Repository Analysis

hashicorp/terraform-provider-aws

The AWS Provider enables Terraform to manage AWS resources.

4.8 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of hashicorp/terraform-provider-aws, a Go project with 10,984 GitHub stars. SynthScan v2.0 examined 3,734,887 lines of code across 19315 source files, recording 12910 pattern matches distributed across 14 syntactic categories. The overall adjusted score of 4.8 places this repository in the Likely human-written band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

4.8
Adjusted Score
4.8
Raw Score
100%
Time Factor
2026-07-14
Last Push
11.0K
Stars
Go
Language
3.7M
Lines of Code
19.3K
Files
12.9K
Pattern Hits
2026-07-14
Scan Date
0.00
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 0MEDIUM 29LOW 12881

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 12910 distinct pattern matches across 14 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Structural Annotation Overuse6230 hits · 8700 pts
SeverityFileLineSnippetContext
LOWinternal/acctest/acctest.go1815// NOTE: This function cannot use the standard tfawserr helpersCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go41 // Step 1: SetupCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go60 // Step 2: Import commandCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go75 // Step 3: Import block with Import IDCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go95 // Step 4: Import block with Resource IdentityCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go133 // Step 1: SetupCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go150 // Step 2: Import command with appended "@<region>"COMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go167 // Step 3: Import command without appended "@<region>"COMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go183 // Step 4: Import block with Import ID and appended "@<region>"COMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go205 // Step 5: Import block with Import ID and no appended "@<region>"COMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go226 // Step 6: Import block with Resource IdentityCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go265 // Step 1: Create pre-IdentityCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go279 // Step 2: v6.0 Identity set on refreshCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go304 // Step 3: Current versionCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go350 // Step 1: Create pre-IdentityCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go364 // Step 2: Current versionCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go41 // Step 1: SetupCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go61 // Step 2: Import commandCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go76 // Step 3: Import block with Import IDCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go94 // Step 4: Import block with Resource IdentityCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go130 // Step 1: SetupCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go148 // Step 2: Import command with appended "@<region>"COMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go165 // Step 3: Import command without appended "@<region>"COMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go181 // Step 4: Import block with Import ID and appended "@<region>"COMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go201 // Step 5: Import block with Import ID and no appended "@<region>"COMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go220 // Step 6: Import block with Resource IdentityCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go257 // Step 1: Create pre-IdentityCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go271 // Step 2: v6.0 Identity errorCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go295 // Step 3: Current versionCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go341 // Step 1: Create pre-IdentityCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go355 // Step 2: Current versionCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go41 // Step 1: SetupCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go60 // Step 2: Import commandCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go75 // Step 3: Import block with Import IDCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go95 // Step 4: Import block with Resource IdentityCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go133 // Step 1: SetupCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go150 // Step 2: Import command with appended "@<region>"COMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go167 // Step 3: Import command without appended "@<region>"COMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go183 // Step 4: Import block with Import ID and appended "@<region>"COMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go205 // Step 5: Import block with Import ID and no appended "@<region>"COMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go226 // Step 6: Import block with Resource IdentityCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go265 // Step 1: Create pre-IdentityCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go279 // Step 2: v6.0 Identity errorCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go303 // Step 3: Current versionCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go349 // Step 1: Create pre-IdentityCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go363 // Step 2: Current versionCOMMENT
LOWinternal/service/codebuild/project_list_test.go41 // Step 1: SetupCOMMENT
LOWinternal/service/codebuild/project_list_test.go53 // Step 2: QueryCOMMENT
LOWinternal/service/codebuild/project_list_test.go89 // Step 1: SetupCOMMENT
