Infrastructure, containers, and serverless apps to AWS, Azure, GCP, and Kubernetes... all deployed with Pulumi
This report presents the forensic synthetic code analysis of pulumi/examples, a TypeScript project with 2,582 GitHub stars. SynthScan v2.0 examined 114,043 lines of code across 2130 source files, recording 399 pattern matches distributed across 19 syntactic categories. The overall adjusted score of 9.2 places this repository in the Low AI signal band.
The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).
This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.
Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.
This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.
The scanner identified 399 distinct pattern matches across 19 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | aws-apigateway-py-routes/__main__.py | 9 | # Create a Cognito User Pool of authorized users | COMMENT |
| MEDIUM | aws-apigateway-py-routes/__main__.py | 17 | # Define an endpoint that invokes a lambda to handle requests | COMMENT |
| MEDIUM | aws-apigateway-py-routes/__main__.py | 48 | # Define an authorizer which uses Cognito to validate the token from the Authorization header | COMMENT |
| MEDIUM | aws-apigateway-py-routes/__main__.py | 108 | # Create an API key to manage usage | COMMENT |
| MEDIUM | aws-apigateway-py-routes/lambdas.py | 39 | # Create a Lambda function to validate request authorization | COMMENT |
| MEDIUM | aws-apigateway-py-routes/lambdas.py | 52 | # Create a Lambda function to respond to HTTP requests | COMMENT |
| MEDIUM | classic-azure-py-arm-template/__main__.py | 9 | # Create a resource group to deploy all ARM template resources into. | COMMENT |
| MEDIUM | classic-azure-py-arm-template/__main__.py | 68 | # Create an ARM template deployment using the ordinary JSON ARM template as specified above. This could be read from dis | COMMENT |
| MEDIUM⚡ | aws-py-apigatewayv2-eventbridge/__main__.py | 7 | # Create an HTTP API. | COMMENT |
| MEDIUM⚡ | aws-py-apigatewayv2-eventbridge/__main__.py | 10 | # Create a stage and set it to deploy automatically. | COMMENT |
| MEDIUM⚡ | aws-py-apigatewayv2-eventbridge/__main__.py | 13 | # Create an event bus. | COMMENT |
| MEDIUM⚡ | aws-py-apigatewayv2-eventbridge/__main__.py | 16 | # Create an event rule to watch for events. | COMMENT |
| MEDIUM⚡ | aws-py-apigatewayv2-eventbridge/__main__.py | 23 | # Define a policy granting API Gateway permission to publish to EventBridge. | COMMENT |
| MEDIUM | aws-py-apigatewayv2-eventbridge/__main__.py | 45 | # Create an API Gateway integration to forward requests to EventBridge. | COMMENT |
| MEDIUM | aws-py-apigatewayv2-eventbridge/__main__.py | 73 | # Define a role and policy allowing Lambda functions to log to CloudWatch. | COMMENT |
| MEDIUM | aws-py-apigatewayv2-eventbridge/__main__.py | 110 | # Create a Lambda function handler. | COMMENT |
| MEDIUM | aws-py-apigatewayv2-eventbridge/__main__.py | 119 | # Create an EventBridge target associating the event rule with the function. | COMMENT |
| MEDIUM | azure-yaml-aks-managed-identity/Pulumi.yaml | 9 | # Create a private key for ssh access | COMMENT |
| MEDIUM | azure-yaml-aks-managed-identity/Pulumi.yaml | 16 | # Create an Azure Resource Group | COMMENT |
| MEDIUM | azure-yaml-aks-managed-identity/Pulumi.yaml | 36 | # Create an AKS Cluster | COMMENT |
| MEDIUM | aws-py-wordpress-fargate-rds/frontend.py | 37 | # Create an ECS cluster to run a container-based service. | COMMENT |
| MEDIUM | aws-py-wordpress-fargate-rds/frontend.py | 40 | # Create a load balancer to listen for HTTP traffic on port 80. | COMMENT |
| MEDIUM | aws-py-wordpress-fargate-rds/frontend.py | 77 | # Create an IAM role that can be used by our service's task. | COMMENT |
| MEDIUM | aws-py-wordpress-fargate-rds/__main__.py | 32 | # Create an AWS VPC and subnets, etc | COMMENT |
| MEDIUM | aws-py-wordpress-fargate-rds/__main__.py | 38 | # Create a backend DB instance | COMMENT |
| MEDIUM | …vpc-with-ecs-fargate-py/ecs-fargate-python/__main__.py | 105 | # Create an ECS cluster to run a container-based service. | COMMENT |
| MEDIUM | azure-py-loadbalancer-vm/__main__.py | 21 | # Create a resource group. | COMMENT |
| MEDIUM | azure-py-loadbalancer-vm/__main__.py | 26 | # Create a virtual network. | COMMENT |
| MEDIUM | azure-py-loadbalancer-vm/__main__.py | 51 | # Create a public IP address for the VM. | COMMENT |
