1.9

Adjusted Signal

1.9

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

3.8K

Stars

Language

757.6K

Lines of Code

4.1K

Files

1.0K

Pattern Hits

2026-10-31

Scan Date

0.02

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 5.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 908 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.9/100 · LOW

Are imports declared and package/API names verified? 19 finding(s).

Agent Over-Engineering Ratio 5.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 551 finding(s).

PR Review Velocity Impact 10.0/100 · LOW

Which changes need focused human review? 1018 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 13HIGH 76MEDIUM 37LOW 892

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 1018 distinct pattern matches across 14 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.

Cross-File Repetition76 hits · 380 pts

Severity	File	Line	Snippet	Context
HIGH	…s/specs-checker/data/specs/phase0/weak-subjectivity.md	0	// returns the weak subjectivity period for the current ``state``. // this computation takes into account the effect of:	STRING
HIGH	specrefs/functions.yml	0	// returns the weak subjectivity period for the current ``state``. // this computation takes into account the effect of:	STRING
HIGH	beacon-chain/core/helpers/weak_subjectivity.go	0	// returns the weak subjectivity period for the current ``state``. // this computation takes into account the effect of:	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	// check if ``validator`` is eligible to be placed into the activation queue. //	STRING
HIGH	specrefs/functions.yml	0	// check if ``validator`` is eligible to be placed into the activation queue. //	STRING
HIGH	beacon-chain/core/helpers/validators.go	0	// check if ``validator`` is eligible to be placed into the activation queue. //	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	// check if ``data_1`` and ``data_2`` are slashable according to casper ffg rules. //	STRING
HIGH	specrefs/functions.yml	0	// check if ``data_1`` and ``data_2`` are slashable according to casper ffg rules. //	STRING
HIGH	beacon-chain/core/blocks/attester_slashing.go	0	// check if ``data_1`` and ``data_2`` are slashable according to casper ffg rules. //	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	// check if ``indexed_attestation`` is not empty, has sorted and unique indices and has a valid aggregate signature. //	STRING
HIGH	specrefs/functions.yml	0	// check if ``indexed_attestation`` is not empty, has sorted and unique indices and has a valid aggregate signature. //	STRING
HIGH	beacon-chain/core/blocks/attestation.go	0	// check if ``indexed_attestation`` is not empty, has sorted and unique indices and has a valid aggregate signature. //	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	// return the shuffled index corresponding to ``seed`` (and ``index_count``). //	STRING
HIGH	specrefs/functions.yml	0	// return the shuffled index corresponding to ``seed`` (and ``index_count``). //	STRING
HIGH	beacon-chain/core/helpers/shuffle.go	0	// return the shuffled index corresponding to ``seed`` (and ``index_count``). //	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	// return from ``indices`` a random index sampled by effective balance. //	STRING
HIGH	specrefs/functions.yml	0	// return from ``indices`` a random index sampled by effective balance. //	STRING
HIGH	beacon-chain/core/helpers/validators.go	0	// return from ``indices`` a random index sampled by effective balance. //	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	// return the committee corresponding to ``indices``, ``seed``, ``index``, and committee ``count``. //	STRING
HIGH	specrefs/functions.yml	0	// return the committee corresponding to ``indices``, ``seed``, ``index``, and committee ``count``. //	STRING
HIGH	beacon-chain/core/helpers/beacon_committee.go	0	// return the committee corresponding to ``indices``, ``seed``, ``index``, and committee ``count``. //	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	// return the epoch during which validator activations and exits initiated in ``epoch`` take effect. //	STRING
HIGH	specrefs/functions.yml	0	// return the epoch during which validator activations and exits initiated in ``epoch`` take effect. //	STRING
HIGH	beacon-chain/core/helpers/validators.go	0	// return the epoch during which validator activations and exits initiated in ``epoch`` take effect. //	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	// return the 32-byte fork data root for the ``current_version`` and ``genesis_validators_root``. // this is used primar	STRING
HIGH	specrefs/functions.yml	0	// return the 32-byte fork data root for the ``current_version`` and ``genesis_validators_root``. // this is used primar	STRING
HIGH	beacon-chain/core/signing/signing_root.go	0	// return the 32-byte fork data root for the ``current_version`` and ``genesis_validators_root``. // this is used primar	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	// return the domain for the ``domain_type`` and ``fork_version``. //	STRING
HIGH	specrefs/functions.yml	0	// return the domain for the ``domain_type`` and ``fork_version``. //	STRING
HIGH	beacon-chain/core/signing/signing_root.go	0	// return the domain for the ``domain_type`` and ``fork_version``. //	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	// return the signing root for the corresponding signing data. //	STRING
HIGH	specrefs/functions.yml	0	// return the signing root for the corresponding signing data. //	STRING
HIGH	beacon-chain/core/signing/signing_root.go	0	// return the signing root for the corresponding signing data. //	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	` // return the previous epoch (unless the current epoch is ``genesis_epoch``). //	STRING
HIGH	specrefs/functions.yml	0	` // return the previous epoch (unless the current epoch is ``genesis_epoch``). //	STRING
HIGH	beacon-chain/core/time/slot_epoch.go	0	` // return the previous epoch (unless the current epoch is ``genesis_epoch``). //	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	// return the block root at the start of a recent ``epoch``. //	STRING
HIGH	specrefs/functions.yml	0	// return the block root at the start of a recent ``epoch``. //	STRING
HIGH	beacon-chain/core/helpers/block.go	0	// return the block root at the start of a recent ``epoch``. //	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	// return the sequence of active validator indices at ``epoch``. //	STRING
HIGH	specrefs/functions.yml	0	// return the sequence of active validator indices at ``epoch``. //	STRING
HIGH	beacon-chain/core/helpers/validators.go	0	// return the sequence of active validator indices at ``epoch``. //	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	// return the churn limit for the current epoch. //	STRING
HIGH	specrefs/functions.yml	0	// return the churn limit for the current epoch. //	STRING
HIGH	beacon-chain/core/helpers/validators.go	0	// return the churn limit for the current epoch. //	STRING
HIGH	beacon-chain/core/helpers/validator_churn.go	0	// return the churn limit for the current epoch. //	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	// return the number of committees in each slot for the given ``epoch``. //	STRING
HIGH	specrefs/functions.yml	0	// return the number of committees in each slot for the given ``epoch``. //	STRING
HIGH	beacon-chain/core/helpers/beacon_committee.go	0	// return the number of committees in each slot for the given ``epoch``. //	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	// return the beacon committee at ``slot`` for ``index``. //	STRING
HIGH	specrefs/functions.yml	0	// return the beacon committee at ``slot`` for ``index``. //	STRING
HIGH	beacon-chain/core/helpers/beacon_committee.go	0	// return the beacon committee at ``slot`` for ``index``. //	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	// return the beacon proposer index at the current slot. //	STRING
HIGH	specrefs/functions.yml	0	// return the beacon proposer index at the current slot. //	STRING
HIGH	beacon-chain/core/helpers/validators.go	0	// return the beacon proposer index at the current slot. //	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	return the combined effective balance of the ``indices``. ``effective_balance_increment`` gwei minimum to avoid division	STRING
HIGH	beacon-chain/core/helpers/rewards_penalties.go	0	return the combined effective balance of the ``indices``. ``effective_balance_increment`` gwei minimum to avoid division	STRING
HIGH	specrefs/functions.yml	0	return the combined effective balance of the ``indices``. ``effective_balance_increment`` gwei minimum to avoid division	STRING
HIGH	tools/specs-checker/data/specs/phase0/beacon-chain.md	0	// return the combined effective balance of the active validators. // note: ``get_total_balance`` returns ``effective_ba	STRING
HIGH	specrefs/functions.yml	0	// return the combined effective balance of the active validators. // note: ``get_total_balance`` returns ``effective_ba	STRING
16 more matches not shown…

