Repository Analysis

bitnami/charts

Bitnami Helm Charts

6.2 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of bitnami/charts, a Go Template project with 10,390 GitHub stars. SynthScan v2.0 examined 915,059 lines of code across 3804 source files, recording 8615 pattern matches distributed across 9 syntactic categories. The overall adjusted score of 6.2 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).

6.2
Adjusted Score
6.2
Raw Score
100%
Time Factor
2026-07-14
Last Push
10.4K
Stars
Go Template
Language
915.1K
Lines of Code
3.8K
Files
8.6K
Pattern Hits
2026-07-14
Scan Date
0.00
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

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.

Severity Breakdown

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.

CRITICAL 0HIGH 6MEDIUM 37LOW 8572

Directory Score Breakdown

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.

Pattern Findings

The scanner identified 8615 distinct pattern matches across 9 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.

Over-Commented Block8536 hits · 5427 pts
SeverityFileLineSnippetContext
LOWbitnami/multus-cni/values.yaml1# Copyright Broadcom, Inc. All Rights Reserved.COMMENT
LOWbitnami/multus-cni/values.yaml21 imagePullSecrets: []COMMENT
LOWbitnami/multus-cni/values.yaml41## @param kubeVersion Force target Kubernetes version (using Helm capabilities if not set)COMMENT
LOWbitnami/multus-cni/values.yaml61extraDeploy: []COMMENT
LOWbitnami/multus-cni/values.yaml81## @param image.registry [default: REGISTRY_NAME] Multus CNI image registryCOMMENT
LOWbitnami/multus-cni/values.yaml101 ## e.g:COMMENT
LOWbitnami/multus-cni/values.yaml121## ref: https://github.com/bitnami/containers/tree/main/bitnami/multus-cni#configurationCOMMENT
LOWbitnami/multus-cni/values.yaml141## ref: https://kubernetes.io/docs/tasks/administer-cluster/configure-multiple-schedulers/COMMENT
LOWbitnami/multus-cni/values.yaml161# value: trueCOMMENT
LOWbitnami/multus-cni/values.yaml181## Ref: https://kubernetes.io/docs/concepts/configuration/taint-and-toleration/COMMENT
LOWbitnami/multus-cni/values.yaml201 ## @param networkPolicy.allowExternalEgress Allow the pod to access any range of port and all destinations.COMMENT
LOWbitnami/multus-cni/values.yaml221 ## e.g:COMMENT
LOWbitnami/multus-cni/values.yaml241 ingressNSPodMatchLabels: {}COMMENT
LOWbitnami/multus-cni/values.yaml261 key: ""COMMENT
LOWbitnami/multus-cni/values.yaml281##COMMENT
LOWbitnami/multus-cni/values.yaml301##COMMENT
LOWbitnami/multus-cni/values.yaml341## @param startupProbe.successThreshold Success threshold for startupProbeCOMMENT
LOWbitnami/multus-cni/values.yaml381 successThreshold: 1COMMENT
LOWbitnami/multus-cni/values.yaml401podLabels: {}COMMENT
LOWbitnami/multus-cni/values.yaml421 name: ""COMMENT
LOWbitnami/neo4j/values.yaml1# Copyright Broadcom, Inc. All Rights Reserved.COMMENT
LOWbitnami/neo4j/values.yaml21 imagePullSecrets: []COMMENT
LOWbitnami/neo4j/values.yaml41COMMENT
LOWbitnami/neo4j/values.yaml61##COMMENT
LOWbitnami/neo4j/values.yaml81 args:COMMENT
LOWbitnami/neo4j/values.yaml101 digest: ""COMMENT
LOWbitnami/neo4j/values.yaml121 bolt: 7687COMMENT
LOWbitnami/neo4j/values.yaml161## @param startupProbe.enabled Enable startupProbe on neo4j containersCOMMENT
LOWbitnami/neo4j/values.yaml181## @param customStartupProbe Custom startupProbe that overrides the default oneCOMMENT
LOWbitnami/neo4j/values.yaml201## Configure Pods Security ContextCOMMENT
LOWbitnami/neo4j/values.yaml261 ##COMMENT
LOWbitnami/neo4j/values.yaml281configuration: ""COMMENT
LOWbitnami/neo4j/values.yaml301## https://kubernetes.io/docs/concepts/services-networking/add-entries-to-pod-etc-hosts-with-host-aliases/COMMENT
LOWbitnami/neo4j/values.yaml321## ref: https://kubernetes.io/docs/concepts/scheduling-eviction/assign-pod-node/#inter-pod-affinity-and-anti-affinityCOMMENT
LOWbitnami/neo4j/values.yaml341## @param affinity Affinity for neo4j pods assignmentCOMMENT
LOWbitnami/neo4j/values.yaml361updateStrategy:COMMENT
LOWbitnami/neo4j/values.yaml381## ref: https://kubernetes.io/docs/concepts/workloads/pods/pod/#termination-of-podsCOMMENT
