3.8

Adjusted Signal

3.8

Raw Pattern Score

100%

Time Factor

2026-10-21

Last Push

6.7K

Stars

Language

214.1K

Lines of Code

656

Files

726

Pattern Hits

2026-10-31

Scan Date

0.00

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 16.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 721 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 4 finding(s).

PR Review Velocity Impact 16.1/100 · LOW

Which changes need focused human review? 726 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 0HIGH 0MEDIUM 12LOW 714

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 726 distinct pattern matches across 8 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 Block627 hits · 618 pts

Severity	File	Line	Snippet	Context
LOW	log.go	41	// Loggers per subsystem. A single backend logger is created and all subsystem	COMMENT
LOW	config.go	421	// loadConfig initializes and parses the config using a config file and command	COMMENT
LOW	server.go	561	}	COMMENT
LOW	server.go	721		COMMENT
LOW	server.go	801	// resources with unusually large inventory queries.	COMMENT
LOW	server.go	1321		COMMENT
LOW	rpcserver.go	61	// uint256Size is the number of bytes needed to represent an unsigned	COMMENT
LOW	rpcserver.go	1561	// was last generated or create a new one.	COMMENT
LOW	rpcserver.go	2021		COMMENT
LOW	rpcserver.go	4161		COMMENT
LOW	rpcserver.go	4721	// The interface contract requires that all of these methods are safe for	COMMENT
LOW	rpcserver.go	4761	// PersistentPeers returns an array consisting of all the persistent	COMMENT
LOW	rpcserver.go	4781	}	COMMENT
LOW	rpcserver.go	4801	SyncPeerID() int32	COMMENT
LOW	rpcwebsocket.go	41	// independent of the send channel buffer.	COMMENT
LOW	rpcwebsocket.go	141	// are interested in. When an event happens elsewhere in the code such as	COMMENT
LOW	rpcwebsocket.go	221		COMMENT
LOW	rpcwebsocket.go	1201	// wsResponse houses a message to send to a connected websocket client as	COMMENT
LOW	rpcwebsocket.go	1441	continue	COMMENT
LOW	rpcwebsocket.go	1801		COMMENT
LOW	rpcwebsocket.go	1941	// to the client having already been disconnected or dropped.	COMMENT
LOW	rpcwebsocket.go	2681	// range were successfully fetched and a stop block	COMMENT
LOW	rpcwebsocket.go	2741	}	COMMENT
LOW	upnp.go	1	package main	COMMENT
LOW	upnp.go	21	// "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT	COMMENT
LOW	rpcadapters.go	41	// interface implementation.	COMMENT
LOW	rpcadapters.go	121	// applies to both inbound and outbound peers. Attempting to remove an id that	COMMENT
LOW	rpcadapters.go	201		COMMENT
LOW	rpcadapters.go	241		COMMENT
LOW	rpcadapters.go	281	// the provided locators until the provided stop hash or the current tip is	COMMENT
LOW	btcjson/register.go	21	const (	COMMENT
LOW	btcjson/register.go	121	return false	COMMENT
LOW	btcjson/register.go	141	// - The order of the positional parameters in the marshalled JSON will be in	COMMENT
LOW	btcjson/jsonrpcerr.go	141		COMMENT
LOW	btcjson/chainsvrresults.go	921		COMMENT
LOW	btcjson/chainsvrresults.go	941	// false).	COMMENT
LOW	btcjson/walletsvrresults.go	41	HDMasterFingerprint *string `json:"hdmasterfingerprint,omitempty"`	COMMENT
LOW	btcjson/walletsvrcmds.go	921	// ImportMultiRequest defines the request struct to be passed to the	COMMENT
LOW	btcjson/walletsvrcmds.go	961	// (as an int) or the range (as []int{begin, end}) to import.	COMMENT
LOW	btcjson/cmdparse.go	501	// to be passed unaltered. In particular, the following conversions are	COMMENT
LOW	btcjson/export_test.go	1	// Copyright (c) 2014 The btcsuite developers	COMMENT
LOW	btcjson/chainsvrwsntfns.go	1	// Copyright (c) 2014-2017 The btcsuite developers	COMMENT
LOW	btcjson/chainsvrwsntfns.go	21	//	COMMENT
LOW	btcjson/chainsvrwsntfns.go	41		COMMENT
LOW	btcjson/chainsvrwsntfns.go	61	// Deprecated: Not used with rescanblocks command.	COMMENT
LOW	btcjson/walletsvrwsntfns.go	1	// Copyright (c) 2014 The btcsuite developers	COMMENT
LOW	btcjson/help.go	461	// result types given a map to provide the appropriate keys for the method	COMMENT
LOW	btcjson/help.go	481	// "<method>-<lowerfieldname>" Description for each command argument	COMMENT
LOW	btcjson/btcdextcmds.go	1	// Copyright (c) 2014-2016 The btcsuite developers	COMMENT
LOW	btcjson/btcdextcmds.go	121	//	COMMENT
LOW	btcjson/submitpackage.go	1	package btcjson	COMMENT
LOW	btcjson/submitpackage.go	21	// - Limits: Subject to node limits on package size (e.g., max 25 txs) and	COMMENT
LOW	btcjson/submitpackage.go	41	// This RPC is experimental. Refer to Bitcoin Core's `doc/policy/packages.md`	COMMENT
LOW	btcjson/submitpackage.go	81	type JsonSubmitPackageTxResult struct {	COMMENT
LOW	btcjson/submitpackage.go	141		COMMENT
LOW	cmd/btcctl/config.go	181	// line options.	COMMENT
LOW	database/error.go	21		COMMENT
LOW	database/error.go	61	// ErrTxNotWritable indicates an operation that requires write access to	COMMENT
LOW	database/error.go	81	// ErrKeyRequired indicates at attempt to insert a zero-length key.	COMMENT
LOW	database/error.go	101		COMMENT
567 more matches not shown…