LOWinternal/service/codebuild/project_list_test.go102 // Step 2: QueryCOMMENT
LOWinternal/service/codebuild/project_list_test.go170 // Step 1: SetupCOMMENT
LOWinternal/service/codebuild/project_list_test.go187 // Step 2: QueryCOMMENT
LOW…service/codebuild/resource_policy_identity_gen_test.go41 // Step 1: SetupCOMMENT
LOW…service/codebuild/resource_policy_identity_gen_test.go60 // Step 2: Import commandCOMMENT
LOW…service/codebuild/resource_policy_identity_gen_test.go72 // Step 3: Import block with Import IDCOMMENT
LOW…service/codebuild/resource_policy_identity_gen_test.go90 // Step 4: Import block with Resource IdentityCOMMENT
LOW…service/codebuild/resource_policy_identity_gen_test.go126 // Step 1: SetupCOMMENT
LOW…service/codebuild/resource_policy_identity_gen_test.go143 // Step 2: Import command with appended "@<region>"COMMENT
LOW…service/codebuild/resource_policy_identity_gen_test.go157 // Step 3: Import command without appended "@<region>"COMMENT
LOW…service/codebuild/resource_policy_identity_gen_test.go170 // Step 4: Import block with Import ID and appended "@<region>"COMMENT
6170 more matches not shown…
Verbosity Indicators6227 hits · 8696 pts
SeverityFileLineSnippetContext
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go41 // Step 1: SetupCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go60 // Step 2: Import commandCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go75 // Step 3: Import block with Import IDCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go95 // Step 4: Import block with Resource IdentityCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go133 // Step 1: SetupCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go150 // Step 2: Import command with appended "@<region>"COMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go167 // Step 3: Import command without appended "@<region>"COMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go183 // Step 4: Import block with Import ID and appended "@<region>"COMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go205 // Step 5: Import block with Import ID and no appended "@<region>"COMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go226 // Step 6: Import block with Resource IdentityCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go265 // Step 1: Create pre-IdentityCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go279 // Step 2: v6.0 Identity set on refreshCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go304 // Step 3: Current versionCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go350 // Step 1: Create pre-IdentityCOMMENT
LOW…rnal/service/docdbelastic/cluster_identity_gen_test.go364 // Step 2: Current versionCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go41 // Step 1: SetupCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go61 // Step 2: Import commandCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go76 // Step 3: Import block with Import IDCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go94 // Step 4: Import block with Resource IdentityCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go130 // Step 1: SetupCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go148 // Step 2: Import command with appended "@<region>"COMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go165 // Step 3: Import command without appended "@<region>"COMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go181 // Step 4: Import block with Import ID and appended "@<region>"COMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go201 // Step 5: Import block with Import ID and no appended "@<region>"COMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go220 // Step 6: Import block with Resource IdentityCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go257 // Step 1: Create pre-IdentityCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go271 // Step 2: v6.0 Identity errorCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go295 // Step 3: Current versionCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go341 // Step 1: Create pre-IdentityCOMMENT
LOW…al/service/codebuild/report_group_identity_gen_test.go355 // Step 2: Current versionCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go41 // Step 1: SetupCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go60 // Step 2: Import commandCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go75 // Step 3: Import block with Import IDCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go95 // Step 4: Import block with Resource IdentityCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go133 // Step 1: SetupCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go150 // Step 2: Import command with appended "@<region>"COMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go167 // Step 3: Import command without appended "@<region>"COMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go183 // Step 4: Import block with Import ID and appended "@<region>"COMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go205 // Step 5: Import block with Import ID and no appended "@<region>"COMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go226 // Step 6: Import block with Resource IdentityCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go265 // Step 1: Create pre-IdentityCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go279 // Step 2: v6.0 Identity errorCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go303 // Step 3: Current versionCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go349 // Step 1: Create pre-IdentityCOMMENT
LOW…rvice/codebuild/source_credential_identity_gen_test.go363 // Step 2: Current versionCOMMENT
LOWinternal/service/codebuild/project_list_test.go41 // Step 1: SetupCOMMENT
LOWinternal/service/codebuild/project_list_test.go53 // Step 2: QueryCOMMENT
