3.7

Adjusted Signal

3.7

Raw Pattern Score

100%

Time Factor

2026-10-15

Last Push

11.6K

Stars

Rust

Language

39.7K

Lines of Code

Files

125

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 14.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 119 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 2.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 6 finding(s).

PR Review Velocity Impact 16.3/100 · LOW

Which changes need focused human review? 125 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 8LOW 117

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 125 distinct pattern matches across 4 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 Block117 hits · 117 pts

Severity	File	Line	Snippet	Context
LOW	.gitlab-ci.yml	161	- if: $CI_COMMIT_TAG	COMMENT
LOW	.gitlab-ci.yml	181	# the multilib triplet dir so each RUN still resolves its ELF interpreter (the	COMMENT
LOW	.gitlab-ci.yml	341	# macOS native release (tags only)	COMMENT
LOW	.gitlab-ci.yml	361	# generates code from .proto files: there is no build.rs, and neither	COMMENT
LOW	crates/quip-solver-exec/src/lib.rs	1	//! Generic external-solver miner backend.	COMMENT
LOW	crates/quip-solver-exec/src/main.rs	21		COMMENT
LOW	crates/quip-coordinator/tools/fetch-miners.sh	1	#!/usr/bin/env bash	COMMENT
LOW	crates/quip-coordinator/tools/fetch-miners.sh	21	# Linux -> cpu (+cuda if amd64, optional);	COMMENT
LOW	crates/quip-coordinator/tests/flow_control.rs	1	//! Regression: a deep credit pool must not deadlock the miner session.	COMMENT
LOW	crates/quip-coordinator/tests/devnet_submit.rs	1	//! Live devnet integration test for the v0.3 coordinator chain client.	COMMENT
LOW	crates/quip-coordinator/src/stash.rs	1	//! Win-time candidate stash (agm.2.4).	COMMENT
LOW	crates/quip-coordinator/src/session.rs	21	use tokio::sync::{mpsc, oneshot, Mutex};	COMMENT
LOW	crates/quip-coordinator/src/session.rs	141	/// How many top candidates the win-time stash retains per generation.	COMMENT
LOW	crates/quip-coordinator/src/session.rs	161	pub target: Option<quip_proto::v1::SetTarget>,	COMMENT
LOW	crates/quip-coordinator/src/session.rs	181	/// it starts, which is usually before the first chain snapshot arrives, so	COMMENT
LOW	crates/quip-coordinator/src/session.rs	201	/// the per-qblock attempt logs.	COMMENT
LOW	crates/quip-coordinator/src/runtime.rs	41	/// Unix-domain socket the server binds and miners connect to.	COMMENT
LOW	crates/quip-coordinator/src/runtime.rs	61	pub poll_interval_ms: u64,	COMMENT
LOW	crates/quip-coordinator/src/runtime.rs	101	/// Set after the first `DescriptorFiled` walk in this process.	COMMENT
LOW	crates/quip-coordinator/src/runtime.rs	121	/// steadier; 0.3 favors stability over reactivity for a ~1s poll, so a single	COMMENT
LOW	crates/quip-coordinator/src/runtime.rs	161	/// Outcome of one snapshot poll. The feeder logs transitions between these	COMMENT
LOW	crates/quip-coordinator/src/runtime.rs	581	edges = order.edges.len(),	COMMENT
LOW	crates/quip-coordinator/src/runtime.rs	621	let mut salt_rates: HashMap<String, crate::lease::SaltRate> = HashMap::new();	COMMENT
LOW	crates/quip-coordinator/src/decay.rs	1	//! Pure difficulty-decay math (agm.2.1).	COMMENT
LOW	crates/quip-coordinator/src/decay.rs	21	pub const MIN_ENERGY_DELTA_MILLI: i64 = 1000;	COMMENT
LOW	crates/quip-coordinator/src/decay.rs	41	// quip-validator @ v0.2 `QuantumPow`; a chain retune must be echoed here.	COMMENT
LOW	crates/quip-coordinator/src/decay.rs	101		COMMENT
LOW	crates/quip-coordinator/src/config.rs	21	/// coordinator finds no backends.	COMMENT
LOW	crates/quip-coordinator/src/config.rs	101	/// Faucet base URL for auto-funding the miner account. `None` disables it,	COMMENT
LOW	crates/quip-coordinator/src/config.rs	141	/// One supervised miner: identity, binary path, and handshake `Configure`.	COMMENT
LOW	crates/quip-coordinator/src/config.rs	221	/// Values the round machine needs to file a node descriptor.	COMMENT