Structural Annotation Overuse70 hits · 118 pts

Severity	File	Line	Snippet	Context
LOW	btcjson/register.go	153	// NOTE: This function only needs to be able to examine the structure of the	COMMENT
LOW⚡	btcjson/chainsvrresults.go	521	// Step 1: Create type aliases of the original struct.	COMMENT
LOW⚡	btcjson/chainsvrresults.go	524	// Step 2: Create an anonymous struct with raw replacements for the special	COMMENT
LOW⚡	btcjson/chainsvrresults.go	535	// Step 3: Unmarshal the data into the anonymous struct.	COMMENT
LOW⚡	btcjson/chainsvrresults.go	540	// Step 4: Convert the raw fields to the desired types	COMMENT
LOW⚡	btcjson/walletsvrresults.go	72	// Step 1: Create type aliases of the original struct, including the	COMMENT
LOW⚡	btcjson/walletsvrresults.go	77	// Step 2: Create an anonymous struct with raw replacements for the special	COMMENT
LOW⚡	btcjson/walletsvrresults.go	90	// Step 3: Unmarshal the data into the anonymous struct.	COMMENT
LOW⚡	btcjson/walletsvrresults.go	95	// Step 4: Convert the raw fields to the desired types	COMMENT
LOW⚡	btcjson/jsonrpc.go	107	// Step 1: Create a type alias of the original struct.	COMMENT
LOW⚡	btcjson/jsonrpc.go	110	// Step 2: Create an anonymous struct with raw replacements for the special	COMMENT
LOW⚡	btcjson/jsonrpc.go	120	// Step 3: Unmarshal the data into the anonymous struct.	COMMENT
LOW⚡	btcjson/jsonrpc.go	126	// Step 4: Convert the raw fields to the desired types	COMMENT
LOW	database/ffldb/db.go	1053	// NOTE: This function must only be called on a writable transaction. Since it	COMMENT
LOW	database/ffldb/db.go	1090	// NOTE: This function must only be called on a writable transaction. Since it	COMMENT
LOW	database/ffldb/db.go	1108	// NOTE: This function must only be called on a writable transaction. Since it	COMMENT
LOW	database/ffldb/blockio.go	399	// NOTE: This function MUST be called with the write cursor current file lock	COMMENT
LOW	chainhash/hash.go	190	// NOTE: This function accepts short and odd-length hex strings and pads them.	COMMENT
LOW	chainhash/hash.go	216	// NOTE: This function accepts short and odd-length hex strings and pads them.	COMMENT
LOW	wire/msgtx.go	1160	// NOTE: This function is exported in order to allow txscript to compute the	COMMENT
LOW	wire/msgtx.go	1174	// NOTE: This function is exported in order to allow txscript to compute the	COMMENT
LOW	connmgr/connmanager.go	561	// NOTE: This method can also be used to cancel a lingering connection attempt	COMMENT
LOW	rpcclient/wallet.go	558	// NOTE: This function requires to the wallet to be unlocked. See the	COMMENT
LOW	rpcclient/wallet.go	591	// NOTE: This function requires to the wallet to be unlocked. See the	COMMENT
LOW	rpcclient/wallet.go	645	// NOTE: This function requires to the wallet to be unlocked. See the	COMMENT
LOW	rpcclient/wallet.go	675	// NOTE: This function requires to the wallet to be unlocked. See the	COMMENT
LOW	rpcclient/wallet.go	708	// NOTE: This function requires to the wallet to be unlocked. See the	COMMENT
LOW	rpcclient/wallet.go	764	// NOTE: This function requires to the wallet to be unlocked. See the	COMMENT
LOW	rpcclient/wallet.go	797	// NOTE: This function requires to the wallet to be unlocked. See the	COMMENT
LOW	rpcclient/wallet.go	832	// NOTE: This function requires to the wallet to be unlocked. See the	COMMENT
