2.4

Adjusted Signal

2.4

Raw Pattern Score

100%

Time Factor

2026-10-28

Last Push

17.2K

Stars

Language

161.4K

Lines of Code

804

Files

192

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

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.

Cognitive Ownership Risk 5.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 140 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.1/100 · LOW

Are imports declared and package/API names verified? 9 finding(s).

Agent Over-Engineering Ratio 3.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 43 finding(s).

PR Review Velocity Impact 10.4/100 · LOW

Which changes need focused human review? 192 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 7HIGH 1MEDIUM 47LOW 137

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 192 distinct pattern matches across 11 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 Block114 hits · 114 pts

Severity	File	Line	Snippet	Context
LOW	tracing/doc.go	1	// Package tracing contains the tracing logic for go-ipfs, including configuring the tracer and	COMMENT
LOW	tracing/doc.go	21	// - OTEL_EXPORTER_OTLP_PROTOCOL	COMMENT
LOW	tracing/doc.go	41	// a full Jaeger stack and configure Kubo to publish traces to it:	COMMENT
LOW	tracing/doc.go	61	//	COMMENT
LOW	core/builder.go	21	type FXNodeInfo struct {	COMMENT
LOW	core/builder.go	141	// TODO: How soon will bootstrap move to libp2p?	COMMENT
LOW	core/corehttp/gateway.go	301		COMMENT
LOW	core/corehttp/corehttp.go	81	// Serve accepts incoming HTTP connections on the listener and passes them	COMMENT
LOW	core/coreiface/unixfs.go	81	Get(context.Context, path.Path) (files.Node, error)	COMMENT
LOW	core/coreiface/unixfs.go	101	Ls(context.Context, path.Path, chan<- DirEntry, ...options.UnixfsLsOption) error	COMMENT
LOW	core/coreiface/name.go	21	// IPNS is a PKI namespace, where names are the hashes of public keys, and the	COMMENT
LOW	core/commands/provide.go	201		COMMENT
LOW	core/commands/provide.go	781		COMMENT
LOW	core/commands/ls.go	281	}	COMMENT
LOW	core/commands/refs.go	221	var count int	COMMENT
LOW	core/commands/keystore.go	301	// therefore written in place.	COMMENT
LOW	core/commands/dag/import.go	121		COMMENT
LOW	core/commands/dag/export.go	161	// CARv1 stream.	COMMENT
LOW	core/commands/cmdenv/cidbase.go	61	}	COMMENT
LOW	core/commands/cmdenv/env.go	101	// - If Provide.DHT.SweepEnabled=true or OptimisticProvide=true, we make an	COMMENT
LOW	core/commands/cmdenv/env.go	121	// - wait: whether to block until provide completes (sync mode)	COMMENT
LOW	core/commands/cmdenv/env.go	201	// Context handling:	COMMENT
LOW	core/node/provider.go	101	const consecutiveAlertsThreshold = 3	COMMENT
LOW	core/node/provider.go	121	// can happen if the provider is closed or if the node is currently Offline	COMMENT
LOW	core/node/provider.go	141	// The keys are not deleted from the keystore, so they will continue to be	COMMENT
LOW	core/node/provider.go	661	// In no-schedule mode the on-disk keystore is never used. If a	COMMENT
