Release engineering, simplified
This report summarizes scanner evidence for goreleaser/goreleaser, a Go project with 16,127 GitHub stars. SynthScan examined 153,355 lines of code across 832 source files, recording 277 pattern matches distributed across 3 syntactic categories. The legacy adjusted pattern signal is 1.8 (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.
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.
Can maintainers explain intent, assumptions, and trade-offs? 250 finding(s).
Are imports declared and package/API names verified? 27 finding(s).
Are wrappers, guards, and repeated structures necessary? 0 finding(s).
Which changes need focused human review? 277 finding(s).
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.
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.
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.
The scanner identified 277 distinct pattern matches across 3 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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | .svu.yml | 1 | # svu configuration. | COMMENT |
| LOW | internal/pipeline/pipeline.go | 61 | // BuildPipeline contains all build-related pipe implementations in order. | COMMENT |
| LOW | internal/pipe/brew/doc.go | 1 | // Package brew implements the Pipe, providing formula generation and | COMMENT |
| LOW | internal/pipe/sign/sign_docker_test.go | 81 | func TestDockerSignArtifacts(t *testing.T) { | COMMENT |
| LOW | internal/builders/node/build.go | 1 | // Package node builds Node.js Single Executable Application (SEA) | COMMENT |
| LOW | internal/static/config.go | 21 | // DenoExampleConfig is the config used within goreleaser init --language deno. | COMMENT |
| LOW | internal/static/config.go | 41 | // PoetryExampleConfig is the config used within goreleaser init --language poetry. | COMMENT |
| LOW | internal/testlib/path.go | 81 | func Exit(status int) string { | COMMENT |
| LOW | internal/artifact/artifact.go | 61 | // Signature is a signature file. | COMMENT |
| LOW | internal/artifact/artifact.go | 881 | } | COMMENT |
| LOW | internal/nodedist/dist.go | 1 | // Package nodedist is a small client for the official Node.js | COMMENT |
| LOW | internal/nodedist/dist.go | 21 | //nolint:gochecknoglobals | COMMENT |
| LOW | www/content/customization/sbom.md | 21 | COMMENT | |
| LOW | www/content/customization/sbom.md | 41 | # | COMMENT |
| LOW | www/content/customization/sbom.md | 61 | args: ["$artifact", "--output", "cyclonedx-json=$document"] | COMMENT |
| LOW | www/content/customization/sbom.md | 81 | # - binary: binaries output from the build stage | COMMENT |
| LOW | www/content/customization/verify.md | 41 | # | COMMENT |
| LOW | www/content/customization/verify.md | 61 | args: ["-c", "{{ .ProjectName }}_{{ .Version }}_checksums.txt"] | COMMENT |
| LOW | www/content/customization/announce/discourse.md | 41 | # | COMMENT |
| LOW | www/content/customization/announce/smtp.md | 41 | # Default: '$SMTP_USERNAME'. | COMMENT |
| LOW | www/content/customization/announce/slack.md | 41 | # | COMMENT |
| LOW | www/content/customization/announce/reddit.md | 21 | COMMENT | |
| LOW | www/content/customization/announce/webhook.md | 21 | # | COMMENT |
| LOW | www/content/customization/announce/webhook.md | 41 | # Headers to send with the webhook. | COMMENT |
| LOW | www/content/customization/announce/telegram.md | 21 | announce: | COMMENT |
| LOW | www/content/customization/announce/teams.md | 21 | COMMENT | |
| LOW | www/content/customization/announce/mattermost.md | 21 | # Title to use while publishing. | COMMENT |
| LOW | www/content/customization/announce/discord.md | 21 | enabled: true | COMMENT |
| LOW | www/content/customization/general/templatefiles.md | 21 | # Source path of the template file. | COMMENT |
| LOW | www/content/customization/general/metadata.md | 21 | # {{< g_inline_pro >}} | COMMENT |
| LOW | www/content/customization/general/metadata.md | 41 | # Your app's description. | COMMENT |
| LOW | www/content/customization/general/metadata.md | 61 | headers: | COMMENT |
| LOW | www/content/customization/general/metadata.md | 81 | # Templates: allowed. | COMMENT |
| LOW | www/content/customization/ci/gitlab.md | 81 | # Optionally use GitLab's built-in image registry. | COMMENT |
| LOW | www/content/customization/builds/universalbinaries.md | 21 | # Notice that you shouldn't include different apps' IDs here. | COMMENT |
| LOW | www/content/customization/builds/builders/bun.md | 21 | # Use bun. | COMMENT |
| LOW | www/content/customization/builds/builders/bun.md | 41 | # | COMMENT |
| LOW | www/content/customization/builds/builders/bun.md | 61 | COMMENT | |
| LOW | www/content/customization/builds/builders/uv.md | 41 | COMMENT | |
| LOW | www/content/customization/builds/builders/uv.md | 61 | command: build | COMMENT |
| LOW | www/content/customization/builds/builders/go.md | 21 | # | COMMENT |
| LOW | www/content/customization/builds/builders/go.md | 41 | # Templates: allowed. | COMMENT |