Over-Commented Block347 hits · 346 pts

Severity	File	Line	Snippet	Context
LOW	prysm.sh	1	#!/bin/bash	COMMENT
LOW	cmd/defaults.go	1	// Copyright 2016 The go-ethereum Authors	COMMENT
LOW	crypto/keystore/key.go	1	// Copyright 2014 The go-ethereum Authors	COMMENT
LOW	crypto/keystore/utils.go	1	// Copyright 2014 The go-ethereum Authors	COMMENT
LOW	crypto/keystore/keystore.go	1	// Copyright 2014 The go-ethereum Authors	COMMENT
LOW	crypto/bls/blst/doc.go	1	// Package blst implements a go-wrapper around a library implementing the	COMMENT
LOW	crypto/bls/blst/signature.go	101	return wrappedSigs, nil	COMMENT
LOW	crypto/bls/blst/signature.go	121	//	COMMENT
LOW	tools/interop/split-keys/main.go	1	// Package main provides a tool named split-keys which allows for generating any number of Ethereum validator keys	COMMENT
LOW	tools/ssztrace/main.go	1	// Command ssztrace emits a merkleization trace (flat g -> root map, or nested	COMMENT
LOW	tools/cross-toolchain/configs/cc/cc_wrapper.sh	1	#!/bin/bash	COMMENT
LOW	validator/accounts/doc.go	1	// Package accounts defines a new model for accounts management in Prysm, using best	COMMENT
LOW	validator/db/kv/import.go	121	}	COMMENT
LOW	validator/db/kv/import.go	161	}	COMMENT
LOW	validator/db/kv/schema.go	41	// ProposerSettings stores the encoded proposer settings file	COMMENT
LOW	validator/slashing-protection-history/doc.go	1	// Package history defines methods to parse, import, and export slashing protection data	COMMENT
LOW	validator/client/validator.go	361	}	COMMENT
LOW	validator/package/validator.yaml	1	# Configuration file for Prysm validator	COMMENT
LOW	validator/package/validator.yaml	21	# graffiti-file: Path to Yaml file containing advanced graffiti settings. See https://docs.prylabs.network/docs/prysm-us	COMMENT
LOW	validator/keymanager/remote-web3signer/keymanager.go	41	KeyFilePath string	COMMENT
LOW	config/params/testdata/e2e_config.yaml	1	# e2e config	COMMENT
LOW	network/auth.go	21	// To use this transport, initialize a new &http.Client{} from the standard library	COMMENT
LOW	async/event/subscription.go	1	// Copyright 2016 The go-ethereum Authors	COMMENT
LOW	async/event/feed.go	1	// Copyright 2016 The go-ethereum Authors	COMMENT
LOW	async/event/subscription_test.go	1	// Copyright 2016 The go-ethereum Authors	COMMENT
LOW	async/event/example_scope_test.go	1	// Copyright 2016 The go-ethereum Authors	COMMENT
LOW	async/event/example_scope_test.go	121		COMMENT
LOW	async/event/example_subscription_test.go	1	// Copyright 2016 The go-ethereum Authors	COMMENT
LOW	io/file/fileutil_test.go	1	// Copyright 2015 The go-ethereum Authors	COMMENT
LOW	runtime/interop/generate_genesis_state.go	201	// The specification is as follows:	COMMENT
LOW	runtime/debug/debug.go	1	// Package debug defines useful profiling utils that came originally with go-ethereum.	COMMENT
LOW	hack/update-lighthouse.sh	1	#!/bin/bash	COMMENT
LOW	hack/update-go-spectest.sh	1	#!/bin/bash	COMMENT
LOW	hack/upload-github-release-asset.sh	1	#!/usr/bin/env bash	COMMENT
LOW	hack/build_and_upload_docker.sh	21	//cmd/validator:push_oci_image \	COMMENT
LOW	hack/check-bazel-drift.sh	81	# is the known-benign protoc version header change between this Bazel output	COMMENT
LOW	encoding/ssz/equality/deep_equal.go	21	var protoMessageType = reflect.TypeFor[proto.Message]()	COMMENT
LOW	encoding/ssz/equality/deep_equal.go	281	//	COMMENT
LOW	encoding/ssz/equality/deep_equal.go	301	// if they are equal using Go's == operator.	COMMENT
LOW	encoding/ssz/query/proof_collector.go	21	fastssz "github.com/prysmaticlabs/fastssz"	COMMENT
LOW	encoding/ssz/query/proof_collector.go	161	// of visited nodes.	COMMENT
LOW	encoding/ssz/query/proof_collector.go	241	//	COMMENT
LOW	encoding/ssz/query/proof_collector.go	301	// Proof collection: merkleize() is called for composite elements; merkleizeVectorAndCollect collects required siblings	COMMENT
LOW	encoding/ssz/query/proof_collector.go	361	if err := g.Wait(); err != nil {	COMMENT
LOW	encoding/ssz/query/proof_collector.go	461		COMMENT
LOW	encoding/ssz/query/proof_collector.go	521	// merkleizeBitlist computes the Merkle root of an SSZ bitlist by merkleizing its data chunks and mixing in the bit leng	COMMENT
LOW	encoding/ssz/query/proof_collector.go	601	pc.collectSibling(gindex, elements[idx])	COMMENT
LOW	beacon-chain/core/blocks/header.go	21	//	COMMENT
LOW	beacon-chain/core/blocks/header.go	61	// Verify proposer signature.	COMMENT
LOW	beacon-chain/core/blocks/header.go	81	// # Verify that the block is newer than latest block header	COMMENT
LOW	beacon-chain/core/blocks/withdrawals.go	61	// validator = state.validators[address_change.validator_index]	COMMENT
LOW	beacon-chain/core/blocks/withdrawals.go	121	}	COMMENT
LOW	beacon-chain/core/blocks/withdrawals.go	141	// # Update the next withdrawal index if this block contained withdrawals	COMMENT
LOW	beacon-chain/core/blocks/attester_slashing.go	21	// on each processed beacon block to slash attesters based on	COMMENT
LOW	beacon-chain/core/blocks/attester_slashing.go	181	// def is_slashable_attestation_data(data_1: AttestationData, data_2: AttestationData) -> bool:	COMMENT
LOW	beacon-chain/core/blocks/proposer_slashing.go	21	var ErrCouldNotVerifyBlockHeader = errors.New("could not verify beacon block header")	COMMENT
LOW	beacon-chain/core/blocks/attestation.go	241		COMMENT
LOW	beacon-chain/core/blocks/payload.go	181	//	COMMENT
LOW	beacon-chain/core/blocks/exit.go	21		COMMENT
LOW	beacon-chain/core/blocks/exit.go	81	}	COMMENT
287 more matches not shown…

