AI Slop Code Risk Monitor

knative/docs

SlopCodeMonitor badge for knative/docs Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

User documentation for Knative components.

1.6 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for knative/docs, a HTML project with 5,106 GitHub stars. SynthScan examined 113,327 lines of code across 903 source files, recording 106 pattern matches distributed across 13 syntactic categories. The legacy adjusted pattern signal is 1.6 (Low 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.

1.6
Adjusted Signal
1.6
Raw Pattern Score
100%
Time Factor
2026-11-01
Last Push
5.1K
Stars
HTML
Language
113.3K
Lines of Code
903
Files
106
Pattern Hits
2026-10-31
Scan Date
0.01
HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 5.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 90 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 7 finding(s).

Agent Over-Engineering Ratio 1.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 11 finding(s).

PR Review Velocity Impact 7.5/100 · LOW

Which changes need focused human review? 106 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

Run additional scans to build a history of the legacy pattern signal. Score changes are not a measure of AI adoption or code quality.

No multi-scan history yet — run the scanner again to build trend data.

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 5MEDIUM 23LOW 78

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 106 distinct pattern matches across 13 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.

Over-Commented Block40 hits · 40 pts
SeverityFileLineSnippetContext
LOWtest/presubmit-link-check.sh1#!/bin/bashCOMMENT
LOWtest/presubmit-tests.sh1#!/bin/bashCOMMENT
LOWhack/update-deps.sh1#!/usr/bin/env bashCOMMENT
LOWhack/uv_version.py1#!/usr/bin/env python3COMMENT
LOWhack/gen-api-reference-docs.sh1#!/usr/bin/env bashCOMMENT
LOWhack/mkdocs.sh1#!/bin/shCOMMENT
LOWhack/build.sh1#!/usr/bin/env bashCOMMENT
LOWhack/macros.py1# Copyright 2021 The Knative AuthorsCOMMENT
LOWdocs/versioned/serving/configuration/deployment.md41 progress-deadline: "600s"COMMENT
LOW…ersioned/serving/autoscaling/autoscale-go/service.yaml1# Copyright 2018 The Knative AuthorsCOMMENT
LOW…custom-event-source/custom-event-source/sample-repo.md81 type SampleSourceSpec struct {COMMENT
LOW…sioned/eventing/sources/kafka-source/event-source.yaml1# Copyright 2019 The Knative AuthorsCOMMENT
LOW…sioned/eventing/sources/kafka-source/event-source.yaml21# KAFKA_SASL_USER_SECRET_KEY: Key within secret containing SASL user (optional)COMMENT
LOW…rsioned/eventing/sources/kafka-source/kafka-topic.yaml1# Copyright 2019 The Knative AuthorsCOMMENT
LOW…ioned/eventing/sources/kafka-source/event-display.yaml1# Copyright 2019 The Knative AuthorsCOMMENT
LOWdocs/versioned/client/configure-kn.md21# Plugins related configurationCOMMENT
LOWdocs/blog/articles/getting-started-blog-p3.md61```goCOMMENT
LOW…es/serving/cloudevents/cloudevents-nodejs/service.yaml1# Copyright 2020 The Knative AuthorsCOMMENT
LOW…amples/serving/cloudevents/cloudevents-rust/Cargo.toml1# Copyright 2020 The Knative AuthorsCOMMENT
LOW…ples/serving/cloudevents/cloudevents-rust/service.yaml1# Copyright 2020 The Knative AuthorsCOMMENT
LOW…es/serving/cloudevents/cloudevents-dotnet/service.yaml1# Copyright 2020 The Knative AuthorsCOMMENT
LOW…e-samples/serving/tag-header-based-routing/sample.yaml1# Copyright 2020 The Knative AuthorsCOMMENT