LOWbitnami/neo4j/values.yaml401##COMMENT
LOWbitnami/neo4j/values.yaml421## - name: your-image-nameCOMMENT
LOWbitnami/neo4j/values.yaml441 ## @param autoscaling.vpa.enabled Enable VPA for neo4j podsCOMMENT
LOWbitnami/neo4j/values.yaml461##COMMENT
LOWbitnami/neo4j/values.yaml481 ## NOTE: choose port between <30000-32767>COMMENT
LOWbitnami/neo4j/values.yaml501 ##COMMENT
LOWbitnami/neo4j/values.yaml521 ## timeoutSeconds: 300COMMENT
LOWbitnami/neo4j/values.yaml541 ## @param networkPolicy.addExternalClientAccess Allow access from pods with client label set to "true". Ignored if `neCOMMENT
LOWbitnami/neo4j/values.yaml561 ## e.g:COMMENT
LOWbitnami/neo4j/values.yaml581 #COMMENT
LOWbitnami/neo4j/values.yaml601 ## @param ingress.hostname Default host for the ingress recordCOMMENT
LOWbitnami/neo4j/values.yaml621 annotations: {}COMMENT
LOWbitnami/neo4j/values.yaml641 ## e.g:COMMENT
LOWbitnami/neo4j/values.yaml661 ## If it is not set and you're using cert-manager, this is unneeded, as it will create a secret for you with valid cerCOMMENT
LOWbitnami/neo4j/values.yaml681 ## extraRules:COMMENT
LOWbitnami/neo4j/values.yaml701 ##COMMENT
LOWbitnami/neo4j/values.yaml721 ##COMMENT
LOWbitnami/neo4j/values.yaml741## 'volumePermissions' init container parametersCOMMENT
LOWbitnami/neo4j/values.yaml761 pullPolicy: IfNotPresentCOMMENT
LOWbitnami/neo4j/values.yaml781 ## memory: 512MiCOMMENT
LOWbitnami/neo4j/values.yaml801## @section Other ParametersCOMMENT
LOWbitnami/neo4j/values.yaml821 rules: []COMMENT
LOWbitnami/kube-state-metrics/values.yaml1# Copyright Broadcom, Inc. All Rights Reserved.COMMENT
8476 more matches not shown…
Self-Referential Comments16 hits · 48 pts
SeverityFileLineSnippetContext
MEDIUMbitnami/argo-cd/values.yaml3940 ## Create a secret with optional repository credentialsCOMMENT
MEDIUMbitnami/valkey-cluster/templates/configmap.yaml355 # Creating a pid file is best effort: if Valkey is not able to create itCOMMENT
MEDIUMbitnami/oauth2-proxy/values.yaml337 ## Create a new secret with the following command openssl rand -base64 32 | head -c 32 | base64COMMENT
MEDIUMbitnami/redis-cluster/templates/configmap.yaml356 # Creating a pid file is best effort: if Redis is not able to create itCOMMENT
MEDIUMbitnami/mongodb/values.yaml1583 ## Defining a spec ignores the above values.COMMENT
MEDIUMbitnami/mongodb/templates/common-scripts-cm.yaml101 #Create the client/server certCOMMENT
MEDIUMbitnami/thanos/values.yaml862 ## Create an ingress object for the GRPC service. This requires an HTTP/2COMMENT
MEDIUMbitnami/thanos/values.yaml3498 ## Create an ingress object for the GRPC service. This requires an HTTP/2COMMENT
MEDIUMbitnami/kube-prometheus/values.yaml349 ## Create a servicemonitor for the operatorCOMMENT
MEDIUMbitnami/kube-prometheus/values.yaml1751 ## Create a ServiceMonitor to monitor Prometheus thanos sidecarCOMMENT
MEDIUMbitnami/kube-prometheus/values.yaml1849 ## Create a ServiceMonitor to monitor Prometheus config-reloader sidecarCOMMENT
MEDIUMbitnami/kube-prometheus/values.yaml3213 ## Create a ServiceMonitor to scrape coredns serviceCOMMENT
MEDIUMbitnami/kube-prometheus/values.yaml3803 ## Create a servicemonitor for Thanos rulerCOMMENT
MEDIUMbitnami/argo-workflows/values.yaml286 # Create a ClusterRole and CRB for the controller to access ClusterWorkflowTemplates.COMMENT
MEDIUM.github/workflows/markdown-linter.yml34 # Create an empty file, useful when the PR changes ignored filesCOMMENT
MEDIUM.github/workflows/values-ascii-check.yml31 # Create an empty file, useful when the PR changes ignored filesCOMMENT
Decorative Section Separators12 hits · 42 pts
SeverityFileLineSnippetContext
MEDIUMbitnami/valkey-cluster/templates/configmap.yaml645 # -----------------------------------------------------------------------------COMMENT
MEDIUMbitnami/valkey-cluster/templates/configmap.yaml651 # -----------------------------------------------------------------------------COMMENT
MEDIUMbitnami/valkey-cluster/templates/configmap.yaml775 # -----------------------------------------------------------------------------COMMENT
MEDIUMbitnami/valkey-cluster/templates/configmap.yaml1066 # ------------------------------------------------------------------------COMMENT