Hyper-Verbose Identifiers460 hits · 342 pts

Severity	File	Line	Snippet	Context
LOW	…s/specs-checker/data/specs/phase0/weak-subjectivity.md	2	def compute_weak_subjectivity_period(state: BeaconState) -> uint64:	CODE
LOW	…s/specs-checker/data/specs/phase0/weak-subjectivity.md	35	def is_within_weak_subjectivity_period(store: Store, ws_state: BeaconState, ws_checkpoint: Checkpoint) -> bool:	CODE
LOW⚡	tools/specs-checker/data/specs/phase0/beacon-chain.md	522	def get_matching_source_attestations(state: BeaconState, epoch: Epoch) -> Sequence[PendingAttestation]:	CODE
LOW⚡	tools/specs-checker/data/specs/phase0/beacon-chain.md	527	def get_matching_target_attestations(state: BeaconState, epoch: Epoch) -> Sequence[PendingAttestation]:	CODE
LOW⚡	tools/specs-checker/data/specs/phase0/beacon-chain.md	534	def get_matching_head_attestations(state: BeaconState, epoch: Epoch) -> Sequence[PendingAttestation]:	CODE
LOW⚡	tools/specs-checker/data/specs/phase0/beacon-chain.md	541	def get_unslashed_attesting_indices(state: BeaconState,	CODE
LOW⚡	tools/specs-checker/data/specs/phase0/beacon-chain.md	819	def process_randao_mixes_reset(state: BeaconState) -> None:	CODE
LOW⚡	tools/specs-checker/data/specs/phase0/beacon-chain.md	826	def process_historical_roots_update(state: BeaconState) -> None:	CODE
LOW⚡	tools/specs-checker/data/specs/phase0/beacon-chain.md	834	def process_participation_record_updates(state: BeaconState) -> None:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	35	def is_eligible_for_activation_queue(validator: Validator) -> bool:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	45	def is_eligible_for_activation(state: BeaconState, validator: Validator) -> bool:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	64	def is_slashable_attestation_data(data_1: AttestationData, data_2: AttestationData) -> bool:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	76	def is_valid_indexed_attestation(state: BeaconState, indexed_attestation: IndexedAttestation) -> bool:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	164	def compute_start_slot_at_epoch(epoch: Epoch) -> Slot:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	171	def compute_activation_exit_epoch(epoch: Epoch) -> Epoch:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	257	def get_active_validator_indices(state: BeaconState, epoch: Epoch) -> Sequence[ValidatorIndex]:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	264	def get_validator_churn_limit(state: BeaconState) -> uint64:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	280	def get_committee_count_per_slot(state: BeaconState, epoch: Epoch) -> uint64:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	304	def get_beacon_proposer_index(state: BeaconState) -> ValidatorIndex:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	557	def process_justification_and_finalization(state: BeaconState) -> None:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	570	def weigh_justification_and_finalization(state: BeaconState,	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	626	def get_eligible_validator_indices(state: BeaconState) -> Sequence[ValidatorIndex]:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	634	def get_attestation_component_deltas(state: BeaconState,	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	684	def get_inclusion_delay_deltas(state: BeaconState) -> Tuple[Sequence[Gwei], Sequence[Gwei]]:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	704	def get_inactivity_penalty_deltas(state: BeaconState) -> Tuple[Sequence[Gwei], Sequence[Gwei]]:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	748	def process_rewards_and_penalties(state: BeaconState) -> None:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	799	def process_effective_balance_updates(state: BeaconState) -> None:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	902	def process_proposer_slashing(state: BeaconState, proposer_slashing: ProposerSlashing) -> None:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	924	def process_attester_slashing(state: BeaconState, attester_slashing: AttesterSlashing) -> None:	CODE
LOW	tools/specs-checker/data/specs/phase0/beacon-chain.md	968	def get_validator_from_deposit(state: BeaconState, deposit: Deposit) -> Validator:	CODE
LOW	tools/specs-checker/data/specs/phase0/fork-choice.md	28	def compute_slots_since_epoch_start(slot: Slot) -> int:	CODE
