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This report summarizes scanner evidence for kataras/iris, a Go project with 25,552 GitHub stars. SynthScan examined 126,875 lines of code across 1099 source files, recording 517 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 4.0 (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? 510 finding(s).
Are imports declared and package/API names verified? 7 finding(s).
Are wrappers, guards, and repeated structures necessary? 2 finding(s).
Which changes need focused human review? 517 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 517 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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | iris_guide.go | 121 | } | COMMENT |
| LOW | iris_guide.go | 261 | // It registers one or more handlers to run before everything else (RouterMiddlewares) or | COMMENT |
| LOW | iris_guide.go | 281 | // Services registers one or more dependencies that APIs can use. | COMMENT |
| LOW | configuration.go | 81 | // | COMMENT |
| LOW | configuration.go | 161 | } | COMMENT |
| LOW | configuration.go | 481 | // WithOtherValue adds a value based on a key to the Other setting. | COMMENT |
| LOW | configuration.go | 501 | // | COMMENT |
| LOW | configuration.go | 621 | // TunnelingConfiguration contains configuration | COMMENT |
| LOW | configuration.go | 641 | // It can be retrieved by the context if needed (i.e router for subdomains) | COMMENT |
| LOW | configuration.go | 661 | // | COMMENT |
| LOW | configuration.go | 681 | // the Hijacker or Flusher interfaces when Timeout handler is registered. | COMMENT |
| LOW | configuration.go | 701 | // See `WithoutServerError(...)` function too. | COMMENT |
| LOW | configuration.go | 721 | // the requested path to the registered path | COMMENT |
| LOW | configuration.go | 741 | // instead of getting a 404 not found response back. | COMMENT |
| LOW | configuration.go | 761 | // It gives the router the feature to add routes while in serve-time, | COMMENT |
| LOW | configuration.go | 781 | // See `core/router/handler#FireErrorCode` and `Context.EndRequest` for more details. | COMMENT |
| LOW | configuration.go | 801 | // | COMMENT |
| LOW | configuration.go | 821 | // FireEmptyFormError returns if set to tue true then the `context.ReadForm/ReadQuery/ReadBody` | COMMENT |
| LOW | configuration.go | 841 | // +----------------------------------------------------+ | COMMENT |
| LOW | configuration.go | 861 | LanguageContextKey string `ini:"language_context_key" json:"languageContextKey,omitempty" yaml:"LanguageContextKey" tom | COMMENT |
| LOW | configuration.go | 881 | // then its associated value is always nil, | COMMENT |
| LOW | configuration.go | 901 | // FallbackViewContextKey is the context's values key | COMMENT |
| LOW | configuration.go | 921 | // "True-Client-Ip", | COMMENT |
| LOW | configuration.go | 941 | // }, | COMMENT |
| LOW | configuration.go | 961 | // } | COMMENT |
| LOW | HISTORY.md | 861 | // * func(accepts iris.Context) returns <D> or (<D>, error) | COMMENT |
| LOW | cli.go | 21 | // runs under https://github.com/kataras/iris-cli and if so | COMMENT |
| LOW | iris.go | 81 | // Minifier to minify responses. | COMMENT |
| LOW | iris.go | 221 | func (app *Application) String() string { | COMMENT |
| LOW | iris.go | 241 | // 'from' can be the root domain(app) when the 'to' is not the root domain and visa-versa. | COMMENT |
| LOW | iris.go | 281 | // Logger returns the golog logger instance(pointer) that is being used inside the "app". | COMMENT |
| LOW | iris.go | 301 | // app.Logger().Debug/Debugf("...") | COMMENT |
| LOW | iris.go | 381 | // Customize the minifier through `Application.Minifier()`. | COMMENT |
| LOW | iris.go | 401 | // - image/svg+xml | COMMENT |
| LOW | iris.go | 441 | COMMENT | |
| LOW | iris.go | 461 | return app.contextErrorHandler | COMMENT |
| LOW | iris.go | 661 | return err | COMMENT |
| LOW | iris.go | 801 | } | COMMENT |