MEDIUMbitnami/valkey-cluster/templates/configmap.yaml1070 # ------------------------------------------------------------------------COMMENT
MEDIUMbitnami/valkey-cluster/templates/configmap.yaml2188 # -------------------------------COMMENT
MEDIUMbitnami/redis-cluster/templates/configmap.yaml646 # -----------------------------------------------------------------------------COMMENT
MEDIUMbitnami/redis-cluster/templates/configmap.yaml652 # -----------------------------------------------------------------------------COMMENT
MEDIUMbitnami/redis-cluster/templates/configmap.yaml776 # -----------------------------------------------------------------------------COMMENT
MEDIUMbitnami/redis-cluster/templates/configmap.yaml1073 # ------------------------------------------------------------------------COMMENT
MEDIUMbitnami/redis-cluster/templates/configmap.yaml1077 # ------------------------------------------------------------------------COMMENT
MEDIUMbitnami/redis-cluster/templates/configmap.yaml2202 # -------------------------------COMMENT
Slop Phrases16 hits · 36 pts
SeverityFileLineSnippetContext
MEDIUMbitnami/nginx-ingress-controller/values.yaml217## E.g. to specify the default SSL certificate you can useCOMMENT
MEDIUMbitnami/harbor/values.yaml339## For storing images and charts, you can also use "azure", "gcs", "s3",COMMENT
MEDIUMbitnami/valkey-cluster/templates/configmap.yaml1166 # used least recently, you can change the sample size using the followingCOMMENT
MEDIUMbitnami/valkey-cluster/templates/configmap.yaml2083 # strings, are normally limited to 512 mb. However you can change this limitCOMMENT
LOWbitnami/valkey-cluster/templates/configmap.yaml165 # make sure to raise both the value of somaxconn and tcp_max_syn_backlogCOMMENT
LOWbitnami/valkey-cluster/templates/configmap.yaml1196 # and so forth). So make sure you monitor your replicas and make sure theyCOMMENT
LOWbitnami/opensearch/values.yaml257 ## NOTE: If autoGenerated certs are enabled and a new node type is enabled using helm upgrade, make sure you remove COMMENT
LOWbitnami/opensearch/values.yaml3463 ## NOTE: If autoGenerated certs are enabled and a new node type is enabled using helm upgrade, make sure you remove COMMENT
MEDIUMbitnami/redis-cluster/templates/configmap.yaml1173 # used least recently, you can change the sample size using the followingCOMMENT
MEDIUMbitnami/redis-cluster/templates/configmap.yaml2097 # strings, are normally limited to 512 mb. However you can change this limitCOMMENT
LOWbitnami/redis-cluster/templates/configmap.yaml165 # make sure to raise both the value of somaxconn and tcp_max_syn_backlogCOMMENT
LOWbitnami/redis-cluster/templates/configmap.yaml1203 # and so forth). So make sure you monitor your replicas and make sure theyCOMMENT
LOWbitnami/redis-cluster/templates/configmap.yaml1775 # In order to setup your cluster make sure to read the documentationCOMMENT
MEDIUMbitnami/zookeeper/values.yaml908 ## message: The number of synced followers for the leader node in ZooKeeper deployment my-release is less than COMMENT
MEDIUMbitnami/metallb/templates/speaker/configmap.yaml95 # or you can use "all_wrap" for all daemons, e.g. to use perf record:COMMENT
LOWbitnami/elasticsearch/values.yaml255 ## NOTE: If autoGenerated certs are enabled and a new node type is enabled using helm upgrade, make sure you remove COMMENT
Cross-File Repetition6 hits · 30 pts
SeverityFileLineSnippetContext
HIGH…mi/cloudnative-pg/crds/postgresql.cnpg.io_poolers.yaml0type: string resourcefieldref: description: |- selects a resource of the container: only resources limits and requests (STRING
HIGHbitnami/contour/templates/crds/contour-crds.yaml0type: string resourcefieldref: description: |- selects a resource of the container: only resources limits and requests (STRING
HIGH…ts/kube-prometheus-crds/crds/crd-prometheusagents.yaml0type: string resourcefieldref: description: |- selects a resource of the container: only resources limits and requests (STRING
HIGH…charts/kube-prometheus-crds/crds/crd-prometheuses.yaml0type: string resourcefieldref: description: |- selects a resource of the container: only resources limits and requests (STRING