LOW	tools/specs-checker/data/specs/phase0/fork-choice.md	43	def get_latest_attesting_balance(store: Store, root: Root) -> Gwei:	CODE
LOW	tools/specs-checker/data/specs/phase0/fork-choice.md	116	def should_update_justified_checkpoint(store: Store, new_justified_checkpoint: Checkpoint) -> bool:	CODE
LOW	tools/specs-checker/data/specs/phase0/fork-choice.md	162	def store_target_checkpoint_state(store: Store, target: Checkpoint) -> None:	CODE
LOW	tools/specs-checker/data/specs/phase0/validator.md	2	def check_if_validator_active(state: BeaconState, validator_index: ValidatorIndex) -> bool:	CODE
LOW	tools/specs-checker/data/specs/phase0/validator.md	98	def get_attestation_signature(state: BeaconState, attestation_data: AttestationData, privkey: int) -> BLSSignature:	CODE
LOW	tools/specs-checker/data/specs/phase0/validator.md	104	def compute_subnet_for_attestation(committees_per_slot: uint64, slot: Slot, committee_index: CommitteeIndex) -> uint64:	CODE
LOW	tools/specs-checker/data/specs/phase0/validator.md	143	def get_aggregate_and_proof_signature(state: BeaconState,	CODE
LOW	tools/specs-checker/data/ssz/merkle-proofs.md	123	def concat_generalized_indices(*indices: GeneralizedIndex) -> GeneralizedIndex:	CODE
LOW⚡	tools/specs-checker/data/ssz/merkle-proofs.md	134	def get_generalized_index_length(index: GeneralizedIndex) -> int:	CODE
LOW⚡	tools/specs-checker/data/ssz/merkle-proofs.md	141	def get_generalized_index_bit(index: GeneralizedIndex, position: int) -> bool:	CODE
LOW⚡	tools/specs-checker/data/ssz/merkle-proofs.md	148	def generalized_index_sibling(index: GeneralizedIndex) -> GeneralizedIndex:	CODE
LOW	tools/specs-checker/data/ssz/merkle-proofs.md	211	def calculate_multi_merkle_root(leaves: Sequence[Bytes32],	CODE
LOW	beacon-chain/core/blocks/withdrawals.go	59	// def process_bls_to_execution_change(state: BeaconState, signed_address_change: SignedBLSToExecutionChange) -> None:	COMMENT
LOW	beacon-chain/core/blocks/attester_slashing.go	26	// def process_attester_slashing(state: BeaconState, attester_slashing: AttesterSlashing) -> None:	COMMENT
LOW	beacon-chain/core/blocks/attester_slashing.go	181	// def is_slashable_attestation_data(data_1: AttestationData, data_2: AttestationData) -> bool:	COMMENT
LOW	beacon-chain/core/blocks/proposer_slashing.go	29	// def process_proposer_slashing(state: BeaconState, proposer_slashing: ProposerSlashing) -> None:	COMMENT
LOW	beacon-chain/core/blocks/attestation.go	246	// def is_valid_indexed_attestation(state: BeaconState, indexed_attestation: IndexedAttestation) -> bool:	COMMENT
LOW	beacon-chain/core/blocks/payload.go	30	// def is_merge_transition_complete(state: BeaconState) -> bool:	COMMENT
LOW	beacon-chain/core/blocks/payload.go	183	// def process_execution_payload(state: BeaconState, payload: ExecutionPayload, execution_engine: ExecutionEngine) -> No	COMMENT
LOW	beacon-chain/core/electra/validator.go	17	// def switch_to_compounding_validator(state: BeaconState, index: ValidatorIndex) -> None:	COMMENT
LOW	beacon-chain/core/electra/validator.go	42	// def queue_excess_active_balance(state: BeaconState, index: ValidatorIndex) -> None:	COMMENT
LOW	beacon-chain/core/electra/validator.go	87	// def queue_entire_balance_and_reset_validator(state: BeaconState, index: ValidatorIndex) -> None:	COMMENT
LOW	beacon-chain/core/electra/deposits.go	162	// def is_valid_deposit_signature(pubkey: BLSPubkey, withdrawal_credentials: Bytes32, amount: uint64, signature: BLSSign	COMMENT
LOW	beacon-chain/core/electra/deposits.go	470	// def add_validator_to_registry(state: BeaconState, pubkey: BLSPubkey, withdrawal_credentials: Bytes32, amount: uint64)	COMMENT
LOW	beacon-chain/core/electra/deposits.go	508	// def get_validator_from_deposit(pubkey: BLSPubkey, withdrawal_credentials: Bytes32, amount: uint64) -> Validator:	COMMENT
LOW	beacon-chain/core/electra/effective_balance_updates.go	15	// def process_effective_balance_updates(state: BeaconState) -> None:	COMMENT
LOW	beacon-chain/core/electra/churn.go	18	// def compute_consolidation_epoch_and_update_churn(state: BeaconState, consolidation_balance: Gwei) -> Epoch:	COMMENT
LOW	beacon-chain/core/electra/consolidations.go	22	// def process_pending_consolidations(state: BeaconState) -> None:	COMMENT
LOW	beacon-chain/core/electra/consolidations.go	97	// def is_valid_switch_to_compounding_request(	COMMENT
400 more matches not shown…