LOW	core/node/provider.go	721	}	COMMENT
LOW	core/node/provider.go	1321		COMMENT
LOW	core/node/storage.go	121		COMMENT
LOW	core/node/p2pforge_resolver.go	21	// falls back to network DNS. This ensures future <peerID>.libp2p.direct records	COMMENT
LOW	core/node/libp2p/routingopt.go	321	// httpRouterAddrFunc returns a function that resolves provider addresses for	COMMENT
LOW	core/node/libp2p/addrs.go	61	// listenAddrs must be already-resolved interface addresses (output of	COMMENT
LOW	core/node/libp2p/addrs.go	141	return "", false	COMMENT
LOW	core/node/libp2p/addrs.go	201	// MonitorDeadListeners runs findDeadListeners at startup and on every	COMMENT
LOW	test/ipfs-test-lib.sh	81	}	COMMENT
LOW	test/sharness/t0051-object.sh	41	# only manipulates ProtoNode links without updating UnixFS metadata.	COMMENT
LOW	test/sharness/t0095-refs.sh	1	#!/usr/bin/env bash	COMMENT
LOW	test/sharness/t0095-refs.sh	21	# L2- D 1.txt B 2.txt	COMMENT
LOW	test/sharness/t0095-refs.sh	41	# added QmU6xujRsYzcrkocuR3fhfnkZBB8eyUFFq4WKRGw2aS15h A	COMMENT
LOW	test/sharness/t0116-gateway-cache.sh	1	#!/usr/bin/env bash	COMMENT
LOW	test/sharness/t0114-gateway-subdomains/README.md	101	# RSA_IPNS_IDv0=QmVujd5Vb7moysJj8itnGufN7MEtPRCNHkKpNuA4onsRa3	COMMENT
LOW	test/cli/add_test.go	601	// createDirectoryForHAMTLinksEstimation creates a directory with the specified number	COMMENT
LOW	test/cli/provider_test.go	1421	// dagwalker: bloom creation log	COMMENT
LOW	test/cli/provider_test.go	1821	// cancellation as shutdown-caused and logs at Debug as	COMMENT
LOW	test/cli/cid_profiles_test.go	61		COMMENT
LOW	test/cli/dag_layout_test.go	21	//	COMMENT
LOW	test/cli/key_test.go	21	// same interoperable format. Regenerate with:	COMMENT
LOW	test/cli/pubsub_test.go	41	}	COMMENT
LOW	test/cli/dag_test.go	501	// leaves 2 blocks. Asserting the exact count proves --offline was	COMMENT
LOW	test/cli/update_test.go	161	t.Parallel()	COMMENT
LOW	test/cli/update_test.go	321	"binary at %s should contain the extracted archive content", tmpBinPath)	COMMENT
LOW	test/cli/update_test.go	481	// "ipfs update check" and "ipfs update versions" without touching the	COMMENT
LOW	test/cli/block_size_test.go	21	twoMiBPlus = twoMiB + 1 // 2097153	COMMENT
LOW	test/cli/block_size_test.go	201	t.Run("ipfs add non-raw-leaves", func(t *testing.T) {	COMMENT
LOW	test/cli/provide_stats_test.go	41	// Tests will naturally fail if upstream removes/renames fields we depend on.	COMMENT
LOW	test/cli/fuse/realworld_test.go	1	//go:build (linux \|\| darwin \|\| freebsd) && !nofuse	COMMENT
LOW	test/cli/harness/log.go	21	func (e events) Len() int { return len(e) }	COMMENT
LOW	test/cli/harness/dht_stub_peers.go	21	// queries GET_PROVIDERS from any peer, it finds the record because	COMMENT
LOW	test/cli/autoconf/extensibility_test.go	21	// 1. New systems can be added via AutoConf's SystemRegistry	COMMENT
LOW	test/cli/autoconf/expand_comprehensive_test.go	1	// Package autoconf provides comprehensive tests for --expand-auto functionality.	COMMENT
54 more matches not shown…