| LOW | iris.go | 821 | // i.e to add events for shutdown, serve or error. | COMMENT |
| LOW | iris.go | 841 | // on that specific host that this function will create to start the server. | COMMENT |
| LOW | iris.go | 861 | // Addr should have the form of [host]:port, i.e localhost:8080 or :8080. | COMMENT |
| LOW | iris.go | 881 | var ( | COMMENT |
| LOW | iris.go | 901 | // Note that if Server.Handler is nil then the server is automatically ran | COMMENT |
| LOW | iris.go | 921 | // "certFileOrContents" & "keyFileOrContents" should be filenames with their extensions | COMMENT |
| LOW | iris.go | 941 | COMMENT | |
| LOW | iris.go | 961 | // which will redirect all http versions to their https, including subdomains as well. | COMMENT |
| LOW | iris.go | 1001 | } | COMMENT |
| LOW | iris.go | 1021 | COMMENT | |
| LOW | aliases.go | 41 | // | COMMENT |
| LOW | aliases.go | 61 | // DecodeFunc is a generic type of decoder function. | COMMENT |
| LOW | aliases.go | 81 | // If Handler panics, the server (the caller of Handler) assumes that the effect of the panic was isolated to the activ | COMMENT |
| LOW | aliases.go | 101 | // | COMMENT |
| LOW | aliases.go | 121 | // It is an alias of the `context#JSONP` type. | COMMENT |
| LOW | aliases.go | 141 | // Party is just a group joiner of routes which have the same prefix and share same middleware(s) also. | COMMENT |
| LOW | aliases.go | 161 | // DirCacheOptions holds the options for the cached file system. | COMMENT |
| LOW | aliases.go | 181 | // | COMMENT |
| LOW | aliases.go | 201 | Cookie = http.Cookie | COMMENT |
| LOW | aliases.go | 261 | // Django view engine. | COMMENT |
| LOW | aliases.go | 281 | // FallbackViewFunc is a function that can be registered | COMMENT |
| LOW | aliases.go | 301 | } | COMMENT |
| 442 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | HISTORY.md | 184 | - Replace [russross/blackfriday](github.com/russross/blackfriday/v2) with [gomarkdown](https://github.com/gomarkdown/mar | CODE |
| HIGH | HISTORY.md | 1300 | - Add `mvc/Application#SortByNumMethods` as requested at [#1343](https://github.com/kataras/iris/issues/1343#issuecommen | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | sessions/transcoding.go | 56 | // Don't forget to initialize a call of gob.Register when necessary. | COMMENT |
| MEDIUM | _examples/database/mysql/sql/service.go | 79 | // Note that this is a basic implementation which just takes care our current needs. | COMMENT |
| LOW | _examples/sessions/database/boltdb/main.go | 51 | // Don't forget to initialize a call of gob.Register when necessary. | COMMENT |
| MEDIUM | _examples/dependency-injection/basic/main.go | 28 | /* Here is how you can inject a return value from a handler, | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | _examples/http-server/README.md | 83 | app.Run(iris.AutoTLS(":443", "example.com", "admin@example.com")) | CODE |
| LOW | _examples/sessions/overview/example/example.go | 59 | session.Set("struct", BusinessModel{Name: "John Doe"}) | CODE |
| LOW | _examples/dependency-injection/smart-contract/main.go | 22 | // http://localhost:8080/users?query=[?Name == 'John Doe'].Age | COMMENT |
| LOW | _examples/dependency-injection/smart-contract/main.go | 23 | // <- client will receive the age of a user which his name is "John Doe". | COMMENT |
| LOW | _examples/dependency-injection/smart-contract/main.go | 65 | {"John Doe", 17}, | CODE |
| LOW | _examples/dependency-injection/smart-contract/main.go | 146 | // i.e [?Name == 'John Doe'].Age # to output the [age] of a user which his name is "John Doe". | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | _examples/routing/party-controller/main.go | 18 | APIKey: "{YOUR_API_KEY}", | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | _examples/websocket/basic/browserify/app.js | 30 | function handleNamespaceConnectedConn(nsConn) { | CODE |
| LOW | _examples/websocket/basic/browser/index.html | 41 | function handleNamespaceConnectedConn(nsConn) { | CODE |