HIGH…harts/kube-prometheus-crds/crds/crd-alertmanagers.yaml0type: string resourcefieldref: description: |- selects a resource of the container: only resources limits and requests (STRING
HIGH…charts/kube-prometheus-crds/crds/crd-thanosrulers.yaml0type: string resourcefieldref: description: |- selects a resource of the container: only resources limits and requests (STRING
AI Slop Vocabulary13 hits · 22 pts
SeverityFileLineSnippetContext
MEDIUMbitnami/mastodon/templates/init-job/init-job.yaml162 # as it follows the Job Pattern best practicesCOMMENT
LOWbitnami/valkey-cluster/templates/configmap.yaml636 # it entirely just set it to 0 seconds and the transfer will start ASAP.COMMENT
LOWbitnami/valkey-cluster/templates/configmap.yaml375 # To enable logging to the system logger, just set 'syslog-enabled' to yes,COMMENT
LOWbitnami/valkey-cluster/templates/configmap.yaml1144 # noeviction -> Don't evict anything, just return an error on write operations.COMMENT
LOWbitnami/valkey-cluster/templates/configmap.yaml1308 # Setting io-threads to 1 will just use the main thread as usual.COMMENT
LOWbitnami/valkey-cluster/templates/configmap.yaml1665 # one replica). To disable migration just set it to a very large value orCOMMENT
LOWbitnami/valkey-cluster/templates/configmap.yaml1688 # covered. In order to do so, just set the cluster-require-full-coverageCOMMENT
LOWbitnami/redis-cluster/templates/configmap.yaml637 # it entirely just set it to 0 seconds and the transfer will start ASAP.COMMENT
LOWbitnami/redis-cluster/templates/configmap.yaml376 # To enable logging to the system logger, just set 'syslog-enabled' to yes,COMMENT
LOWbitnami/redis-cluster/templates/configmap.yaml1151 # noeviction -> Don't evict anything, just return an error on write operations.COMMENT
LOWbitnami/redis-cluster/templates/configmap.yaml1315 # Setting io-threads to 1 will just use the main thread as usual.COMMENT
LOWbitnami/redis-cluster/templates/configmap.yaml1675 # one replica). To disable migration just set it to a very large value orCOMMENT
LOWbitnami/redis-cluster/templates/configmap.yaml1698 # covered. In order to do so, just set the cluster-require-full-coverageCOMMENT
Structural Annotation Overuse8 hits · 12 pts
SeverityFileLineSnippetContext
LOWbitnami/valkey-cluster/templates/configmap.yaml2167 # NOTE: The above table was obtained by running the following commands:COMMENT
LOWbitnami/redis/README.md352#### Step 1: Backup the deploymentCOMMENT
LOWbitnami/redis/README.md371#### Step 2: Restore the data on the destination clusterCOMMENT
LOWbitnami/redis-cluster/templates/configmap.yaml2181 # NOTE: The above table was obtained by running the following commands:COMMENT
LOWbitnami/valkey/README.md310#### Step 1: Back up the deploymentCOMMENT
LOWbitnami/valkey/README.md329#### Step 2: Restore the data on the destination clusterCOMMENT
LOWbitnami/jenkins/values.yaml282 ## NOTE: This value will only take effect if agent.enabled=trueCOMMENT
LOWbitnami/jenkins/values.yaml286 ## NOTE: This value will only take effect if agent.enabled=trueCOMMENT
Redundant / Tautological Comments7 hits · 10 pts
SeverityFileLineSnippetContext
LOWbitnami/redis/templates/scripts-configmap.yaml632 # Check if both variables are not emptyCOMMENT
LOWbitnami/redis/templates/scripts-configmap.yaml645 # Check if both variables are not emptyCOMMENT
LOWbitnami/redis/templates/scripts-configmap.yaml777 # Check if both variables are not emptyCOMMENT
LOWbitnami/redis/templates/scripts-configmap.yaml790 # Check if both variables are not emptyCOMMENT
LOW…tgresql-ha/templates/postgresql/scripts-configmap.yaml98 # Check if PG is readyCOMMENT
LOW…tgresql-ha/templates/postgresql/scripts-configmap.yaml103 # Check if repmgr has split-brain issuesCOMMENT
LOW.github/workflows/license-headers.yml39 # Check if a given path contains one of the excluded pathsCOMMENT
Fake / Example Data1 hit · 2 pts
SeverityFileLineSnippetContext
LOWbitnami/wordpress/values.yaml190## wp core multisite-install --url=example.com --title="Welcome to the WordPress Multisite" --admin_user="doesntmattCOMMENT