AI Slop Code RIsk Monitor

ashishpatel26/500-AI-Agents-Projects

The 500 AI Agents Projects is a curated collection of AI agent use cases across various industries. It showcases practical applications and provides links to open-source projects for implementation, illustrating how AI agents are transforming sectors such as healthcare, finance, education, retail, and more.

4.9 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for ashishpatel26/500-AI-Agents-Projects, a Python project with 38,475 GitHub stars. SynthScan examined 8,175 lines of code across 113 source files, recording 30 pattern matches distributed across 7 syntactic categories. The legacy adjusted pattern signal is 4.9 (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.

4.9
Adjusted Signal
4.9
Raw Pattern Score
100%
Time Factor
2026-07-27
Last Push
38.5K
Stars
Python
Language
8.2K
Lines of Code
113
Files
30
Pattern Hits
2026-10-12
Scan Date
0.02
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 7.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 6 finding(s).

Hallucinated Dependency & Supply Chain Risk 12.1/100 · LOW

Are imports declared and package/API names verified? 21 finding(s).

Agent Over-Engineering Ratio 5.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 5 finding(s).

PR Review Velocity Impact 23.6/100 · LOW

Which changes need focused human review? 30 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 2MEDIUM 2LOW 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 30 distinct pattern matches across 7 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.

Unused Imports21 hits · 21 pts
SeverityFileLineSnippetContext
LOWagents/05-email-drafting-agent/agent.py14CODE
LOWagents/13-customer-support-agent/agent.py13CODE
LOWagents/01-web-research-agent/agent.py13CODE
LOWagents/01-web-research-agent/agent.py17CODE
LOWagents/20-multi-agent-debate/agent.py13CODE
LOWagents/11-stock-research-agent/agent.py13CODE
LOWagents/14-social-media-agent/agent.py13CODE
LOWagents/19-competitive-analysis-agent/agent.py14CODE
LOWagents/19-competitive-analysis-agent/agent.py18CODE
LOWagents/09-resume-parser-agent/agent.py15CODE
LOWagents/02-code-review-agent/agent.py13CODE
LOWagents/21-pii-sanitization-agent/agent.py22CODE
LOWagents/03-pdf-qa-agent/agent.py13CODE
LOWagents/12-travel-planner-agent/agent.py14CODE
LOWagents/17-recipe-agent/agent.py14CODE
LOWagents/18-job-application-agent/agent.py14CODE
LOWcrewai_mcp_course/lesson_03/agent.py16CODE
LOWcrewai_mcp_course/lesson_03/agent.py18CODE
LOWcrewai_mcp_course/lesson_03/agent.py25CODE
LOWcrewai_mcp_course/lesson_02/agent.py14CODE
LOWcrewai_mcp_course/lesson_02/agent.py20CODE
Empty Error Handlers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHagents/21-pii-sanitization-agent/agent.py28except Exception:CODE
Docstring Block Structure1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHagents/16-documentation-writer/agent.py60Add comprehensive Google-style docstrings to every function and class that lacks them. Format: ``` def function(param: STRING
AI Slop Vocabulary2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUMagents/15-unit-test-generator/agent.py21TEST_PROMPT = """You are an expert Python test engineer. Generate a comprehensive pytest test suite for the provided codCODE
MEDIUMagents/16-documentation-writer/agent.py60DOCSTRING_PROMPT = """Add comprehensive Google-style docstrings to every function and class that lacks them.CODE
Hyper-Verbose Identifiers2 hits · 2 pts
SeverityFileLineSnippetContext
LOWagents/13-customer-support-agent/agent.py91def route_after_escalation_check(state: SupportState) -> Literal["generate", "generate"]:CODE
LOWcrewai_mcp_course/lesson_03/mcp_server.py65 def calculate_project_metrics(tasks_completed: int, tasks_total: int) -> dict:CODE
Excessive Try-Catch Wrapping2 hits · 2 pts
SeverityFileLineSnippetContext
LOWagents/21-pii-sanitization-agent/agent.py28except Exception:CODE
LOWagents/16-documentation-writer/agent.py43 except Exception:CODE
Deep Nesting1 hit · 1 pts
SeverityFileLineSnippetContext
LOWagents/16-documentation-writer/agent.py23CODE