| MEDIUM | azure-py-loadbalancer-vm/__main__.py | 135 | # Create a security group allowing inbound access over port 80 (for HTTP). | COMMENT |
| MEDIUM | azure-py-loadbalancer-vm/__main__.py | 154 | # Create a network interface with the virtual network, IP address, and security group | COMMENT |
| MEDIUM | azure-py-loadbalancer-vm/__main__.py | 177 | # Define a script to be run when the VM starts up. | COMMENT |
| MEDIUM | azure-py-loadbalancer-vm/__main__.py | 183 | # Create the virtual machine. | COMMENT |
| MEDIUM | azure-py-minecraft-server/__main__.py | 29 | # Create a resource group to hold project resources. | COMMENT |
| MEDIUM | azure-py-minecraft-server/__main__.py | 32 | # Create a virtual network resource. | COMMENT |
| MEDIUM | azure-py-minecraft-server/__main__.py | 47 | # Create a public IP to enable access on the Internet. | COMMENT |
| MEDIUM | azure-py-minecraft-server/__main__.py | 54 | # Create the network interface for the server. | COMMENT |
| MEDIUM | azure-py-minecraft-server/__main__.py | 71 | # Create the virtual machine. | COMMENT |
| MEDIUM | azure-py-aks/__main__.py | 16 | # Create an AD service principal | COMMENT |
| MEDIUM | azure-py-aks/__main__.py | 20 | # Create the Service Principal Password | COMMENT |
| MEDIUM | aws-py-static-website/__main__.py | 75 | # Create an S3 bucket configured as a website bucket. | COMMENT |
| MEDIUM | aws-py-static-website/__main__.py | 143 | # Create a validation record to prove that we own the domain. | COMMENT |
| MEDIUM | aws-py-static-website/__main__.py | 153 | # Create a special resource to await complete validation of the cert. | COMMENT |
| MEDIUM | aws-py-static-website/__main__.py | 164 | # Create a logs bucket for the CloudFront logs | COMMENT |
| MEDIUM | aws-py-static-website/__main__.py | 168 | # Create the CloudFront distribution | COMMENT |
| MEDIUM⚡ | libvirt-py-vm/__main__.py | 25 | ### Create a KVM host | COMMENT |
| MEDIUM⚡ | libvirt-py-vm/__main__.py | 29 | # Create a provider using the connection URI returned by the KVM host component | COMMENT |
| MEDIUM⚡ | libvirt-py-vm/__main__.py | 32 | # Create a storage pool for the KVM VM that is going to be launched. | COMMENT |
| MEDIUM⚡ | libvirt-py-vm/__main__.py | 40 | # Create a small linux volume that contains a tiny (and thus fast to download) linux. | COMMENT |
| MEDIUM⚡ | libvirt-py-vm/__main__.py | 50 | # Create a VM using the volume created above. | COMMENT |
| MEDIUM | aws-ts-eks-distro/eksdistro/kops.sh | 11 | # Create a unique s3 bucket name, or use an existing S3_BUCKET environment variable | COMMENT |
| MEDIUM | aws-ts-eks-distro/eksdistro/kops.sh | 21 | # Create the bucket if it doesn't exist | COMMENT |
| MEDIUM | aws-py-dynamicresource/__main__.py | 18 | # Creating a VPC and a public subnet | COMMENT |
| MEDIUM | aws-py-dynamicresource/__main__.py | 28 | # Creating a gateway to the web for the VPC | COMMENT |
| MEDIUM | aws-py-dynamicresource/__main__.py | 48 | # Creating a Security Group that restricts incoming traffic to HTTP | COMMENT |
| MEDIUM | aws-py-dynamicresource/__main__.py | 71 | # Creating an RDS instance requires having two subnets | COMMENT |
| MEDIUM | aws-py-dynamicresource/__main__.py | 98 | # Creating a Pulumi MySQL provider to allow us to interact with the RDS instance | COMMENT |
| MEDIUM | aws-py-dynamicresource/__main__.py | 113 | # Creating a user which will be used to manage MySQL tables | COMMENT |
| MEDIUM | yaml-math-and-objects/Pulumi.yaml | 87 | # Creating a RandomString resource (https://www.pulumi.com/registry/packages/random/api-docs/randomstring/) | COMMENT |
| MEDIUM | aws-py-ec2-provisioners/__main__.py | 30 | # Create a new security group that permits SSH and web access. | COMMENT |
| 88 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | openclaw/openclaw-hetzner-typescript/index.ts | 184 | print("Configured gateway with trustedProxies, controlUi, and token") | CODE |
| HIGH | openclaw/openclaw-aws-typescript/index.ts | 215 | print("Configured gateway with trustedProxies, controlUi, and token") | CODE |
| HIGH | openclaw/openclaw-azure-typescript/index.ts | 230 | print("Configured gateway with trustedProxies, controlUi, and token") | CODE |
| HIGH⚡ | aws-ts-eks-gpu-dra/index.ts | 375 | print("Starting Large Training Workload (3g.20gb MIG)") | CODE |
| HIGH⚡ | aws-ts-eks-gpu-dra/index.ts | 376 | print(f"PyTorch version: {torch.__version__}") | CODE |