LOW…mples/serving/knative-routing-go/routing-internal.yaml1# Copyright 2018 The Knative AuthorsCOMMENT
LOWcode-samples/serving/knative-routing-go/sample.yaml1# Copyright 2018 The Knative AuthorsCOMMENT
LOWcode-samples/serving/knative-routing-go/routing.yaml1# Copyright 2018 The Knative AuthorsCOMMENT
LOWcode-samples/serving/multi-container/service.yaml1# Copyright 2020 The Knative AuthorsCOMMENT
LOW…samples/serving/hello-world/helloworld-shell/script.sh1#!/bin/shCOMMENT
LOWcode-samples/serving/gitwebhook-go/service.yaml1# Copyright 2018 The Knative AuthorsCOMMENT
LOW…ommunity/serving/helloworld-dart/analysis_options.yaml1# This file configures the static analysis results for your project (errors,COMMENT
LOW…ommunity/serving/helloworld-dart/analysis_options.yaml21COMMENT
LOW…nity/serving/helloworld-elixir/assets/brunch-config.js1exports.config = {COMMENT
LOW…ommunity/serving/helloworld-elixir/assets/js/socket.js1// NOTE: The contents of this file will only be executed ifCOMMENT
LOW…ommunity/serving/helloworld-elixir/assets/js/socket.js21// plug :put_user_tokenCOMMENT
LOW…ommunity/serving/helloworld-elixir/assets/js/socket.js41// def connect(%{"token" => token}, socket) doCOMMENT
LOW…s/community/serving/helloworld-elixir/assets/js/app.js1// Brunch automatically concatenates all files in yourCOMMENT
LOW…ity/serving/helloworld-elixir/assets/static/robots.txt1# See http://www.robotstxt.org/robotstxt.html for documentation on how to use the robots.txt fileCOMMENT
LOW.github/workflows/mkdocs-strict-verify.yaml1# Copyright 2020 The Knative Authors.COMMENT
LOW.github/workflows/knative-dot-release-build.yaml1# Copyright 2022 The Knative Authors.COMMENT
LOW.github/workflows/knative-nightly-site-build.yaml1# Copyright 2022 The Knative Authors.COMMENT
LOW.github/workflows/knative-verify.yaml1# Copyright 2020 The Knative Authors.COMMENT
Structural Annotation Overuse26 hits · 39 pts
SeverityFileLineSnippetContext
LOW…versioned/serving/setting-up-custom-ingress-gateway.md18### Step 1: Create the gateway service and deployment instanceCOMMENT
LOW…versioned/serving/setting-up-custom-ingress-gateway.md37### Step 2: Update the Knative gatewayCOMMENT
LOW…versioned/serving/setting-up-custom-ingress-gateway.md61### Step 3: Update the gateway ConfigMapCOMMENT
LOW…versioned/serving/setting-up-custom-ingress-gateway.md107### Step 1: Create the gatewayCOMMENT
LOW…versioned/serving/setting-up-custom-ingress-gateway.md141### Step 2: Update the gateway ConfigMapCOMMENT
LOW…ticles/set-up-a-local-knative-environment-with-kind.md11## Step 1: Setting up your Kubernetes deployment using KinDCOMMENT
LOW…ticles/set-up-a-local-knative-environment-with-kind.md65## Step 2: Install Knative ServingCOMMENT
LOW…ticles/set-up-a-local-knative-environment-with-kind.md127## Step 3: Set up networking using KourierCOMMENT
LOW…ticles/set-up-a-local-knative-environment-with-kind.md285## Step 4: Deploying your first appCOMMENT
LOW…ticles/set-up-a-local-knative-environment-with-kind.md343## Step 5: Cleaning upCOMMENT
LOWdocs/blog/articles/get-started-knative-eventing.md30## Step 1: Create the Namespace and create a BrokerCOMMENT
LOWdocs/blog/articles/get-started-knative-eventing.md39## Step 2: Deploy the Bitcoin event-sourceCOMMENT
LOWdocs/blog/articles/get-started-knative-eventing.md54## Step 3: Subscribe event-display to the Bitcoin eventsCOMMENT
LOWdocs/blog/articles/get-started-knative-eventing.md61## Step 4: Deploy our Consuming ServicesCOMMENT
