1.3

Adjusted Signal

1.3

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

17.9K

Stars

Language

706.6K

Lines of Code

3.4K

Files

799

Pattern Hits

2026-10-31

Scan Date

0.00

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 5.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 772 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 0.7/100 · LOW

Are wrappers, guards, and repeated structures necessary? 21 finding(s).

PR Review Velocity Impact 6.0/100 · LOW

Which changes need focused human review? 799 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 4MEDIUM 25LOW 770

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 799 distinct pattern matches across 10 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 Block760 hits · 758 pts

Severity	File	Line	Snippet	Context
LOW	processor.go	21	// can choose to save it in the plugin, or use the one received from Add().	COMMENT
LOW	.golangci.yml	61	#	COMMENT
LOW	.golangci.yml	421	# Run `GL_DEBUG=staticcheck golangci-lint run --enable=staticcheck` to see all available checks and enabled by con	COMMENT
LOW	.golangci.yml	481	# Enable/disable `os.TempDir()` detections.	COMMENT
LOW	.golangci.yml	581	#	COMMENT
LOW	.golangci.yml	601	max-same-issues: 0	COMMENT
LOW	.golangci.yml	621	# 1. error	COMMENT
LOW	.golangci.yml	641	# this will be the default severity applied.	COMMENT
LOW	serializer.go	1	package telegraf	COMMENT
LOW	plugin.go	21		COMMENT
LOW	plugin.go	41	// persist an internal state across Telegraf runs.	COMMENT
LOW	metric.go	61	// Type returns a general type for the entire metric that describes how you	COMMENT
LOW	parser.go	1	package telegraf	COMMENT
LOW	cmd/telegraf/printer.go	21	sectionDefaults = []string{"global_tags", "agent", "secretstores", "outputs", "processors", "aggregators", "inputs"}	COMMENT
LOW	cmd/telegraf/printer.go	41	# Environment variables can be used anywhere in this config file, simply surround	COMMENT
LOW	tools/readme_linter/rules.go	401	// To do: Check markdown files that aren't plugin readme files for paragraphs	COMMENT
LOW	config/config.go	181	}	COMMENT
LOW	config/config.go	201	// Precision will NOT be used for service inputs. It is up to each individual	COMMENT
LOW	config/config.go	221	// number of telegraf instances.	COMMENT
LOW	config/config.go	281	// If uncommented and not empty, this file will be used to save the state of	COMMENT
LOW	config/config.go	301	// this setting to true will skip the first run of processors.	COMMENT
LOW	config/secret.go	61	Buffer() (SecretBuffer, error)	COMMENT
LOW	config/testdata/envvar_comments.toml	1	# Telegraf Configuration	COMMENT
LOW	config/testdata/single_plugin_env_vars.toml	1	# Telegraf Configuration	COMMENT
LOW	config/testdata/telegraf-agent.toml	1	# Telegraf configuration	COMMENT
LOW	config/testdata/telegraf-agent.toml	81	totalcpu = true	COMMENT
LOW	config/testdata/telegraf-agent.toml	141	# no configuration	COMMENT
LOW	config/testdata/telegraf-agent.toml	161		COMMENT
LOW	config/testdata/telegraf-agent.toml	181	master_collections = ["resources","master","system","slaves","frameworks","messages","evqueue","registrar"]	COMMENT
LOW	config/testdata/telegraf-agent.toml	201	servers = ["localhost"]	COMMENT
LOW	config/testdata/telegraf-agent.toml	221	count = 1 # required	COMMENT
LOW	config/testdata/telegraf-agent.toml	241	# with the same name as the user. This dbname is just for instantiating a	COMMENT
LOW	config/testdata/telegraf-agent.toml	261	# Read metrics from one or many RabbitMQ servers via the management API	COMMENT
LOW	config/testdata/telegraf-agent.toml	281		COMMENT
LOW	…ugins/parsers/openmetrics/openmetrics_data_model.pb.go	361	//	COMMENT
LOW	…ins/parsers/openmetrics/testcases/valid_info/input.txt	1	# HELP cadvisor_version A metric with a constant '1' value labeled by kernel version, OS version, docker version, cadvis	COMMENT
LOW	…ugins/parsers/openmetrics/testcases/multiple/input.txt	21	# HELP process_cpu_seconds Total user and system CPU time spent in seconds.	COMMENT
LOW	…ns/parsers/openmetrics/testcases/valid_gauge/input.txt	1	# HELP go_memstats_gc_cpu_fraction The fraction of this program's available CPU time used by the GC since the program st	COMMENT
LOW	…/parsers/openmetrics/testcases/valid_unknown/input.txt	1	# HELP redis_connected_clients Redis connected clients	COMMENT
LOW	…/parsers/openmetrics/testcases/valid_counter/input.txt	1	# TYPE get_token_fail_count counter	COMMENT
LOW	plugins/parsers/influx/README.md	21	## and more memory efficient.	COMMENT
LOW	plugins/parsers/xpath/README.md	101	XPath expressions.	COMMENT
LOW	plugins/parsers/xpath/README.md	121	# xpath_protobuf_import_paths = ["."]	COMMENT
LOW	plugins/parsers/xpath/README.md	141	## Multiple parsing sections are allowed	COMMENT
LOW	plugins/parsers/xpath/README.md	161		COMMENT
LOW	plugins/parsers/xpath/README.md	221	## Name of the protocol-buffer message type to use in a fully qualified form.	COMMENT
LOW	plugins/parsers/xpath/README.md	241	## Optional: XPath-query to select a subset of nodes from the XML document.	COMMENT
LOW	plugins/parsers/xpath/README.md	261	# field_name = "name()"	COMMENT
LOW	plugins/parsers/grok/README.md	81		COMMENT
LOW	plugins/parsers/grok/README.md	101	## Other common built-in patterns are:	COMMENT
LOW	plugins/parsers/json/README.md	41		COMMENT
LOW	plugins/parsers/json/README.md	61	## json_time_format = "unix"	COMMENT
LOW	plugins/parsers/avro/README.md	41	max_message_len = 1000000	COMMENT
LOW	plugins/parsers/avro/README.md	61	# {	COMMENT
LOW	plugins/parsers/avro/README.md	81		COMMENT
LOW	plugins/parsers/avro/README.md	101	# avro_timestamp = ""	COMMENT
LOW	plugins/parsers/csv/README.md	21	## If `csv_column_names` is specified, the column names in header will be overridden.	COMMENT
LOW	plugins/parsers/csv/README.md	41	## If set, the parser would use the provided separators in the csv_metadata_separators to look for metadata.	COMMENT
LOW	plugins/parsers/csv/README.md	61	## By default, the parser assumes a comma (",")	COMMENT
LOW	plugins/parsers/csv/README.md	101	## Indicates values to skip, such as an empty string value "".	COMMENT
700 more matches not shown…