| HIGH⚡ | aws-ts-eks-gpu-dra/index.ts | 377 | print(f"CUDA available: {torch.cuda.is_available()}") | CODE |
| HIGH⚡ | aws-ts-eks-gpu-dra/index.ts | 378 | print(f"CUDA device: {torch.cuda.get_device_name(0) if torch.cuda.is_available() else 'N/A'}") | CODE |
| HIGH | aws-ts-eks-gpu-dra/index.ts | 394 | print("Starting training loop...") | CODE |
| HIGH⚡ | aws-ts-eks-gpu-dra/index.ts | 416 | print(f"Epoch {epoch+1}/20 | Loss: {avg_loss:.4f} | Accuracy: {accuracy:.2f}% | GPU Mem: {torch.cuda.memory_allocate | CODE |
| HIGH⚡ | aws-ts-eks-gpu-dra/index.ts | 418 | print("Training complete!") | CODE |
| HIGH⚡ | aws-ts-eks-gpu-dra/index.ts | 425 | print("Starting Medium Training Workload (2g.10gb MIG)") | CODE |
| HIGH⚡ | aws-ts-eks-gpu-dra/index.ts | 426 | print(f"PyTorch version: {torch.__version__}") | CODE |
| HIGH⚡ | aws-ts-eks-gpu-dra/index.ts | 427 | print(f"CUDA available: {torch.cuda.is_available()}") | CODE |
| HIGH⚡ | aws-ts-eks-gpu-dra/index.ts | 428 | print(f"CUDA device: {torch.cuda.get_device_name(0) if torch.cuda.is_available() else 'N/A'}") | CODE |
| HIGH | aws-ts-eks-gpu-dra/index.ts | 463 | print("Starting training loop...") | CODE |
| HIGH⚡ | aws-ts-eks-gpu-dra/index.ts | 485 | print(f"Epoch {epoch+1}/15 | Loss: {avg_loss:.4f} | Accuracy: {accuracy:.2f}% | GPU Mem: {torch.cuda.memory_allocate | CODE |
| HIGH⚡ | aws-ts-eks-gpu-dra/index.ts | 487 | print("Training complete!") | CODE |
| HIGH⚡ | aws-ts-eks-gpu-dra/index.ts | 493 | print("Starting Small Inference Workload (1g.5gb MIG)") | CODE |
| HIGH⚡ | aws-ts-eks-gpu-dra/index.ts | 494 | print(f"PyTorch version: {torch.__version__}") | CODE |
| HIGH⚡ | aws-ts-eks-gpu-dra/index.ts | 495 | print(f"CUDA available: {torch.cuda.is_available()}") | CODE |
| HIGH⚡ | aws-ts-eks-gpu-dra/index.ts | 496 | print(f"CUDA device: {torch.cuda.get_device_name(0) if torch.cuda.is_available() else 'N/A'}") | CODE |
| HIGH | aws-ts-eks-gpu-dra/index.ts | 517 | print("Starting continuous inference loop...") | CODE |
| HIGH | aws-ts-eks-gpu-dra/index.ts | 527 | print(f"Iteration {iteration} | GPU Mem: {torch.cuda.memory_allocated()/1e9:.2f}GB") | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | example-readme-template.md.txt | 40 | ### Step 1: Create a directory and cd into it | COMMENT |
| LOW | example-readme-template.md.txt | 59 | ### Step 2: Sentence case | COMMENT |
| LOW | aws-apigateway-py-routes/README.md | 22 | ### Step 1: Create a directory and cd into it | COMMENT |
| LOW | aws-apigateway-py-routes/README.md | 51 | ### Step 2: Test your API | COMMENT |
| LOW | …vpc-with-ecs-fargate-py/ecs-fargate-python/__main__.py | 76 | # Step 3: Create a Cluster and Configure the Security Group https://docs.aws.amazon.com/AmazonECS/latest/userguide/ecs-c | COMMENT |
| LOW | aws-py-hub-and-spoke-network/README.md | 26 | ### Step 1: Initialize the Project | COMMENT |
| LOW | aws-py-hub-and-spoke-network/README.md | 55 | ### Step 2: Test the Network | COMMENT |
| LOW⚡ | aws-ts-localai-flowise/README.md | 14 | ### Step 1 - Clone the repository | COMMENT |
| LOW⚡ | aws-ts-localai-flowise/README.md | 21 | ### Step 2 - Install the dependencies | COMMENT |
| LOW⚡ | aws-ts-localai-flowise/README.md | 27 | ### Step 3 - Login to AWS | COMMENT |
| LOW⚡ | aws-ts-localai-flowise/README.md | 33 | ### Step 4 - Deploy the infrastructure | COMMENT |
| LOW⚡ | aws-ts-localai-flowise/README.md | 39 | ### Step 5 - Port forward the Flowise UI | COMMENT |
| LOW | aws-apigateway-go-routes/README.md | 22 | ### Step 1: Create a directory and cd into it | COMMENT |
| LOW | aws-apigateway-go-routes/README.md | 56 | ### Step 2: Test your API | COMMENT |
| LOW⚡ | aws-go-slackbot/README.md | 22 | ### Step 1: Create a new stack | COMMENT |
| LOW⚡ | aws-go-slackbot/README.md | 28 | ### Step 2: Set the AWS region | COMMENT |
| LOW⚡ | aws-go-slackbot/README.md | 34 | ### Step 3: Build the handler | COMMENT |
| LOW⚡ | aws-go-slackbot/README.md | 40 | ### Step 4: Preview and deploy your app | COMMENT |
| LOW⚡ | aws-go-slackbot/README.md | 49 | ### Step 5: Create a new Slackbot | COMMENT |
| LOW | aws-go-slackbot/README.md | 121 | ### Step 6: Interact with the Slackbot | COMMENT |
| LOW | gcp-ts-vm-multi-nic/README.md | 27 | ### Step 1: Install dependencies | COMMENT |
| LOW | gcp-ts-vm-multi-nic/README.md | 33 | ### Step 2: Initialize a stack in the `lumitorch` org | COMMENT |
| LOW | gcp-ts-vm-multi-nic/README.md | 54 | ### Step 4: Deploy | COMMENT |
| LOW | gcp-ts-vm-multi-nic/README.md | 63 | ### Step 5: SSH in via IAP | COMMENT |
