AI Slop Code RIsk Monitor

open-telemetry/opentelemetry-go

OpenTelemetry Go API and SDK

9.4 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for open-telemetry/opentelemetry-go, a Go project with 6,573 GitHub stars. SynthScan examined 975,032 lines of code across 1503 source files, recording 14992 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 9.4 (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.

9.4
Adjusted Signal
9.4
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
6.6K
Stars
Go
Language
975.0K
Lines of Code
1.5K
Files
15.0K
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 37.5/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 14987 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 0.1/100 · LOW

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

PR Review Velocity Impact 53.9/100 · HIGH

Which changes need focused human review? 14992 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 54LOW 14938

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 14992 distinct pattern matches across 5 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 Block14937 hits · 9004 pts
SeverityFileLineSnippetContext
LOWlog.go1// Copyright The OpenTelemetry AuthorsCOMMENT
LOWhandler.go1// Copyright The OpenTelemetry AuthorsCOMMENT
LOWhandler.go21// to the new ErrorHandler for prior returned instances.COMMENT
LOWtrace.go21//COMMENT
LOWmetric.go1// Copyright The OpenTelemetry AuthorsCOMMENT
LOWmetric.go21// the new MeterProvider.COMMENT
LOWerror_handler.go1// Copyright The OpenTelemetry AuthorsCOMMENT
LOWtrace/provider.go1// Copyright The OpenTelemetry AuthorsCOMMENT
LOWtrace/provider.go21//COMMENT
LOWtrace/provider.go41 // libraries may sometimes use traces to communicate different domains ofCOMMENT
LOWtrace/tracestate.go101COMMENT
LOWtrace/tracestate.go161COMMENT
LOWtrace/noop.go81// SetName does nothing.COMMENT
LOWtrace/hex.go1// Copyright The OpenTelemetry AuthorsCOMMENT
LOWtrace/auto.go381// number of valid characters contained in s.COMMENT
LOWtrace/auto.go621}COMMENT
LOWtrace/auto.go641 // if that is not set, is used.COMMENT
LOWtrace/tracer.go21 embedded.TracerCOMMENT
LOWtrace/span.go21// default behavior for unimplemented methods.COMMENT
LOWtrace/span.go41 AddLink(link Link)COMMENT
LOWtrace/span.go61 SetStatus(code codes.Code, description string)COMMENT
LOWtrace/span.go81// the same Trace or across different Traces.COMMENT
LOWtrace/span.go121 // SpanKindUnspecified is an unspecified SpanKind and is not a validCOMMENT
LOWtrace/noop/noop.go1// Copyright The OpenTelemetry AuthorsCOMMENT
LOWtrace/internal/telemetry/span.go21 // the same `trace_id`. The ID is a 16-byte array. An ID with all zeroes ORCOMMENT
LOWtrace/internal/telemetry/span.go41 // Flags, a bit field.COMMENT
LOWtrace/internal/telemetry/span.go61 // [Optional].COMMENT
LOWtrace/internal/telemetry/span.go81 // is the time when the server's application handler starts running.COMMENT
LOWtrace/internal/telemetry/span.go101 // The OpenTelemetry API specification further restricts the allowed value types:COMMENT
LOWtrace/internal/telemetry/span.go241// expression like:COMMENT
LOWtrace/internal/telemetry/span.go261 // remote. Bit 8 (`HAS_IS_REMOTE`) indicates whether the value is known.COMMENT
LOWtrace/internal/telemetry/span.go281 // RPC or other remote network request.COMMENT
LOWtrace/internal/telemetry/span.go381}COMMENT
LOWtrace/internal/telemetry/span.go401 // then no attributes were dropped.COMMENT
LOWtrace/internal/telemetry/test/doc.go1// Copyright The OpenTelemetry AuthorsCOMMENT
LOWtrace/embedded/embedded.go1// Copyright The OpenTelemetry AuthorsCOMMENT
LOWtrace/embedded/embedded.go21// experience a compilation error, signaling they need to update to your latestCOMMENT
LOWtrace/embedded/embedded.go41// compilation error, signaling they need to update to your latestCOMMENT
LOWattribute/encoder.go21COMMENT
LOWattribute/kv.go41// possible.COMMENT
