1.7

Adjusted Signal

1.7

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

7.1K

Stars

Language

1.2M

Lines of Code

2.8K

Files

2.1K

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 8.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2132 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 15 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 8.9/100 · LOW

Which changes need focused human review? 2147 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 10HIGH 1MEDIUM 10LOW 2126

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 2147 distinct pattern matches across 9 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 Block2108 hits · 1946 pts

Severity	File	Line	Snippet	Context
LOW	iavl/internal/unsafe_bytes.go	1	package internal	COMMENT
LOW	iavl/internal/mem_node_balance_test.go	301	),	COMMENT
LOW	iavl/internal/mem_node_balance_test.go	341	// [X.1.4] Z.1.5	COMMENT
LOW	iavl/internal/mem_node_balance_test.go	361	newTestBranchNode(1, 3,	COMMENT
LOW	iavl/internal/leaf_layout.go	21	type LeafLayout struct {	COMMENT
LOW	iavl/internal/pin.go	1	package internal	COMMENT
LOW	iavl/internal/mem_node_balance.go	1	package internal	COMMENT
LOW	iavl/internal/mem_node_balance.go	21	// to restore the AVL balance invariant.	COMMENT
LOW	iavl/internal/mem_node_balance.go	41	// The four cases handled:	COMMENT
LOW	iavl/internal/mem_node_balance.go	61	// [W] R copy of Q [Y] [W] [X] [Y] [Z]	COMMENT
LOW	iavl/internal/mem_node_balance.go	81	// P (mutable) P copy of R	COMMENT
LOW	iavl/internal/mem_node_balance.go	181	return 0, err	COMMENT
LOW	iavl/internal/mem_node_balance.go	221	return b	COMMENT
LOW	iavl/internal/mem_node_balance.go	261	}	COMMENT
LOW	iavl/internal/branch_layout.go	21	type BranchLayout struct {	COMMENT
LOW	iavl/internal/branch_layout.go	41		COMMENT
LOW	iavl/internal/invariants.go	1	package internal	COMMENT
LOW	iavl/internal/node_pointer.go	21	}	COMMENT
LOW	iavl/internal/node.go	41	// Get traverses this subtree to find the value associated with the given key.	COMMENT
LOW	crypto/armor.go	41	const (	COMMENT
LOW	crypto/ledger/ledger_secp256k1.go	101	//	COMMENT
LOW	crypto/ledger/ledger_secp256k1.go	121	// device, err := ledger.FindLedgerCosmosUserApp()	COMMENT
LOW	crypto/ledger/encode_test.go	21	require.Contains(t, string(js), `"value":`)	COMMENT
LOW	crypto/hd/hdpath_test.go	261	fmt.Println(hex.EncodeToString(priv))	COMMENT
LOW	crypto/hd/hd.pb.go	21	// This is a compile-time assertion to ensure that this generated file	COMMENT
LOW	crypto/hd/doc.go	1	// Package hd provides support for hierarchical deterministic wallets generation and derivation.	COMMENT
LOW	crypto/keyring/record.pb.go	21		COMMENT
LOW	crypto/keyring/doc.go	1	// Package keyring provides common key management API.	COMMENT
LOW	crypto/keyring/doc.go	21	//	COMMENT
LOW	crypto/keyring/keyring.go	941	}	COMMENT
LOW	crypto/keyring/keyring_linux.go	81	// this is private as it is meant to be here for SDK devs convenience	COMMENT
LOW	crypto/keys/internal/benchmarking/bench.go	61	// met:	COMMENT
LOW	crypto/keys/internal/benchmarking/bench.go	81	// THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT	COMMENT
LOW	crypto/keys/secp256k1/internal/secp256k1/curve.go	1	// Copyright 2010 The Go Authors. All rights reserved.	COMMENT
LOW	crypto/keys/secp256k1/internal/secp256k1/curve.go	21	// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS	COMMENT
LOW	crypto/keys/secp256k1/internal/secp256k1/curve.go	61	// This code is from https://github.com/ThePiachu/GoBit and implements	COMMENT
LOW	crypto/keys/secp256k1/internal/secp256k1/ext.h	1	// Copyright 2015 Jeffrey Wilcke, Felix Lange, Gustav Simonsson. All rights reserved.	COMMENT
LOW	crypto/keys/secp256k1/internal/secp256k1/ext.h	61	}	COMMENT
LOW	crypto/keys/secp256k1/internal/secp256k1/dummy.go	1	//go:build dummy	COMMENT
LOW	crypto/keys/secp256k1/internal/secp256k1/secp256.go	1	// Copyright 2015 Jeffrey Wilcke, Felix Lange, Gustav Simonsson. All rights reserved.	COMMENT
LOW	…eys/secp256k1/internal/secp256k1/libsecp256k1/dummy.go	1	//go:build dummy	COMMENT
LOW	…256k1/internal/secp256k1/libsecp256k1/include/dummy.go	1	//go:build dummy	COMMENT
LOW	…k1/internal/secp256k1/libsecp256k1/include/secp256k1.h	101	# endif	COMMENT
LOW	…k1/internal/secp256k1/libsecp256k1/include/secp256k1.h	121	# define SECP256K1_API	COMMENT
LOW	…k1/internal/secp256k1/libsecp256k1/include/secp256k1.h	141	# define SECP256K1_ARG_NONNULL(_x)	COMMENT
LOW	…256k1/internal/secp256k1/libsecp256k1/contrib/dummy.go	1	//go:build dummy	COMMENT
LOW	…56k1/internal/secp256k1/libsecp256k1/src/scalar_impl.h	1	/**********************************************************************	COMMENT
LOW	…internal/secp256k1/libsecp256k1/src/scalar_8x32_impl.h	21	#define SECP256K1_N_C_0 (~SECP256K1_N_0 + 1)	COMMENT
LOW	…cp256k1/internal/secp256k1/libsecp256k1/src/num_impl.h	21	#error "Please select num implementation"	COMMENT
LOW	…/secp256k1/internal/secp256k1/libsecp256k1/src/field.h	21	#if defined HAVE_CONFIG_H	COMMENT
LOW	…256k1/internal/secp256k1/libsecp256k1/src/field_impl.h	1	/**********************************************************************	COMMENT
LOW	…6k1/internal/secp256k1/libsecp256k1/src/basic-config.h	1	/**********************************************************************	COMMENT
LOW	…6k1/internal/secp256k1/libsecp256k1/src/basic-config.h	21	#undef USE_SCALAR_8X32	COMMENT
LOW	…ys/secp256k1/internal/secp256k1/libsecp256k1/src/num.h	1	/**********************************************************************	COMMENT
LOW	…/internal/secp256k1/libsecp256k1/src/field_5x52_impl.h	1	/**********************************************************************	COMMENT
LOW	…nternal/secp256k1/libsecp256k1/src/ecmult_const_impl.h	1	/**********************************************************************	COMMENT
LOW	…p256k1/internal/secp256k1/libsecp256k1/src/secp256k1.c	1	/**********************************************************************	COMMENT
LOW	…secp256k1/internal/secp256k1/libsecp256k1/src/scalar.h	1	/**********************************************************************	COMMENT
LOW	…p256k1/internal/secp256k1/libsecp256k1/src/hash_impl.h	1	/**********************************************************************	COMMENT
LOW	…56k1/internal/secp256k1/libsecp256k1/src/ecmult_impl.h	21	# define WINDOW_A 5	COMMENT
2048 more matches not shown…