| LOW⚡ | aws-py-slackbot/README.md | 22 | ### Step 1: Create a new stack | COMMENT |
| LOW⚡ | aws-py-slackbot/README.md | 28 | ### Step 2: Set the AWS region | COMMENT |
| LOW⚡ | aws-py-slackbot/README.md | 34 | ### Step 3: Preview and deploy your app | COMMENT |
| LOW⚡ | aws-py-slackbot/README.md | 43 | ### Step 5: Create a new Slackbot | COMMENT |
| LOW | aws-py-slackbot/README.md | 115 | ### Step 6: Interact with the Slackbot | COMMENT |
| LOW | aws-apigateway-ts-routes/README.md | 22 | ### Step 1: Create a directory and cd into it | COMMENT |
| LOW | aws-apigateway-ts-routes/README.md | 56 | ### Step 2: Test your API | COMMENT |
| LOW⚡ | .github/workflows/test-examples.yml | 81 | # Step 1: Checkout the repository | COMMENT |
| LOW⚡ | .github/workflows/test-examples.yml | 85 | # Step 2: Set up Python | COMMENT |
| LOW⚡ | .github/workflows/test-examples.yml | 91 | # Step 3: Install Make (already installed on Ubuntu, but explicit just in case) | COMMENT |
| LOW⚡ | .github/workflows/test-examples.yml | 97 | # Step 4: Run Makefile targets | COMMENT |
| LOW⚡ | aws-ts-slackbot/README.md | 24 | ### Step 1: Create a new stack | COMMENT |
| LOW⚡ | aws-ts-slackbot/README.md | 30 | ### Step 2: Set the AWS region | COMMENT |
| LOW⚡ | aws-ts-slackbot/README.md | 36 | ### Step 3: Restore NPM modules | COMMENT |
| LOW⚡ | aws-ts-slackbot/README.md | 40 | ### Step 4: Preview and deploy your app | COMMENT |
| LOW | aws-ts-slackbot/README.md | 82 | ### Step 5: Create a new Slackbot | COMMENT |
| LOW | aws-ts-slackbot/README.md | 154 | ### Step 6: Interact with the Slackbot | COMMENT |
| LOW | kubernetes-py-self-host-gemma4-llm/README.md | 20 | ### Step 1: Start a local Kubernetes cluster | COMMENT |
| LOW | kubernetes-py-self-host-gemma4-llm/README.md | 32 | ### Step 2: Start llama.cpp on the host | COMMENT |
| LOW | kubernetes-py-self-host-gemma4-llm/README.md | 151 | ### Step 3: Install Python dependencies | COMMENT |
| LOW | kubernetes-py-self-host-gemma4-llm/README.md | 159 | ### Step 4: Configure Pulumi | COMMENT |
| LOW | kubernetes-py-self-host-gemma4-llm/README.md | 182 | ### Step 5: Deploy Open WebUI | COMMENT |
| LOW⚡ | classic-azure-ts-cosmosapp-component/README.md | 33 | ### Step 1: Create a new stack | COMMENT |
| LOW⚡ | classic-azure-ts-cosmosapp-component/README.md | 39 | ### Step 2: Log in to the Azure CLI | COMMENT |
| LOW⚡ | classic-azure-ts-cosmosapp-component/README.md | 47 | ### Step 3: Install NPM dependencies | COMMENT |
| LOW⚡ | classic-azure-ts-cosmosapp-component/README.md | 53 | ### Step 4: Configure target Azure environment | COMMENT |
| LOW⚡ | classic-azure-ts-cosmosapp-component/README.md | 60 | ### Step 5: Deploy your changes | COMMENT |
| LOW | classic-azure-ts-cosmosapp-component/README.md | 77 | ### Step 6: Check the deployed website endpoints | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| CRITICAL | …va-static-website/src/main/java/staticwebsite/App.java | 68 | .sku(com.pulumi.azurenative.cdn.inputs.SkuArgs.builder() | CODE |
| CRITICAL | …-java-appservice-sql/src/main/java/appservice/App.java | 91 | .sku(com.pulumi.azurenative.sql.inputs.SkuArgs.builder().name("S0").build()) | CODE |
| CRITICAL | …ava-ansible-wordpress/src/main/java/myproject/App.java | 178 | com.pulumi.aws.rds.InstanceArgs.builder() | CODE |
| CRITICAL | …ava-ansible-wordpress/src/main/java/myproject/App.java | 196 | com.pulumi.aws.ec2.InstanceArgs.builder() | CODE |
| CRITICAL | …ava-ansible-wordpress/src/main/java/myproject/App.java | 214 | var renderPlaybookCmd = new com.pulumi.command.local.Command("renderPlaybookCmd", com.pulumi.command.local.Comma | CODE |
| CRITICAL | …ava-ansible-wordpress/src/main/java/myproject/App.java | 231 | var updatePythonCmd = new com.pulumi.command.local.Command("updatePythonCmd", com.pulumi.command.local.CommandAr | CODE |
| CRITICAL | …ava-ansible-wordpress/src/main/java/myproject/App.java | 235 | var playAnsiblePlaybookCmd = new com.pulumi.command.local.Command("playAnsiblePlaybookCmd", com.pulumi.command.l | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | aws-ts-apigatewayv2-http-api/index.ts | 1 | // Copyright 2016-2026, Pulumi Corporation. All rights reserved. | COMMENT |
| LOW | misc/test/google_test.go | 181 | }, | COMMENT |
| LOW | misc/scripts/testinfra/gke.ts | 1 | // Copyright 2016-2026, Pulumi Corporation. All rights reserved. | COMMENT |