Decorative Section Separators43 hits · 111 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	10	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	12	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	83	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	85	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	128	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	131	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	206	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	209	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	292	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	294	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	324	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	327	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	342	# =============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	466	# ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	497	# ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	521	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	573	# =============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	599	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	601	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	616	# =============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	646	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	649	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	740	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	742	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	773	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	775	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	807	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	809	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	890	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	892	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	908	# =============================================================================	COMMENT
MEDIUM	test/sharness/t0109-gateway-web-_redirects.sh	10	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0109-gateway-web-_redirects.sh	12	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0115-gateway-dir-listing.sh	10	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0115-gateway-dir-listing.sh	12	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0115-gateway-dir-listing.sh	30	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0115-gateway-dir-listing.sh	32	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0115-gateway-dir-listing.sh	68	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0115-gateway-dir-listing.sh	70	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0115-gateway-dir-listing.sh	109	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0115-gateway-dir-listing.sh	111	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0115-gateway-dir-listing.sh	160	## ============================================================================	COMMENT
MEDIUM	test/sharness/t0115-gateway-dir-listing.sh	162	## ============================================================================	COMMENT

Hallucination Indicators7 hits · 100 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	core/node/groups.go	117	enableTCPTransport := cfg.Swarm.Transports.Network.TCP.WithDefault(true)	CODE
CRITICAL⚡	core/node/groups.go	118	enableWebsocketTransport := cfg.Swarm.Transports.Network.Websocket.WithDefault(true)	CODE
CRITICAL⚡	core/node/groups.go	119	enableRelayTransport := cfg.Swarm.Transports.Network.Relay.WithDefault(true) // nolint	CODE
CRITICAL	core/node/bitswap.go	134	maxProviders = int(in.Cfg.Internal.Bitswap.ProviderSearchMaxResults.WithDefault(DefaultMaxProviders))	CODE
CRITICAL⚡	plugin/plugins/telemetry/telemetry.go	565	p.event.ProvideDHTSweepEnabled = p.config.Provide.DHT.SweepEnabled.WithDefault(config.DefaultProvideDHTSweepEnabled)	CODE
CRITICAL⚡	plugin/plugins/telemetry/telemetry.go	566	p.event.ProvideDHTIntervalCustom = !p.config.Provide.DHT.Interval.IsDefault()	CODE
CRITICAL⚡	plugin/plugins/telemetry/telemetry.go	567	p.event.ProvideDHTMaxWorkersCustom = !p.config.Provide.DHT.MaxWorkers.IsDefault()	CODE

Structural Annotation Overuse11 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	test/cli/autoconf/autoconf_test.go	423	// Step 1: Create bootstrap node (target for connections)	COMMENT
LOW	test/cli/autoconf/autoconf_test.go	443	// Step 2: Create autoconf server that returns bootstrap node's address	COMMENT
LOW	test/cli/autoconf/autoconf_test.go	466	// Step 3: Create autoconf-enabled node that should connect to bootstrap node	COMMENT
LOW⚡	test/cli/autoconf/autoconf_test.go	479	// Step 4: Give time for autoconf resolution and connection attempts	COMMENT
LOW⚡	test/cli/autoconf/autoconf_test.go	482	// Step 5: Verify both nodes are responsive	COMMENT
LOW⚡	test/cli/autoconf/autoconf_test.go	489	// Step 6: Verify that autoconf node connected to bootstrap node	COMMENT
LOW	test/cli/autoconf/autoconf_test.go	511	// Step 7: Verify bootstrap configuration still shows "auto" (not resolved values)	COMMENT
LOW	docs/add-code-flow.md	55	### Step 1: Chunking	COMMENT
LOW	docs/add-code-flow.md	75	### Step 2: Building the DAG	COMMENT
LOW	docs/add-code-flow.md	111	### Step 3: Storing Blocks	COMMENT
LOW	docs/add-code-flow.md	118	### Step 4: Pinning	COMMENT

Verbosity Indicators7 hits · 13 pts

Severity	File	Line	Snippet	Context
LOW	test/cli/autoconf/autoconf_test.go	423	// Step 1: Create bootstrap node (target for connections)	COMMENT
LOW	test/cli/autoconf/autoconf_test.go	443	// Step 2: Create autoconf server that returns bootstrap node's address	COMMENT
LOW	test/cli/autoconf/autoconf_test.go	466	// Step 3: Create autoconf-enabled node that should connect to bootstrap node	COMMENT
LOW⚡	test/cli/autoconf/autoconf_test.go	479	// Step 4: Give time for autoconf resolution and connection attempts	COMMENT
LOW⚡	test/cli/autoconf/autoconf_test.go	482	// Step 5: Verify both nodes are responsive	COMMENT
LOW⚡	test/cli/autoconf/autoconf_test.go	489	// Step 6: Verify that autoconf node connected to bootstrap node	COMMENT
LOW	test/cli/autoconf/autoconf_test.go	511	// Step 7: Verify bootstrap configuration still shows "auto" (not resolved values)	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	tracing/doc.go	60	// # In this example the Jaeger UI is available at http://localhost:16686.	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	cmd/ipfs/kubo/daemon.go	465	// Private setups can't leverage peers returned by default IPNIs (Routing.Type=auto)	COMMENT
MEDIUM	.github/workflows/gotest.yml	189	# under the harness temp dir (ipfs/ipns/mfs subdirectories).	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/sharness/t0114-gateway-subdomains.sh	28	# Create a raw URL version with IP to ensure hostname from Host header is used	COMMENT
MEDIUM	test/sharness/t0250-files-api.sh	70	# Create the files in reverse (unsorted) order (`seq 100 -1 1`)	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	bin/push-docker-tags.sh	15	# Usage:	COMMENT
LOW	bin/get-docker-tags.sh	5	# Usage:	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	test/cli/provider_test.go	1777	fmt.Sprintf("/provider/keystore/%d/fake-key-%d", i%2, i),	CODE
LOW	test/cli/provider_test.go	1800	key := fmt.Sprintf("/provider/keystore/%d/fake-key-%d", i%2, i)	CODE

Redundant / Tautological Comments1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	core/commands/log.go	87	ipfs log level all info # Set ALL to 'info' (including default)	CODE

ipfs/kubo

Open-Source Code Quality, Security and Technical Debt Review