LOWinternal/service/codebuild/project_list_test.go89 // Step 1: SetupCOMMENT
LOWinternal/service/codebuild/project_list_test.go102 // Step 2: QueryCOMMENT
LOWinternal/service/codebuild/project_list_test.go170 // Step 1: SetupCOMMENT
LOWinternal/service/codebuild/project_list_test.go187 // Step 2: QueryCOMMENT
LOW…service/codebuild/resource_policy_identity_gen_test.go41 // Step 1: SetupCOMMENT
LOW…service/codebuild/resource_policy_identity_gen_test.go60 // Step 2: Import commandCOMMENT
LOW…service/codebuild/resource_policy_identity_gen_test.go72 // Step 3: Import block with Import IDCOMMENT
LOW…service/codebuild/resource_policy_identity_gen_test.go90 // Step 4: Import block with Resource IdentityCOMMENT
LOW…service/codebuild/resource_policy_identity_gen_test.go126 // Step 1: SetupCOMMENT
LOW…service/codebuild/resource_policy_identity_gen_test.go143 // Step 2: Import command with appended "@<region>"COMMENT
LOW…service/codebuild/resource_policy_identity_gen_test.go157 // Step 3: Import command without appended "@<region>"COMMENT
LOW…service/codebuild/resource_policy_identity_gen_test.go170 // Step 4: Import block with Import ID and appended "@<region>"COMMENT
LOW…service/codebuild/resource_policy_identity_gen_test.go190 // Step 5: Import block with Import ID and no appended "@<region>"COMMENT
6167 more matches not shown…
Over-Commented Block410 hits · 410 pts
SeverityFileLineSnippetContext
LOW.copyplop.yaml81# 6780 markdown 28.8% yCOMMENT
LOW.copyplop.yaml101# 6 tpl 0.0% n (xml templates)COMMENT
LOWtools/makelign/ci.go21// reMakeRef matches `make <target>` references. The negative-lookbehind forCOMMENT
LOWtools/makelign/validate.go201 }COMMENT
LOWtools/makelign/main.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWnames/names.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOW.ci/.semgrep.yml161 $ERROR = d.Set($ATTRIBUTE, $FUNC(*$APIOBJECT))COMMENT
LOW.ci/scripts/validate-terraform.sh1#!/usr/bin/env bashCOMMENT
LOW.ci/scripts/validate-terraform.sh121COMMENT
LOWinternal/tfresource/errors.go21// TimedOut returns true if the error represents a "wait timed out" condition.COMMENT
LOWinternal/acctest/configs.go821// ConfigRandomPassword returns the configuration for an ephemeral resource thatCOMMENT
LOWinternal/acctest/configure_wrapper.go21// the diagnostics either before or after invoking next. Wrappers mustCOMMENT
LOWinternal/acctest/configure_wrapper.go41}COMMENT
LOWinternal/acctest/vcr.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/acctest/apicall.go41 }COMMENT
LOWinternal/acctest/apicall.go61// Config: configWithoutSettings(rName),COMMENT
LOWinternal/retry/state.go21// Based on https://github.com/hashicorp/terraform-plugin-sdk/helper/retry/state.go.COMMENT
LOWinternal/retry/state.go61// listed in Pending, return immediately with an error.COMMENT
LOWinternal/conns/awsclient.go141// request-scoped values should be added here, never inline at call sites.COMMENT
LOWinternal/conns/apicall/apicall.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/framework/validators/s3_uri.go41// attribute value:COMMENT
LOW…rk/validators/boolvalidator/also_requires_when_true.go21COMMENT
LOWinternal/framework/flex/autoflex_xml_wrapper_test.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/framework/flex/autoflex_xml_wrapper_test.go21// ## Rule 2: Wrapper contains Items/Quantity + additional fields (e.g., Enabled)COMMENT
LOWinternal/framework/flex/autoflex_flatten.go1681// XML Wrapper Compatibility Rules:COMMENT
LOWinternal/framework/flex/autoflex_expand.go1961//COMMENT
LOWinternal/framework/flex/autoflex_naming_test.go521 // target will contain a zero value, which, because the `elementType` is nil, willCOMMENT
LOWinternal/provider/sdkv2/tags_interceptor.go121 // configuration so that lifecycle.ignore_changes is honored.COMMENT
LOWinternal/provider/framework/provider_test.go41 }COMMENT
LOWinternal/tags/key_value_tags.go41 IgnoreTagsKeysEnvVar = "TF_AWS_IGNORE_TAGS_KEYS"COMMENT
LOWinternal/json/ujson/µjson.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/json/ujson/µjson.go21// and call callback function for each key/value pair processed.COMMENT
LOWinternal/json/ujson/µjson.go41// | 1 | | ] |COMMENT
LOWinternal/json/ujson/µjson.go61// - '{', '}': ObjectCOMMENT
LOWinternal/sweep/generate_test.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/generate/tagpolicy/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/generate/website/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/generate/teamcity/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/generate/attrconsts/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/oam/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/docdbelastic/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/emrcontainers/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/emrcontainers/virtual_cluster_test.go61 //COMMENT
LOWinternal/service/timestreamwrite/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/codebuild/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/ssmcontacts/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/wafregional/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/codeguruprofiler/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/kinesis/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/kinesisvideo/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/pinpoint/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/pinpoint/app.go181 }COMMENT
LOWinternal/service/chime/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/organizations/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/networkflowmonitor/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/licensemanager/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/shield/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/ssm/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/signer/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