Hallucination Indicators10 hits · 100 pts

Severity	File	Line	Snippet	Context
CRITICAL	enterprise/poa/x/poa/keeper/validator_test.go	752	err := f.poaKeeper.validators.Indexes.Power.Walk(f.ctx, ranger, func(power int64, consAddr sdk.ConsAddress) (bool, err	CODE
CRITICAL	enterprise/poa/x/poa/keeper/validator_test.go	934	err := f.poaKeeper.validators.Indexes.Power.Walk(f.ctx, ranger, func(power int64, consAddr sdk.ConsAddress) (bool, err	CODE
CRITICAL	enterprise/poa/x/poa/keeper/validator_test.go	1046	err = f.poaKeeper.validators.Indexes.Power.Walk(f.ctx, ranger, func(power int64, consAddr sdk.ConsAddress) (bool, erro	CODE
CRITICAL	enterprise/poa/x/poa/keeper/validator_test.go	1072	err = f.poaKeeper.validators.Indexes.Power.Walk(f.ctx, ranger, func(power int64, consAddr sdk.ConsAddress) (bool, erro	CODE
CRITICAL	enterprise/poa/x/poa/keeper/validator_test.go	2021	resolved, err := f.poaKeeper.validators.Indexes.OperatorAddress.MatchExact(f.ctx, operatorAddr.String())	CODE
CRITICAL	enterprise/poa/x/poa/keeper/validator_test.go	2033	require.NoError(t, f.poaKeeper.validators.Indexes.Power.Walk(f.ctx, nil, func(_ int64, consAddr sdk.ConsAddress) (bool	CODE
CRITICAL	enterprise/poa/x/poa/keeper/validator_test.go	2112	resolved, err := f.poaKeeper.validators.Indexes.OperatorAddress.MatchExact(f.ctx, operatorAddr.String())	CODE
CRITICAL	enterprise/poa/x/poa/keeper/msg_server_test.go	1944	resolved, err := f.poaKeeper.validators.Indexes.OperatorAddress.MatchExact(f.ctx, operatorAddr.String())	CODE
CRITICAL	enterprise/poa/x/poa/keeper/msg_server_test.go	1982	resolved, err := f.poaKeeper.validators.Indexes.OperatorAddress.MatchExact(f.ctx, operatorAddr.String())	CODE
CRITICAL	x/auth/keeper/grpc_query.go	37	address, err := s.k.Accounts.Indexes.Number.MatchExact(ctx, accID)	CODE

