2.7

Adjusted Signal

2.7

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

3.6K

Stars

JavaScript

Language

59.6K

Lines of Code

253

Files

Pattern Hits

2026-10-31

Scan Date

0.02

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 11.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 63 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.8/100 · LOW

Are imports declared and package/API names verified? 10 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 2 finding(s).

PR Review Velocity Impact 11.5/100 · LOW

Which changes need focused human review? 73 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 5MEDIUM 24LOW 44

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 73 distinct pattern matches across 9 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.

Modern AI Meta-Vocabulary24 hits · 70 pts

Severity	File	Line	Snippet	Context
MEDIUM	WRITING_STYLE.md	92	> ### Why multi-agent systems matter	CODE
MEDIUM	docs/index.md	91	- Interested in the foundations of AI agents? [AI Agents for Beginners](https://microsoft.github.io/ai-agents-for-be	CODE
MEDIUM	docs/recruit/01-introduction-to-agents/index.md	64	## Retrieval-Augmented Generation (RAG)	COMMENT
MEDIUM	docs/recruit/06-create-agent-from-conversation/index.md	136	### 🌿 What is generative orchestration in the context of agents? {#what-is-generative-orchestration-in-the-context-of-ag	COMMENT
MEDIUM	docs/operative-v2/03-multi-agent/index.md	22	# 🚨 Mission 03: Multi-Agent Systems {#mission-03-multi-agent-systems}	COMMENT
MEDIUM	docs/operative-v2/03-multi-agent/index.md	57	## 🧠 What are multi-agent systems? {#what-are-multi-agent-systems}	COMMENT
MEDIUM	docs/operative-v2/03-multi-agent/index.md	63	### Why multi-agent systems matter	COMMENT
MEDIUM	docs/operative-v2/03-multi-agent/index.md	135	## 🎯 Multi-agent architecture patterns {#multi-agent-architecture-patterns}	COMMENT
MEDIUM	docs/operative-v2/03-multi-agent/index.md	558	### 3.2.4 Test multi-agent collaboration	COMMENT
MEDIUM	docs/operative-v2/03-multi-agent/evaluation.md	1	# Lab Rewrite Evaluation — operative/03-multi-agent	COMMENT
MEDIUM	docs/operative-v2/03-multi-agent/evaluation.md	218	### 3.2.4 Test multi-agent collaboration	COMMENT
MEDIUM	docs/operative/03-multi-agent/index.md	20	# 🚨 Mission 03: Multi-Agent Systems {#mission-03-multi-agent-systems}	COMMENT
MEDIUM	docs/operative/03-multi-agent/index.md	55	### Why multi-agent systems matter	COMMENT
MEDIUM	docs/operative/03-multi-agent/index.md	128	## 🎯 Multi-agent architecture patterns {#multi-agent-architecture-patterns}	COMMENT
MEDIUM	docs/operative/03-multi-agent/index.md	711	### 3.2.4 Test multi-agent collaboration	COMMENT
MEDIUM	docs/recruit-nextgen/01-introduction-to-agents/index.md	102	## The Knowledge: Retrieval-Augmented Generation (RAG)	COMMENT
MEDIUM	docs/special-ops/azure-ai-search-rag/index.md	22	# 🔎 Build a RAG Agent with Azure AI Search {#azure-ai-search-rag}	COMMENT
MEDIUM	docs/special-ops/azure-ai-search-rag/index.md	47	## ❓ What is Retrieval-Augmented Generation (RAG)? {#what-is-rag}	COMMENT
MEDIUM	docs/special-ops/azure-ai-search-rag/index.md	134	### Deploy a text embedding model	COMMENT
MEDIUM	docs/special-ops/azure-ai-search-rag/index.md	245	## 🧪 Lab 1.3 — Build the RAG-enabled agent {#lab1.3-build-agent}	COMMENT
MEDIUM	docs/special-ops/yaml-specialist/index.md	512	## 🧪 Lab 4.1 - Add Knowledge Sources and Guardrails {#lab-4-1-add-knowledge-sources-and-guardrails}	COMMENT
MEDIUM	docs/intelligence-officer/06-business-skills/index.md	218	### Lab 7.4: Exercise chronology and guardrails	COMMENT
MEDIUM	docs/operative-nextgen/03-connected-agent/index.md	282	### 3.4 Test multi-agent collaboration	COMMENT
MEDIUM	…perative-nextgen/04-model-response-and-safety/index.md	267	### 4.3 Add and evaluate the instruction guardrails	COMMENT

Structural Annotation Overuse21 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW⚡	docs/recruit/07-add-new-topic-with-trigger/index.md	430	#### Step 1: Trigger phrase	COMMENT
LOW⚡	docs/recruit/07-add-new-topic-with-trigger/index.md	436	#### Step 2: Agent asks for details using an Adaptive card	COMMENT
LOW⚡	docs/recruit/07-add-new-topic-with-trigger/index.md	444	#### Step 3: User provides dates	COMMENT
LOW⚡	docs/recruit/07-add-new-topic-with-trigger/index.md	448	#### Step 4: Cloud flow executed	COMMENT
LOW⚡	docs/recruit/07-add-new-topic-with-trigger/index.md	452	#### Step 5: Send a confirmation message to the user	COMMENT
LOW	docs/recruit/00-course-setup/index.md	63	## Step 1: Get a Microsoft 365 Account	COMMENT
LOW	docs/recruit/00-course-setup/index.md	79	## Step 2: Start a Copilot Studio Trial	COMMENT
LOW	docs/recruit/00-course-setup/index.md	102	## Step 3: Create new developer environment	COMMENT
LOW	docs/recruit/00-course-setup/index.md	125	## Step 4: Enable Ability to Publish with the Copilot Studio Trial	COMMENT
LOW	docs/recruit/00-course-setup/index.md	193	## Step 5: Create new SharePoint site	COMMENT
LOW	docs/recruit-nextgen/00-course-setup/index.md	66	## Step 1: Get a Microsoft 365 Account	COMMENT
LOW	docs/recruit-nextgen/00-course-setup/index.md	79	## Step 2: Start a Copilot Studio Trial	COMMENT
LOW	docs/recruit-nextgen/00-course-setup/index.md	102	## Step 3: Create new developer environment	COMMENT
LOW	docs/recruit-nextgen/00-course-setup/index.md	125	## Step 4: Enable Ability to Publish with the Copilot Studio Trial	COMMENT
LOW	docs/recruit-nextgen/00-course-setup/index.md	193	## Step 5: Create new SharePoint site	COMMENT
LOW⚡	docs/special-ops/yaml-specialist/index.md	454	# Step 1: Use AI to detect country from timezone	COMMENT
LOW⚡	docs/special-ops/yaml-specialist/index.md	462	# Step 2: Show detected country to user	COMMENT
LOW⚡	docs/special-ops/yaml-specialist/index.md	469	# Step 3: Ask user to confirm or correct	COMMENT
LOW⚡	docs/special-ops/yaml-specialist/index.md	478	# Step 4: Use AI to interpret user's confirmation or correction	COMMENT
LOW⚡	docs/special-ops/yaml-specialist/index.md	486	# Step 5: Store confirmed country in global variable	COMMENT
LOW⚡	docs/special-ops/yaml-specialist/index.md	492	# Step 6: Confirm to user	COMMENT

Synthetic Comment Markers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	docs/operative-v2/06-ai-safety/index.md	113	1. Clear identification: Use labels like "AI-powered" or "Generated by AI" on responses	CODE
HIGH	docs/operative-v2/06-ai-safety/index.md	362	🤖 AI Safety Notice: My responses are generated by AI and include built-in	CODE
HIGH	docs/operative/06-ai-safety/index.md	107	1. Clear identification: Use labels like "AI-powered" or "Generated by AI" on responses	CODE
HIGH	docs/operative/06-ai-safety/index.md	338	🤖 AI Safety Notice: My responses are generated by AI and include built-in	CODE

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	docs/recruit/06-create-agent-from-conversation/index.md	130	## 🔮 OK, I've created my agent... how do I next ground it with knowledge? {#ok-ive-created-my-agent-how-do-i-next-ground	COMMENT

Over-Commented Block7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	…rver-secured/Configuration/HRMCPServerConfiguration.cs	21	public const string SectionName = "AzureAd";	COMMENT
LOW	…rver-secured/Configuration/HRMCPServerConfiguration.cs	41	public string Audience { get; set; } = string.Empty;	COMMENT
LOW	…mcp-oauth/assets/hr-mcp-server-secured/Tools/Models.cs	41	/// The candidate's current role	COMMENT
LOW	…ts/hr-mcp-server-secured/Services/ICandidateService.cs	1	namespace HRMCPServer.Services;	COMMENT
LOW	…ts/hr-mcp-server-secured/Services/ICandidateService.cs	21	/// <summary>	COMMENT
LOW	…r-mcp-server-secured/Services/IAuthorizationService.cs	1	namespace HRMCPServer.Services;	COMMENT
LOW	…r-mcp-server-secured/Services/IAuthorizationService.cs	21	/// <summary>	COMMENT

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	…uit/08-add-adaptive-card/assets/8.1_RequestDevice.json	83	"placeholder": "Please provide any specific requirements or comments",	CODE
LOW	…1-obtain-user-feedback/assets/11.3.1_CSATFeedback.json	181	"placeholder": "Placeholder text",	CODE
LOW	…1-obtain-user-feedback/assets/11.3.1_CSATFeedback.json	271	"placeholder": "Enter any additional comments you'd like to share",	CODE
LOW	…1-obtain-user-feedback/assets/11.3.1_CSATFeedback.json	181	"placeholder": "Placeholder text",	CODE
LOW	…1-obtain-user-feedback/assets/11.3.1_CSATFeedback.json	271	"placeholder": "Enter any additional comments you'd like to share",	CODE
LOW	.github/skills/agent-academy-report/SKILL.md	53	- Name normalization: If only an email address is available, it converts it to a display name — e.g. `john.doe@examp	CODE

Unused Imports4 hits · 4 pts

Severity	File	Line	Context
LOW	…nd-model-driven-app/assets/zava-data/load_zava_data.py	15	CODE
LOW	…skills/agent-academy-report/scripts/generate_charts.py	21	CODE
LOW	…skills/agent-academy-report/scripts/generate_charts.py	22	CODE
LOW	…thub/skills/agent-academy-report/scripts/export_pdf.py	12	CODE

Deep Nesting4 hits · 4 pts

Severity	File	Line	Context
LOW	…skills/agent-academy-report/scripts/generate_charts.py	282	CODE
LOW	…thub/skills/agent-academy-report/scripts/export_pdf.py	91	CODE
LOW	…/skills/agent-academy-report/scripts/build_markdown.py	49	CODE
LOW	…/skills/agent-academy-report/scripts/build_markdown.py	503	CODE

Hyper-Verbose Identifiers2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	…skills/agent-academy-report/scripts/generate_charts.py	88	def chart_completions_over_time(records, charts_dir):	CODE
LOW	…skills/agent-academy-report/scripts/generate_charts.py	127	def chart_sentiment_by_course(feedback, course_stats, charts_dir):	CODE

microsoft/agent-academy

Open-Source Code Quality, Security and Technical Debt Review