LOW	rpcclient/wallet.go	2327	// NOTE: This function requires to the wallet to be unlocked. See the	COMMENT
LOW	rpcclient/wallet.go	2372	// NOTE: This function requires to the wallet to be unlocked. See the	COMMENT
LOW	rpcclient/wallet.go	2423	// NOTE: This function requires to the wallet to be unlocked. See the	COMMENT
LOW	psbt/updater.go	83	// NOTE: This function does not validate the ECDSA signature itself.	COMMENT
LOW	psbt/taproot.go	102	// NOTE: This function does not account for the size of the BIP32 child indexes,	COMMENT
LOW	integration/rpctest/rpc_harness.go	136	// NOTE: This function is safe for concurrent access.	COMMENT
LOW	integration/rpctest/rpc_harness.go	253	// NOTE: This method and TearDown should always be called from the same	COMMENT
LOW	integration/rpctest/rpc_harness.go	340	// NOTE: This method and SetUp should always be called from the same goroutine	COMMENT
LOW⚡	peer/p2pdowngrader_test.go	169	// Step 1: Mark A, B, C.	COMMENT
LOW⚡	peer/p2pdowngrader_test.go	175	// Step 2: Mark A again. This should move A to the front	COMMENT
LOW⚡	peer/p2pdowngrader_test.go	179	// Step 3: Mark D. This should evict B (which is now the	COMMENT
LOW	txscript/sighash.go	75	// NOTE: This function is only valid for version 0 scripts. Since the function	COMMENT
LOW	txscript/sighash.go	625	// NOTE: This function is able to compute the sighash of scripts that contain a	COMMENT
LOW	txscript/standard.go	192	// NOTE: This function is only valid for version 0 opcodes. Since the function	COMMENT
LOW	txscript/standard.go	232	// NOTE: This function is only valid for version 0 scripts. The returned	COMMENT
LOW	txscript/standard.go	308	// NOTE: This function is only valid for version 0 scripts. It will always	COMMENT
LOW	txscript/standard.go	320	// NOTE: This function is only valid for version 0 scripts. Since the function	COMMENT
LOW	txscript/standard.go	339	// NOTE: This function is only valid for version 0 scripts. Since the function	COMMENT
LOW	txscript/standard.go	528	// NOTE: This function is only valid for version 0 scripts. It will always	COMMENT
LOW	txscript/standard.go	632	// NOTE: This function is only valid for version 0 scripts. Since the function	COMMENT
LOW	txscript/standard.go	784	// NOTE: This function is only valid for version 0 scripts. Since the function	COMMENT
LOW	txscript/standard.go	871	// NOTE: This function is only valid for version 0 scripts. Since the function	COMMENT
LOW	txscript/sigcache.go	59	// NOTE: This function is safe for concurrent access. Readers won't be blocked	COMMENT
LOW	txscript/sigcache.go	74	// NOTE: This function is safe for concurrent access. Writers will block	COMMENT
LOW	txscript/sign.go	360	// NOTE: This function is only valid for version 0 scripts. Since the function	COMMENT
LOW	txscript/sign.go	482	// NOTE: This function is only valid for version 0 scripts. Since the function	COMMENT
LOW	txscript/sign.go	592	// NOTE: This function is only valid for version 0 scripts. Since the function	COMMENT
LOW	txscript/script.go	46	// NOTE: This function is only valid for version 0 opcodes. Since the function	COMMENT
LOW	txscript/script.go	154	// NOTE: This function is only valid for version 0 scripts. Since the function	COMMENT
LOW	txscript/script.go	184	// NOTE: This function is only valid for version 0 scripts. Since the function	COMMENT
10 more matches not shown…