LOW	crates/quip-coordinator/src/config.rs	501	})	COMMENT
LOW	crates/quip-coordinator/src/liveness.rs	1	//! Coordinator-side miner liveness: read the self-reported `Status` state and	COMMENT
LOW	crates/quip-coordinator/src/logging.rs	1	//! Log subscriber setup for the `quip-coordinator` binary.	COMMENT
LOW	crates/quip-coordinator/src/survey.rs	1	//! One-shot host hardware survey for the V2 node descriptor.	COMMENT
LOW	crates/quip-coordinator/src/survey.rs	41	/// Reported `python` when no interpreter answers.	COMMENT
LOW	crates/quip-coordinator/src/attempt.rs	21	/// Unix-epoch milliseconds when the coordinator validated the result.	COMMENT
LOW	crates/quip-coordinator/src/attempt.rs	41	/// cleared the gate. This field holds the true best the miner found, so the	COMMENT
LOW	crates/quip-coordinator/src/attempt.rs	61	pub extrinsic_hash: Option<String>,	COMMENT
LOW	crates/quip-coordinator/src/funding.rs	1	//! Faucet auto-funding for the miner account.	COMMENT
LOW	crates/quip-coordinator/src/funding.rs	61	/// Requests funds for an account.	COMMENT
LOW	crates/quip-coordinator/src/metrics.rs	1	//! Live coordinator counters and identity for the `/api/v1` dashboard surface.	COMMENT
LOW	crates/quip-coordinator/src/metrics.rs	81	/// The miners in this group, in launch order.	COMMENT
LOW	crates/quip-coordinator/src/readiness.rs	81	/// process start. Registration and descriptor never fail the walk. The feeder	COMMENT
LOW	crates/quip-coordinator/src/router.rs	61	}	COMMENT
LOW	crates/quip-coordinator/src/router.rs	81	/// Lease salts the miner finished since the last `take_lease_salts`. The feeder turns this into a salts-per-second	COMMENT
LOW	crates/quip-coordinator/src/lease.rs	1	//! Salt leases: `ISING_GENERATE` jobs that let a miner draw its own	COMMENT
LOW	crates/quip-coordinator/src/lease.rs	21		COMMENT
LOW	crates/quip-coordinator/src/lease.rs	121	max_proof_solutions: u32::MAX,	COMMENT
LOW	crates/quip-coordinator/src/keygen.rs	41	/// the wrong shape for a keystore field. `hex_decode` accepts both spellings,	COMMENT
LOW	crates/quip-coordinator/src/main.rs	61		COMMENT
LOW	crates/quip-coordinator/src/main.rs	121	#[arg(long)]	COMMENT
LOW	crates/quip-coordinator/src/main.rs	141	#[arg(long, default_value_t = 0)]	COMMENT
LOW	crates/quip-coordinator/src/main.rs	161	/// `--num-reads` for controlled, matched-condition throughput/parity runs.	COMMENT
LOW	crates/quip-coordinator/src/topology.rs	1	//! Session-cached topology and the chain-canonical topology hash.	COMMENT
LOW	crates/quip-coordinator/src/validate.rs	1	//! Result revalidation for the coordinator's own miner-gating decision.	COMMENT
LOW	crates/quip-coordinator/src/validate.rs	21		COMMENT
LOW	crates/quip-coordinator/src/validate.rs	41	#[derive(Debug, Clone, Copy, PartialEq, Eq)]	COMMENT
LOW	crates/quip-coordinator/src/validate.rs	61	pub n_valid: u32,	COMMENT
LOW	crates/quip-coordinator/src/validate.rs	401		COMMENT
57 more matches not shown…

Decorative Section Separators6 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	.gitlab-ci.yml	21	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	.gitlab-ci.yml	23	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.gitlab-ci.yml	165	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.gitlab-ci.yml	171	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.gitlab-ci.yml	340	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	.gitlab-ci.yml	346	# ---------------------------------------------------------------------------	COMMENT

AI Slop Vocabulary1 hit · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	.gitlab-ci.yml	25	# The solver contract (proto, wire codec, harness, PyO3 wheel, conformance	COMMENT

Slop Phrases1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.serena/project.yml	101	# Same syntax as gitignore, so you can use * and **.	COMMENT

QuipNetwork/quip-protocol

Open-Source Code Quality, Security and Technical Debt Review