Hallucination Indicators13 hits · 130 pts

Severity	File	Line	Snippet	Context
CRITICAL	…tor/client/beacon-api/submit_signed_aggregate_proof.go	34	attestationDataRoot, err := in.SignedAggregateAndProof.Message.Aggregate.Data.HashTreeRoot()	CODE
CRITICAL	…tor/client/beacon-api/submit_signed_aggregate_proof.go	61	attestationDataRoot, err := in.SignedAggregateAndProof.Message.Aggregate.Data.HashTreeRoot()	CODE
CRITICAL	testing/util/lightclient.go	225	signatureBlock.Block.Body.SyncAggregate.SyncCommitteeBits.SetBitAt(i, true)	CODE
CRITICAL	testing/util/lightclient.go	366	signatureBlock.Block.Body.SyncAggregate.SyncCommitteeBits.SetBitAt(i, true)	CODE
CRITICAL	testing/util/lightclient.go	397	signatureBlock.Block.Body.SyncAggregate.SyncCommitteeBits.SetBitAt(i, true)	CODE
CRITICAL	testing/util/lightclient.go	543	signatureBlock.Block.Body.SyncAggregate.SyncCommitteeBits.SetBitAt(i, true)	CODE
CRITICAL	testing/util/lightclient.go	574	signatureBlock.Block.Body.SyncAggregate.SyncCommitteeBits.SetBitAt(i, true)	CODE
CRITICAL	testing/util/lightclient.go	721	signatureBlock.Message.Body.SyncAggregate.SyncCommitteeBits.SetBitAt(i, true)	CODE
CRITICAL	testing/util/lightclient.go	752	signatureBlock.Block.Body.SyncAggregate.SyncCommitteeBits.SetBitAt(i, true)	CODE
CRITICAL	testing/util/lightclient.go	899	signatureBlock.Message.Body.SyncAggregate.SyncCommitteeBits.SetBitAt(i, true)	CODE
CRITICAL	testing/util/lightclient.go	930	signatureBlock.Block.Body.SyncAggregate.SyncCommitteeBits.SetBitAt(i, true)	CODE
CRITICAL	testing/util/lightclient.go	1077	signatureBlock.Message.Body.SyncAggregate.SyncCommitteeBits.SetBitAt(i, true)	CODE
CRITICAL	testing/util/lightclient.go	1108	signatureBlock.Block.Body.SyncAggregate.SyncCommitteeBits.SetBitAt(i, true)	CODE

