py20CODE
LOWapps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py23CODE
LOWapps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py28CODE
LOWapps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py28CODE
LOWapps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py28CODE
LOWapps/Gemma_4_HDP_Agentic_Security/hdp_middleware.py28CODE
Deep Nesting12 hits · 12 pts
SeverityFileLineSnippetContext
LOW…ve/Guides/Gemma-3n-Submodels/custom_slicing_configs.py170CODE
LOW…ve/Demos/business-email-assistant/model-tuning/main.py51CODE
LOW…iGemma-on-Android/Python_Server/apiserver/api/views.py35CODE
LOW…/antigravity-hybrid-orchestrator/quickstart_minimal.py42CODE
LOW…antigravity-hybrid-orchestrator/hybrid_orchestrator.py204CODE
LOWapps/antigravity-hybrid-orchestrator/hud.py232CODE
LOW…s/antigravity-hybrid-orchestrator/tools/fetch_model.py65CODE
LOWapps/concurrent/demo/dashboard.py53CODE
LOWapps/concurrent/demo/dashboard.py301CODE
LOWapps/concurrent/demo/utils.py53CODE
LOWapps/concurrent/demo/orchestrator.py106CODE
LOWapps/concurrent/demo/specialist.py21CODE
Excessive Try-Catch Wrapping14 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUM…ve/Demos/business-email-assistant/model-tuning/main.py75 print(f"Error decoding JSON in file {filename}: {e}")CODE
LOWapps/antigravity-hybrid-orchestrator/runtime_compat.py22except Exception: # pylint: disable=broad-exceptCODE
LOWapps/antigravity-hybrid-orchestrator/runtime_compat.py81 except Exception: # pylint: disable=broad-exceptCODE
LOW…antigravity-hybrid-orchestrator/hybrid_orchestrator.py60 except Exception: # pylint: disable=broad-exceptCODE
LOW…antigravity-hybrid-orchestrator/hybrid_orchestrator.py209 except Exception: # pylint: disable=broad-exceptSTRING
LOW…antigravity-hybrid-orchestrator/hybrid_orchestrator.py448 except Exception as exc: # pylint: disable=broad-exceptSTRING
LOW…antigravity-hybrid-orchestrator/hybrid_orchestrator.py766 except Exception: # pylint: disable=broad-exceptSTRING
LOW…antigravity-hybrid-orchestrator/hybrid_orchestrator.py1036 except Exception: # pylint: disable=broad-exceptSTRING
LOW…antigravity-hybrid-orchestrator/hybrid_orchestrator.py1080 except Exception: # pylint: disable=broad-exceptSTRING
LOW…vity-hybrid-orchestrator/sandbox/verification_tests.py50 except Exception:CODE
LOW…vity-hybrid-orchestrator/sandbox/verification_tests.py129 except Exception:CODE
LOW…vity-hybrid-orchestrator/sandbox/verification_tests.py160 except Exception as exc: # noqa: BLE001CODE
LOWapps/concurrent/demo/utils.py129 except Exception as e:CODE
LOWapps/concurrent/demo/orchestrator.py156 except Exception:CODE
Hyper-Verbose Identifiers8 hits · 8 pts
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LOW⚡…ve/Guides/Gemma-3n-Submodels/custom_slicing_configs.py170def get_config_for_deployment(CODE
LOW…ve/Guides/Gemma-3n-Submodels/custom_slicing_configs.py250def create_config_comparison_table() -> pd.DataFrame:STRING
LOW…chive/Demos/Emoji-Gemma-on-Web/app-mediapipe/script.js154async function initializeAndAttachListeners() {CODE
LOW…/Demos/Emoji-Gemma-on-Web/app-transformersjs/script.js135async function initializeAndAttachListeners() {CODE
LOWapps/antigravity-hybrid-orchestrator/runtime_compat.py38def configure_isolated_litert_context(CODE
LOW…vity-hybrid-orchestrator/sandbox/verification_tests.py44def auth_rejects_missing_secret():CODE
LOW…vity-hybrid-orchestrator/sandbox/verification_tests.py78def billing_survives_concurrent_debits():CODE
LOW…vity-hybrid-orchestrator/sandbox/verification_tests.py123def database_blocks_injection():CODE
AI Structural Patterns3 hits · 3 pts
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LOW…mail-assistant/email-processing-webapp/models/gemma.py68CODE
LOW…sistant/gemma-web-service/gemma_service/gemma_model.py55CODE
LOW…/gemma-web-service/gemma_service/gemma_service_main.py39CODE
AI Slop Vocabulary1 hit · 3 pts
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MEDIUMapps/antigravity-hybrid-orchestrator/run.sh62# Reap a harness left behind by a previous *run of this checkout* only. A bareCOMMENT
Example Usage Blocks1 hit · 2 pts
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LOW⚡apps/concurrent/run.sh9# Usage:COMMENT