AI Slop Vocabulary9 hits · 27 pts

Severity	File	Line	Snippet	Context
MEDIUM	codec/proto_codec.go	23	// ProtoCodecMarshaler defines an interface for codecs that utilize Protobuf for both	COMMENT
MEDIUM	codec/yaml.go	8	// MarshalYAML marshals toPrint using JSONCodec to leverage specialized MarshalJSON methods	COMMENT
MEDIUM	server/cmd/execute.go	24	// getting and setting the client.Context. Ideally, we utilize	COMMENT
MEDIUM	math/unsafe/rand.go	16	// They all utilize math/rand's prng internally.	COMMENT
MEDIUM	baseapp/grpcserver.go	108	// false negatives and ensures more robust query handling. While bypassing the header check is generally preferred to a	COMMENT
MEDIUM	telemetry/config.go	63	// Note that a late initialization of the open telemetry SDK causes meters/tracers to utilize a delegate, which incurs	COMMENT
MEDIUM	client/tx_config.go	26	// TxConfig defines an interface a client can utilize to generate an	COMMENT
MEDIUM	store/cachekv/store_bench_test.go	119	// Essentially the iterator will never be valid, in that it should never run.	COMMENT
MEDIUM	store/rootmulti/store.go	789	// If the request's height is the latest height we've committed, then utilize	COMMENT

Example Usage Blocks5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	tools/systemtests/system.go	1246	// Example usage:	COMMENT
LOW	testutil/simsx/environment.go	193	// Example usage:	COMMENT
LOW	testutil/simsx/slices.go	9	// Example usage:	COMMENT
LOW	x/bank/keeper/send.go	486	// Example usage:	COMMENT
LOW	x/tx/signing/aminojson/encoder.go	82	// Usage example:	COMMENT

Structural Annotation Overuse5 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	enterprise/poa/tests/systemtests/poa_test.go	886	// Step 1: Admin creates validators with initial power	COMMENT
LOW	enterprise/poa/tests/systemtests/poa_test.go	910	// Step 2: Zero them out — they become inactive	COMMENT
LOW	enterprise/poa/tests/systemtests/poa_test.go	938	// Step 3: In ONE tx, resurrect the zeroed validators and remove the entire	COMMENT
LOW	.github/workflows/test.yml	327	# NOTE: The following jobs are used to test the Cosmos SDK Go submodules.	COMMENT
LOW	x/upgrade/plan/downloader.go	26	// NOTE: This functions does not check the provided url for validity.	COMMENT

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	x/feegrant/keeper/keeper.go	232	// UseGrantedFees will try to pay the given fee from the granter's account as requested by the grantee	COMMENT

Fake / Example Data5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	types/coin_test.go	78	loremIpsum := `Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam viverra dui vel nulla aliquet, non dictum e	CODE
LOW	types/coin_test.go	78	loremIpsum := `Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nam viverra dui vel nulla aliquet, non dictum e	CODE
LOW	client/docs/swagger-ui/swagger-ui.js	2	!function(e,t){"object"==typeof exports&&"object"==typeof module?module.exports=t():"function"==typeof define&&define.am	CODE
LOW	client/docs/swagger-ui/swagger-ui-es-bundle-core.js	2	module.exports=function(e){var t={};function n(r){if(t[r])return t[r].exports;var a=t[r]={i:r,l:!1,exports:{}};return e[	CODE
LOW	client/docs/swagger-ui/swagger-ui-standalone-preset.js	2	!function(t,e){"object"==typeof exports&&"object"==typeof module?module.exports=e():"function"==typeof define&&define.am	CODE

Verbosity Indicators3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	enterprise/poa/tests/systemtests/poa_test.go	886	// Step 1: Admin creates validators with initial power	COMMENT
LOW	enterprise/poa/tests/systemtests/poa_test.go	910	// Step 2: Zero them out — they become inactive	COMMENT
LOW	enterprise/poa/tests/systemtests/poa_test.go	938	// Step 3: In ONE tx, resurrect the zeroed validators and remove the entire	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	AGENTS.md	44	## Agent guardrails	COMMENT

cosmos/cosmos-sdk

Open-Source Code Quality, Security and Technical Debt Review