Verbosity Indicators15 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW⚡	btcjson/chainsvrresults.go	521	// Step 1: Create type aliases of the original struct.	COMMENT
LOW⚡	btcjson/chainsvrresults.go	524	// Step 2: Create an anonymous struct with raw replacements for the special	COMMENT
LOW⚡	btcjson/chainsvrresults.go	535	// Step 3: Unmarshal the data into the anonymous struct.	COMMENT
LOW⚡	btcjson/chainsvrresults.go	540	// Step 4: Convert the raw fields to the desired types	COMMENT
LOW⚡	btcjson/walletsvrresults.go	72	// Step 1: Create type aliases of the original struct, including the	COMMENT
LOW⚡	btcjson/walletsvrresults.go	77	// Step 2: Create an anonymous struct with raw replacements for the special	COMMENT
LOW⚡	btcjson/walletsvrresults.go	90	// Step 3: Unmarshal the data into the anonymous struct.	COMMENT
LOW⚡	btcjson/walletsvrresults.go	95	// Step 4: Convert the raw fields to the desired types	COMMENT
LOW⚡	btcjson/jsonrpc.go	107	// Step 1: Create a type alias of the original struct.	COMMENT
LOW⚡	btcjson/jsonrpc.go	110	// Step 2: Create an anonymous struct with raw replacements for the special	COMMENT
LOW⚡	btcjson/jsonrpc.go	120	// Step 3: Unmarshal the data into the anonymous struct.	COMMENT
LOW⚡	btcjson/jsonrpc.go	126	// Step 4: Convert the raw fields to the desired types	COMMENT
LOW⚡	peer/p2pdowngrader_test.go	169	// Step 1: Mark A, B, C.	COMMENT
LOW⚡	peer/p2pdowngrader_test.go	175	// Step 2: Mark A again. This should move A to the front	COMMENT
LOW⚡	peer/p2pdowngrader_test.go	179	// Step 3: Mark D. This should evict B (which is now the	COMMENT

Decorative Section Separators4 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	wire/msgtx.go	114	// ┌─────────┬────────────────────┬─────────────┬─────┐	COMMENT
MEDIUM⚡	wire/msgtx.go	117	// └─────────┴────────────────────┴─────────────┴─────┘	COMMENT
MEDIUM⚡	wire/msgtx.go	121	// ┌── FLAG ─────────────┬────────┐	COMMENT
MEDIUM⚡	wire/msgtx.go	124	// └─────────────────────┴────────┘	COMMENT

AI Slop Vocabulary6 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	wire/msgtx.go	733	// the transaction encoding format within r MUST NOT utilize the new	COMMENT
MEDIUM	txscript/engine_debug_test.go	27	// We use a simple script that will utilize both the stack and alt	COMMENT
MEDIUM	txscript/sighash.go	470	// We'll utilize this buffer throughout to incrementally calculate	COMMENT
MEDIUM	blockchain/chain.go	796	// we'll fetch it as is so the indexers can utilize if needed.	COMMENT
MEDIUM	blockchain/compress.go	435	// Essentially the compression is achieved by splitting the value into an	COMMENT
MEDIUM	blockchain/indexers/addrindex.go	569	// P2WSH outputs utilize a 32-byte data push created by hashing	COMMENT

Slop Phrases2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	database/doc.go	78	As discussed above, all of the functions which are used to manipulate key/value	CODE
MEDIUM	txscript/sigcache.go	88	// starting point of Go's map iteration. It's worth noting that	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	txscript/template.go	206	// Example usage:	COMMENT

Unused Imports1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	docs/conf.py	16		CODE

btcsuite/btcd

Open-Source Code Quality, Security and Technical Debt Review