LOWinternal/service/servicecatalog/generate.go1// Copyright IBM Corp. 2014, 2026COMMENT
350 more matches not shown…
Self-Referential Comments18 hits · 54 pts
SeverityFileLineSnippetContext
MEDIUM…ce/configservice/organization_conformance_pack_test.go820# Create a configuration recorder in each account.COMMENT
MEDIUMinternal/service/route53/records_exclusive_test.go686# Create a record set which the _exclusive resource will removeCOMMENT
MEDIUMinternal/service/ec2/ec2_launch_template_test.go3789# Creating an AutoScaling Group verifies the launch templateCOMMENT
MEDIUMinternal/service/ec2/ec2_launch_template_test.go3827# Creating an AutoScaling Group verifies the launch templateCOMMENT
MEDIUMinternal/service/ec2/ec2_launch_template_test.go3867# Creating an AutoScaling Group verifies the launch templateCOMMENT
MEDIUMinternal/service/ec2/ec2_launch_template_test.go3929# Creating an AutoScaling Group verifies the launch templateCOMMENT
MEDIUMinternal/service/ec2/ec2_launch_template_test.go3967# Creating an AutoScaling Group verifies the launch templateCOMMENT
MEDIUMexamples/transit-gateway-intra-region-peering/main.tf47# Create the first Transit Gateway.COMMENT
MEDIUMexamples/transit-gateway-intra-region-peering/main.tf65# Create the second Transit Gateway in the same region.COMMENT
MEDIUMexamples/transit-gateway-intra-region-peering/main.tf83# Create the intra-region Peering Attachment from Gateway 1 to Gateway 2.COMMENT
MEDIUM…mples/dx-gateway-cross-account-vgw-association/main.tf50# Create the association proposal in the first account...COMMENT
MEDIUM…ansit-gateway-cross-account-peering-attachment/main.tf46# Create the Peering attachment in the second account...COMMENT
MEDIUM…s/transit-gateway-cross-account-vpc-attachment/main.tf92# Create the VPC attachment in the second account...COMMENT
MEDIUMexamples/two-tier/main.tf12# Create a VPC to launch our instances intoCOMMENT
MEDIUMexamples/two-tier/main.tf17# Create an internet gateway to give our subnet access to the outside worldCOMMENT
MEDIUMexamples/two-tier/main.tf29# Create a subnet to launch our instances intoCOMMENT
MEDIUM.github/workflows/update-changelog.yml65 # Create a temporary file with the new entry at the topCOMMENT
MEDIUM.github/workflows/agentics-maintenance.yml24# This file defines the generated agentic maintenance workflow for this repository.COMMENT
Decorative Section Separators4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUM.ci/swissshepherd-full.hcl16# ─── Type overrides ─────────────────────────────────────────────────────────COMMENT
MEDIUM.ci/swissshepherd-full.hcl184# ─── Check blocks ───────────────────────────────────────────────────────────COMMENT
MEDIUM.ci/swissshepherd-weak.hcl16# ─── Type overrides ─────────────────────────────────────────────────────────COMMENT
MEDIUM.ci/swissshepherd-weak.hcl185# ─── Check blocks ───────────────────────────────────────────────────────────COMMENT
AI Slop Vocabulary4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUMinternal/actionwait/wait.go47// This allows actionwait to leverage sophisticated backoff algorithms whileCOMMENT
MEDIUMinternal/service/dms/replication_instance_test.go553// Ideally we'd like to be able to leverage the "default" replication subnet group.COMMENT
MEDIUMinternal/service/securityhub/insight_test.go594// of the ARN is still "aws" while other services utilize the "aws-us-gov" partitionCOMMENT
MEDIUMexamples/eks-getting-started/providers.tf14# Not required: currently used in conjunction with usingCOMMENT
Modern AI Meta-Vocabulary3 hits · 8 pts
SeverityFileLineSnippetContext
MEDIUMROADMAP.md28[Amazon Bedrock AgentCore](https://aws.amazon.com/about-aws/whats-new/2025/10/amazon-bedrock-agentcore-available/) AmazoCODE
MEDIUMdocs/add-a-new-function.md25### Generate function scaffoldingCOMMENT
MEDIUM.github/workflows/agentics-maintenance.yml24# This file defines the generated agentic maintenance workflow for this repository.COMMENT
Fake / Example Data8 hits · 8 pts
SeverityFileLineSnippetContext
LOWinternal/service/quicksight/schema/template.go386 "placeholder": {CODE
LOWinternal/service/quicksight/schema/template.go769 if v, ok := tfMap["placeholder"].(string); ok && v != "" {CODE
LOWinternal/service/quicksight/schema/template.go1242 tfMap["placeholder"] = aws.ToString(apiObject.Placeholder)CODE
LOW…ternal/service/appfabric/ingestion_destination_test.go535 AWSAppFabricManaged = "placeholder"CODE
LOW…/service/networkfirewall/logging_configuration_test.go1086 LogDeliveryEnabled = "placeholder"CODE
LOWinternal/service/kafka/cluster_test.go2659 LogDeliveryEnabled = "placeholder"CODE
LOWinternal/service/kafka/cluster_test.go2765 LogDeliveryEnabled = "placeholder"CODE
LOWinternal/service/kafka/replicator_test.go971 LogDeliveryEnabled = "placeholder"CODE
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LOWinternal/actionwait/wait.go62// Example usage:COMMENT
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LOWinternal/service/appautoscaling/policy_test.go296// TODO: Add test for CustomizedMetricSpecificationCOMMENT
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LOW…ernal/service/ec2/vpc_default_vpc_dhcp_options_test.go84// Don't forget to unset TF_CLI_CONFIG_FILE.COMMENT
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LOW.github/workflows/update-changelog.yml59 # Check if CHANGELOG.md existsCOMMENT
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LOWinternal/service/s3/test-fixtures/populate_bucket.py27CODE
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LOW.github/workflows/reviewdocs.lock.yml789 except Exception as e:CODE