gofiber/fiber

3.5

Adjusted Score

3.5

Raw Score

100%

Time Factor

2026-07-14

Last Push

40.0K

Stars

Language

159.7K

Lines of Code

414

Files

286

Pattern Hits

2026-07-14

Scan Date

0.06

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 25HIGH 0MEDIUM 1LOW 260

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 286 distinct pattern matches across 7 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.

Hallucination Indicators25 hits · 290 pts

Severity	File	Line	Snippet	Context
CRITICAL	res.go	155	r.c.fasthttp.Response.Header.Del(field)	CODE
CRITICAL	res.go	390	r.c.fasthttp.Response.Header.SetCookie(fcookie)	CODE
CRITICAL	res.go	440	accepts := r.c.fasthttp.Request.Header.PeekAll(HeaderAccept)	CODE
CRITICAL	res.go	448	r.c.fasthttp.Response.Header.SetContentType(h.MediaType)	CODE
CRITICAL	res.go	479	r.c.fasthttp.Response.Header.SetContentType(h.MediaType)	CODE
CRITICAL	res.go	539	return defaultString(r.c.app.toString(r.c.fasthttp.Response.Header.Peek(key)), defaultValue)	CODE
CRITICAL	res.go	643	r.c.fasthttp.Response.Header.SetContentType(MIMETextJavaScriptCharsetUTF8)	CODE
CRITICAL	res.go	832	r.c.fasthttp.Response.Header.Add("Link", h)	CODE
CRITICAL	res.go	839	if !r.c.fasthttp.Request.Header.IsHTTP11() {	CODE
CRITICAL	res.go	1076	r.c.fasthttp.Response.Header.Set(key, val)	CODE
CRITICAL	res.go	1080	r.c.fasthttp.Response.Header.SetCanonical(utils.UnsafeBytes(key), utils.UnsafeBytes(val))	CODE
CRITICAL⚡	res.go	1109	r.c.fasthttp.Response.Header.SetContentType(mimeType + "; charset=" + charset[0])	CODE
CRITICAL⚡	res.go	1113	r.c.fasthttp.Response.Header.SetContentType(mimeType + "; charset=utf-8")	CODE
CRITICAL⚡	res.go	1115	r.c.fasthttp.Response.Header.SetContentType(mimeType)	CODE
CRITICAL	res.go	1160	r.c.fasthttp.Response.Header.Del(HeaderVary)	CODE
CRITICAL	res.go	1171	r.c.fasthttp.Response.Header.Del(HeaderVary)	CODE
CRITICAL⚡	req.go	54	header := joinHeaderValues(r.c.fasthttp.Request.Header.PeekAll(HeaderAccept))	CODE
CRITICAL⚡	req.go	60	header := joinHeaderValues(r.c.fasthttp.Request.Header.PeekAll(HeaderAcceptCharset))	CODE
CRITICAL⚡	req.go	66	header := joinHeaderValues(r.c.fasthttp.Request.Header.PeekAll(HeaderAcceptEncoding))	CODE
CRITICAL⚡	req.go	73	header := joinHeaderValues(r.c.fasthttp.Request.Header.PeekAll(HeaderAcceptLanguage))	CODE
CRITICAL⚡	req.go	80	header := joinHeaderValues(r.c.fasthttp.Request.Header.PeekAll(HeaderAcceptLanguage))	CODE
CRITICAL	req.go	389	return defaultString(r.c.app.toString(r.c.fasthttp.Request.Header.Cookie(key)), defaultValue)	CODE
CRITICAL	req.go	848	ct := r.c.app.toString(r.c.fasthttp.Request.Header.ContentType())	CODE
CRITICAL	req.go	957	return r.c.app.toString(r.c.fasthttp.Request.Header.RequestURI())	CODE
CRITICAL	req.go	1055	return r.c.app.toString(r.c.fasthttp.Request.Header.Protocol())	CODE