| LOW | misc/scripts/testinfra/index.ts | 1 | // Copyright 2016-2026, Pulumi Corporation. All rights reserved. | COMMENT |
| LOW | misc/scripts/testinfra/config.ts | 1 | // Copyright 2016-2026, Pulumi Corporation. All rights reserved. | COMMENT |
| LOW | aws-ts-apigateway-auth0/index.ts | 1 | // Copyright 2016-2026, Pulumi Corporation. All rights reserved. | COMMENT |
| LOW | aws-ts-containers-dockerbuildcloud/index.ts | 1 | // Copyright 2016-2026, Pulumi Corporation. All rights reserved. | COMMENT |
| LOW | aws-ts-containers-dockerbuildcloud/index.ts | 61 | // | |_| | (_) | (__| < __/ | | |_) | |_| | | | (_| | | COMMENT |
| LOW | aws-ts-containers-dockerbuildcloud/index.ts | 101 | // |_| | COMMENT |
| LOW | crd2pulumi-crontabs/kubernetes-go-crontabs/main.go | 21 | if err != nil { | COMMENT |
| LOW | libvirt-py-vm/__main__.py | 1 | # Copyright 2016-2020, Pulumi Corporation. All rights reserved. | COMMENT |
| LOW | aws-ts-langserve/index.ts | 1 | // Copyright 2016-2026, Pulumi Corporation. All rights reserved. | COMMENT |
| LOW | azure-cs-aks-cosmos-helm/CosmosDBMongoDB.cs | 61 | COMMENT | |
| LOW | azure-cs-aks-cosmos-helm/CosmosDBMongoDB.cs | 81 | // port: "10255", | COMMENT |
| LOW | aws-ts-localai-flowise/index.ts | 1 | // Copyright 2016-2026, Pulumi Corporation. All rights reserved. | COMMENT |
| LOW | aws-ts-organizations/index.ts | 21 | // | COMMENT |
| LOW | aws-go-slackbot/handler/handler.go | 41 | COMMENT | |
| LOW | …-on-rails-postgresql/app/app/assets/config/manifest.js | 1 | // = link_tree ../images | COMMENT |
| LOW | …s-postgresql/app/app/assets/javascripts/application.js | 1 | // This is a manifest file that'll be compiled into application.js, which will include all the files | COMMENT |
| LOW | …-postgresql/app/app/assets/stylesheets/todo_lists.scss | 1 | // Place all the styles related to the todo_lists controller here. | COMMENT |
| LOW | …ts-k8s-ruby-on-rails-postgresql/app/config/storage.yml | 1 | test: | COMMENT |
| LOW | …ts-k8s-ruby-on-rails-postgresql/app/config/storage.yml | 21 | # credentials: <%= Rails.root.join("path/to/gcs.keyfile") %> | COMMENT |
| LOW | gcp-ts-k8s-ruby-on-rails-postgresql/app/config/puma.rb | 1 | # Puma can serve each request in a thread from an internal thread pool. | COMMENT |
| LOW | gcp-ts-k8s-ruby-on-rails-postgresql/app/config/puma.rb | 21 | # Workers do not work on JRuby or Windows (both of which do not support | COMMENT |
| LOW | …k8s-ruby-on-rails-postgresql/app/config/locales/en.yml | 1 | # Files in the config/locales directory are used for internationalization | COMMENT |
| LOW | …k8s-ruby-on-rails-postgresql/app/config/locales/en.yml | 21 | # | COMMENT |
| LOW | …rails-postgresql/app/config/environments/production.rb | 21 | # Disable serving static files from the `/public` folder by default since | COMMENT |
| LOW | …rails-postgresql/app/config/environments/production.rb | 41 | # Store uploaded files on the local file system (see config/storage.yml for options) | COMMENT |
| LOW | …config/initializers/application_controller_renderer.rb | 1 | # Be sure to restart your server when you modify this file. | COMMENT |
| LOW | …tgresql/app/config/initializers/backtrace_silencers.rb | 1 | # Be sure to restart your server when you modify this file. | COMMENT |
| LOW | …rails-postgresql/app/config/initializers/mime_types.rb | 1 | # Be sure to restart your server when you modify this file. | COMMENT |
| LOW | …-postgresql/app/config/initializers/wrap_parameters.rb | 1 | # Be sure to restart your server when you modify this file. | COMMENT |
| LOW | …-on-rails-postgresql/app/config/initializers/assets.rb | 1 | # Be sure to restart your server when you modify this file. | COMMENT |
| LOW | …sql/app/config/initializers/content_security_policy.rb | 1 | # Be sure to restart your server when you modify this file. | COMMENT |
| LOW | …sql/app/config/initializers/content_security_policy.rb | 21 | COMMENT | |
| LOW | …ails-postgresql/app/config/initializers/inflections.rb | 1 | # Be sure to restart your server when you modify this file. | COMMENT |
| LOW | gcp-ts-k8s-ruby-on-rails-postgresql/app/db/seeds.rb | 1 | # This file should contain all the record creation needed to seed the database with its default values. | COMMENT |
| LOW | dockerbuildcloud-ts/index.ts | 1 | // Copyright 2016-2026, Pulumi Corporation. All rights reserved. | COMMENT |
| LOW | azure-ts-sentinel-audit-logs/index.ts | 261 | }); | COMMENT |