| LOW | www/content/customization/builds/builders/go.md | 61 | - all=-trimpath={{.Env.GOPATH}} | COMMENT |
| LOW | www/content/customization/builds/builders/go.md | 121 | goarch: | COMMENT |
| LOW | www/content/customization/builds/builders/go.md | 141 | # When using `ignore`, match the exact form: `goarm: 7` ignores only a bare | COMMENT |
| LOW | www/content/customization/builds/builders/go.md | 161 | # | COMMENT |
| LOW | www/content/customization/builds/builders/go.md | 181 | # Default: [ 'sse2' ]. | COMMENT |
| LOW | www/content/customization/builds/builders/go.md | 221 | # applicable: `_{goarm}`, `_{goamd64}`, `_{gomips}`, `_{go386}`, | COMMENT |
| LOW | www/content/customization/builds/builders/go.md | 241 | # Default: "go". | COMMENT |
| LOW | www/content/customization/builds/builders/go.md | 261 | # Hooks can be used to customize the final binary, | COMMENT |
| LOW | www/content/customization/builds/builders/go.md | 281 | # created, you can set this property. | COMMENT |
| LOW | www/content/customization/builds/builders/zig.md | 21 | # Use zig. | COMMENT |
| LOW | www/content/customization/builds/builders/zig.md | 41 | COMMENT | |
| LOW | www/content/customization/builds/builders/rust.md | 21 | # Use rust. | COMMENT |
| LOW | www/content/customization/builds/builders/rust.md | 41 | COMMENT | |
| LOW | www/content/customization/builds/builders/node.md | 41 | # win-arm64, win-x64. | COMMENT |
| LOW | www/content/customization/builds/builders/deno.md | 41 | # Path to project's (sub)directory containing the code. | COMMENT |
| LOW | www/content/customization/builds/builders/deno.md | 61 | # Default: 'compile'. | COMMENT |
| LOW | www/content/customization/builds/builders/poetry.md | 41 | COMMENT | |
| LOW | www/content/customization/builds/builders/poetry.md | 61 | command: build | COMMENT |
| 189 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | internal/pipe/scoop/scoop_test.go | 54 | require.NoError(t, os.WriteFile(file, []byte("lorem ipsum"), 0o644)) | CODE |
| LOW | internal/pipe/scoop/scoop_test.go | 930 | require.NoError(t, os.WriteFile(file, []byte("lorem ipsum"), 0o644)) | CODE |
| LOW | internal/pipe/scoop/scoop_test.go | 1198 | require.NoError(t, os.WriteFile(file, []byte("lorem ipsum"), 0o644)) | CODE |
| LOW | internal/pipe/opencollective/opencollective_test.go | 108 | return client{endpoint: srv.URL, token: "fake-token"} | CODE |
| LOW | internal/pipe/chocolatey/chocolatey_test.go | 71 | require.NoError(t, os.WriteFile(file, []byte("lorem ipsum"), 0o644)) | CODE |
| LOW | internal/pipe/chocolatey/chocolatey_test.go | 196 | require.NoError(t, os.WriteFile(file, []byte("lorem ipsum"), 0o644)) | CODE |
| LOW | internal/pipe/chocolatey/chocolatey_test.go | 235 | require.NoError(t, os.WriteFile(file, []byte("lorem ipsum"), 0o644)) | CODE |
| LOW | internal/pipe/chocolatey/chocolatey_test.go | 267 | require.NoError(t, os.WriteFile(file, []byte("lorem ipsum"), 0o644)) | CODE |
| LOW | internal/pipe/chocolatey/skip_test.go | 22 | require.NoError(t, os.WriteFile(file, []byte("lorem ipsum"), 0o644)) | CODE |
| LOW | internal/pipe/git/git_test.go | 219 | require.NoError(t, os.WriteFile(dummy.Name(), []byte("lorem ipsum"), 0o644)) | CODE |
| LOW | internal/tmpl/tmpl_test.go | 360 | require.NoError(t, os.WriteFile(file, []byte("lorem ipsum"), 0o644)) | CODE |
| LOW | internal/builders/node/sea_test.go | 33 | "placeholder": machoSignaturePlaceholder(t, original), | CODE |
| LOW | internal/exec/exec_test.go | 50 | require.NoError(t, os.WriteFile(file, []byte("lorem ipsum"), 0o644)) | CODE |
| LOW | internal/exec/testdata/a.txt | 1 | lorem ipsum | CODE |
| LOW | internal/artifact/artifact_test.go | 558 | require.NoError(t, os.WriteFile(file, []byte("lorem ipsum"), 0o644)) | CODE |
| LOW | internal/artifact/artifact_test.go | 591 | require.NoError(t, os.WriteFile(file, []byte("lorem ipsum"), 0o644)) | CODE |
| LOW | internal/client/gitea_test.go | 824 | FullName: "John Doe", | CODE |
| LOW | internal/client/gitea_test.go | 866 | Name: "John Doe", | CODE |
| LOW | internal/client/gitea_test.go | 870 | AuthorName: "John Doe", | CODE |
| LOW | internal/client/gitea_test.go | 1219 | err = client.CreateFile(ctx, config.CommitAuthor{Name: "test", Email: "test@test.com"}, repo, []byte("content"), "newfi | CODE |
| LOW | internal/client/git_test.go | 23 | Email: "foo@bar.com", | CODE |
| LOW | internal/client/git_test.go | 324 | Email: "foo@bar.com", | CODE |
| LOW | internal/client/git_test.go | 414 | Email: "foo@bar.com", | CODE |
| LOW | internal/client/git_test.go | 448 | Email: "foo@bar.com", | CODE |
| LOW | internal/client/git_test.go | 484 | Email: "foo@bar.com", | CODE |
| LOW | internal/client/git_test.go | 516 | Email: "foo@bar.com", | CODE |
| LOW | internal/client/git_test.go | 611 | Email: "foo@bar.com", | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | internal/builders/golang/gomain/gomain.go | 40 | // to use [All] instead, which is more robust and works on modules. | COMMENT |