Decorative Section Separators21 hits · 92 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	agent/agent.go	44	// ┌───────┐	COMMENT
MEDIUM⚡	agent/agent.go	46	// └───────┘ │	COMMENT
MEDIUM⚡	agent/agent.go	47	// ┌───────┐ │ ______	COMMENT
MEDIUM⚡	agent/agent.go	49	// └───────┘ │	COMMENT
MEDIUM⚡	agent/agent.go	50	// ┌───────┐ │	COMMENT
MEDIUM⚡	agent/agent.go	52	// └───────┘	COMMENT
MEDIUM⚡	agent/agent.go	58	// ______ ┌───────────┐ ______	COMMENT
MEDIUM⚡	agent/agent.go	60	// └───────────┘	COMMENT
MEDIUM⚡	agent/agent.go	72	// ┌────────────┐	COMMENT
MEDIUM⚡	agent/agent.go	74	// │ └────────────┘ │	COMMENT
MEDIUM⚡	agent/agent.go	75	// ______ │ ┌────────────┐ │ ______	COMMENT
MEDIUM⚡	agent/agent.go	77	// │ └────────────┘ │	COMMENT
MEDIUM⚡	agent/agent.go	78	// │ ┌────────────┐ │	COMMENT
MEDIUM⚡	agent/agent.go	80	// │ └────────────┘	COMMENT
MEDIUM⚡	agent/agent.go	82	// └────────────────────────▶ ()_____)	COMMENT
MEDIUM⚡	agent/agent.go	94	// ┌────────┐	COMMENT
MEDIUM⚡	agent/agent.go	96	// │ └────────┘	COMMENT
MEDIUM⚡	agent/agent.go	97	// ______ ┌─────┐ │ ┌────────┐	COMMENT
MEDIUM⚡	agent/agent.go	99	// └─────┘ │ └────────┘	COMMENT
MEDIUM⚡	agent/agent.go	100	// │ ┌────────┐	COMMENT
MEDIUM⚡	agent/agent.go	102	// └────────┘	COMMENT

Synthetic Comment Markers3 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	plugins/inputs/procstat/procstat_test.go	180	// Add the tags as requested by the user	COMMENT
HIGH	plugins/inputs/procstat/process.go	207	// Add the tags as requested by the user	COMMENT
HIGH	plugins/inputs/filecount/filecount_test.go	272	// create our desired "filesystem" object, complete with an internal map allowing our funcs to return meta data as requ	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	plugins/parsers/csv/parser_test.go	1642	// Stress test with more goroutines and iterations to ensure robust thread safety	COMMENT
MEDIUM	plugins/common/starlark/starlark.go	68	// base64 encoding for a robust guess.	COMMENT

Slop Phrases2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	config/testdata/telegraf-agent.toml	120	# Or you can also use local socket(not work yet)	COMMENT
MEDIUM	plugins/inputs/statsd/statsd.go	1002	s.Log.Warn("Maximum TCP Connections reached, you may want to adjust max_tcp_connections")	CODE

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	plugins/outputs/opentsdb/opentsdb_test.go	196	testutil.TestMetric("Lorem Ipsum", "justametric.string"),	CODE
LOW	…ins/inputs/influxdb_listener/influxdb_listener_test.go	173	TokenUsername: "John Doe",	CODE
LOW	…ins/inputs/influxdb_listener/influxdb_listener_test.go	204	TokenUsername: "John Doe",	CODE
LOW	…ins/inputs/influxdb_listener/influxdb_listener_test.go	235	TokenUsername: "John Doe",	CODE
LOW	plugins/inputs/consul/consul_test.go	17	Notes: "lorem ipsum",	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…ns/inputs/webhooks/filestack/testdata/dialog_open.json	15	"apikey": "YOUR_API_KEY",	CODE

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	plugins/serializers/csv/README.md	41	## NOTE: The output will only contain the specified tags, fields, etc. All	COMMENT
LOW	plugins/outputs/mqtt/README.md	108	## NOTE: The following options will ignore the 'data_format' option and send single values	COMMENT
LOW	plugins/inputs/cpu/README.md	29	## NOTE: The resulting 'time_active' field INCLUDES 'iowait'!	COMMENT

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	config/config.go	525	// At this point we need to check if the files under /etc/telegraf are	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/check-plugin-changes.sh	9	# Check if we're in a pull request	COMMENT

influxdata/telegraf

Open-Source Code Quality, Security and Technical Debt Review