| LOW | kubernetes-py-guestbook/simple/__main__.py | 1 | # Copyright 2016-2024, Pulumi Corporation. | COMMENT |
| LOW | …bernetes-py-guestbook/components/service_deployment.py | 1 | # Copyright 2016-2020, Pulumi Corporation. | COMMENT |
| LOW | kubernetes-py-guestbook/components/__main__.py | 1 | # Copyright 2016-2020, Pulumi Corporation. | COMMENT |
| LOW | docker-ts-multi-container-app/README.md | 41 | Diagnostics: | COMMENT |
| LOW | docker-ts-multi-container-app/README.md | 61 | #6 [internal] load build context | COMMENT |
| LOW | aws-py-langserve/__main__.py | 1 | # Copyright 2016-2024, Pulumi Corporation. | COMMENT |
| LOW | docker-py-multi-container-app/README.md | 61 | #2 DONE 0.6s | COMMENT |
| LOW | docker-py-multi-container-app/README.md | 81 | #6 sha256:5021bf6f279bfb6b4d5e97232f76c67fc3380b3c57ec2fc1187c5855b8c096c8 | COMMENT |
| LOW | classic-azure-ts-aks-mean/mongoHelpers.ts | 1 | // Copyright 2016-2025, Pulumi Corporation. All rights reserved. | COMMENT |
| LOW | classic-azure-ts-aks-mean/mongoHelpers.ts | 21 | // | COMMENT |
| LOW | aws-cs-langserve/Program.cs | 1 | // Copyright 2016-2024, Pulumi Corporation. | COMMENT |
| LOW | aws-ts-ecs-anywhere/README.md | 81 | #2 sha256:48fc15527102239b1078c71214dc7f13b0f1e36f5b6d2bb92b7843c8a52eca87 | COMMENT |
| LOW | aws-ts-ecs-anywhere/README.md | 101 | #9 CACHED | COMMENT |
| LOW | kubernetes-go-guestbook/simple/main.go | 1 | // Copyright 2016-2020, Pulumi Corporation. | COMMENT |
| LOW | kubernetes-go-guestbook/components/serviceDeployment.go | 1 | // Copyright 2016-2020, Pulumi Corporation. | COMMENT |
| LOW | kubernetes-go-guestbook/components/main.go | 1 | // Copyright 2016-2020, Pulumi Corporation. | COMMENT |
| LOW | aws-ts-apigateway-eventbridge/index.ts | 161 | // This bit of magic states that whenever any of the properties defined under | COMMENT |
| LOW | twilio-ts-component/index.ts | 21 | COMMENT | |
| LOW | aws-go-langserve/main.go | 1 | // Copyright 2016-2024, Pulumi Corporation. | COMMENT |
| LOW | kubernetes-ts-multicloud/app.ts | 1 | // Copyright 2016-2026, Pulumi Corporation. All rights reserved. | COMMENT |
| LOW | kubernetes-ts-multicloud/gke.ts | 1 | // Copyright 2016-2026, Pulumi Corporation. All rights reserved. | COMMENT |
| 5 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | aws-apigateway-py-routes/lambdas.py | 0 | { "version": "2012-10-17", "statement": [ { "action": "sts:assumerole", "principal": { "service": "lambda.amazonaws.com" | STRING |
| HIGH | aws-py-slackbot/iam.py | 0 | { "version": "2012-10-17", "statement": [ { "action": "sts:assumerole", "principal": { "service": "lambda.amazonaws.com" | STRING |
| HIGH | aws-py-stepfunctions/iam.py | 0 | { "version": "2012-10-17", "statement": [ { "action": "sts:assumerole", "principal": { "service": "lambda.amazonaws.com" | STRING |
| HIGH | aws-py-apigateway-lambda-serverless/iam.py | 0 | { "version": "2012-10-17", "statement": [ { "action": "sts:assumerole", "principal": { "service": "lambda.amazonaws.com" | STRING |
| HIGH | aws-apigateway-py-routes/lambdas.py | 0 | { "version": "2012-10-17", "statement": [{ "effect": "allow", "action": [ "logs:createloggroup", "logs:createlogstream", | STRING |
| HIGH | aws-py-slackbot/iam.py | 0 | { "version": "2012-10-17", "statement": [{ "effect": "allow", "action": [ "logs:createloggroup", "logs:createlogstream", | STRING |
| HIGH | aws-py-stepfunctions/iam.py | 0 | { "version": "2012-10-17", "statement": [{ "effect": "allow", "action": [ "logs:createloggroup", "logs:createlogstream", | STRING |
| HIGH | aws-py-apigateway-lambda-serverless/iam.py | 0 | { "version": "2012-10-17", "statement": [{ "effect": "allow", "action": [ "logs:createloggroup", "logs:createlogstream", | STRING |
| HIGH | azure-py-loadbalancer-vm/__main__.py | 0 | #!/bin/bash echo "hello, world!" > index.html nohup python -m simplehttpserver 80 & | STRING |
| HIGH | classic-azure-py-webserver-component/webserver.py | 0 | #!/bin/bash echo "hello, world!" > index.html nohup python -m simplehttpserver 80 & | STRING |
| HIGH | aws-py-webserver/__main__.py | 0 | #!/bin/bash echo "hello, world!" > index.html nohup python -m simplehttpserver 80 & | STRING |
| HIGH | gcp-py-webserver/__main__.py | 0 | #!/bin/bash echo "hello, world!" > index.html nohup python -m simplehttpserver 80 & | STRING |
| HIGH | azure-py-webserver/__main__.py | 0 | #!/bin/bash echo "hello, world!" > index.html nohup python -m simplehttpserver 80 & | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …nce-architecture/application/src/backend/helloworld.py | 1 | CODE | |