LOW…enting/bookstore-sample-app/start/slack-sink/README.md44### Step 1: Create the BrokerCOMMENT
LOW…enting/bookstore-sample-app/start/slack-sink/README.md80### Step 2: Configure the Slack SinkCOMMENT
LOW…enting/bookstore-sample-app/start/slack-sink/README.md138### Step 3: Testing by Triggering NotificationsCOMMENT
LOW…enting/bookstore-sample-app/start/db-service/README.md32### Step 1: Acquire Necessary Files from the RepositoryCOMMENT
LOW…enting/bookstore-sample-app/start/db-service/README.md35### Step 2: Deploying the PostgreSQL DatabaseCOMMENT
LOW…enting/bookstore-sample-app/start/db-service/README.md52### Step 3: Confirming the DeploymentCOMMENT
LOW…ing/bookstore-sample-app/solution/slack-sink/README.md60### Step 1: Create the BrokerCOMMENT
LOW…ing/bookstore-sample-app/solution/slack-sink/README.md101### Step 2: Configure the Slack SinkCOMMENT
LOW…ing/bookstore-sample-app/solution/slack-sink/README.md158### Step 3: Testing by Triggering NotificationsCOMMENT
LOW…ing/bookstore-sample-app/solution/db-service/README.md32### Step 1: Acquire Necessary Files from the RepositoryCOMMENT
LOW…ing/bookstore-sample-app/solution/db-service/README.md35### Step 2: Deploying the PostgreSQL DatabaseCOMMENT
LOW…ing/bookstore-sample-app/solution/db-service/README.md52### Step 3: Confirming the DeploymentCOMMENT
Self-Referential Comments10 hits · 30 pts
SeverityFileLineSnippetContext
MEDIUMtools/redir-gen/main.go138# This file is AUTO-GENERATEDCOMMENT
MEDIUM…les/eventing/bookstore-sample-app/solution/solution.sh184# Create the secretCOMMENT
MEDIUM…ample-app/solution/ML-bad-word-filter/function/func.py34 # Create a CloudEvent objectCOMMENT
MEDIUM.github/workflows/knative-go-test.yaml4# This file is automagically synced here from github.com/knative-extensions/knobotsCOMMENT
MEDIUM.github/workflows/knative-security.yaml4# This file is automagically synced here from github.com/knative-extensions/knobotsCOMMENT
MEDIUM.github/workflows/knative-go-build.yaml4# This file is automagically synced here from github.com/knative-extensions/knobotsCOMMENT
MEDIUM.github/workflows/mkdocs-strict-verify.yaml15# This file is automagically synced here from github.com/knative-extensions/.githubCOMMENT
MEDIUM.github/workflows/knative-style.yaml4# This file is automagically synced here from github.com/knative-extensions/knobotsCOMMENT
MEDIUM.github/workflows/knative-stale.yaml4# This file is automagically synced here from github.com/knative-extensions/knobotsCOMMENT
MEDIUM.github/workflows/knative-verify.yaml15# This file is automagically synced here from github.com/knative-extensions/.githubCOMMENT
Cross-File Repetition4 hits · 20 pts
SeverityFileLineSnippetContext
HIGH…-2/sentiment-analysis-service-for-bookstore-reviews.md0handle all http requests to this function. the incoming cloudevent is in scope["event"].STRING
HIGH…ned/bookstore/page-3/create-bad-word-filter-service.md0handle all http requests to this function. the incoming cloudevent is in scope["event"].STRING
HIGH…ample-app/solution/ML-bad-word-filter/function/func.py0handle all http requests to this function. the incoming cloudevent is in scope["event"].STRING
HIGH…le-app/solution/ML-sentiment-analysis/function/func.py0handle all http requests to this function. the incoming cloudevent is in scope["event"].STRING
Modern AI Meta-Vocabulary8 hits · 18 pts
SeverityFileLineSnippetContext
MEDIUMdocs/about/case-studies/sva.md17<em style="color:#0071c7;font-size: 1em;">“SVA built an HTTP-based, event-driven platform that was highly available and CODE