LOWattribute/kv.go101//COMMENT
LOWattribute/kv.go121//COMMENT
LOWattribute/key.go21// BoolSlice returns a [KeyValue] for a []bool value.COMMENT
LOWattribute/key.go41// If creating both a key and value at the same time, use the package-level [Int]COMMENT
LOWattribute/key.go81// Note that many observability backends are not optimized to query, index, orCOMMENT
LOWattribute/key.go121COMMENT
LOWattribute/key.go181// Map returns a [KeyValue] for a []KeyValue value.COMMENT
LOWattribute/filter.go1// Copyright The OpenTelemetry AuthorsCOMMENT
LOWattribute/hash.go61// before calling Write.COMMENT
LOWattribute/set.go21 // This type will remain comparable for backwards compatibility. TheCOMMENT
LOWattribute/set.go201 return encoder.Encode(l.Iter())COMMENT
LOWattribute/set.go261 if div := filteredToFront(kvs, filter); div != 0 {COMMENT
LOWattribute/set.go281// can avoid memory allocations by:COMMENT
LOWattribute/value.go41 // INT64 identifies a Value containing an int64.COMMENT
LOWattribute/value.go81// aggregate complex attribute values. Complex values may also carryCOMMENT
LOWattribute/value.go181COMMENT
LOWattribute/value.go201func SliceValue(v ...Value) Value {COMMENT
LOWsemconv/v1.16.0/trace.go1// Copyright The OpenTelemetry AuthorsCOMMENT
LOWsemconv/v1.16.0/trace.go21 // The exception message.COMMENT
LOWsemconv/v1.16.0/trace.go41)COMMENT
14877 more matches not shown…
AI Slop Vocabulary31 hits · 93 pts
SeverityFileLineSnippetContext
MEDIUMsemconv/v1.39.0/attribute_group.go6299 // `gen_ai.data_source.id` MAY also leverage additional attributes, such asCOMMENT
MEDIUMsemconv/v1.39.0/attribute_group.go11827 // The system will utilize scale tier credits until they are exhausted.COMMENT
MEDIUMsemconv/v1.39.0/attribute_group.go11830 // The system will utilize the default scale tier.COMMENT
MEDIUMsemconv/v1.33.0/attribute_group.go6120 // The system will utilize scale tier credits until they are exhausted.COMMENT
MEDIUMsemconv/v1.33.0/attribute_group.go6123 // The system will utilize the default scale tier.COMMENT
MEDIUMsemconv/v1.37.0/attribute_group.go6020 // `gen_ai.data_source.id` MAY also leverage additional attributes, such asCOMMENT
MEDIUMsemconv/v1.37.0/attribute_group.go10862 // The system will utilize scale tier credits until they are exhausted.COMMENT
MEDIUMsemconv/v1.37.0/attribute_group.go10865 // The system will utilize the default scale tier.COMMENT
MEDIUMsemconv/v1.30.0/attribute_group.go5331 // The system will utilize scale tier credits until they are exhausted.COMMENT
MEDIUMsemconv/v1.30.0/attribute_group.go5334 // The system will utilize the default scale tier.COMMENT
MEDIUMsemconv/v1.34.0/attribute_group.go5889 // `gen_ai.data_source.id` MAY also leverage additional attributes, such asCOMMENT
MEDIUMsemconv/v1.34.0/attribute_group.go6425 // The system will utilize scale tier credits until they are exhausted.COMMENT
MEDIUMsemconv/v1.34.0/attribute_group.go6428 // The system will utilize the default scale tier.COMMENT
MEDIUMsemconv/v1.41.0/attribute_group.go6393 // `gen_ai.data_source.id` MAY also leverage additional attributes, such asCOMMENT
MEDIUMsemconv/v1.41.0/attribute_group.go12660 // The system will utilize scale tier credits until they are exhausted.COMMENT
MEDIUMsemconv/v1.41.0/attribute_group.go12663 // The system will utilize the default scale tier.COMMENT
MEDIUMsemconv/v1.31.0/attribute_group.go5574 // The system will utilize scale tier credits until they are exhausted.COMMENT
MEDIUMsemconv/v1.31.0/attribute_group.go5577 // The system will utilize the default scale tier.COMMENT
MEDIUMsemconv/v1.40.0/attribute_group.go6370 // `gen_ai.data_source.id` MAY also leverage additional attributes, such asCOMMENT
MEDIUMsemconv/v1.40.0/attribute_group.go12271 // The system will utilize scale tier credits until they are exhausted.COMMENT
MEDIUMsemconv/v1.40.0/attribute_group.go12274 // The system will utilize the default scale tier.COMMENT