Over-Commented Block217 hits · 212 pts

Severity	File	Line	Snippet	Context
LOW	req_interface_gen.go	21	AcceptsLanguages(offers ...string) string	COMMENT
LOW	req_interface_gen.go	41	// RequestCtx returns *fasthttp.RequestCtx that carries a deadline	COMMENT
LOW	req_interface_gen.go	61	// If a default value is given, it will return that value if the form value does not exist.	COMMENT
LOW	req_interface_gen.go	81	Get(key string, defaultValue ...string) string	COMMENT
LOW	req_interface_gen.go	101	Port() string	COMMENT
LOW	req_interface_gen.go	121	// IPs returns a string slice of IP addresses specified in the X-Forwarded-For request header.	COMMENT
LOW	req_interface_gen.go	141	// OriginalURL contains the original request URL.	COMMENT
LOW	req_interface_gen.go	161	Query(key string, defaultValue ...string) string	COMMENT
LOW	req_interface_gen.go	181	// Queries()["filters[customer][name]"] == "Alice"	COMMENT
LOW	register.go	41	// return c.Next()	COMMENT
LOW	domain.go	221	// DomainParam returns the value of a domain parameter from the context.	COMMENT
LOW	domain.go	241		COMMENT
LOW	color.go	1	// ⚡️ Fiber is an Express inspired web framework written in Go with ☕️	COMMENT
LOW	color.go	21	// Optional. Default: "\u001b[92m"	COMMENT
LOW	router_skip.go	1	// ⚡️ Fiber is an Express inspired web framework written in Go with ☕️	COMMENT
LOW	res.go	21	"github.com/valyala/bytebufferpool"	COMMENT
LOW	res.go	41	// When set to true, enables byte range requests.	COMMENT
LOW	res.go	821	// This is a HTTP/2+ feature but all browsers will either understand it or safely ignore it.	COMMENT
LOW	ctx_interface_gen.go	21	// BaseURL returns (protocol + host + base path).	COMMENT
LOW	ctx_interface_gen.go	41	// The close of the Done channel may happen asynchronously,	COMMENT
LOW	ctx_interface_gen.go	61	Response() *fasthttp.Response	COMMENT
LOW	ctx_interface_gen.go	81	// Returned value is only valid within the handler. Do not store any references.	COMMENT
LOW	ctx_interface_gen.go	101	RequestID() string	COMMENT
LOW	ctx_interface_gen.go	121	// Never inlined: inlining it would push Route over the inlining budget.	COMMENT
LOW	ctx_interface_gen.go	141	SaveFileToStorage(fileheader *multipart.FileHeader, path string, storage Storage) error	COMMENT
LOW	ctx_interface_gen.go	161	// Reset is a method to reset context fields by given request when to use server handlers.	COMMENT
LOW	ctx_interface_gen.go	181	// ErrorHandler) have completely finished using this context. Calling it while	COMMENT
LOW	ctx_interface_gen.go	201	// signalReleased records that the request handler is done touching an abandoned,	COMMENT
LOW	ctx_interface_gen.go	241	// Repeated field lines are combined into one comma-joined list	COMMENT
LOW	ctx_interface_gen.go	261	AcceptsJSON() bool	COMMENT
LOW	ctx_interface_gen.go	281	// Returned value is only valid within the handler. Do not store any references.	COMMENT
LOW	ctx_interface_gen.go	301	FormFile(key string) (*multipart.FileHeader, error)	COMMENT
LOW	ctx_interface_gen.go	321	// Host contains the host derived from the X-Forwarded-Host or Host HTTP header.	COMMENT
LOW	ctx_interface_gen.go	341	// spoofing if your app is behind a proxy.	COMMENT
LOW	ctx_interface_gen.go	361	Is(extension string) bool	COMMENT
LOW	ctx_interface_gen.go	381	Params(key string, defaultValue ...string) string	COMMENT
LOW	ctx_interface_gen.go	401	// Queries()["field1"] == "value2"	COMMENT
LOW	ctx_interface_gen.go	421	// Stale returns the inverse of Fresh, indicating if the client's cached response is considered stale.	COMMENT
LOW	ctx_interface_gen.go	441	ClearCookie(key ...string)	COMMENT
LOW	ctx_interface_gen.go	461	// If the header is not specified or there is no proper format, text/plain is used.	COMMENT
LOW	ctx_interface_gen.go	481	// JSONP sends a JSON response with JSONP support.	COMMENT
LOW	ctx_interface_gen.go	501	// From this point onward the body argument must not be changed.	COMMENT
LOW	ctx_interface_gen.go	521	SendStatus(status int) error	COMMENT
LOW	ctx_interface_gen.go	541	// Writef appends f & a into response body writer.	COMMENT
LOW	group.go	41	if err := grp.app.hooks.executeOnGroupNameHooks(*grp); err != nil {	COMMENT
LOW	group.go	201	newGrp := &Group{Prefix: prefix, app: grp.app, parentGroup: grp}	COMMENT
LOW	app.go	41	type Handler = func(Ctx) error	COMMENT
LOW	app.go	181	// Default: ""	COMMENT
LOW	app.go	201	//	COMMENT
LOW	app.go	221	// cases in order to access the handler values (e.g. request bodies) in an	COMMENT
LOW	app.go	241		COMMENT
LOW	app.go	261	ViewsLayout string `json:"views_layout"`	COMMENT
LOW	app.go	281	ReadTimeout time.Duration `json:"read_timeout"`	COMMENT
LOW	app.go	301	ReadBufferSize int `json:"read_buffer_size"`	COMMENT
LOW	app.go	321		COMMENT
LOW	app.go	341	// When set to true, causes the default date header to be excluded from the response.	COMMENT
LOW	app.go	361		COMMENT
LOW	app.go	381		COMMENT
LOW	app.go	401		COMMENT
LOW	app.go	421	MsgPackEncoder utils.MsgPackMarshal `json:"-"`	COMMENT
157 more matches not shown…