AI Slop Vocabulary19 hits · 57 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/analyzers/properpermissions/analyzer.go	4	// to utilize shared/file as the canonical solution.	COMMENT
MEDIUM	tools/keystores/main.go	253	// then utilize the public key directly from the private key.	COMMENT
MEDIUM	validator/keymanager/local/import.go	152	// then utilize the public key directly from the private key.	COMMENT
MEDIUM	hack/update-lighthouse.sh	12	# For each target-triple the e2e harness supports, the matching release asset is	COMMENT
MEDIUM	encoding/ssz/helpers.go	52	// BitwiseMerkleize - given ordered BYTES_PER_CHUNK-byte chunks, if necessary utilize	COMMENT
MEDIUM	beacon-chain/core/signing/signing_root.go	202	// utilize custom block hashing function	COMMENT
MEDIUM	beacon-chain/core/helpers/shuffle.go	22	// We utilize 'swap or not' shuffling in this implementation; we are allocating the memory with the seed that stays	COMMENT
MEDIUM	beacon-chain/core/helpers/shuffle.go	124	// We utilize 'swap or not' shuffling in this implementation; we are allocating the memory with the seed that stays	COMMENT
MEDIUM	beacon-chain/p2p/topics.go	99	// and it uses strings in order to leverage golangs string interning for memory efficiency.	COMMENT
MEDIUM	beacon-chain/slasher/params.go	11	// To properly access the element at epoch `e` for a validator index `i`, we leverage helper	COMMENT
MEDIUM	beacon-chain/sync/initial-sync/blocks_fetcher_utils.go	70	// data anyway, so code that relies on this function must be robust enough to re-request, if no progress	COMMENT
MEDIUM	beacon-chain/rpc/eth/events/events_test.go	1286	// level (rather than an exact message) keeps the guard robust if the message is reworded.	COMMENT
MEDIUM	testing/endtoend/evaluators/builder.go	91	// since they both utilize the same EL.	COMMENT
MEDIUM	testing/endtoend/evaluators/builder.go	139	// since they both utilize the same EL.	COMMENT
MEDIUM	testing/endtoend/kurtosis/playbooks/metrics.yaml	11	# Overridden at schedule time by the Go harness (see RegisterPlaybooks).	COMMENT
MEDIUM	…/kurtosis/playbooks/validators-sync-participation.yaml	11	# Overridden at schedule time by the Go harness (see RegisterPlaybooks).	COMMENT
MEDIUM	…ndtoend/kurtosis/playbooks/network-health-monitor.yaml	18	# Overridden at schedule time by the Go harness (see RegisterPlaybooks).	COMMENT
MEDIUM	…ing/endtoend/kurtosis/playbooks/validators-active.yaml	12	# Overridden at schedule time by the Go harness (see RegisterPlaybooks).	COMMENT
MEDIUM	.github/workflows/go.yml	85	# fuzz leverage go tag based stubs at compile time.	COMMENT

Structural Annotation Overuse32 hits · 57 pts

Severity	File	Line	Snippet	Context
LOW⚡	validator/rpc/handlers_auth_test.go	18	// Step 1: Create a temporary directory	COMMENT
LOW⚡	validator/rpc/handlers_auth_test.go	21	// Step 2: Optionally create a temporary 'auth-token' file	COMMENT
LOW⚡	validator/rpc/handlers_auth_test.go	39	// Step 4: Create an HTTP request and response recorder	COMMENT
LOW⚡	validator/rpc/handlers_auth_test.go	43	// Step 5: Call the Initialize function	COMMENT
LOW⚡	validator/rpc/handlers_auth_test.go	48	// Step 6: Assert expectations	COMMENT
LOW	validator/client/wait_for_activation.go	30	// Step 1: Fetch validating public keys.	COMMENT
LOW⚡	validator/client/wait_for_activation.go	41	// Step 2: If no keys, wait for accounts change or context cancellation.	COMMENT
LOW⚡	validator/client/wait_for_activation.go	51	// Step 3: update validator statuses in cache, waiting out a broken connection.	COMMENT
LOW⚡	validator/client/wait_for_activation.go	64	// Step 4: Check and log validator statuses.	COMMENT
LOW⚡	validator/client/wait_for_activation.go	69	// Step 5: If no active validators, wait for accounts change, context cancellation, or next epoch.	COMMENT
LOW	encoding/ssz/query/proof_collector.go	273	// Step 1: Compute HTR for each subtree (field)	COMMENT
LOW	encoding/ssz/query/proof_collector.go	290	// Step 2: Merkleize the field hashes into the container root,	COMMENT
LOW	beacon-chain/cache/attestation.go	238	// NOTE: This function cannot be declared as a method on the AttestationCache because it is a generic function.	COMMENT
LOW	beacon-chain/state/fieldtrie/doc.md	186	// Step 1: Create a new field trie (owned mode).	COMMENT
LOW	beacon-chain/state/fieldtrie/doc.md	212	// Step 2: Compute the root of the trie (read-only).	COMMENT
LOW	beacon-chain/state/fieldtrie/doc.md	226	// Step 3: Copy the trie (lightweight, reference-shared copy).	COMMENT
LOW	beacon-chain/state/fieldtrie/doc.md	236	// Step 4: Recompute trieB with changed elements.	COMMENT
LOW	beacon-chain/state/fieldtrie/doc.md	267	// Step 5: GC trieB — one of the two original shared handles.	COMMENT
LOW	beacon-chain/state/fieldtrie/doc.md	279	// Step 6: GC trieC — the overlay is released.	COMMENT
LOW	beacon-chain/state/fieldtrie/doc.md	297	// Step 7: Recompute trieA in place (not shared anymore).	COMMENT
LOW	beacon-chain/state/fieldtrie/doc.md	313	// Step 8: GC trieA — final cleanup.	COMMENT
LOW	beacon-chain/state/fieldtrie/field_trie_test.go	788	// Step 1: Fork into an overlay with 3 leaf overrides (at the threshold, not above).	COMMENT
LOW	beacon-chain/state/fieldtrie/field_trie_test.go	801	// Step 2: Add 1 more override via recomputeOverlay. The check (len(levels[0]) > 3)	COMMENT
LOW	beacon-chain/state/fieldtrie/field_trie_test.go	813	// Step 3: Now len(levels[0]) = 4 > 3, which triggers promoteOverlay.	COMMENT
LOW	…acon-chain/forkchoice/doubly-linked-tree/gloas_test.go	2125	// Step 1: Validator attests for block B at slot 100 (same slot as block) with payloadStatus=false.	COMMENT
LOW⚡	…acon-chain/forkchoice/doubly-linked-tree/gloas_test.go	2137	// Step 2: Validator re-attests for the same block B but at slot 140 (new epoch, different slot).	COMMENT
LOW⚡	…acon-chain/forkchoice/doubly-linked-tree/gloas_test.go	2143	// Step 3: updateBalances should detect the slot change and reprocess.	COMMENT
LOW⚡	…acon-chain/forkchoice/doubly-linked-tree/gloas_test.go	2151	// Step 4: Validator switches vote to block C at slot 101.	COMMENT
LOW	beacon-chain/sync/initial-sync/round_robin.go	38	// Step 1 - Sync to finalized epoch.	COMMENT
LOW	beacon-chain/sync/initial-sync/round_robin.go	41	// Step 2 - Sync to head from finalized epoch.	COMMENT
LOW	beacon-chain/sync/initial-sync/round_robin.go	52	// Step 1 - Sync to end of finalized epoch.	COMMENT
LOW	beacon-chain/sync/initial-sync/round_robin.go	62	// Step 2 - sync to head from majority of peers (from no less than MinimumSyncPeers*2 peers)	COMMENT

Decorative Section Separators15 hits · 56 pts

Severity	File	Line	Snippet	Context
MEDIUM	config/params/testdata/e2e_config.yaml	9	# ---------------------------------------------------------------	COMMENT
MEDIUM	config/params/testdata/e2e_config.yaml	19	# ---------------------------------------------------------------	COMMENT
MEDIUM	config/params/testdata/e2e_config.yaml	31	# ---------------------------------------------------------------	COMMENT
MEDIUM	config/params/testdata/e2e_config.yaml	60	# ---------------------------------------------------------------	COMMENT
MEDIUM	config/params/testdata/e2e_config.yaml	78	# ---------------------------------------------------------------	COMMENT
MEDIUM⚡	config/params/testdata/e2e_config.yaml	92	# ---------------------------------------------------------------	COMMENT
MEDIUM⚡	config/params/testdata/e2e_config.yaml	98	# ---------------------------------------------------------------	COMMENT
MEDIUM⚡	config/params/testdata/e2e_config.yaml	106	# ---------------------------------------------------------------	COMMENT
MEDIUM⚡	config/params/testdata/e2e_config.yaml	116	# ---------------------------------------------------------------	COMMENT
MEDIUM⚡	config/params/testdata/e2e_config.yaml	124	# ---------------------------------------------------------------	COMMENT
MEDIUM⚡	config/params/testdata/e2e_config.yaml	129	# ---------------------------------------------------------------	COMMENT
MEDIUM⚡	config/params/testdata/e2e_config.yaml	136	# ---------------------------------------------------------------	COMMENT
MEDIUM	hack/upgrade-version.sh	25	# ====================	COMMENT
MEDIUM	hack/build_and_upload_docker.sh	3	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	hack/build_and_upload_docker.sh	8	# -----------------------------------------------------------------------------	COMMENT

Verbosity Indicators19 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW⚡	validator/rpc/handlers_auth_test.go	18	// Step 1: Create a temporary directory	COMMENT
LOW⚡	validator/rpc/handlers_auth_test.go	21	// Step 2: Optionally create a temporary 'auth-token' file	COMMENT
LOW⚡	validator/rpc/handlers_auth_test.go	39	// Step 4: Create an HTTP request and response recorder	COMMENT
LOW⚡	validator/rpc/handlers_auth_test.go	43	// Step 5: Call the Initialize function	COMMENT
LOW⚡	validator/rpc/handlers_auth_test.go	48	// Step 6: Assert expectations	COMMENT
LOW	validator/client/wait_for_activation.go	30	// Step 1: Fetch validating public keys.	COMMENT
LOW⚡	validator/client/wait_for_activation.go	41	// Step 2: If no keys, wait for accounts change or context cancellation.	COMMENT
LOW⚡	validator/client/wait_for_activation.go	51	// Step 3: update validator statuses in cache, waiting out a broken connection.	COMMENT
LOW⚡	validator/client/wait_for_activation.go	64	// Step 4: Check and log validator statuses.	COMMENT
LOW⚡	validator/client/wait_for_activation.go	69	// Step 5: If no active validators, wait for accounts change, context cancellation, or next epoch.	COMMENT
LOW	encoding/ssz/query/proof_collector.go	273	// Step 1: Compute HTR for each subtree (field)	COMMENT
LOW	encoding/ssz/query/proof_collector.go	290	// Step 2: Merkleize the field hashes into the container root,	COMMENT
LOW	beacon-chain/state/fieldtrie/field_trie_test.go	788	// Step 1: Fork into an overlay with 3 leaf overrides (at the threshold, not above).	COMMENT
LOW	beacon-chain/state/fieldtrie/field_trie_test.go	801	// Step 2: Add 1 more override via recomputeOverlay. The check (len(levels[0]) > 3)	COMMENT
LOW	beacon-chain/state/fieldtrie/field_trie_test.go	813	// Step 3: Now len(levels[0]) = 4 > 3, which triggers promoteOverlay.	COMMENT
LOW	…acon-chain/forkchoice/doubly-linked-tree/gloas_test.go	2125	// Step 1: Validator attests for block B at slot 100 (same slot as block) with payloadStatus=false.	COMMENT
LOW⚡	…acon-chain/forkchoice/doubly-linked-tree/gloas_test.go	2137	// Step 2: Validator re-attests for the same block B but at slot 140 (new epoch, different slot).	COMMENT
LOW⚡	…acon-chain/forkchoice/doubly-linked-tree/gloas_test.go	2143	// Step 3: updateBalances should detect the slot change and reprocess.	COMMENT
LOW⚡	…acon-chain/forkchoice/doubly-linked-tree/gloas_test.go	2151	// Step 4: Validator switches vote to block C at slot 101.	COMMENT

Redundant / Tautological Comments24 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	beacon-chain/core/electra/deposits.go	214	// # Check if deposit has been finalized, otherwise, stop processing.	COMMENT
LOW	beacon-chain/core/electra/deposits.go	218	// # Check if number of processed deposits has not reached the limit, otherwise, stop processing.	COMMENT
LOW	beacon-chain/core/electra/deposits.go	238	// # Check if deposit fits in the churn, otherwise, do no more deposit processing in this epoch.	COMMENT
LOW⚡	beacon-chain/blockchain/pow_block.go	34	// # Check if `pow_block` is available	COMMENT
LOW⚡	beacon-chain/blockchain/pow_block.go	37	// # Check if `pow_parent` is available	COMMENT
LOW⚡	beacon-chain/blockchain/pow_block.go	39	// # Check if `pow_block` is a valid terminal PoW block	COMMENT
LOW⚡	specrefs/functions.yml	8899	# Check if blob data is available	COMMENT
LOW⚡	specrefs/functions.yml	8909	# Check if this payload satisfies the inclusion list constraints	COMMENT
LOW⚡	specrefs/functions.yml	16691	# Check if `pow_block` is available	COMMENT
LOW⚡	specrefs/functions.yml	16694	# Check if `pow_parent` is available	COMMENT
LOW⚡	specrefs/functions.yml	16696	# Check if `pow_block` is a valid terminal PoW block	COMMENT
LOW	specrefs/functions.yml	7069	# Check if the confirmed_root has current_epoch_observed_justified_checkpoint in its chain	COMMENT
LOW	specrefs/functions.yml	8705	# Check if blob data is available	COMMENT
LOW	specrefs/functions.yml	8767	# Check if blob data is available	COMMENT
LOW	specrefs/functions.yml	8872	# Check if blob data is available	COMMENT
LOW	specrefs/functions.yml	11281	# Check if deposit has been finalized, otherwise, stop processing.	COMMENT
LOW	specrefs/functions.yml	11285	# Check if number of processed deposits has not reached the limit, otherwise, stop processing.	COMMENT
LOW	specrefs/functions.yml	11305	# Check if deposit fits in the churn, otherwise, do no more deposit processing in this epoch.	COMMENT
LOW	specrefs/functions.yml	11342	# Check if deposit has been finalized, otherwise, stop processing.	COMMENT
LOW	specrefs/functions.yml	11346	# Check if number of processed deposits has not reached the limit, otherwise, stop processing.	COMMENT
LOW	specrefs/functions.yml	11366	# Check if deposit fits in the churn, otherwise, do no more deposit processing in this epoch.	COMMENT
LOW	specrefs/functions.yml	11403	# Check if deposit has been finalized, otherwise, stop processing.	COMMENT
LOW	specrefs/functions.yml	11407	# Check if number of processed deposits has not reached the limit, otherwise, stop processing.	COMMENT
LOW	specrefs/functions.yml	11427	# Check if deposit fits in the churn, otherwise, do no more deposit processing in this epoch.	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	validator/package/preinst.sh	7	# Create the service account, if needed	COMMENT
MEDIUM	beacon-chain/package/preinst.sh	7	# Create the service account, if needed	COMMENT

Fake / Example Data6 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	testing/assertions/assertions_test.go	922	Email: "foo@bar.com",	CODE
LOW	testing/assertions/assertions_test.go	943	Email: "foo@bar.com",	CODE
LOW	api/redact_test.go	17	endpoint: "https://eth:fake-token-not-real@bn-lodestar.example.io",	CODE
LOW	api/redact_test.go	37	endpoint: "eth:fake-token-not-real@127.0.0.1:4000",	CODE
LOW	api/redact_test.go	71	endpoints: "https://eth:fake-token-not-real@bn-lodestar.example.io",	CODE
LOW	api/rest/rest_handler_test.go	22	const secret = "fake-token-not-real"	CODE

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	tools/exploredb/main.go	139	// don't forget to close it when ejecting out of this function.	COMMENT
LOW	tools/exploredb/main.go	399	// don't forget to close it when ejecting out of this function.	COMMENT

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	hack/update-lighthouse.sh	8	# Usage:	COMMENT
LOW	beacon-chain/rpc/prysm/beacon/validator_count.go	31	// Example usage:	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	beacon-chain/confirmation/confirmation_test.go	15	// mockForkchoiceReader is a minimal mock of ForkchoiceReader for scaffold tests.	COMMENT

OffchainLabs/prysm

Open-Source Code Quality, Security and Technical Debt Review