AI Slop Code RIsk Monitor

a2aproject/A2A

Agent2Agent (A2A) is an open protocol enabling communication and interoperability between opaque agentic applications.

5.6 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for a2aproject/A2A, a Shell project with 26,104 GitHub stars. SynthScan examined 13,589 lines of code across 108 source files, recording 39 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 5.6 (Moderate 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.

5.6
Adjusted Signal
5.6
Raw Pattern Score
100%
Time Factor
2026-10-08
Last Push
26.1K
Stars
Shell
Language
13.6K
Lines of Code
108
Files
39
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 17.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 31 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 8.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 8 finding(s).

PR Review Velocity Impact 21.3/100 · LOW

Which changes need focused human review? 39 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 0MEDIUM 13LOW 26

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 39 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.

Decorative Section Separators6 hits · 21 pts
SeverityFileLineSnippetContext
MEDIUM.mkdocs/macros.py25# -----------------------------------------------------------------------------COMMENT
MEDIUM.mkdocs/macros.py27# -----------------------------------------------------------------------------COMMENT
MEDIUM.mkdocs/macros.py43# -----------------------------------------------------------------------------COMMENT
MEDIUM.mkdocs/macros.py45# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡.mkdocs/macros.py190# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡.mkdocs/macros.py192# -----------------------------------------------------------------------------COMMENT
Structural Annotation Overuse9 hits · 15 pts
SeverityFileLineSnippetContext
LOWdocs/specification.md1847### Step 2: Client obtains credentials (out-of-band OAuth 2.0 flow)COMMENT
LOWdocs/specification.md1849### Step 3: Client fetches authenticated extended Agent CardCOMMENT
LOWscripts/proto_to_json_schema.sh71# Step 0: Pre-process protoCOMMENT
LOW⚡scripts/proto_to_json_schema.sh86# Step 1: Generate individual JSON Schema files with JSON field names (camelCase)COMMENT
LOW⚡scripts/proto_to_json_schema.sh96# Step 2: Bundle all schemas into a single fileCOMMENT
LOWscripts/proto_to_json_schema.sh120# Step 3: Post-process with Python script to clean up definition names and referencesCOMMENT
LOW.github/workflows/conventional-commits.yml34 # Step 1: If docs/specification.md is modified (and proto is not), require docs(spec):COMMENT
LOW.github/workflows/conventional-commits.yml48 # Step 2: If protocol definition (proto) is modified, require feat/fix/chore/refactorCOMMENT
LOW.github/workflows/conventional-commits.yml64 # Step 3: General fallback for all other changes (non-core docs, CI, scripts, tools, etc.)COMMENT
Verbosity Indicators7 hits · 12 pts
SeverityFileLineSnippetContext
LOWscripts/proto_to_json_schema.sh71# Step 0: Pre-process protoCOMMENT
LOW⚡scripts/proto_to_json_schema.sh86# Step 1: Generate individual JSON Schema files with JSON field names (camelCase)COMMENT
LOW⚡scripts/proto_to_json_schema.sh96# Step 2: Bundle all schemas into a single fileCOMMENT
LOWscripts/proto_to_json_schema.sh120# Step 3: Post-process with Python script to clean up definition names and referencesCOMMENT
LOW.github/workflows/conventional-commits.yml34 # Step 1: If docs/specification.md is modified (and proto is not), require docs(spec):COMMENT
LOW.github/workflows/conventional-commits.yml48 # Step 2: If protocol definition (proto) is modified, require feat/fix/chore/refactorCOMMENT
LOW.github/workflows/conventional-commits.yml64 # Step 3: General fallback for all other changes (non-core docs, CI, scripts, tools, etc.)COMMENT
Modern AI Meta-Vocabulary5 hits · 10 pts
SeverityFileLineSnippetContext
MEDIUMdocs/community.md50- **Craig McLuckie's "Hot Take":** Craig McLuckie shared his thoughts on [LinkedIn](https://www.linkedin.com/posts/craigCODE
MEDIUMdocs/partners.md63- [Deloitte](https://www.prnewswire.com/news-releases/deloitte-expands-alliances-with-google-cloud-and-servicenow-to-accCODE
MEDIUMdocs/partners.md168- [UiPath](https://www.uipath.com/newsroom/uipath-launches-first-enterprise-grade-platform-for-agentic-automation)CODE
MEDIUMdocs/blog/posts/a2a-joins-aaif.md20[Since reaching its stable v1.0 specification, the protocol has seen rapid adoption](https://www.forbes.com/sites/janakiCODE
MEDIUM.mkdocs/overrides/main.html38 <a href="https://a2a-protocol.org/latest/blog/2026/08/27/a-new-chapter-for-a2a-joining-the-agentic-ai-foundation/" claCODE
Self-Referential Comments2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMscripts/build_sdk_docs.sh13# Create a clean virtual environmentCOMMENT
MEDIUM.mkdocs/macros.py253 # Create a slug for the link. Messages are usually CamelCase, so lowercase it.COMMENT
Deep Nesting4 hits · 4 pts
SeverityFileLineSnippetContext
LOWscripts/clean_schema_names.py17CODE
LOW.mkdocs/macros.py48CODE
LOW.mkdocs/macros.py61CODE
LOW.mkdocs/macros.py147CODE
Redundant / Tautological Comments2 hits · 4 pts
SeverityFileLineSnippetContext
LOW⚡scripts/proto_to_json_schema.sh99# Check if any JSON files were generatedCOMMENT
LOW.mkdocs/macros.py79 # Iterate over elements inside the messageCOMMENT
Excessive Try-Catch Wrapping2 hits · 2 pts
SeverityFileLineSnippetContext
LOW.mkdocs/macros.py143 except Exception as e:CODE
LOW⚡.mkdocs/macros.py186 except Exception as e:CODE
Over-Commented Block2 hits · 2 pts
SeverityFileLineSnippetContext
LOW.gitvote.yml1# GitVote configuration fileCOMMENT
LOWscripts/deploy_root_files.sh1#!/bin/bashCOMMENT