MEDIUMdocs/blog/releases/announcing-knative-v1-22-release.md234Functions can now be deployed using KEDA ([#3386](https://github.com/knative/func/pull/3386) by [@creydr](https://githubCODE
MEDIUM…s/ko-fast-kubernetes-microservice-development-in-go.md1# ko: fast Kubernetes microservice development in GoCOMMENT
MEDIUMdocs/blog/articles/getting-started-blog-p3.md13In Knative, APIs take the form of [Kubernetes CustomResourceDefinitions (CRDs)](https://kubernetes.io/docs/concepts/exteCODE
MEDIUMdocs/blog/articles/knative-eventing-eda-agents.md11You can find the full source code for the project on [GitHub](https://github.com/keventmesh/agentic-ai-demo) and a complCODE
MEDIUMdocs/blog/articles/knative-eventing-eda-agents.md87![Detailed Architecture Diagram](https://raw.githubusercontent.com/keventmesh/agentic-ai-demo/refs/heads/main/ekb.png)CODE
MEDIUMdocs/blog/articles/knative-eventing-eda-agents.md166* **Get the code on GitHub:** [https://github.com/keventmesh/agentic-ai-demo](https://github.com/keventmesh/agentic-aiCOMMENT
MEDIUM…cs/blog/articles/highlighting-value-knative-c-suite.md25<em style="color:#0071c7;font-size: 1em;">"Designing complex systems that optimize UX, maintainability, and cost is one CODE
Decorative Section Separators4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUM…erving/observability/logging/fluent-bit-collector.yaml15 # ======================================================COMMENT
MEDIUM…erving/observability/logging/fluent-bit-configmap.yaml10 # ======================================================COMMENT
MEDIUM…enting/observability/logging/fluent-bit-collector.yaml15 # ======================================================COMMENT
MEDIUM…enting/observability/logging/fluent-bit-configmap.yaml10 # ======================================================COMMENT
Unused Imports5 hits · 5 pts
SeverityFileLineSnippetContext
LOW…ple-app/solution/ML-bad-word-filter/tests/test_func.py10CODE
LOW…e-app/solution/ML-bad-word-filter/function/__init__.py1CODE
LOW…-app/solution/ML-sentiment-analysis/tests/test_func.py10CODE
LOW…pp/solution/ML-sentiment-analysis/function/__init__.py1CODE
LOW…le-app/solution/ML-sentiment-analysis/function/func.py4CODE
Empty Error Handlers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGH…le-app/solution/ML-sentiment-analysis/function/func.py56except KeyError:CODE
Redundant / Tautological Comments2 hits · 3 pts
SeverityFileLineSnippetContext
LOW…mples/serving/knative-routing-go/routing-internal.yaml24 # Set host to the domain name that you own.COMMENT
LOWcode-samples/serving/knative-routing-go/routing.yaml24 # Set host to the domain name that you own.COMMENT
Slop Phrases1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUM…ommunity/serving/helloworld-dart/analysis_options.yaml9# If you want a smaller set of lints you can change this to specifyCOMMENT
Hyper-Verbose Identifiers2 hits · 2 pts
SeverityFileLineSnippetContext
LOW…ned/bookstore/page-3/create-bad-word-filter-service.md118 def inappropriate_language_filter(self, text):CODE
LOW…ample-app/solution/ML-bad-word-filter/function/func.py37 def inappropriate_language_filter(self, text):CODE
Fake / Example Data2 hits · 2 pts
SeverityFileLineSnippetContext
LOW…rsioned/eventing/transforms/event-transform-jsonata.md121 "name": "John Doe"CODE
LOW…rsioned/eventing/transforms/event-transform-jsonata.md145 "name": "John Doe"CODE
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWhack/snippets.py18CODE