| LOW | misc/benchmarks/py-many-resources/__main__.py | 1 | CODE | |
| LOW | aws-ts-voting-app/frontend/app/main.py | 5 | CODE | |
| LOW | aws-ts-voting-app/frontend/app/main.py | 7 | CODE | |
| LOW | aws-ts-voting-app/frontend/app/main.py | 8 | CODE | |
| LOW | …vpc-with-ecs-fargate-py/ecs-fargate-python/__main__.py | 3 | CODE | |
| LOW | azure-py-minecraft-server/__main__.py | 4 | CODE | |
| LOW | azure-py-aks/__main__.py | 8 | CODE | |
| LOW | aws-py-static-website/__main__.py | 1 | CODE | |
| LOW | libvirt-py-vm/libvirt_host.py | 5 | CODE | |
| LOW | libvirt-py-vm/libvirt_host.py | 7 | CODE | |
| LOW | libvirt-py-vm/libvirt_host.py | 7 | CODE | |
| LOW | aws-py-dynamicresource/mysql_dynamic_provider.py | 4 | CODE | |
| LOW | aws-py-dynamicresource/mysql_dynamic_provider.py | 5 | CODE | |
| LOW | aws-py-dynamicresource/mysql_dynamic_provider.py | 6 | CODE | |
| LOW | aws-py-dynamicresource/mysql_dynamic_provider.py | 7 | CODE | |
| LOW | aws-py-dynamicresource/mysql_dynamic_provider.py | 7 | CODE | |
| LOW | aws-py-dynamicresource/__main__.py | 3 | CODE | |
| LOW | aws-py-dynamicresource/__main__.py | 4 | CODE | |
| LOW | aws-py-dynamicresource/__main__.py | 8 | CODE | |
| LOW | azure-py-aks-helm/cluster.py | 9 | CODE | |
| LOW | aws-py-django-voting-app/__main__.py | 4 | CODE | |
| LOW | aws-py-django-voting-app/frontend/mysite/polls/tests.py | 1 | CODE | |
| LOW | aws-py-django-voting-app/frontend/mysite/polls/urls.py | 1 | CODE | |
| LOW | aws-py-django-voting-app/frontend/mysite/polls/urls.py | 2 | CODE | |
| LOW | aws-py-django-voting-app/frontend/mysite/polls/views.py | 2 | CODE | |
| LOW | aws-py-slackbot/__main__.py | 2 | CODE | |
| LOW | aws-py-slackbot/__main__.py | 3 | CODE | |
| LOW | aws-py-slackbot/__main__.py | 4 | CODE | |
| LOW | aws-py-slackbot/__main__.py | 6 | CODE | |
| LOW | aws-py-eks/iam.py | 1 | CODE | |
| LOW | aws-py-eks/utils.py | 1 | CODE | |
| LOW | classic-azure-py-webserver-component/webserver.py | 1 | CODE | |
| LOW | classic-azure-py-webserver-component/webserver.py | 1 | CODE | |
| LOW | gcp-py-network-component/__main__.py | 2 | CODE | |
| LOW | aws-py-s3-folder/__main__.py | 1 | CODE | |
| LOW | classic-azure-py-aks-multicluster/__main__.py | 1 | CODE | |
| LOW | azure-py-webserver/__main__.py | 4 | CODE | |
| LOW | aws-py-voting-app/__main__.py | 8 | CODE | |
| LOW | aws-py-voting-app/frontend/app/main.py | 5 | CODE | |
| LOW | aws-py-voting-app/frontend/app/main.py | 7 | CODE | |
| LOW | aws-py-voting-app/frontend/app/main.py | 8 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | azure-ts-call-azure-sdk/index.ts | 10 | async function getAuthorizationManagementClient(): Promise<AuthorizationManagementClient> { | CODE |
| LOW | gcp-ts-slackbot/index.ts | 79 | async function handleIncomingHttpRequest(req: express.Request, res: express.Response) { | CODE |
| LOW | gcp-ts-slackbot/index.ts | 219 | async function onAppMentionEventCallback(request: EventCallbackRequest) { | CODE |
| LOW | aws-ts-eks-migrate-nodegroups/nginx-ing-cntlr-rbac.ts | 89 | export function makeNginxClusterRoleBinding( | CODE |
| LOW | kubernetes-ts-s3-rollout/config.ts | 28 | function publicReadPolicyForBucket(bucketName) { | CODE |
| LOW | testing-unit-py/test_ec2.py | 53 | def test_security_group_rules(): | CODE |
| LOW | testing-unit-py/test_ec2.py | 54 | def check_security_group_rules(args): | CODE |
| LOW | testing-integration/program/index.ts | 36 | function publicReadPolicyForBucket(bucketName: string): aws.iam.PolicyDocument { | CODE |
| LOW | aws-py-slackbot/mention_processing_lambda.py | 113 | def on_message_event_callback(event): | CODE |
| LOW | aws-py-slackbot/mention_processing_lambda.py | 180 | def on_app_mention_event_callback(event): | CODE |
| LOW | aws-py-slackbot/mention_processing_lambda.py | 192 | def unsubscribe_from_mentions(event): | CODE |
| LOW | policy-packs/gcp-python/__main__.py | 10 | def storage_bucket_no_public_read_validator( | CODE |
| LOW | policy-packs/kubernetes-python/__main__.py | 10 | def no_public_services_validator(args: ResourceValidationArgs, report_violation: ReportViolation): | CODE |
| LOW | policy-packs/azure-python/__main__.py | 10 | def storage_container_no_public_read_validator( | CODE |
| LOW | policy-packs/aws-ts-finops/s3.ts | 14 | export function requireBucketLifecycleRules( | CODE |