MEDIUMsemconv/v1.32.0/attribute_group.go5903 // The system will utilize scale tier credits until they are exhausted.COMMENT
MEDIUMsemconv/v1.32.0/attribute_group.go5906 // The system will utilize the default scale tier.COMMENT
MEDIUMsemconv/v1.38.0/attribute_group.go6278 // `gen_ai.data_source.id` MAY also leverage additional attributes, such asCOMMENT
MEDIUMsemconv/v1.38.0/attribute_group.go11506 // The system will utilize scale tier credits until they are exhausted.COMMENT
MEDIUMsemconv/v1.38.0/attribute_group.go11509 // The system will utilize the default scale tier.COMMENT
MEDIUMsemconv/v1.36.0/attribute_group.go5904 // `gen_ai.data_source.id` MAY also leverage additional attributes, such asCOMMENT
MEDIUMsemconv/v1.36.0/attribute_group.go6440 // The system will utilize scale tier credits until they are exhausted.COMMENT
MEDIUMsemconv/v1.36.0/attribute_group.go6443 // The system will utilize the default scale tier.COMMENT
MEDIUMsemconv/v1.28.0/attribute_group.go4981 // The system will utilize scale tier credits until they are exhausted.COMMENT
MEDIUMsemconv/v1.28.0/attribute_group.go4984 // The system will utilize the default scale tier.COMMENT
Modern AI Meta-Vocabulary18 hits · 54 pts
SeverityFileLineSnippetContext
MEDIUMsemconv/v1.39.0/attribute_group.go521 // [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
MEDIUMsemconv/v1.39.0/attribute_group.go1253// [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
MEDIUMsemconv/v1.37.0/attribute_group.go475 // [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
MEDIUMsemconv/v1.37.0/attribute_group.go1207// [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
MEDIUMsemconv/v1.42.0/attribute_group.go546 // [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
MEDIUMsemconv/v1.42.0/attribute_group.go1278// [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
MEDIUMsemconv/v1.34.0/attribute_group.go398 // [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
MEDIUMsemconv/v1.34.0/attribute_group.go1130// [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
MEDIUMsemconv/v1.41.0/attribute_group.go521 // [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
MEDIUMsemconv/v1.41.0/attribute_group.go1253// [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
MEDIUMsemconv/v1.40.0/attribute_group.go521 // [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
MEDIUMsemconv/v1.40.0/attribute_group.go1253// [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
MEDIUMsemconv/v1.38.0/attribute_group.go521 // [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
MEDIUMsemconv/v1.38.0/attribute_group.go1253// [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
MEDIUMsemconv/v1.36.0/attribute_group.go398 // [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
MEDIUMsemconv/v1.36.0/attribute_group.go1130// [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
MEDIUMsemconv/v1.43.0/attribute_group.go546 // [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
MEDIUMsemconv/v1.43.0/attribute_group.go1278// [guardrail]: https://docs.aws.amazon.com/bedrock/latest/userguide/guardrails.htmlCOMMENT
Decorative Section Separators5 hits · 22 pts
SeverityFileLineSnippetContext
MEDIUM⚡.github/workflows/codeql-analysis.yml6 # ┌───────────── minute (0 - 59)COMMENT
MEDIUM⚡.github/workflows/codeql-analysis.yml7 # │ ┌───────────── hour (0 - 23)COMMENT
MEDIUM⚡.github/workflows/codeql-analysis.yml8 # │ │ ┌───────────── day of the month (1 - 31)COMMENT
MEDIUM⚡.github/workflows/codeql-analysis.yml9 # │ │ │ ┌───────────── month (1 - 12 or JAN-DEC)COMMENT
MEDIUM⚡.github/workflows/codeql-analysis.yml10 # │ │ │ │ ┌───────────── day of the week (0 - 6 or SUN-SAT)COMMENT
Structural Annotation Overuse1 hit · 2 pts
SeverityFileLineSnippetContext
LOWsdk/trace/trace_test.go1967 // NOTE: This function tests ReadWriteSpan which is an interface whichCOMMENT