AI Slop Code Risk Monitor

chaitin/SafeLine

Name: chaitin/SafeLine — Go Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

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

SafeLine is a self-hosted WAF(Web Application Firewall) / reverse proxy to protect your web apps from attacks and exploits.

2.8 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for chaitin/SafeLine, a Go project with 23,126 GitHub stars. SynthScan examined 17,817 lines of code across 162 source files, recording 53 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 2.8 (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.

2.8

Adjusted Signal

2.8

Raw Pattern Score

100%

Time Factor

2026-10-22

Last Push

23.1K

Stars

Language

17.8K

Lines of Code

162

Files

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 8.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 28 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.1/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 4.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 25 finding(s).

PR Review Velocity Impact 16.4/100 · LOW

Which changes need focused human review? 53 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 1MEDIUM 3LOW 49

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 53 distinct pattern matches across 6 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.

Excessive Try-Catch Wrapping24 hits · 15 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/manage.py	584	def get_url(url):	CODE
MEDIUM	scripts/manage.py	673	def exec_command(*args,shell=False):	CODE
MEDIUM	scripts/manage.py	681	def exec_command_with_loading(*args, cwd=None, env=None):	CODE
LOW	scripts/manage.py	490	except Exception as e:	CODE
LOW⚡	scripts/manage.py	701	except Exception as e:	STRING
LOW⚡	scripts/manage.py	721	except Exception as e:	STRING
LOW⚡	scripts/manage.py	881	except Exception as e:	STRING
LOW⚡	scripts/manage.py	890	except Exception as e:	STRING
LOW⚡	scripts/manage.py	899	except Exception as e:	STRING
LOW	scripts/manage.py	589	except Exception as e:	STRING
LOW	scripts/manage.py	645	except Exception as e:	STRING
LOW	scripts/manage.py	665	except Exception as e:	STRING
LOW	scripts/manage.py	678	except Exception as e:	STRING
LOW	scripts/manage.py	936	except Exception:	STRING
LOW	scripts/manage.py	947	except Exception as e:	STRING
LOW	scripts/manage.py	1151	except Exception as e:	STRING
LOW	scripts/manage.py	1158	except Exception as e:	STRING
LOW	scripts/manage.py	1233	except Exception as e:	STRING
LOW	scripts/manage.py	1279	except Exception as e:	STRING
LOW	scripts/manage.py	1289	except Exception as e:	STRING
LOW	scripts/manage.py	1387	except Exception as e:	STRING
LOW	scripts/manage.py	1427	except Exception as e:	STRING
LOW	scripts/manage.py	1494	except Exception as e:	STRING
LOW	scripts/manage.py	1561	except Exception as e:	STRING

Over-Commented Block13 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	compose.yaml	41	- ${MGT_PORT:-9443}:1443	COMMENT
LOW	management/webserver/cmd/gen_certs.go	21	if err := genClientCACert(); err != nil {	COMMENT
LOW	management/webserver/api/auth.go	41	// BootstrapWindowEnv names the environment variable that holds how long the	COMMENT
LOW	management/webserver/api/auth.go	61		COMMENT
LOW	management/webserver/api/auth.go	201	// checkBootstrapWindow returns an error when the window in which the account	COMMENT
LOW	management/webserver/api/auth.go	301	// in. It must not hand out a fresh secret on every call, and the secret it	COMMENT
LOW	management/webserver/api/common.go	21	const VersionInfoEntrypoint = "/release/latest/version.json"	COMMENT
LOW	management/webserver/api/cert.go	41	)	COMMENT
LOW	management/webserver/rpc/auth.go	21	// tcontrollerd and this server.	COMMENT
LOW	management/tcontrollerd/config.yml	1	# develop use only. For production, refer to `package/build/tengine/tcontrollerd/config.yml`	COMMENT
LOW	management/tcontrollerd/utils/file.go	61	return RenameCopyFromIO(bytes.NewReader(data), filename, perm)	COMMENT
LOW	management/tcontrollerd/controller/validation.go	21	var (	COMMENT
LOW	management/tcontrollerd/controller/validation.go	41		COMMENT

Structural Annotation Overuse6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	sdk/ingress-nginx/README.md	42	### Step 1: Install the plugin	COMMENT
LOW	sdk/ingress-nginx/README.md	73	### Step 2: Configure the plugin	COMMENT
LOW	sdk/ingress-nginx/README.md	88	### Step 3: Configure the ingress-controller	COMMENT
LOW	sdk/ingress-nginx/README.md	109	### Step 3: Enable the plugin	COMMENT
LOW	sdk/ingress-nginx/README.md	124	### Step 4: Set externalTrafficPolicy to Local	COMMENT
LOW	sdk/ingress-nginx/README.md	127	### Step 5: Test the plugin	COMMENT

Deep Nesting8 hits · 8 pts

Severity	File	Line	Context
LOW	scripts/manage.py	619	CODE
LOW	scripts/manage.py	631	CODE
LOW	scripts/manage.py	681	CODE
LOW	scripts/manage.py	755	CODE
LOW	scripts/manage.py	834	CODE
LOW	scripts/manage.py	909	CODE
LOW	scripts/manage.py	1000	CODE
LOW	scripts/manage.py	1499	CODE

Cross-Language Confusion1 hit · 4 pts

Severity	File	Line	Snippet	Context
HIGH⚡	scripts/manage.py	711	return exec_command('systemctl enable docker && systemctl daemon-reload && systemctl restart docker',shell=True)	STRING

Hyper-Verbose Identifiers1 hit · 0 pts

Severity	File	Line	Snippet	Context
LOW	scripts/manage.py	681	def exec_command_with_loading(*args, cwd=None, env=None):	STRING