| LOW | policy-packs/aws-ts-finops/s3.ts | 37 | export function requireSpecificBucketExpirationDays( | CODE |
| LOW | policy-packs/aws-ts-finops/cloudwatch.ts | 13 | export function requireCloudWatchLogRetention( | CODE |
| LOW | policy-packs/aws-ts-advanced/compute.ts | 41 | export function requireHealthChecksOnAsgElb(name: string): ResourceValidationPolicy { | CODE |
| LOW | policy-packs/aws-ts-advanced/compute.ts | 143 | export function requireDetailedMonitoring(name: string): ResourceValidationPolicy { | CODE |
| LOW | aws-py-s3-folder/__main__.py | 27 | def public_read_policy_for_bucket(bucket_name): | CODE |
| LOW | azure-py-virtual-data-center/vdc.py | 198 | def route_to_virtual_appliance( | CODE |
| LOW | aws-ts-slackbot/index.ts | 223 | async function onAppMentionEventCallback(request: EventCallbackRequest) { | CODE |
| LOW | classic-azure-ts-cosmosapp-component/policy/distance.ts | 25 | function getDistanceFromLatLonInKm(lat1: number, lon1: number, lat2: number, lon2: number) { | CODE |
| LOW | aws-py-assume-role/create-role/__main__.py | 9 | def assume_role_policy_for_principal(principal): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …vpc-with-ecs-fargate-py/ecs-fargate-python/__main__.py | 76 | # Step 3: Create a Cluster and Configure the Security Group https://docs.aws.amazon.com/AmazonECS/latest/userguide/ecs-c | COMMENT |
| LOW⚡ | .github/workflows/test-examples.yml | 81 | # Step 1: Checkout the repository | COMMENT |
| LOW⚡ | .github/workflows/test-examples.yml | 85 | # Step 2: Set up Python | COMMENT |
| LOW⚡ | .github/workflows/test-examples.yml | 91 | # Step 3: Install Make (already installed on Ubuntu, but explicit just in case) | COMMENT |
| LOW⚡ | .github/workflows/test-examples.yml | 97 | # Step 4: Run Makefile targets | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | aws-ts-wordpress-fargate-rds/README.md | 10 | - [Component Resources](https://www.pulumi.com/docs/intro/concepts/programming-model/#components): Allows one to create | CODE |
| HIGH | aws-py-wordpress-fargate-rds/README.md | 10 | - [Component Resources](https://www.pulumi.com/docs/intro/concepts/programming-model/#components): Allows one to create | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | azure-py-minecraft-server/__main__.py | 142 | create="sudo chmod 755 install.sh && sudo ./install.sh", | CODE |
| HIGH | aws-py-ansible-wordpress/__main__.py | 231 | create="""(sudo yum update -y || true); | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | digitalocean-py-k8s/README.md | 36 | $ pulumi config set digitalocean:token <YOUR_TOKEN_HERE> --secret | CODE |
| HIGH | digitalocean-ts-k8s/README.md | 44 | $ pulumi config set digitalocean:token <YOUR_TOKEN_HERE> --secret | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM⚡ | aws-py-slackbot/mention_processing_lambda.py | 45 | print("Error: Invalid verification token") | CODE |
| LOW⚡ | aws-py-slackbot/mention_processing_lambda.py | 55 | except Exception as err: | CODE |
| MEDIUM⚡ | aws-py-slackbot/mention_processing_lambda.py | 56 | print("Error processing this request") | CODE |
| MEDIUM | aws-py-slackbot/mention_processing_lambda.py | 22 | def webhook_handler(event, context): | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | misc/test/performance_test.go | 242 | // utilize the service backend. | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …rn-voting-app/clientside/client/public/serverParams.js | 2 | window.SERVER_URL = "placeholder"; | CODE |
| LOW | …8s-voting-app/clientside/client/public/serverParams.js | 2 | window.SERVER_URL = "placeholder"; | CODE |
| LOW | …rn-voting-app/clientside/client/public/serverParams.js | 2 | window.SERVER_URL = "placeholder"; | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | aws-py-wordpress-fargate-rds/backend.py | 7 | CODE | |
| LOW | aws-py-wordpress-fargate-rds/frontend.py | 9 | CODE | |
| LOW | kubernetes-py-self-host-gemma4-llm/llm_server.py | 21 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | gcp-ts-k8s-ruby-on-rails-postgresql/scripts/setup.sh | 33 | # Now scaffold the todos model and migrate the database. | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …rails-postgresql/app/config/environments/production.rb | 69 | # Set this to true and configure the email server for immediate delivery to raise delivery errors. | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | aws-py-slackbot/mention_processing_lambda.py | 22 | CODE |