Fake / Example Data26 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW	bind_test.go	699	c.Request().Header.Add("Name", "John Doe")	CODE
LOW	bind_test.go	728	c.Request().Header.Add("Name", "Jane Doe")	CODE
LOW	bind_test.go	741	require.Equal(t, "Jane Doe", h2.Name) // check value get overwritten	CODE
LOW	bind_test.go	770	c.Request().Header.Add("Name", "John Doe")	CODE
LOW	bind_test.go	957	c.Response().Header.Add("Name", "John Doe")	CODE
LOW	bind_test.go	986	c.Response().Header.Add("Name", "Jane Doe")	CODE
LOW	bind_test.go	999	require.Equal(t, "Jane Doe", h2.Name) // check value get overwritten	CODE
LOW	bind_test.go	1028	c.Response().Header.Add("Name", "John Doe")	CODE
LOW	bind_test.go	1189	c.Request().Header.Add("Name", "John Doe")	CODE
LOW	bind_test.go	1210	c.Request().Header.Add("Name", "John Doe")	CODE
LOW	bind_test.go	1237	c.Response().Header.Add("Name", "John Doe")	CODE
LOW	bind_test.go	1258	c.Response().Header.Add("Name", "John Doe")	CODE
LOW	bind_test.go	1910	c.Request().Header.SetCookie("Name", "John Doe")	CODE
LOW	bind_test.go	1939	c.Request().Header.SetCookie("Name", "Jane Doe")	CODE
LOW	bind_test.go	1952	require.Equal(t, "Jane Doe", h2.Name) // check value get overwritten	CODE
LOW	bind_test.go	1983	c.Request().Header.SetCookie("Name", "John Doe")	CODE
LOW	bind_test.go	2170	c.Request().Header.SetCookie("Name", "John Doe")	CODE
LOW	bind_test.go	2193	c.Request().Header.SetCookie("Name", "John Doe")	CODE
LOW	internal/schemehost/schemehost_test.go	58	"user@example.com", "user:pass@example.com", "example.com/path",	CODE
LOW	docs/middleware/session.md	161	if email == "admin@example.com" && password == "secret" {	CODE
LOW	docs/middleware/session.md	774	if email != "user@example.com" \|\| password != "password" {	CODE
LOW	docs/middleware/session.md	807	return email == "user@example.com" && password == "password"	CODE
LOW	docs/api/ctx.md	2073	user := User{"John Doe"}	CODE
LOW	docs/api/ctx.md	2077	// => {"Name":"John Doe"}	COMMENT
LOW	docs/client/request.md	470	Name: "John Doe",	CODE
LOW	docs/client/request.md	493	"Name": "John Doe"	CODE

Structural Annotation Overuse10 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW	redirect_test.go	704	// Step 1: Make the initial request to the source route	COMMENT
LOW	redirect_test.go	722	// Step 2: Make the second request to the target route with the cookie	COMMENT
LOW	redirect_test.go	770	// Step 1: Make the initial request	COMMENT
LOW	redirect_test.go	787	// Step 2: Make the second request with the cookie	COMMENT
LOW	helpers.go	348	// Step 2: first subtag must match (or be '*')	COMMENT
LOW	docs/guide/validation.md	13	### Step 1: Install a validator	COMMENT
LOW	docs/guide/validation.md	19	### Step 2: Wire it into the app config	COMMENT
LOW	docs/guide/validation.md	45	### Step 3: Bind and validate in one call	COMMENT
LOW	docs/guide/validation.md	69	### Step 4: Shape the error response	COMMENT
LOW	docs/guide/validation.md	106	### Step 5: Add your own rules	COMMENT

Verbosity Indicators5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	redirect_test.go	704	// Step 1: Make the initial request to the source route	COMMENT
LOW	redirect_test.go	722	// Step 2: Make the second request to the target route with the cookie	COMMENT
LOW	redirect_test.go	770	// Step 1: Make the initial request	COMMENT
LOW	redirect_test.go	787	// Step 2: Make the second request with the cookie	COMMENT
LOW	helpers.go	348	// Step 2: first subtag must match (or be '*')	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.golangci.yml	269	# finding at report time instead so it is robust to cache state.	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	req.go	1114	// Example usage:	COMMENT
LOW	extractors/extractors.go	9	// Example usage:	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings