AI Slop Code RIsk Monitor

ruvnet/RuVector

RuVector provides High Performance, Real-Time decisions and agent memory , Self-Learning Ai, Vector GNN DB built in Rust.

5.8 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for ruvnet/RuVector, a Rust project with 4,554 GitHub stars. SynthScan examined 3,943,815 lines of code across 11754 source files, recording 13200 pattern matches distributed across 26 syntactic categories. The legacy adjusted pattern signal is 5.8 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

5.8
Adjusted Signal
5.8
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
4.6K
Stars
Rust
Language
3.9M
Lines of Code
11.8K
Files
13.2K
Pattern Hits
2026-10-12
Scan Date
0.01
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 16.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 10410 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.1/100 · LOW

Are imports declared and package/API names verified? 256 finding(s).

Agent Over-Engineering Ratio 10.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 3332 finding(s).

PR Review Velocity Impact 22.6/100 · LOW

Which changes need focused human review? 13200 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 5HIGH 118MEDIUM 3183LOW 9894

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 13200 distinct pattern matches across 26 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.

Decorative Section Separators2485 hits · 8141 pts
SeverityFileLineSnippetContext
MEDIUMdeny.toml25# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdeny.toml27# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdeny.toml42 # ── Real vulnerabilities (need active migration path) ────────────COMMENT
MEDIUMdeny.toml63 # ── Unmaintained transitive deps (informational, no CVE) ─────────COMMENT
MEDIUMdeny.toml131# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdeny.toml133# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdeny.toml163# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdeny.toml165# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdeny.toml205# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdeny.toml207# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡…ocal/docs/adr/ADR-029-HUGGINGFACE-CHAT-UI-CLOUD-RUN.md670# ── Model Provider ──────────────────────────────────────COMMENT
MEDIUM⚡…ocal/docs/adr/ADR-029-HUGGINGFACE-CHAT-UI-CLOUD-RUN.md674# ── Database ────────────────────────────────────────────COMMENT
MEDIUM⚡…ocal/docs/adr/ADR-029-HUGGINGFACE-CHAT-UI-CLOUD-RUN.md678# ── Branding ────────────────────────────────────────────COMMENT
MEDIUM⚡…ocal/docs/adr/ADR-029-HUGGINGFACE-CHAT-UI-CLOUD-RUN.md683# ── Authentication (Google OAuth) ───────────────────────COMMENT
MEDIUM⚡…ocal/docs/adr/ADR-029-HUGGINGFACE-CHAT-UI-CLOUD-RUN.md718# ── Smart Router ────────────────────────────────────────COMMENT
MEDIUM⚡…ocal/docs/adr/ADR-029-HUGGINGFACE-CHAT-UI-CLOUD-RUN.md725# ── Voice ───────────────────────────────────────────────COMMENT
MEDIUM⚡…ocal/docs/adr/ADR-029-HUGGINGFACE-CHAT-UI-CLOUD-RUN.md728# ── Web Search ──────────────────────────────────────────COMMENT
MEDIUM⚡…ocal/docs/adr/ADR-029-HUGGINGFACE-CHAT-UI-CLOUD-RUN.md731# ── Features ────────────────────────────────────────────COMMENT
MEDIUM⚡…ocal/docs/adr/ADR-029-HUGGINGFACE-CHAT-UI-CLOUD-RUN.md736# ── Rate Limits ─────────────────────────────────────────COMMENT
MEDIUM⚡…ocal/docs/adr/ADR-029-HUGGINGFACE-CHAT-UI-CLOUD-RUN.md739# ── System Prompt (Conveyor Identity) ───────────────────COMMENT
MEDIUMui/ruvocal/src/lib/utils/haptics.ts34// ── Internals ────────────────────────────────────────────────────────COMMENT
MEDIUMui/ruvocal/src/lib/utils/haptics.ts44// ── Semantic haptic actions ──────────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/tests/model_decompiler.rs15// ── Helpers for building test files ──────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/tests/model_decompiler.rs92// ── GGUF tests ───────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/tests/model_decompiler.rs170// ── Safetensors tests ────────────────────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/tests/model_decompiler.rs240// ── Auto-detect tests ────────────────────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/tests/model_decompiler.rs265// ── Quantization tests ───────────────────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/src/model_gguf.rs17// ── Metadata value type ──────────────────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/src/model_gguf.rs68// ── Quantization type names ──────────────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/src/model_gguf.rs108// ── Parsing ──────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/src/model_gguf.rs172// ── Value reading ────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/src/model_gguf.rs238// ── Primitive readers ────────────────────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/src/model_gguf.rs293// ── Tests ────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/src/model_decompiler.rs81// ── Architecture inference ───────────────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/src/model_decompiler.rs171// ── Tensor shape analysis helpers ────────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/src/model_decompiler.rs299// ── Layer extraction ─────────────────────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/src/model_decompiler.rs435// ── Tokenizer extraction ─────────────────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/src/model_decompiler.rs480// ── Quantization detection ───────────────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/src/model_decompiler.rs532// ── Witness chain ────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/ruvector-decompiler/src/model_decompiler.rs578// ── Metadata flattening ──────────────────────────────────────────────────COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml19# ============================================================================COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml21# ============================================================================COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml24# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml26# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml72# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml74# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml78# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml80# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml86# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml88# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml91# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml93# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml98# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml100# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml107# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml109# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml112# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml114# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml119# -----------------------------------------------------------------------------COMMENT
MEDIUM⚡crates/prime-radiant/Cargo.toml121# -----------------------------------------------------------------------------COMMENT
2425 more matches not shown…
Over-Commented Block6716 hits · 6660 pts
SeverityFileLineSnippetContext
LOWCargo.toml1[workspace]COMMENT
LOWCargo.toml21 # for now; joins workspace once daemon mode + Unix socket protocolCOMMENT
LOWCargo.toml41 # excluded: does not build — see #859. 51 compile errors: API driftCOMMENT
LOWdeny.toml1# cargo-deny configuration — supply-chain policy for the ruvectorCOMMENT
LOWdeny.toml41ignore = [COMMENT
LOWdeny.toml61 # entry here would just be permanent dead-warning noise.COMMENT
LOWdeny.toml81 # nalgebra/simba and several proc-macro deps. No vulnerability,COMMENT
LOWdeny.toml101 # between each other (and RUSTSEC-2026-0105 mislabeled "rusttype")COMMENT
LOWdeny.toml121 # chains, each in a different resolved version: rusttype 0.9.3 ->COMMENT
LOWdeny.toml141# — that's how typosquatting + accidental floats land maliciousCOMMENT
LOWdeny.toml161allow-wildcard-paths = trueCOMMENT
LOWdeny.toml201# flipped to `publish = true`, the publish flow's `cargo publish` stepCOMMENT
LOW.config/nextest.toml1# cargo-nextest configuration.COMMENT
LOWcrates/ruvector-decompiler/src/types.rs101/// A node in the decompiled folder tree.COMMENT
LOWcrates/ruvector-decompiler/src/types.rs161#[derive(Debug, Clone, Serialize, Deserialize)]COMMENT
LOWcrates/ruvector-decompiler/src/lib.rs1//! # RuVector DecompilerCOMMENT
LOWcrates/ruvector-decompiler/src/lib.rs61pub use model_decompiler::{decompile_gguf, decompile_model, decompile_safetensors};COMMENT
LOWcrates/ruvector-decompiler/src/partitioner.rs1//! Module boundary detection with adaptive partitioning.COMMENT
LOWcrates/ruvector-decompiler/src/tree.rs1//! Hierarchical module tree construction from graph partitions.COMMENT
LOWcrates/ruvector-decompiler/src/beautifier.rs1//! Code beautification for decompiled modules.COMMENT
LOWcrates/ruvector-decompiler/src/parser.rs1//! Single-pass JavaScript bundle parser.COMMENT
LOWcrates/ruvector-edge-registry/src/keys.rs1//! Storage keys (ADR-351 §6.3). Every component is server-derived or comesCOMMENT
LOWcrates/ruvector-edge-registry/src/ports.rs1//! Ports. The index is a small ordered key-value store: the synchronous KVCOMMENT
LOWcrates/ruvector-edge-registry/src/error.rs21 #[error(transparent)]COMMENT
LOWcrates/ruvector-edge-registry/src/error.rs41 #[error("upload is not open")]COMMENT
LOWcrates/ruvector-edge-registry/src/error.rs61 /// The scope, or a look-alike of it, is claimed by someone else.COMMENT
LOWcrates/ruvector-edge-registry/src/version.rs1//! Strict SemVer 2.0.0 versions: `MAJOR.MINOR.PATCH[-PRERELEASE]`.COMMENT
LOWcrates/ruvector-edge-registry/src/lib.rs1//! # ruvector-edge-registryCOMMENT
LOWcrates/ruvector-edge-registry/src/lib.rs21//! subjects.COMMENT
LOWcrates/ruvector-edge-registry/src/manifest.rs21///COMMENT
LOWcrates/ruvector-edge-registry/src/manifest.rs101 pub metric: Metric,COMMENT
LOWcrates/ruvector-edge-registry/src/upload.rs101 pub version: Version,COMMENT
LOWcrates/ruvector-edge-registry/src/scopes.rs1//! The global scope directory: who owns which `@scope`.COMMENT
LOWcrates/ruvector-edge-registry/src/authz.rs1//! The registry authorization matrix (ADR-351 §3: pull → read, push /COMMENT
LOWcrates/ruvector-edge-registry/src/authz.rs21//!COMMENT
LOWcrates/ruvector-edge-registry/src/name.rs1//! Package names: `@scope/name`, both lowercase slugs.COMMENT
LOWcrates/ruvector-edge-registry/src/name.rs121pub enum NameError {COMMENT
LOWcrates/ruvector-edge-registry/src/view.rs81}COMMENT
LOWcrates/ruvector-edge-registry/src/validate/stream.rs1//! The streaming validator: a push-based state machine over untrusted bytes.COMMENT
LOWcrates/ruvector-edge-registry/src/validate/layout.rs1//! Payload layouts the registry interprets: the rvf runtime's MANIFEST_SEGCOMMENT
LOWcrates/ruvector-edge-registry/src/validate/error.rs1//! Typed validation failures. Every variant is a `400`-class refusal of theCOMMENT
LOWcrates/ruvector-edge-registry/src/validate/error.rs141 #[error("malformed vector segment at offset {offset}: {reason}")]COMMENT
LOWcrates/ruvector-edge-registry/src/validate/error.rs161 #[error("dimension mismatch: manifest {expected}, found {found}")]COMMENT
LOWcrates/ruvector-edge-registry/src/validate/mod.rs1//! Strict RVF validation over untrusted bytes (ADR-351 §3 rv-registry: "fuzzedCOMMENT
LOWcrates/ruvector-edge-registry/src/validate/mod.rs101/// The result of a successful validation. Serializable so a Worker can handCOMMENT
LOWcrates/ruvector-edge-registry/src/validate/hasher.rs1//! Streaming segment content hashes.COMMENT
LOWcrates/ruvector-edge-registry/src/registry/flow.rs1//! Push by `upload_id`:COMMENT
LOWcrates/ruvector-edge-registry/src/registry/mod.rs1//! The registry service over the ports: scope adoption, upload flowCOMMENT
LOWcrates/ruvector-edge-registry/src/registry/mod.rs81 /// Owning tenant.COMMENT
LOWcrates/ruvector-edge-registry/src/registry/publish.rs1//! Public publish (`POST …/{version}:publish`, `ruvector:publish` ∩ owner).COMMENT
LOWcrates/ruvector-edge-registry/src/registry/blobs.rs1//! Reference counts of this scope's content-addressed blobs.COMMENT
LOWcrates/ruvector-consciousness/src/types.rs1//! Core types for consciousness computation.COMMENT
LOWcrates/ruvector-consciousness/src/types.rs301 pub distinction_indices: Vec<usize>,COMMENT
LOWcrates/ruvector-consciousness/src/chebyshev_phi.rs21// Chebyshev Spectral Φ EngineCOMMENT
LOWcrates/ruvector-consciousness/src/simd.rs1//! SIMD-accelerated operations for consciousness computation.COMMENT
LOWcrates/ruvector-consciousness/src/pid.rs1//! Partial Information Decomposition (PID).COMMENT
LOWcrates/ruvector-consciousness/src/phi_id.rs1//! Integrated Information Decomposition (ΦID).COMMENT
LOWcrates/ruvector-consciousness/src/phi_id.rs21COMMENT
LOWcrates/ruvector-consciousness/src/lib.rs1#![allow(COMMENT
LOWcrates/ruvector-consciousness/src/lib.rs21//! | [`collapse`] | Quantum-inspired MIP search | O(√N · n²) |COMMENT
6656 more matches not shown…
Structural Annotation Overuse1320 hits · 2458 pts
SeverityFileLineSnippetContext
LOW⚡…ocal/docs/adr/ADR-029-HUGGINGFACE-CHAT-UI-CLOUD-RUN.md749 # Step 1: Pull the pre-built HuggingFace Chat UI imageCOMMENT
LOW⚡…ocal/docs/adr/ADR-029-HUGGINGFACE-CHAT-UI-CLOUD-RUN.md753 # Step 2: Tag for GCRCOMMENT
LOW⚡…ocal/docs/adr/ADR-029-HUGGINGFACE-CHAT-UI-CLOUD-RUN.md761 # Step 3: Push versioned tagCOMMENT
LOW⚡…ocal/docs/adr/ADR-029-HUGGINGFACE-CHAT-UI-CLOUD-RUN.md765 # Step 4: Push latest tagCOMMENT
LOW⚡…ocal/docs/adr/ADR-029-HUGGINGFACE-CHAT-UI-CLOUD-RUN.md775 # Step 5: Deploy to Cloud RunCOMMENT
LOW⚡crates/ruvector-decompiler/README.md368### Step 1: Get the minified bundleCOMMENT
LOW⚡crates/ruvector-decompiler/README.md375### Step 2: Run the decompilerCOMMENT
LOW⚡crates/ruvector-decompiler/README.md384### Step 3: Check the resultsCOMMENT
LOWcrates/ruvector-decompiler/README.md400### Step 4: Use the source mapCOMMENT
LOW⚡crates/ruvector-consciousness/src/rsvd_emergence.rs54 // Step 1: Random Gaussian matrix Ω (n × rank).COMMENT
LOW⚡crates/ruvector-consciousness/src/rsvd_emergence.rs63 // Step 2: Y = A * Ω (n × rank).COMMENT
LOWcrates/ruvector-consciousness/src/rsvd_emergence.rs75 // Step 3: QR decomposition via modified Gram-Schmidt.COMMENT
LOWcrates/ruvector-consciousness/src/rsvd_emergence.rs108 // Step 4: B = Q^T * A (rank × n).COMMENT
LOWcrates/ruvector-consciousness/src/rsvd_emergence.rs120 // Step 5: Compute singular values of B via power iteration on B*B^T.COMMENT
LOW⚡crates/prime-radiant/src/cohomology/neural.rs207 // Step 1: Apply linear transformation at each nodeCOMMENT
LOW⚡crates/prime-radiant/src/cohomology/neural.rs213 // Step 2: Apply sheaf diffusionCOMMENT
LOW⚡crates/prime-radiant/src/cohomology/neural.rs231 // Step 3: Apply activationCOMMENT
LOW⚡crates/prime-radiant/src/cohomology/neural.rs236 // Step 4: Residual connection (if dimensions match and enabled)COMMENT
LOW⚡crates/prime-radiant/src/cohomology/neural.rs245 // Step 5: Layer normalizationCOMMENT
LOW⚡crates/ruvix/crates/boot/src/mount.rs209 // Step 1: Verify signatureCOMMENT
LOW⚡crates/ruvix/crates/boot/src/mount.rs214 // Step 2: Parse manifestCOMMENT
LOW⚡crates/ruvix/crates/boot/src/mount.rs239 // Step 3: Create regionsCOMMENT
LOW⚡crates/ruvix/crates/boot/src/mount.rs242 // Step 4: Mount components (Phase A: mock)COMMENT
LOW⚡crates/ruvix/crates/boot/src/mount.rs245 // Step 5: Distribute capabilities (Phase A: mock)COMMENT
LOW⚡crates/ruvix/crates/boot/src/mount.rs248 // Step 6: Connect queues (Phase A: mock)COMMENT
LOW⚡crates/ruvix/crates/boot/src/mount.rs251 // Step 7: Spawn tasksCOMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/build.rs96 // Step 1: Validate environmentCOMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/build.rs100 // Step 2: Configure buildCOMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/build.rs107 // Step 3: CompileCOMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/build.rs111 // Step 4: Post-process (signing, stripping)COMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/flash.rs87 // Step 1: Validate inputsCOMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/flash.rs91 // Step 2: Check deviceCOMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/flash.rs95 // Step 3: Confirm (unless --yes)COMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/flash.rs106 // Step 4: FlashCOMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/flash.rs110 // Step 5: VerifyCOMMENT
LOW⚡crates/ruvix/crates/vecgraph/src/proof_policy.rs263 // Step 1: Check capability has PROVE rightCOMMENT
LOW⚡crates/ruvix/crates/vecgraph/src/proof_policy.rs272 // Step 2: Verify mutation hash matchesCOMMENT
LOW⚡crates/ruvix/crates/vecgraph/src/proof_policy.rs281 // Step 3: Check proof tier satisfies policyCOMMENT
LOW⚡crates/ruvix/crates/vecgraph/src/proof_policy.rs290 // Step 4: Check expiryCOMMENT
LOW⚡crates/ruvix/crates/vecgraph/src/proof_policy.rs299 // Step 5: Check validity window is not too largeCOMMENT
LOW⚡crates/ruvix/crates/vecgraph/src/proof_policy.rs309 // Step 6: Check nonce is not reusedCOMMENT
LOW⚡crates/ruvix/crates/vecgraph/src/proof_policy.rs318 // Step 7: Verify payload according to tierCOMMENT
LOW⚡crates/ruvix/crates/nucleus/tests/acceptance.rs152 // Step 3: writer receives event, computes embeddingCOMMENT
LOW⚡crates/ruvix/crates/nucleus/tests/acceptance.rs158 // Step 4: writer requests proof from proof_engineCOMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs100 // Step 1: rvf_mount("acceptance.rvf", "/test", root_cap)COMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs120 // Step 2: sensor_adapter emits PerceptionEvent to queueCOMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs176 // Step 5: writer calls vector_put_proved(store, key, vector, proof)COMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs190 // Step 6: Kernel verifies proof, applies mutation, emits attestationCOMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs208 // Step 7: reader calls vector_get(store, key)COMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs234 // Step 8: System checkpoints (region snapshots + witness log)COMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs252 // Step 9: System shuts downCOMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs265 // Step 10: System restarts from checkpointCOMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs279 // Step 11: System replays witness logCOMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs304 // Step 12: reader calls vector_get(store, key) - MUST match Step 7 exactlyCOMMENT
LOW⚡crates/ruvix/tests/tests/syscall_flows.rs29 // Step 1: Create capability manager (kernel state)COMMENT
LOW⚡crates/ruvix/tests/tests/syscall_flows.rs34 // Step 2: Allocate region backingCOMMENT
LOW⚡crates/ruvix/tests/tests/syscall_flows.rs37 // Step 3: Create regionCOMMENT
LOW⚡crates/ruvix/tests/tests/syscall_flows.rs41 // Step 4: Create capability for the regionCOMMENT
LOWcrates/ruvix/tests/tests/adr087_section17_acceptance.rs143 // Step 1: Mount RVF (RuVector Format) Cognitive ContainerCOMMENT
LOWcrates/ruvix/tests/tests/adr087_section17_acceptance.rs198 // Step 2: Emit Perception Event (Sensory Input)COMMENT
1260 more matches not shown…
Modern AI Meta-Vocabulary567 hits · 1707 pts
SeverityFileLineSnippetContext
MEDIUMCargo.toml28 # agentic-robotics family: excluded: does not build — see #859. The sixCOMMENT
MEDIUMCargo.toml325 # entropic, thermal) + Structural Proper Time for agentic systems.COMMENT
MEDIUMCargo.toml357 # Hierarchical cluster-summary retrieval for agent-memory RAG (ADR-300)COMMENT
MEDIUMREADME.md30| **[System 2: Reason & Orchestrate](#system-2-reason--orchestrate)** | Reconstruct multi step context, coordinate work,CODE
MEDIUMREADME.md245The [npm quick start](#track-1-npm-ruvector) stores memory under the current project for later processes. The first semaCODE
MEDIUMREADME.md366[System 0 libraries](#sensing-and-decision-libraries) · [System 1 libraries](#memory-and-learning-libraries) · [System 2CODE
MEDIUMREADME.md484#### Runtime, orchestration, and governance librariesCOMMENT
MEDIUMui/ruvocal/docs/adr/ADR-037-AUTOPILOT-CHAT-MODE.md1346## Part 6: Integration with agentic-flowCOMMENT
MEDIUMui/ruvocal/docs/adr/ADR-037-AUTOPILOT-CHAT-MODE.md1498- [agentic-flow](https://www.npmjs.com/package/agentic-flow) — autonomous agent backendCODE
MEDIUM⚡crates/agentic-robotics-README.md5[![Crates.io](https://img.shields.io/crates/v/agentic-robotics-core.svg)](https://crates.io/crates/agentic-robotics-coreCODE
MEDIUM⚡crates/agentic-robotics-README.md6[![Documentation](https://docs.rs/agentic-robotics-core/badge.svg)](https://docs.rs/agentic-robotics-core)CODE
MEDIUM⚡crates/agentic-robotics-README.md14[Documentation](https://docs.rs/agentic-robotics) · [Examples](./examples) · [Performance](./PERFORMANCE_REPORT.md) · [rCODE
MEDIUM⚡crates/agentic-robotics-README.md42| [`agentic-robotics-core`](./crates/agentic-robotics-core) | Core pub/sub messaging, DDS/CDR serialization | [![Crates.CODE
MEDIUM⚡crates/agentic-robotics-README.md43| [`agentic-robotics-rt`](./crates/agentic-robotics-rt) | Real-time executor with priority scheduling | [![Crates.io](htCODE
MEDIUM⚡crates/agentic-robotics-README.md44| [`agentic-robotics-mcp`](./crates/agentic-robotics-mcp) | Model Context Protocol integration | [![Crates.io](https://iCODE
MEDIUM⚡crates/agentic-robotics-README.md45| [`agentic-robotics-embedded`](./crates/agentic-robotics-embedded) | Embedded systems support (RTIC, Embassy) | [![CratCODE
MEDIUM⚡crates/agentic-robotics-README.md46| [`agentic-robotics-node`](./crates/agentic-robotics-node) | Node.js/TypeScript bindings via NAPI | [![Crates.io](httpsCODE
MEDIUMcrates/agentic-robotics-README.md374- **API Documentation**: [docs.rs/agentic-robotics](https://docs.rs/agentic-robotics)CODE
MEDIUMcrates/agentic-robotics-README.md431[Get Started](https://docs.rs/agentic-robotics) · [View Examples](./examples) · [Read Performance Report](./PERFORMANCE_CODE
MEDIUMcrates/prime-radiant/examples/memory_tracking.rs71 // Add an agentic (long-term) memoryCOMMENT
MEDIUMcrates/prime-radiant/examples/memory_tracking.rs275 // Add agentic patterns (general knowledge)COMMENT
MEDIUM…s/prime-radiant/src/ruvllm_integration/memory_layer.rs184 /// Used to connect working/episodic memories to agentic patterns.COMMENT
MEDIUM…s/prime-radiant/src/ruvllm_integration/memory_layer.rs362/// Trait for accessing agentic (long-term) memoryCOMMENT
MEDIUM…s/prime-radiant/src/ruvllm_integration/memory_layer.rs368 /// Store a pattern in agentic memoryCOMMENT
MEDIUM…s/prime-radiant/src/ruvllm_integration/memory_layer.rs726 // Check agentic memoriesCOMMENT
MEDIUM…s/prime-radiant/src/ruvllm_integration/memory_layer.rs764 /// Create hierarchical edges from specific memories to agentic patternsCOMMENT
MEDIUMcrates/prime-radiant/src/ruvllm_integration/traits.rs248 /// Long-term agentic patternsCOMMENT
MEDIUM⚡crates/agentic-robotics-rt/README.md1# agentic-robotics-rtCOMMENT
MEDIUM⚡crates/agentic-robotics-rt/README.md3[![Crates.io](https://img.shields.io/crates/v/agentic-robotics-rt.svg)](https://crates.io/crates/agentic-robotics-rt)CODE
MEDIUM⚡crates/agentic-robotics-rt/README.md4[![Documentation](https://docs.rs/agentic-robotics-rt/badge.svg)](https://docs.rs/agentic-robotics-rt)CODE
MEDIUMcrates/agentic-robotics-rt/README.md388- **Documentation**: [docs.rs/agentic-robotics-rt](https://docs.rs/agentic-robotics-rt)CODE
MEDIUM⚡crates/agentic-robotics-embedded/README.md1# agentic-robotics-embeddedCOMMENT
MEDIUM⚡crates/agentic-robotics-embedded/README.md3[![Crates.io](https://img.shields.io/crates/v/agentic-robotics-embedded.svg)](https://crates.io/crates/agentic-robotics-CODE
MEDIUM⚡crates/agentic-robotics-embedded/README.md4[![Documentation](https://docs.rs/agentic-robotics-embedded/badge.svg)](https://docs.rs/agentic-robotics-embedded)CODE
MEDIUMcrates/agentic-robotics-embedded/README.md49- **Documentation**: [docs.rs/agentic-robotics-embedded](https://docs.rs/agentic-robotics-embedded)CODE
MEDIUMcrates/ruvector-router-ffi/README.md408### RAG (Retrieval-Augmented Generation)COMMENT
MEDIUMcrates/ruvector-robotics/src/lib.rs11//! - [`mcp`]: Model Context Protocol tool registrations for agentic roboticsCOMMENT
MEDIUMcrates/ruvector-robotics/src/mcp/mod.rs1//! MCP tool registrations for agentic robotics.COMMENT
MEDIUMcrates/ruvector-core/tests/embeddings_role_test.rs604/// Delete the whole `.agentic` sidecar file, exactly as an operator (or anCOMMENT
MEDIUMcrates/ruvector-core/tests/embeddings_role_test.rs628// authoritative copy lives in the vector store, so deleting the `.agentic`COMMENT
MEDIUMcrates/ruvector-core/tests/embeddings_role_test.rs686// vector store, not only at the agentic sidecar tables.COMMENT
MEDIUMcrates/ruvector-core/src/agenticdb.rs222 // describes. The copy in this `.agentic` sidecar is a mirror forCOMMENT
MEDIUMcrates/ruvector-core/src/agenticdb.rs225 // downgrade the check" hole: removing `{path}.agentic` now losesCOMMENT
MEDIUMcrates/ruvector-core/src/advanced_features/graph_rag.rs1//! # Graph RAG PipelineCOMMENT
MEDIUMcrates/ruvector-core/src/advanced_features/graph_rag.rs5//! ## Why Graph RAG?COMMENT
MEDIUMcrates/rvforge-reader/src/dock.rs110 /// No witness chain has been read. The scaffold's honest answer.COMMENT
MEDIUMcrates/rvforge-reader/src/commands.rs399/// publisher, no confinement engaged — because the scaffold has measured noneCOMMENT
MEDIUMcrates/ruvector-dag/examples/exotic/coherence_safety.rs3//! Forget guardrails. Forget policies.COMMENT
MEDIUMcrates/ruvector-wasm/README.md846### RAG (Retrieval-Augmented Generation)COMMENT
MEDIUMcrates/ruvllm/docs/GITHUB_ISSUE_SOTA_FEATURES.md1# feat(ruvllm): Implement SOTA features for production agentic workflowsCOMMENT
MEDIUMcrates/ruvllm/docs/GITHUB_ISSUE_V2.md190### Tutorial 3: RAG with RuvectorCOMMENT
MEDIUMcrates/ruvllm/docs/GITHUB_ISSUE_V2.md411### Embeddings for RAGCOMMENT
MEDIUMcrates/ruvllm/src/context/mod.rs55//! // Store in agentic memoryCOMMENT
MEDIUMcrates/ruvllm/src/context/agentic_memory.rs21/// Configuration for agentic memoryCOMMENT
MEDIUMcrates/ruvllm/src/context/agentic_memory.rs143/// Unified agentic memory systemCOMMENT
MEDIUMcrates/ruvllm/src/context/agentic_memory.rs172 /// Create new agentic memory with configurationCOMMENT
MEDIUMcrates/ruvector-verified/README.md11Built on [lean-agentic](https://crates.io/crates/lean-agentic) dependent types. Part of the [RuVector](https://github.coCODE
MEDIUMcrates/ruvector-verified/src/error.rs3//! Maps lean-agentic kernel errors to RuVector verification errors.COMMENT
MEDIUMcrates/ruvector-verified/src/error.rs14 /// The lean-agentic type checker rejected the proof term.COMMENT
MEDIUMcrates/ruvector-verified/src/lib.rs1//! Formal verification layer for RuVector using lean-agentic dependent types.COMMENT
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Verbosity Indicators710 hits · 1365 pts
SeverityFileLineSnippetContext
LOW⚡crates/ruvector-consciousness/src/rsvd_emergence.rs54 // Step 1: Random Gaussian matrix Ω (n × rank).COMMENT
LOW⚡crates/ruvector-consciousness/src/rsvd_emergence.rs63 // Step 2: Y = A * Ω (n × rank).COMMENT
LOWcrates/ruvector-consciousness/src/rsvd_emergence.rs75 // Step 3: QR decomposition via modified Gram-Schmidt.COMMENT
LOWcrates/ruvector-consciousness/src/rsvd_emergence.rs108 // Step 4: B = Q^T * A (rank × n).COMMENT
LOWcrates/ruvector-consciousness/src/rsvd_emergence.rs120 // Step 5: Compute singular values of B via power iteration on B*B^T.COMMENT
LOW⚡crates/prime-radiant/src/cohomology/neural.rs207 // Step 1: Apply linear transformation at each nodeCOMMENT
LOW⚡crates/prime-radiant/src/cohomology/neural.rs213 // Step 2: Apply sheaf diffusionCOMMENT
LOW⚡crates/prime-radiant/src/cohomology/neural.rs231 // Step 3: Apply activationCOMMENT
LOW⚡crates/prime-radiant/src/cohomology/neural.rs236 // Step 4: Residual connection (if dimensions match and enabled)COMMENT
LOW⚡crates/prime-radiant/src/cohomology/neural.rs245 // Step 5: Layer normalizationCOMMENT
LOW⚡crates/ruvix/crates/boot/src/mount.rs209 // Step 1: Verify signatureCOMMENT
LOW⚡crates/ruvix/crates/boot/src/mount.rs214 // Step 2: Parse manifestCOMMENT
LOW⚡crates/ruvix/crates/boot/src/mount.rs239 // Step 3: Create regionsCOMMENT
LOW⚡crates/ruvix/crates/boot/src/mount.rs242 // Step 4: Mount components (Phase A: mock)COMMENT
LOW⚡crates/ruvix/crates/boot/src/mount.rs245 // Step 5: Distribute capabilities (Phase A: mock)COMMENT
LOW⚡crates/ruvix/crates/boot/src/mount.rs248 // Step 6: Connect queues (Phase A: mock)COMMENT
LOW⚡crates/ruvix/crates/boot/src/mount.rs251 // Step 7: Spawn tasksCOMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/build.rs96 // Step 1: Validate environmentCOMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/build.rs100 // Step 2: Configure buildCOMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/build.rs107 // Step 3: CompileCOMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/build.rs111 // Step 4: Post-process (signing, stripping)COMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/flash.rs87 // Step 1: Validate inputsCOMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/flash.rs91 // Step 2: Check deviceCOMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/flash.rs95 // Step 3: Confirm (unless --yes)COMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/flash.rs106 // Step 4: FlashCOMMENT
LOW⚡crates/ruvix/crates/cli/src/commands/flash.rs110 // Step 5: VerifyCOMMENT
LOW⚡crates/ruvix/crates/vecgraph/src/proof_policy.rs263 // Step 1: Check capability has PROVE rightCOMMENT
LOW⚡crates/ruvix/crates/vecgraph/src/proof_policy.rs272 // Step 2: Verify mutation hash matchesCOMMENT
LOW⚡crates/ruvix/crates/vecgraph/src/proof_policy.rs281 // Step 3: Check proof tier satisfies policyCOMMENT
LOW⚡crates/ruvix/crates/vecgraph/src/proof_policy.rs290 // Step 4: Check expiryCOMMENT
LOW⚡crates/ruvix/crates/vecgraph/src/proof_policy.rs299 // Step 5: Check validity window is not too largeCOMMENT
LOW⚡crates/ruvix/crates/vecgraph/src/proof_policy.rs309 // Step 6: Check nonce is not reusedCOMMENT
LOW⚡crates/ruvix/crates/vecgraph/src/proof_policy.rs318 // Step 7: Verify payload according to tierCOMMENT
LOW⚡crates/ruvix/crates/nucleus/tests/acceptance.rs152 // Step 3: writer receives event, computes embeddingCOMMENT
LOW⚡crates/ruvix/crates/nucleus/tests/acceptance.rs158 // Step 4: writer requests proof from proof_engineCOMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs100 // Step 1: rvf_mount("acceptance.rvf", "/test", root_cap)COMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs120 // Step 2: sensor_adapter emits PerceptionEvent to queueCOMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs176 // Step 5: writer calls vector_put_proved(store, key, vector, proof)COMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs190 // Step 6: Kernel verifies proof, applies mutation, emits attestationCOMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs208 // Step 7: reader calls vector_get(store, key)COMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs234 // Step 8: System checkpoints (region snapshots + witness log)COMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs252 // Step 9: System shuts downCOMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs265 // Step 10: System restarts from checkpointCOMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs279 // Step 11: System replays witness logCOMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs304 // Step 12: reader calls vector_get(store, key) - MUST match Step 7 exactlyCOMMENT
LOW⚡crates/ruvix/tests/tests/syscall_flows.rs29 // Step 1: Create capability manager (kernel state)COMMENT
LOW⚡crates/ruvix/tests/tests/syscall_flows.rs34 // Step 2: Allocate region backingCOMMENT
LOW⚡crates/ruvix/tests/tests/syscall_flows.rs37 // Step 3: Create regionCOMMENT
LOW⚡crates/ruvix/tests/tests/syscall_flows.rs41 // Step 4: Create capability for the regionCOMMENT
LOWcrates/ruvix/tests/tests/adr087_section17_acceptance.rs143 // Step 1: Mount RVF (RuVector Format) Cognitive ContainerCOMMENT
LOWcrates/ruvix/tests/tests/adr087_section17_acceptance.rs198 // Step 2: Emit Perception Event (Sensory Input)COMMENT
LOWcrates/ruvix/tests/tests/adr087_section17_acceptance.rs239 // Step 3: Perform Proof-Gated MutationCOMMENT
LOWcrates/ruvix/tests/tests/adr087_section17_acceptance.rs275 // Step 4: Verify AttestationCOMMENT
LOWcrates/ruvix/tests/tests/adr087_section17_acceptance.rs302 // Step 5: Checkpoint, Restart, and ReplayCOMMENT
LOWcrates/ruvix/tests/tests/adr087_section17_acceptance.rs355 // Step 6: Verify Bit-Identical StateCOMMENT
LOW⚡crates/ruvix/benches/benches/throughput.rs229 // Step 1: Queue send (sensor event)COMMENT
LOW⚡crates/ruvix/benches/benches/throughput.rs238 // Step 2: Vector put (embedding)COMMENT
LOWcrates/ruvix/benches/benches/throughput.rs250 // Step 3: Graph apply (knowledge graph update)COMMENT
LOW⚡crates/mcp-brain-server/cloud/deploy-all.sh17# Step 1: Build containerCOMMENT
LOW⚡crates/mcp-brain-server/cloud/deploy-all.sh24# Step 2: Deploy to Cloud RunCOMMENT
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Hyper-Verbose Identifiers797 hits · 890 pts
SeverityFileLineSnippetContext
LOWui/ruvocal/mcp-bridge/test-harness.js409async function testNotificationsInitialized() {CODE
LOW…ruvocal/src/lib/stores/backgroundGenerations.svelte.ts19export function removeBackgroundGeneration(id: string) {CODE
LOW…ruvocal/src/lib/stores/backgroundGenerations.svelte.ts26export function clearBackgroundGenerations() {CODE
LOWui/ruvocal/src/lib/server/conversation.ts12export async function createConversationFromShare(CODE
LOWui/ruvocal/src/lib/server/auth.ts349export async function validateAndParseCsrfToken(CODE
LOWui/ruvocal/src/lib/server/auth.ts349export async function validateAndParseCsrfToken(CODE
LOW…ruvocal/src/lib/server/endpoints/preprocessMessages.ts48function stripEmptyInitialSystemMessage(messages: EndpointMessage[]): EndpointMessage[] {CODE
LOWui/ruvocal/src/lib/server/textGeneration/reasoning.ts4export async function generateSummaryOfReasoning(CODE
LOW…ruvocal/src/lib/server/textGeneration/utils/routing.ts10export function stripReasoningFromMessageForRouting(message: EndpointMessage): EndpointMessage {CODE
LOWui/ruvocal/src/lib/server/mcp/registry.ts59export function refreshMcpServersIfChanged(): void {CODE
LOWui/ruvocal/src/lib/server/router/endpoint.ts106function stripReasoningFromMessage(message: EndpointMessage): EndpointMessage {CODE
LOWui/ruvocal/src/lib/server/router/multimodal.ts9export function findConfiguredMultimodalModel(CODE
LOWui/ruvocal/src/lib/server/router/multimodal.ts23export function getConfiguredMultimodalModelId(CODE
LOWui/ruvocal/src/lib/server/router/toolsRoute.ts14export function isRouterToolsBypassEnabled(): boolean {CODE
LOWui/ruvocal/src/lib/utils/marked.ts326function sanitizeHtmlForMultimedia(html: string): string {CODE
LOWui/ruvocal/src/lib/utils/generationState.ts4export function isAssistantGenerationTerminal(message?: Message): boolean {CODE
LOWui/ruvocal/src/lib/utils/generationState.ts21export function isConversationGenerationActive(messages: Message[]): boolean {CODE
LOW…uvocal/src/lib/utils/tree/convertLegacyConversation.ts5export function convertLegacyConversation(CODE
LOWui/ruvocal/src/routes/settings/(nav)/+layout.svelte39 async function scrollSelectedModelIntoView() {CODE
LOW…ruvector-py/python/ruvector/integrations/salesforce.py210def sync_records_to_collection(CODE
LOW…/ruvector-py/python/ruvector/integrations/langchain.py153 def similarity_search_with_score(self, query: str, k: int = 4, **kwargs: Any) -> List[Tuple[Document, float]]:CODE
LOW⚡crates/ruvector-py/tests/test_sona.py24def test_construction_rejects_zero_hidden_dim() -> None:CODE
LOW⚡crates/ruvector-py/tests/test_sona.py29def test_construction_and_properties() -> None:CODE
LOW⚡crates/ruvector-py/tests/test_sona.py36def test_is_enabled_round_trips_through_the_setter() -> None:CODE
LOW⚡crates/ruvector-py/tests/test_sona.py45def test_apply_micro_lora_fresh_engine_is_exact_identity() -> None:CODE
LOW⚡crates/ruvector-py/tests/test_sona.py57def test_apply_base_lora_fresh_engine_is_exact_identity() -> None:CODE
LOW⚡crates/ruvector-py/tests/test_sona.py67def test_apply_micro_lora_rejects_wrong_length() -> None:CODE
LOW⚡crates/ruvector-py/tests/test_sona.py74def test_apply_base_lora_rejects_wrong_length() -> None:CODE
LOW⚡crates/ruvector-py/tests/test_sona.py81def test_apply_micro_lora_rejects_non_contiguous_input() -> None:CODE
LOW⚡crates/ruvector-py/tests/test_sona.py90def test_apply_base_lora_rejects_out_of_range_layer() -> None:CODE
LOW⚡crates/ruvector-py/tests/test_sona.py97def test_stats_returns_sane_dict() -> None:CODE
LOWcrates/ruvector-py/tests/test_sona.py121def test_save_load_state_round_trip_on_fresh_engine() -> None:CODE
LOWcrates/ruvector-py/tests/test_sona.py138def test_load_state_rejects_malformed_json() -> None:CODE
LOW⚡crates/ruvector-py/tests/test_mcp_server.py126def test_collection_name_traversal_rejected(server_module: ModuleType) -> None:CODE
LOW⚡crates/ruvector-py/tests/test_mcp_server.py133def test_search_unknown_collection_errors(server_module: ModuleType) -> None:CODE
LOW⚡crates/ruvector-py/tests/test_mcp_server.py139def test_widget_meta_shape_matches_adr(server_module: ModuleType) -> None:CODE
LOW⚡crates/ruvector-py/tests/test_mcp_server.py150def test_widget_resource_readable(server_module: ModuleType) -> None:CODE
LOW⚡crates/ruvector-py/tests/test_mcp_server.py159def test_explore_tool_returns_search_shape(server_module: ModuleType) -> None:CODE
LOW⚡crates/ruvector-py/tests/test_mcp_server.py167def test_concurrent_inserts_do_not_collide(server_module: ModuleType) -> None:CODE
LOW⚡crates/ruvector-py/tests/test_mcp_server.py380def test_widget_html_never_uses_innerhtml_or_string_built_markup(server_module: ModuleType) -> None:CODE
LOW⚡crates/ruvector-py/tests/test_mcp_server.py387def test_widget_escapes_metadata_payload_when_executed(server_module: ModuleType) -> None:CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py57def test_create_insert_search_roundtrip(server_module: ModuleType) -> None:CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py203def test_no_token_env_var_means_no_auth_configured(CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py216def test_token_env_var_builds_a_verifier_and_settings(CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py230def test_static_token_verifier_accepts_correct_token_only() -> None:CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py244def test_require_write_scope_blocks_read_only_token(server_module: ModuleType) -> None:CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py261def test_require_write_scope_allows_write_scoped_token(server_module: ModuleType) -> None:CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py277def test_require_write_scope_is_a_noop_with_no_auth_context(server_module: ModuleType) -> None:CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py291def test_search_k_bound_is_a_clean_error_not_a_process_abort(server_module: ModuleType) -> None:CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py305def test_search_rerank_factor_bound(server_module: ModuleType) -> None:CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py313def test_create_collection_dim_and_rerank_bounds(server_module: ModuleType) -> None:CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py325def test_oversized_vector_rejected_before_conversion(server_module: ModuleType) -> None:CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py334def test_batch_row_and_element_caps(server_module: ModuleType) -> None:CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py364def test_non_finite_vectors_rejected_via_tools(server_module: ModuleType) -> None:CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py540def test_default_vector_cap_is_one_million(capped: ModuleType) -> None:CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py544def test_env_var_sets_vector_cap_and_option_wins(capped: ModuleType, monkeypatch: pytest.MonkeyPatch) -> None:CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py555def test_invalid_vector_cap_is_rejected(capped: ModuleType, monkeypatch: pytest.MonkeyPatch, bad: str) -> None:CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py563def test_insert_stops_at_vector_cap(capped: ModuleType) -> None:CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py574def test_batch_insert_is_all_or_nothing_at_cap(capped: ModuleType) -> None:CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py586def test_cap_message_is_a_tool_error(capped: ModuleType) -> None:CODE
737 more matches not shown…
Cross-Language Confusion (JS/TS)50 hits · 332 pts
SeverityFileLineSnippetContext
HIGH…code-rvsource/extracted/source/tools/mcp/mcp-client.js335 print(message)CODE
HIGH…code-rvsource/extracted/source/tools/mcp/mcp-client.js378 print(message)CODE
HIGH…de-rvsource/extracted/source/core/streaming-handler.js291print(f"Batch ID: {message_batch.id}")CODE
HIGH…de-rvsource/extracted/source/core/streaming-handler.js292print(f"Status: {message_batch.processing_status}")CODE
HIGH⚡…de-rvsource/extracted/source/core/streaming-handler.js306 print(f"Status: {batch.processing_status}, processing: {batch.request_counts.processing}")CODE
HIGH⚡…de-rvsource/extracted/source/core/streaming-handler.js309print("Batch complete!")CODE
HIGH⚡…de-rvsource/extracted/source/core/streaming-handler.js310print(f"Succeeded: {batch.request_counts.succeeded}")CODE
HIGH⚡…de-rvsource/extracted/source/core/streaming-handler.js311print(f"Errored: {batch.request_counts.errored}")CODE
HIGH⚡…de-rvsource/extracted/source/core/streaming-handler.js326 print(f"[{result.custom_id}] {text[:100]}")CODE
HIGH⚡…de-rvsource/extracted/source/core/streaming-handler.js329 print(f"[{result.custom_id}] Validation error - fix request and retry")CODE
HIGH⚡…de-rvsource/extracted/source/core/streaming-handler.js331 print(f"[{result.custom_id}] Server error - safe to retry")CODE
HIGH⚡…de-rvsource/extracted/source/core/streaming-handler.js333 print(f"[{result.custom_id}] Canceled")CODE
HIGH⚡…de-rvsource/extracted/source/core/streaming-handler.js335 print(f"[{result.custom_id}] Expired - resubmit")CODE
HIGH⚡…de-rvsource/extracted/source/core/streaming-handler.js344print(f"Status: {cancelled.processing_status}") # "canceling"CODE
HIGH…de-rvsource/extracted/source/core/streaming-handler.js413print(f"Created batch: {batch.id}")CODE
HIGH…de-rvsource/extracted/source/core/streaming-handler.js430 print(f"{custom_id}: {classification}")CODE
HIGH…ode-rvsource/extracted/source/config/model-provider.js787print(f"File ID: {uploaded.id}")CODE
HIGH…ode-rvsource/extracted/source/config/model-provider.js788print(f"Size: {uploaded.size_bytes} bytes")CODE
HIGH…ode-rvsource/extracted/source/config/model-provider.js817 print(block.text)CODE
HIGH⚡…ode-rvsource/extracted/source/config/model-provider.js853 print(f"{f.id}: {f.filename} ({f.size_bytes} bytes)")CODE
HIGH⚡…ode-rvsource/extracted/source/config/model-provider.js860print(f"Filename: {file_info.filename}")CODE
HIGH⚡…ode-rvsource/extracted/source/config/model-provider.js861print(f"MIME type: {file_info.mime_type}")CODE
HIGH…ode-rvsource/extracted/source/config/model-provider.js894print(f"Uploaded: {uploaded.id}")CODE
HIGH…ode-rvsource/extracted/source/config/model-provider.js919 print(f"\\nQ: {question}")CODE
HIGH…ode-rvsource/extracted/source/config/model-provider.js921 print(f"A: {text[:200]}")CODE
HIGH⚡…/ruvector-extensions/examples/graph-export-examples.js386print(f"Graph has {G.number_of_nodes()} nodes and {G.number_of_edges()} edges")CODE
HIGH⚡…/ruvector-extensions/examples/graph-export-examples.js387print(f"\\nTop 5 nodes by degree centrality:")CODE
HIGH⚡…/ruvector-extensions/examples/graph-export-examples.js390 print(f" {node}: {centrality:.4f}")CODE
HIGH…/ruvector-extensions/examples/graph-export-examples.js407print("\\nVisualization saved to: network-visualization.png")CODE
HIGH⚡…/ruvector-extensions/examples/graph-export-examples.ts402print(f"Graph has {G.number_of_nodes()} nodes and {G.number_of_edges()} edges")CODE
HIGH⚡…/ruvector-extensions/examples/graph-export-examples.ts403print(f"\\nTop 5 nodes by degree centrality:")CODE
HIGH⚡…/ruvector-extensions/examples/graph-export-examples.ts406 print(f" {node}: {centrality:.4f}")CODE
HIGH…/ruvector-extensions/examples/graph-export-examples.ts423print("\\nVisualization saved to: network-visualization.png")CODE
HIGH…ckages/ruvllm/scripts/training/contrastive-finetune.js409print(f"Loading base model: {config['base_model']}")CODE
HIGH⚡…ckages/ruvllm/scripts/training/contrastive-finetune.js431print("Model ready for fine-tuning!")CODE
HIGH⚡…ckages/ruvllm/scripts/training/contrastive-finetune.js432print(f"Training data: {config['train_data']}")CODE
HIGH⚡…ckages/ruvllm/scripts/training/contrastive-finetune.js433print("Note: Full training requires GPU. This script validates the setup.")CODE
HIGHnpm/packages/ruvllm/src/contrastive.js302print(f"Loading base model: {config['base_model']}")CODE
HIGH⚡npm/packages/ruvllm/src/contrastive.js324print("Model ready for fine-tuning!")CODE
HIGH⚡npm/packages/ruvllm/src/contrastive.js325print(f"Training data: {config['train_data']}")CODE
HIGH⚡npm/packages/ruvllm/src/contrastive.js326print("Note: Full training requires GPU. This script validates the setup.")CODE
HIGHnpm/packages/ruvllm/src/contrastive.ts449print(f"Loading base model: {config['base_model']}")CODE
HIGH⚡npm/packages/ruvllm/src/contrastive.ts471print("Model ready for fine-tuning!")CODE
HIGH⚡npm/packages/ruvllm/src/contrastive.ts472print(f"Training data: {config['train_data']}")CODE
HIGH⚡npm/packages/ruvllm/src/contrastive.ts473print("Note: Full training requires GPU. This script validates the setup.")CODE
HIGH⚡npm/packages/ruvector/bin/cli.js4314elif [ -f "$PWD/node_modules/ruvector/bin/cli.js" ]; thenCODE
HIGH⚡npm/packages/ruvector/bin/cli.js4317elif [ -f "$PWD/node_modules/.bin/ruvector" ]; thenCODE
HIGH⚡npm/packages/ruvector/bin/cli.js4319elif command -v ruvector &> /dev/null; thenCODE
HIGH⚡npm/packages/ruvector/bin/cli.js4388elif [ -f "$PWD/node_modules/.bin/agentic-flow" ]; thenCODE
HIGH⚡npm/packages/ruvector/bin/cli.js4390elif command -v agentic-flow &> /dev/null; thenCODE
AI Slop Vocabulary106 hits · 317 pts
SeverityFileLineSnippetContext
MEDIUMcrates/sonic-ct/src/grid.rs132 /// coarse spatial structure of a reconstruction while being robust to smallCOMMENT
MEDIUMcrates/sonic-ct/src/fwi.rs326/// Multi-scale FWI: invert low frequencies first (smooth, cycle-skip-robust),COMMENT
MEDIUMcrates/ruvix/crates/boot/Cargo.toml48# harness = falseCOMMENT
MEDIUMcrates/ruvix/crates/nucleus/Cargo.toml61# Enable benchmark harnessCOMMENT
MEDIUMcrates/ruvix/qemu-swarm/configs/8-node-swarm.toml2# Full swarm cluster for comprehensive distributed testingCOMMENT
MEDIUMcrates/ruvector-exotic-wasm/src/time_crystal.rs3//! Implements discrete time crystal dynamics for robust distributed coordination.COMMENT
MEDIUMcrates/ruvector-exotic-wasm/src/time_crystal.rs38//! The key insight is that period-doubling (or n-tupling) provides robustCOMMENT
MEDIUMcrates/ruvector-exotic-wasm/src/time_crystal.rs111/// robust to perturbations and noise.COMMENT
MEDIUMcrates/mcp-brain-server/static/index.html588 <p>The brain measures its own integration. IIT 4.0 mechanism-level &#x3A6; with intrinsic information, full CausCODE
MEDIUMcrates/mcp-brain-server/src/bin/local.rs231 /// then add bidirectional edges with robust pruning.COMMENT
MEDIUMcrates/timesfm/src/prune.rs34//! forecast a tail near ~0.3–0.6 from 128 points). What stays robust is theCOMMENT
MEDIUMcrates/timesfm/src/prune.rs37//! K ∈ {96..256}). The decision logic here is therefore built on two robustCOMMENT
MEDIUMcrates/ruvector-hybrid/src/main.rs381 // RRF provides a robust minimum baseline (rank fusion, score-agnostic)COMMENT
MEDIUMcrates/rvAgent/rvagent-cli/src/a2a.rs439 #[command(name = "test-harness")]COMMENT
MEDIUMcrates/rvAgent/rvagent-backends/src/filesystem.rs210 // Basic canonicalization check (less robust but better than nothing)COMMENT
MEDIUMcrates/ruvector-delta-graph/Cargo.toml42# harness = falseCOMMENT
MEDIUMcrates/ruvector-core/src/advanced_features/diskann.rs87 /// Build a Vamana graph: find medoid, init neighbors, then refine via greedy search + robust prune.COMMENT
MEDIUMcrates/ruvector-dag/src/attention/mod.rs5//! leverage the structural properties of the DAG (topology, paths, cuts) toCOMMENT
MEDIUMcrates/ruvector-delta-core/Cargo.toml47# harness = falseCOMMENT
MEDIUMcrates/ruvector-delta-core/Cargo.toml51# harness = falseCOMMENT
MEDIUMcrates/ruvector-graph-condense/src/condense.rs32 /// robust, deterministic, and effective whenever intra-community edges areCOMMENT
MEDIUMcrates/ruvector-graph-condense/src/diffcut.rs9//! - **Adam** (default) instead of plain GD — adaptive, robust on theCOMMENT
MEDIUMcrates/ruvector-graph-condense/src/diffcut.rs41 /// Adam — adaptive moments; far more robust for large `K`.COMMENT
MEDIUMcrates/rvm/crates/rvm-checkpoint/Cargo.toml19# harness binaries with identical test content execute fine. Disabling theCOMMENT
MEDIUMcrates/rvm/crates/rvm-checkpoint/Cargo.toml20# empty lib harness keeps `cargo test -p rvm-checkpoint` green everywhere.COMMENT
MEDIUMcrates/ruvector-sparse-inference/src/integration/mod.rs3//! This module provides seamless integration with the Ruvector vector databaseCOMMENT
MEDIUMcrates/ruvllm/examples/train_contrastive.rs408 (r#"{"anchor":"Research best practices for state management","positive":"researcher","negative":"coder","is_hardCODE
MEDIUMcrates/ruvllm/src/claude_flow/hooks_integration.rs3//! Unified interface for Claude Flow CLI hooks to leverage all RuvLLM v2.3 capabilities:COMMENT
MEDIUMcrates/ruvector-perception/src/topology.rs226 /// This is robust where a global-min-cut partition is not: it directly testsCOMMENT
MEDIUMcrates/ruvector-hailo-cluster/src/cache.rs493 // Timing-robust by construction: seconds-scale TTL (sleep overshootCOMMENT
MEDIUMcrates/emergent-time/examples/real_trace_eval.rs222/// is one transcript event. We only need a few robust signals, extracted withCOMMENT
MEDIUMcrates/emergent-time/examples/real_trace_eval.rs247 // robust because the harness emits stable key spellings.COMMENT
MEDIUMcrates/emergent-time/src/agentic.rs11//! robust integer ordering that survives shuffled arrival order;COMMENT
MEDIUMcrates/emergent-time/src/weight_learning.rs482 // is the defensible, robust claim. (Whether it beats the *best singleCOMMENT
MEDIUM…es/photonlayer-bench/tests/mnist_differential_bench.rs201 // robust even at smoke scale.COMMENT
MEDIUMcrates/ruvector-gnn/Cargo.toml58# BET 1 productionize (ADR-200): the real-trajectory validation harness drives theCOMMENT
MEDIUMcrates/ruvector-typesafe-core/src/calibration.rs21/// NLL is smooth and unimodal in `log T`, so a fixed grid is both robust andCOMMENT
MEDIUMcrates/ruvector-mincut/src/integration/mod.rs4//! Provides seamless integration with vector databases and graph processing.COMMENT
MEDIUMcrates/ruvector-cnn/src/int8/kernels/simd.rs3//! These implementations leverage x86_64 AVX2 SIMD instructions forCOMMENT
MEDIUMcrates/ruvector-diskann/src/graph.rs1//! Vamana graph construction with α-robust pruningCOMMENT
MEDIUMcrates/ruvector-diskann/src/lib.rs6//! - **Vamana graph**: greedy search + α-robust pruning for bounded out-degreeCOMMENT
MEDIUMcrates/ruvector-diskann/src/index.rs39 /// Alpha parameter for robust pruning (>= 1.0)COMMENT
MEDIUM⚡crates/profiling/scripts/run_all_analysis.sh44# Step 6: Generate comprehensive reportCOMMENT
MEDIUMcrates/ruvector-staged-workspace/Cargo.toml15# stdin/stdout protocol consumed by WP15's TS acceptance harness).COMMENT
MEDIUMcrates/ruvector-solver/src/router.rs268/// automatically retries with progressively more robust (but slower)COMMENT
MEDIUMcrates/ruvector-solver/src/router.rs343 /// 2. **CG** (robust iterative)COMMENT
MEDIUMcrates/ruvector-delta-consensus/Cargo.toml47# harness = falseCOMMENT
MEDIUMcrates/rvf/rvf-index/src/hnsw.rs7//! - Vamana/DiskANN-style alpha-RNG neighbor pruning (robust prune,COMMENT
MEDIUMcrates/rvf/rvf-index/src/hnsw.rs127/// Default alpha for Vamana-style robust pruning. Values > 1 relax theCOMMENT
MEDIUMcrates/rvf/rvf-index/src/hnsw.rs397 /// Vamana/DiskANN-style alpha-RNG neighbor selection (robust prune).COMMENT
MEDIUMcrates/ruvector-delta-index/Cargo.toml53# harness = falseCOMMENT
MEDIUMcrates/ruvector-delta-index/Cargo.toml57# harness = falseCOMMENT
MEDIUM…uvector-postgres/docker/docker-compose.integration.yml4# Provides isolated environment for comprehensive test executionCOMMENT
MEDIUM…ates/ruvector-postgres/docker/run-integration-tests.sh3# Builds Docker environment, runs comprehensive integration tests, and reports resultsCOMMENT
MEDIUMcrates/ruvector-postgres/src/types/vector.rs609/// It uses PostgreSQL's array accessor macros for robust array element access.COMMENT
MEDIUMcrates/ruvector-postgres/src/hybrid/fusion.rs4//! - RRF (Reciprocal Rank Fusion) - default, robustCOMMENT
MEDIUMpatches/hnsw_rs/src/hnsw.rs2//! Efficient and robust approximate nearest neighbour search using Hierarchical NavigableCOMMENT
MEDIUMharnesses/timesfm-harness/scripts/evolve-openrouter.sh2# Evolve the timesfm-harness with Darwin Mode using the OpenRouter LLM mutator,COMMENT
MEDIUMtests/agentic-jujutsu/run-all-tests.sh6# Executes all test suites sequentially and generates comprehensive reports.COMMENT
MEDIUM.claude/helpers/auto-commit.sh3# Handles git add, commit, and push in a robust wayCOMMENT
46 more matches not shown…
Magic Placeholder Names40 hits · 222 pts
SeverityFileLineSnippetContext
HIGHcrates/rvAgent/README.md486 -H "Authorization: Bearer YOUR_API_KEY" \CODE
HIGHcrates/rvAgent/README.md495 -H "Authorization: Bearer YOUR_API_KEY" \CODE
HIGH.claude/skills/flow-nexus-platform/SKILL.md148 API_KEY: "your_api_key",CODE
HIGH.claude/skills/flow-nexus-platform/SKILL.md405 api_key: "your_api_key",CODE
HIGH…de-rvsource/extracted/source/core/streaming-handler.js209 .apiKey("your-api-key")CODE
HIGH…ode-rvsource/extracted/source/config/model-provider.js635export ANTHROPIC_API_KEY="your-api-key"CODE
HIGH…ode-rvsource/extracted/source/config/model-provider.js705 option.WithAPIKey("your-api-key"),CODE
HIGH…ode-rvsource/extracted/source/config/model-provider.js1201const client = new Anthropic({ apiKey: "your-api-key" });CODE
HIGHdocs/cloud-architecture/DEPLOYMENT_GUIDE.md330echo -n "your-api-key" | gcloud secrets create api-key \CODE
HIGHexamples/neural-trader/README.md520 "ALPACA_API_KEY": "your-api-key",CODE
HIGHexamples/neural-trader/mcp/mcp-server.js291 "ALPACA_API_KEY": "your-api-key",CODE
HIGHexamples/data/framework/docs/NEWS_CLIENTS_README.md56let client = GuardianClient::new(Some("your_api_key".to_string()))?;CODE
HIGHexamples/data/framework/docs/NEWS_CLIENTS_README.md79let client = NewsDataClient::new(Some("your_api_key".to_string()))?;CODE
HIGHexamples/data/framework/docs/GENOMICS_CLIENTS.md103let client = NcbiClient::new(Some("YOUR_API_KEY".to_string()))?;CODE
HIGHexamples/data/framework/src/economic_clients.rs615/// let client = AlphaVantageClient::new("YOUR_API_KEY".to_string())?;COMMENT
HIGHexamples/data/framework/src/space_clients.rs152/// let client = NasaClient::new(Some("YOUR_API_KEY".to_string()))?;COMMENT
HIGHexamples/data/framework/src/finance_clients.rs96/// let client = FinnhubClient::new(Some("YOUR_API_KEY".to_string()))?;COMMENT
HIGHexamples/data/framework/src/finance_clients.rs507/// let client = TwelveDataClient::new(Some("YOUR_API_KEY".to_string()))?;COMMENT
HIGHexamples/data/framework/src/semantic_scholar.rs223 /// let client = SemanticScholarClient::new(Some("your-api-key".to_string()));COMMENT
HIGHexamples/data/framework/src/physics_clients.rs909/// let client = MaterialsProjectClient::new("YOUR_API_KEY".to_string())?;COMMENT
HIGHnpm/packages/scipix/src/index.ts14 * apiKey: 'your-api-key',COMMENT
HIGHnpm/packages/graph-data-generator/README.md159OPENROUTER_API_KEY=your_api_keyCODE
HIGHnpm/packages/graph-data-generator/README.md170 apiKey: 'your_api_key',CODE
HIGHnpm/packages/agentic-synth/bin/cli.js285 console.log(' export GEMINI_API_KEY="your-api-key"');CODE
HIGHnpm/packages/agentic-synth/bin/cli.js287 console.log(' export OPENROUTER_API_KEY="your-api-key"');CODE
HIGHnpm/packages/agentic-synth/docs/DEPLOYMENT.md64SYNTH_API_KEY=your-api-key-hereCODE
HIGHnpm/packages/agentic-synth/docs/CLI_USAGE.md23export GEMINI_API_KEY="your-api-key-here"CODE
HIGHnpm/packages/agentic-synth/docs/CLI_USAGE.md26export OPENROUTER_API_KEY="your-api-key-here"CODE
HIGHnpm/packages/agentic-synth/docs/CLI_USAGE.md37 "apiKey": "your-api-key",CODE
HIGHnpm/packages/agentic-synth/examples/EXAMPLES.md1697export GEMINI_API_KEY=your-api-key-hereCODE
HIGHnpm/packages/agentic-synth/examples/README.md50export GEMINI_API_KEY=your-api-key-hereCODE
HIGHnpm/packages/agentic-synth/examples/README.md367export GEMINI_API_KEY=your-api-key-hereCODE
HIGH⚡npm/packages/agentic-synth/examples/security/README.md136export ANTHROPIC_API_KEY='your-api-key-here'CODE
HIGH⚡npm/packages/agentic-synth/examples/security/README.md142ANTHROPIC_API_KEY=your-api-key-hereCODE
HIGH…agentic-synth/examples/agentic-jujutsu/RUN_EXAMPLES.md24export GEMINI_API_KEY=your-api-key-hereCODE
HIGH…agentic-synth/examples/agentic-jujutsu/RUN_EXAMPLES.md362export GEMINI_API_KEY=your-api-key-hereCODE
HIGHnpm/packages/agentic-synth/examples/cicd/README.md21export GEMINI_API_KEY="your-api-key-here"CODE
HIGHnpm/packages/agentic-synth/examples/cicd/README.md23export OPENROUTER_API_KEY="your-api-key-here"CODE
HIGHnpm/packages/ruvbot/src/cli/commands/deploy.js371 OPENROUTER_API_KEY: "YOUR_API_KEY"CODE
HIGHnpm/packages/ruvbot/src/cli/commands/deploy.ts373 OPENROUTER_API_KEY: "YOUR_API_KEY"CODE
Example Usage Blocks66 hits · 99 pts
SeverityFileLineSnippetContext
LOWcrates/ruos-thermal/deploy/install.sh17# Usage:COMMENT
LOWcrates/ruvix/qemu-swarm/scripts/launch-swarm.sh4# Usage:COMMENT
LOWcrates/ruvix/qemu-swarm/scripts/monitor.sh4# Usage:COMMENT
LOWcrates/mcp-brain-server/deploy.sh13# Usage:COMMENT
LOWcrates/mcp-brain-server/scripts/pubmed_discover.sh7# Usage:COMMENT
LOW…ruvector-hailo-cluster/deploy/install-mmwave-bridge.sh21# Usage:COMMENT
LOWcrates/ruvector-hailo-cluster/deploy/compile-hef.sh21# Usage:COMMENT
LOW…ruvector-hailo-cluster/deploy/install-ruvllm-bridge.sh25# Usage:COMMENT
LOW…ector-hailo-cluster/deploy/install-ruvllm-pi-worker.sh18# Usage:COMMENT
LOW…/ruvector-hailo-cluster/deploy/ruvllm-cluster-smoke.sh12# Usage:COMMENT
LOWcrates/ruvector-hailo-cluster/deploy/install.sh30# Usage:COMMENT
LOW…s/ruvector-hailo-cluster/deploy/cross-build-bridges.sh19# Usage:COMMENT
LOW…/ruvector-hailo-cluster/deploy/download-encoder-hef.sh13# Usage:COMMENT
LOW…or-hailo-cluster/deploy/download-cpu-fallback-model.sh22# Usage:COMMENT
LOW…ctor-hailo-cluster/deploy/install-ruview-csi-bridge.sh16# Usage:COMMENT
LOWcrates/ruvector-hailo-cluster/deploy/cross-build.sh16# Usage:COMMENT
LOWcrates/ruvector-postgres/docker/docker-compose.yml4# Usage:COMMENT
LOWcrates/ruvector-postgres/docker/publish-dockerhub.sh5# Usage:COMMENT
LOWcrates/ruvector-postgres/scripts/docker-test.sh5# Usage:COMMENT
LOWharnesses/timesfm-harness/scripts/evolve-openrouter.sh8# Usage:COMMENT
LOWtests/agentic-jujutsu/run-all-tests.sh8# Usage:COMMENT
LOWexamples/ruvLLM/esp32-flash/scripts/offline-cache.sh7# Usage:COMMENT
LOWexamples/edge/pkg/generator.html1522// Usage exampleCOMMENT
LOW⚡examples/edge-net/tests/docker-compose.test.yml11# Usage:COMMENT
LOWexamples/edge-net/pkg/real-agents.js498// Example usageCOMMENT
LOWscripts/claude-code-rvf-corpus.sh9# Usage:COMMENT
LOWscripts/deploy-dragnes.sh5# Usage:COMMENT
LOW⚡scripts/training_orchestrator.sh14# Usage:COMMENT
LOWscripts/extract-ruqu-rvdna-submodules.sh15# Usage:COMMENT
LOWscripts/run_mincut_bench.sh4# Usage:COMMENT
LOWscripts/benchmark/run_benchmarks.sh9# Usage:COMMENT
LOWscripts/benchmark/run_llm_benchmarks.sh15# Usage:COMMENT
LOWscripts/deploy/deploy.sh13# Usage:COMMENT
LOWscripts/training/launch-gpu-training.sh4# Usage:COMMENT
LOWnpm/packages/ruvector-extensions/src/ui-server.ts448// Example usageCOMMENT
LOWnpm/packages/ruvector-extensions/src/ui-server.js376// Example usageCOMMENT
LOWnpm/packages/sona/examples/llm-integration.js190// Example usageCOMMENT
LOW…es/agentic-synth/training/run-multi-model-benchmark.sh5# Usage:COMMENT
LOW…th/examples/agentic-jujutsu/reasoning-bank-learning.ts628// Example usageCOMMENT
LOW…xamples/agentic-jujutsu/version-control-integration.ts378// Example usageCOMMENT
LOW…xamples/agentic-jujutsu/multi-agent-data-generation.ts447// Example usageCOMMENT
LOW…th/examples/agentic-jujutsu/collaborative-workflows.ts620// Example usageCOMMENT
LOW…nth/examples/agentic-jujutsu/quantum-resistant-data.js447// Example usageCOMMENT
LOW…xamples/agentic-jujutsu/version-control-integration.js331// Example usageCOMMENT
LOW…th/examples/agentic-jujutsu/reasoning-bank-learning.js508// Example usageCOMMENT
LOW…nth/examples/agentic-jujutsu/quantum-resistant-data.ts581// Example usageCOMMENT
LOW…xamples/agentic-jujutsu/multi-agent-data-generation.js389// Example usageCOMMENT
LOW…th/examples/agentic-jujutsu/collaborative-workflows.js483// Example usageCOMMENT
LOW…c-synth/examples/business-management/crm-simulation.ts505// Example usageCOMMENT
LOW…agentic-synth/examples/business-management/erp-data.ts462// Example usageCOMMENT
LOW…ic-synth/examples/business-management/hr-management.js516// Example usageCOMMENT
LOW…nth/examples/business-management/financial-planning.ts632// Example usageCOMMENT
LOW…entic-synth/examples/business-management/operations.ts638// Example usageCOMMENT
LOW…c-synth/examples/business-management/crm-simulation.js457// Example usageCOMMENT
LOW…agentic-synth/examples/business-management/erp-data.js423// Example usageCOMMENT
LOW…entic-synth/examples/business-management/operations.js597// Example usageCOMMENT
LOW…ic-synth/examples/business-management/hr-management.ts551// Example usageCOMMENT
LOW…nth/examples/business-management/financial-planning.js592// Example usageCOMMENT
LOW⚡npm/packages/ruvbot/deploy/gcp/deploy.sh7# Usage:COMMENT
LOWnpm/packages/ruvbot/scripts/install.sh5# Usage:COMMENT
6 more matches not shown…
Redundant / Tautological Comments64 hits · 94 pts
SeverityFileLineSnippetContext
LOWinstall.sh79# Check if command existsCOMMENT
LOWinstall.sh172 # Check if it was already installedCOMMENT
LOW…s/ruvector-postgres/docker/benchmark/run-benchmarks.sh39# Check if we have the source codeCOMMENT
LOW…ates/ruvector-postgres/docker/test-runner/run-tests.sh35# Check if we have the source codeCOMMENT
LOWcrates/ruvector-postgres/install/scripts/setup-rhel.sh12# Check if running as rootCOMMENT
LOW…ates/ruvector-postgres/install/scripts/setup-debian.sh12# Check if running as rootCOMMENT
LOW⚡…es/ruvector-postgres/benches/scripts/run_benchmarks.sh58 # Check if test database existsCOMMENT
LOWtests/agentic-jujutsu/run-all-tests.sh168# Check if Node.js and required packages are availableCOMMENT
LOWtests/agentic-jujutsu/run-all-tests.sh179# Check if jest is availableCOMMENT
LOW.claude/intelligence/data/trajectories.json1822 "outcome": "# Check if all crates have proper metadata for publishing",CODE
LOW.claude/helpers/validate-v3-config.sh147 # Check if Node.js version is 20+COMMENT
LOW.claude/helpers/ddd-tracker.sh34 # Check if domain directory exists (20 points)COMMENT
LOW.claude/helpers/worker-manager.sh83 # Check if daemon is runningCOMMENT
LOW.claude/helpers/perf-worker.sh15# Check if we should run (throttle to once per 5 minutes)COMMENT
LOW.claude/helpers/checkpoint-manager.sh89 # Check if it's a tagCOMMENT
LOW.claude/helpers/checkpoint-manager.sh99 # Check if it's a branchCOMMENT
LOW.claude/helpers/v3.sh97 echo " v3 update performance 2.5x # Set performance to 2.5x"CODE
LOW⚡.claude/helpers/learning-hooks.sh40 # Check if better-sqlite3 is availableCOMMENT
LOW.claude/helpers/daemon-manager.sh46# Check if a process is runningCOMMENT
LOW.claude/helpers/setup-mcp.sh6# Check if claude command existsCOMMENT
LOW.claude/helpers/auto-commit.sh30# Check if there are changes to commitCOMMENT
LOW.claude/helpers/auto-commit.sh48 # Check if in a git repoCOMMENT
LOW.claude/helpers/standard-checkpoint-hooks.sh53 # Check if file was modified - first check if file is trackedCOMMENT
LOW.claude/helpers/swarm-hooks.sh76 # Check if agent already existsCOMMENT
LOW.claude/helpers/swarm-hooks.sh135 # Check if message is for us or broadcastCOMMENT
LOW.claude/helpers/swarm-hooks.sh339 # Check if vote is valid optionCOMMENT
LOW.claude/helpers/swarm-hooks.sh565 # Check if handoff is for us and pendingCOMMENT
LOW.claude/helpers/update-v3-progress.sh155 echo " $0 performance 2.5x # Set speedup to 2.5x"CODE
LOWdocs/examples/musica/scripts/check_wasm.sh2# Check if musica compiles to WASMCOMMENT
LOWexamples/vibecast-7sense/.claude/helpers/ddd-tracker.sh48 # Check if domain directory exists (20 points)COMMENT
LOWexamples/vibecast-7sense/scripts/run_benchmarks.sh77 # Check if benchmark completed successfullyCOMMENT
LOWexamples/scipix/web/build.sh6# Check if wasm-pack is installedCOMMENT
LOWexamples/scipix/scripts/run_benchmarks.sh25# Check if running in project directoryCOMMENT
LOWexamples/scipix/scripts/setup_dev.sh14# Check if Rust is installedCOMMENT
LOWexamples/scipix/scripts/download_models.sh85 # Check if model already existsCOMMENT
LOWexamples/edge/scripts/build-wasm.sh9# Check if wasm-pack is installedCOMMENT
LOWexamples/edge-net/run-benchmarks.sh15# Check if cargo bench is availableCOMMENT
LOWexamples/edge-net/benches/run_benchmarks.sh22# Check if we're in the right directoryCOMMENT
LOW…e-net/src/learning-scenarios/diverse-patterns/setup.sh17 # Check if intelligence file existsCOMMENT
LOWexamples/exo-ai-2025/crates/exo-wasm/build.sh8# Check if wasm-pack is installedCOMMENT
LOWexamples/exo-ai-2025/scripts/run-integration-tests.sh64# Check if crates existCOMMENT
LOWexamples/exo-ai-2025/scripts/run-integration-tests.sh107 # Check if cargo-tarpaulin is installedCOMMENT
LOWexamples/exo-ai-2025/benches/run_benchmarks.sh17# Check if crates compile firstCOMMENT
LOWbenchmarks/setup.sh20# Check if k6 is installedCOMMENT
LOWbenchmarks/setup.sh34# Check if Node.js is installedCOMMENT
LOWbenchmarks/setup.sh44# Check if TypeScript is installedCOMMENT
LOWbenchmarks/vector-search/benchmark_quantized_search.py689 # Output resultsCOMMENT
LOWscripts/sync-lockfile.sh17# Check if package.json or any workspace package.json changedCOMMENT
LOWscripts/sync-lockfile.sh33 # Check if lock file changedCOMMENT
LOWscripts/training_orchestrator.sh572 # Display resultsCOMMENT
LOWscripts/benchmark/run_llm_benchmarks.sh154 # Check if we're in the right directoryCOMMENT
LOWscripts/validate/validate-packages.sh117 # Check if dependencies are installedCOMMENT
LOWscripts/validate/validate-packages.sh165 # Check if listed files existCOMMENT
LOWscripts/ci/sync-lockfile.sh17# Check if package.json or any workspace package.json changedCOMMENT
LOWscripts/ci/sync-lockfile.sh33 # Check if lock file changedCOMMENT
LOWscripts/ci/ci-sync-lockfile.sh18 # Check if we're in a git repository and have changesCOMMENT
LOWscripts/deploy/deploy.sh487 # Check if already publishedCOMMENT
LOWscripts/deploy/deploy.sh621 # Check if already publishedCOMMENT
LOWscripts/training/evaluate-model.py237 # Print resultsCOMMENT
LOWscripts/publish/publish-all.sh16# Check if gh CLI is availableCOMMENT
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Unused Imports89 hits · 86 pts
SeverityFileLineSnippetContext
LOWcrates/ruvector-py/python/ruvector/__init__.py40CODE
LOWcrates/ruvector-py/python/ruvector/__init__.py41CODE
LOWcrates/ruvector-py/python/ruvector/__init__.py42CODE
LOWcrates/ruvector-py/python/ruvector/__init__.py43CODE
LOWcrates/ruvector-py/python/ruvector/__init__.py44CODE
LOWcrates/ruvector-py/python/ruvector/__init__.py45CODE
LOWcrates/ruvector-py/python/ruvector/__init__.py46CODE
LOWcrates/ruvector-py/python/ruvector/__init__.py47CODE
LOWcrates/ruvector-py/python/ruvector/__init__.py48CODE
LOWcrates/ruvector-py/python/ruvector/__init__.py49CODE
LOWcrates/ruvector-py/python/ruvector/cli.py13CODE
LOWcrates/ruvector-py/python/ruvector/cli.py17CODE
LOWcrates/ruvector-py/python/ruvector/cli.py19CODE
LOWcrates/ruvector-py/python/ruvector/cli.py19CODE
LOWcrates/ruvector-py/python/ruvector/cli.py19CODE
LOWcrates/ruvector-py/python/ruvector/cli.py19CODE
LOWcrates/ruvector-py/python/ruvector/cli.py19CODE
LOWcrates/ruvector-py/python/ruvector/cli.py25CODE
LOWcrates/ruvector-py/python/ruvector/collection.py27CODE
LOWcrates/ruvector-py/python/ruvector/collection.py33CODE
LOWcrates/ruvector-py/python/ruvector/salesforce_routes.py32CODE
LOWcrates/ruvector-py/python/ruvector/mcp_server.py70CODE
LOW…ruvector-py/python/ruvector/integrations/salesforce.py53CODE
LOW…ruvector-py/python/ruvector/integrations/salesforce.py58CODE
LOW…ruvector-py/python/ruvector/integrations/salesforce.py65CODE
LOW…s/ruvector-py/python/ruvector/integrations/__init__.py11CODE
LOW…ruvector-py/python/ruvector/integrations/llamaindex.py49CODE
LOW…ruvector-py/python/ruvector/integrations/llamaindex.py94CODE
LOW…ruvector-py/python/ruvector/integrations/llamaindex.py95CODE
LOW…/ruvector-py/python/ruvector/integrations/langchain.py48CODE
LOW…/ruvector-py/python/ruvector/integrations/langchain.py59CODE
LOWcrates/ruvector-py/tests/test_sona.py14CODE
LOWcrates/ruvector-py/tests/test_mcp_server.py6CODE
LOWcrates/ruvector-py/tests/test_salesforce_integration.py8CODE
LOWcrates/ruvector-py/tests/test_salesforce_integration.py28CODE
LOWcrates/ruvector-py/tests/test_llamaindex_integration.py10CODE
LOWcrates/ruvector-py/tests/test_collection.py9CODE
LOWcrates/ruvector-py/tests/test_smoke.py15CODE
LOWcrates/ruvector-py/tests/test_salesforce_routes.py14CODE
LOWcrates/ruvector-py/tests/test_gnn.py13CODE
LOWcrates/ruvector-py/tests/test_cluster.py9CODE
LOWcrates/ruvector-py/tests/test_langchain_integration.py10CODE
LOWcrates/ruvector-py/tests/test_langchain_integration.py13CODE
LOWcrates/ruvector-py/tests/test_langchain_integration.py15CODE
LOWcrates/ruvector-py/tests/test_cli.py5CODE
LOWcrates/ruvector-py/tests/test_graph.py14CODE
LOWcrates/ruvector-py/tests/test_graph_cypher.py15CODE
LOWcrates/ruvector-py/tests/perf/bench_collection.py11CODE
LOWcrates/timesfm/scripts/convert_weights.py91CODE
LOWexamples/esp32-decision/tools/e2e.py12CODE
LOWexamples/esp32-decision/tools/qemu_e2e.py11CODE
LOWexamples/esp32-decision/tools/sensor_data.py5CODE
LOWexamples/esp32-decision/tools/lab.py5CODE
LOWexamples/esp32-decision/tests/test_lab.py1CODE
LOWexamples/esp32-decision/tests/test_lab.py4CODE
LOW…amples/esp32-decision/tests/test_transport_boundary.py8CODE
LOWbenchmarks/vector-search/benchmark_quantized_search.py24CODE
LOWbenchmarks/vector-search/benchmark_quantized_search.py30CODE
LOWbenchmarks/vector-search/benchmark_quantized_search.py31CODE
LOWbenchmarks/vector-search/benchmark_quantized_search.py38CODE
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Cross-Language Confusion11 hits · 75 pts
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HIGHcrates/ruvector-py/python/ruvector/collection.py44# `self.ids.push(id as u32)` with no bounds check at that layer). Only theCOMMENT
HIGHcrates/ruvector-py/python/ruvector/mcp_server.py554 if (text !== undefined) e.textContent = String(text);CODE
HIGHcrates/ruvector-py/python/ruvector/mcp_server.py559 const hits = (data && Array.isArray(data.hits)) ? data.hits : [];CODE
HIGH⚡crates/ruvector-py/python/ruvector/mcp_server.py573 const wrap = el('div', undefined, 'barwrap');CODE
HIGH⚡crates/ruvector-py/python/ruvector/mcp_server.py574 const bar = el('div', undefined, 'bar');CODE
HIGH⚡crates/ruvector-py/python/ruvector/mcp_server.py584 if (window.openai && window.openai.toolOutput) {CODE
HIGH⚡crates/ruvector-py/tests/test_mcp_server.py406 constructor(tag) { this.tag = tag; this.children = []; this.style = {}; this._text = ''; made.push(this); }CODE
HIGH⚡crates/ruvector-py/tests/test_mcp_server.py411 appendChild(c) { this.children.push(c); return c; }CODE
HIGH⚡crates/ruvector-py/tests/test_mcp_server.py412 append(...cs) { cs.forEach(c => this.children.push(typeof c === 'string' ? Object.assign(new El('#text'), {_text: c}) CODE
HIGH⚡crates/ruvector-py/tests/test_mcp_server.py427(function walk(e) { texts.push(e._text); e.children.forEach(walk); })(byId['rows']);CODE
HIGHscripts/seed-brain-all.py108 ("Chalk ESM Workaround in CJS", "chalk v5 is ESM-only but the project uses CommonJS. Workaround: const _chalk = requCODE
Fake / Example Data61 hits · 65 pts
SeverityFileLineSnippetContext
LOWui/ruvocal/docs/source/configuration/open-id.md27ALLOWED_USER_EMAILS=["user@example.com", "admin@example.com"]CODE
LOWui/ruvocal/docs/source/configuration/open-id.md27ALLOWED_USER_EMAILS=["user@example.com", "admin@example.com"]CODE
LOWcrates/prime-radiant/examples/governance_audit.rs82 .with_approver(ApproverId::new("admin@example.com"))CODE
LOWcrates/prime-radiant/benches/attention_bench.rs9 group.bench_function("placeholder", |b| b.iter(|| black_box(42)));CODE
LOWcrates/prime-radiant/benches/coherence_bench.rs9 group.bench_function("placeholder", |b| b.iter(|| black_box(42)));CODE
LOWcrates/prime-radiant/src/governance/policy.rs209 algorithm: "placeholder".to_string(),CODE
LOWcrates/mcp-brain/src/pipeline.rs231 assert!(!output.contains("user@example.com"));CODE
LOWcrates/mcp-brain-server/src/verify.rs440 assert!(!stripped[0].1.contains("user@example.com"));CODE
LOW⚡crates/mcp-brain-server/src/tests.rs465 !stripped[1].1.contains("admin@example.com"),CODE
LOW…/rvagent-middleware/tests/security_middleware_tests.rs354 let fake_name = "r\u{0435}ad-file";CODE
LOW…/rvagent-middleware/tests/security_middleware_tests.rs356 !validate_ascii_identifier(fake_name),CODE
LOWcrates/ruvector-wasm/src/kernel/runtime.rs558 email: "test@test.com".to_string(),CODE
LOW…uvector-hailo-cluster/tests/pi_hardware_integration.rs141 let long: String = "lorem ipsum dolor sit amet ".repeat(200);CODE
LOW…uvector-hailo-cluster/tests/pi_hardware_integration.rs141 let long: String = "lorem ipsum dolor sit amet ".repeat(200);CODE
LOW⚡crates/rvlite/examples/dashboard/src/App.tsx329 { subject: '<http://example.org/Person/1>', predicate: '<http://xmlns.com/foaf/0.1/name>', object: '"John Doe"' CODE
LOW⚡crates/rvlite/examples/dashboard/src/App.tsx330 { subject: '<http://example.org/Person/1>', predicate: '<http://xmlns.com/foaf/0.1/mbox>', object: '"john@examplCODE
LOW⚡crates/rvlite/examples/dashboard/src/App.tsx334 { subject: '<http://example.org/Person/2>', predicate: '<http://xmlns.com/foaf/0.1/mbox>', object: '"jane@examplCODE
LOWcrates/ruvector-graph/benches/simd_operations.rs7 c.bench_function("placeholder", |b| b.iter(|| black_box(42)));CODE
LOWcrates/ruvector-graph/benches/hybrid_vector_graph.rs7 c.bench_function("placeholder", |b| b.iter(|| black_box(42)));CODE
LOWcrates/ruvector-graph/benches/distributed_query.rs7 c.bench_function("placeholder", |b| b.iter(|| black_box(42)));CODE
LOWcrates/ruvector-graph/benches/graph_traversal.rs7 c.bench_function("placeholder", |b| b.iter(|| black_box(42)));CODE
LOWcrates/ruvector-graph/benches/query_execution.rs7 c.bench_function("placeholder", |b| b.iter(|| black_box(42)));CODE
LOWcrates/ruvector-postgres/sql/graph_examples.sql200 'CREATE (ceo:Employee {name: ''Jane Doe'', title: ''CEO'', level: 1})CODE
LOWcrates/ruvector-hailo/tests/cpu_fallback_integration.rs114 let long: String = "lorem ipsum dolor sit amet ".repeat(200);CODE
LOWcrates/ruvector-hailo/tests/cpu_fallback_integration.rs114 let long: String = "lorem ipsum dolor sit amet ".repeat(200);CODE
LOW.claude/agents/payments/agentic-payments.md23 holder_id: "user@example.com",CODE
LOW.claude/agents/flow-nexus/authentication.md21 email: "user@example.com",CODE
LOW.claude/agents/flow-nexus/authentication.md28 email: "user@example.com",CODE
LOW.claude/agents/flow-nexus/authentication.md40mcp__flow-nexus__user_reset_password({ email: "user@example.com" })CODE
LOW.claude/agents/sparc/refinement.md338 email: 'user@example.com',CODE
LOW.claude/agents/sparc/refinement.md366 email: 'user@example.com',CODE
LOW⚡.claude/skills/browser/SKILL.md114agent-browser fill ".email-input" "test@test.com"CODE
LOW⚡.claude/skills/browser/SKILL.md120agent-browser find label "Email" fill "test@test.com"CODE
LOW⚡.claude/skills/browser/SKILL.md130agent-browser fill @e2 "user@example.com"CODE
LOW⚡.claude/skills/browser/SKILL.md140agent-browser fill @e1 "John Doe"CODE
LOW.claude/skills/flow-nexus-platform/SKILL.md50 email: "user@example.com",CODE
LOW.claude/skills/flow-nexus-platform/SKILL.md60 email: "user@example.com",CODE
LOW.claude/skills/flow-nexus-platform/SKILL.md80 email: "user@example.com"CODE
LOWdocs/sonic-ct/adr/ADR-0003-preserve-raw-rf-before-ai.md47- The honest "placeholder" framing avoids over-claiming capability.CODE
LOWdocs/adr/ADR-125-resend-email-brain-integration.md156 "email": "user@example.com",CODE
LOWexamples/ruvLLM/esp32/examples/voice_disambiguation.rs355 let jane_id = disambiguator.register_entity("Jane Doe", EntityType::Person, &["jane"]).unwrap();CODE
LOWexamples/OSpipe/tests/integration.rs314 assert!(!redacted.contains("user@example.com"));CODE
LOWexamples/OSpipe/tests/integration.rs344 assert!(!redacted.contains("user@example.com"));CODE
LOWexamples/data/framework/docs/API_CLIENTS.md107 properties: { "author_name": "John Doe" }CODE
LOWexamples/data/framework/docs/biorxiv_medrxiv.md105 "corresponding_author": "John Doe",CODE
LOWexamples/data/framework/src/academic_clients.rs1072 display_name: Some("Jane Doe".to_string()),CODE
LOWexamples/data/framework/src/academic_clients.rs1130 authors: Some(vec!["John Doe".to_string(), "Jane Smith".to_string()]),CODE
LOWexamples/data/framework/src/arxiv_client.rs469 name: "John Doe".to_string(),CODE
LOWexamples/data/framework/src/crossref_client.rs663 assert_eq!(CrossRefClient::format_author_name(&author1), "John Doe");CODE
LOWexamples/data/framework/src/biorxiv_client.rs818 author_corresponding: Some("John Doe".to_string()),CODE
LOWscripts/swarm_train_15.sh191data=$(curl -sf --max-time 15 "https://api.crossref.org/works?query=materials+science+discovery&rows=8&sort=published&orCODE
LOWnpm/packages/ruvector-extensions/docs/EMBEDDINGS.md156 metadata: { category: 'AI', author: 'John Doe' },CODE
LOW…ruvector-extensions/src/examples/embeddings-example.js197 metadata: { category: 'AI', author: 'John Doe' },CODE
LOW…ruvector-extensions/src/examples/embeddings-example.js207 metadata: { category: 'NLP', author: 'John Doe' },CODE
LOW…ruvector-extensions/src/examples/embeddings-example.ts239 metadata: { category: 'AI', author: 'John Doe' },CODE
LOW…ruvector-extensions/src/examples/embeddings-example.ts249 metadata: { category: 'NLP', author: 'John Doe' },CODE
LOW…graph-data-generator/src/generators/knowledge-graph.ts133 "name": "John Doe",CODE
LOW…graph-data-generator/src/generators/knowledge-graph.js97 "name": "John Doe",CODE
LOWnpm/packages/agentic-synth/docs/CLI_USAGE.md202 "name": "John Doe",CODE
LOWnpm/packages/rvforge/src/package-modes.ts82 status: 'placeholder';CODE
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Hallucination Indicators5 hits · 65 pts
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CRITICAL…/claude-code-rvsource/extracted/source/core/session.js347if(z.id[0]===q.charCodeAt(0)&&z.id[1]===q.charCodeAt(1)){K=z;break}}return K};A8.handleUnexpected=function(q,K){var _=!qCODE
CRITICAL…ode-rvsource/extracted/source/config/model-provider.js226let K;if(q.nanos%1e6===0)K=1e6;else if(q.nanos%1000===0)K=1000;else K=1;return`${q.seconds}.${q.nanos/K}s`}});var jb8=B(CODE
CRITICAL⚡benchmarks/src/results-analyzer.ts605 md += `| Latency (p99) | <${report.slaCompliance.details.latency.target}ms | ${report.slaCompliance.details.latency.CODE
CRITICAL⚡benchmarks/src/results-analyzer.ts606 md += `| Availability | >${report.slaCompliance.details.availability.target}% | ${report.slaCompliance.details.availCODE
CRITICAL⚡benchmarks/src/results-analyzer.ts607 md += `| Error Rate | <${report.slaCompliance.details.errorRate.target}% | ${report.slaCompliance.details.errorRate.CODE
Synthetic Comment Markers7 hits · 48 pts
SeverityFileLineSnippetContext
HIGHcrates/cognitum-gate-kernel/docs/SECURITY_AUDIT.md681*Report generated by Claude Code Security Review Agent*COMMENT
HIGHcrates/ruvector-postgres/docs/SECURITY_AUDIT_REPORT.md346*Report generated by Claude Code security analysis*COMMENT
HIGH.claude/agents/optimization/topology-optimizer.md84 // AI-generated novel topologiesCOMMENT
HIGH…ode-rvsource/extracted/source/config/model-provider.js393REM Generated by Claude Code - do not edit manuallyCODE
HIGH…ode-rvsource/extracted/source/config/model-provider.js397# Generated by Claude Code - do not edit manuallyCOMMENT
HIGH…s/delta-behavior/applications/08-swarm-intelligence.rs332 /// Action executed as requestedCOMMENT
HIGH…s/agentic-synth/examples/employee-simulation/README.md113- All data is 100% synthetic and generated by AICODE
Empty Error Handlers9 hits · 45 pts
SeverityFileLineSnippetContext
HIGHcrates/ruvector-py/python/ruvector/collection.py673except FileNotFoundError:CODE
HIGHcrates/ruvector-py/python/ruvector/mcp_server.py628except Exception: # already removedCODE
HIGHexamples/esp32-decision/tools/ota.py70except (TimeoutError, RuntimeError): passCODE
HIGHscripts/generate-rvf-manifest.py82except:CODE
HIGHscripts/seed-specialized.py58except Exception:CODE
HIGHscripts/vote-boost.py32except:CODE
HIGHscripts/seed-brain-all.py47except:CODE
HIGHscripts/training/run_calibration.py127except (subprocess.SubprocessError, FileNotFoundError):CODE
HIGHscripts/training/contamination_check.py79except json.JSONDecodeError:CODE
Excessive Try-Catch Wrapping32 hits · 42 pts
SeverityFileLineSnippetContext
LOWcrates/ruvector-py/python/ruvector/salesforce_routes.py178 except Exception as exc:CODE
LOWcrates/ruvector-py/python/ruvector/mcp_server.py628 except Exception: # already removedSTRING
LOWcrates/ruvector-py/tests/test_mcp_server.py47 except Exception as exc: # noqa: BLE001CODE
LOWcrates/mcp-brain-server/scripts/pubmed_discover.sh327 except Exception as e:CODE
LOW…s/ruvector-hailo-cluster/deploy/compile-encoder-hef.py43 except Exception:CODE
LOW…s/ruvector-hailo-cluster/deploy/compile-encoder-hef.py54except Exception as e:CODE
LOW…s/ruvector-hailo-cluster/deploy/compile-encoder-hef.py136 except Exception as e:STRING
LOW…les/esp32-decision/tests/test_transport_concurrency.py110 except Exception as error: # Preserve the worker failure for the assertion.CODE
MEDIUM…les/esp32-decision/tests/test_transport_concurrency.py107def query_in_thread(device, command, results, errors):CODE
LOW…amples/esp32-decision/tests/test_transport_boundary.py75 except Exception as caught:STRING
MEDIUMexamples/rvf/scripts/rvf-browser.html52 print('Error: ' + e.message);CODE
MEDIUMscripts/generate-rvf-manifest.py157 print(f"Error: {args.input} is not a directory")CODE
LOWscripts/seed-specialized.py58 except Exception:CODE
LOWscripts/seed-specialized.py61 except Exception as e:CODE
LOWscripts/seed-specialized.py616except Exception as e:CODE
LOWscripts/seed-specialized.py641except Exception as e:CODE
LOWscripts/upvote_memories.py84 except Exception as e:CODE
LOWscripts/wet-orchestrate.sh49except Exception as e:CODE
LOWscripts/train-lora.py56 except Exception as e:CODE
LOWscripts/train-lora.py72 except Exception as e:CODE
LOWscripts/seed-brain-all.py50 except Exception as e:CODE
LOWscripts/seed-brain-all.py281except Exception as e:CODE
LOWscripts/create-brainpedia.py209 except Exception as e:CODE
LOWscripts/training/run_sft.py408 except Exception as e:CODE
LOWscripts/training/run_calibration.py59 except Exception as e:CODE
LOWscripts/training/run_calibration.py135 except Exception as e:CODE
LOWscripts/training/run_calibration.py213 except Exception as e:CODE
LOWscripts/training/run_calibration.py246 except Exception as e:CODE
MEDIUM⚡scripts/training/contamination_check.py261 print(f"Error: corpus file not found: {args.corpus}", file=sys.stderr)CODE
MEDIUM⚡scripts/training/contamination_check.py264 print(f"Error: eval file not found: {args.eval}", file=sys.stderr)CODE
MEDIUM⚡scripts/training/contamination_check.py272 print("Error: corpus is empty.", file=sys.stderr)CODE
MEDIUM⚡scripts/training/contamination_check.py275 print("Error: eval set is empty.", file=sys.stderr)CODE
Self-Referential Comments12 hits · 34 pts
SeverityFileLineSnippetContext
MEDIUM…ates/rvlite/examples/dashboard/apply-filter-builder.sh17# Create a temporary file with the helper functionsCOMMENT
MEDIUM…de-rvsource/extracted/source/core/streaming-handler.js168### Defining a toolCOMMENT
MEDIUM…de-rvsource/extracted/source/core/streaming-handler.js261## Create a BatchCOMMENT
MEDIUMexamples/scipix/scripts/download_models.sh120 # Create a placeholder file with instructionsCOMMENT
MEDIUMexamples/edge-net/pkg/join.js139 ${c('dim', '# Create a public research network')}CODE
MEDIUMexamples/edge-net/pkg/join.js142 ${c('dim', '# Create a private team network')}CODE
MEDIUMexamples/edge-net/pkg/networks.js794 ${c('dim', '# Create a public network')}CODE
MEDIUMexamples/edge-net/pkg/networks.js797 ${c('dim', '# Create a private network')}CODE
MEDIUM⚡scripts/claude-code-rvf-corpus.sh383 # Create a fallback TODO noteCOMMENT
MEDIUMscripts/deploy-wet-job.sh30# Create a temporary build context with all files baked into the imageCOMMENT
MEDIUM.github/workflows/release-rvf-cli.yml163 # Create a store and queryCOMMENT
MEDIUM.github/workflows/edge-net-models.yml247 # Create a tar archive for the modelCOMMENT
Deep Nesting26 hits · 26 pts
SeverityFileLineSnippetContext
LOWcrates/ruvector-py/python/ruvector/cli.py158CODE
LOW…ruvector-py/python/ruvector/integrations/salesforce.py210CODE
LOWcrates/ruvector-mincut/benchmarks/prepare_roads.py40CODE
LOWexamples/esp32-decision/tools/benchmark.py48CODE
LOWexamples/esp32-decision/tools/production_check.py42CODE
LOWexamples/esp32-decision/tools/workspace_check.py58CODE
LOWexamples/esp32-decision/tests/test_finite_benchmark.py64CODE
LOWexamples/esp32-decision/tests/test_finite_benchmark.py87CODE
LOWexamples/esp32-decision/tests/test_finite_benchmark.py94CODE
LOWexamples/esp32-decision/tests/test_finite_benchmark.py123CODE
LOWexamples/esp32-decision/tests/test_workspace.py51CODE
LOWexamples/esp32-decision/tests/test_workspace.py117CODE
LOWexamples/esp32-decision/tests/test_improvements.py47CODE
LOWbenchmarks/vector-search/benchmark_quantized_search.py143CODE
LOWscripts/generate-rvf-manifest.py86CODE
LOWscripts/create-brainpedia.py214CODE
LOWscripts/training/train-deobfuscator-v2.py153CODE
LOWscripts/training/filter-and-augment.py149CODE
LOWscripts/training/run_sft.py80CODE
LOWscripts/training/evaluate-model.py123CODE
LOWscripts/training/run_calibration.py69CODE
LOWscripts/training/export-to-rvf.py178CODE
LOWscripts/research-gate/preflight_scan.py58CODE
LOWscripts/research-gate/research_gate.py173CODE
LOWscripts/research-gate/research_gate.py558CODE
LOWscripts/research-gate/research_gate.py179CODE
Slop Phrases6 hits · 16 pts
SeverityFileLineSnippetContext
MEDIUMcrates/ruvllm/examples/benchmark_model.rs698/// Simulate a generation for demonstration purposesCOMMENT
MEDIUMcrates/ruvllm/examples/download_test_model.rs404 // This is a basic implementation - production code should use reqwest or similarCOMMENT
MEDIUMexamples/mincut/neural_optimizer/main.rs321/// This is a simplified approximation for demonstration purposesCOMMENT
MEDIUMexamples/ruvLLM/src/simd_inference.rs1009 /// WARNING: This creates a model with RANDOM weights for demonstration purposes.COMMENT
MEDIUM…es/data/discoveries/swarm_exotic_ai_architectures.json98 "content": "RT-2 (Robotic Transformer 2) directly maps vision-language model outputs to robot actions, transferrinCODE
MEDIUM…vbot/tests/e2e/conversations/conversation-flow.test.ts139 text: 'You\'re welcome! Let me know if you need anything else.',CODE
Modern Structural Boilerplate8 hits · 8 pts
SeverityFileLineSnippetContext
LOWcrates/ruvector-py/python/ruvector/__init__.py51__all__ = [CODE
LOWcrates/ruvector-py/python/ruvector/collection.py772__all__ = ["Collection", "CollectionError", "SearchHit", "CollectionStats"]CODE
LOWcrates/ruvector-py/python/ruvector/salesforce_routes.py243__all__ = ["maybe_register", "SalesforceAuthNotConfiguredError"]CODE
LOWcrates/ruvector-py/python/ruvector/mcp_server.py284def set_max_vectors(value: Optional[int]) -> None:CODE
LOWcrates/ruvector-py/python/ruvector/mcp_server.py677__all__ = [CODE
LOW…ruvector-py/python/ruvector/integrations/salesforce.py485__all__ = [CODE
LOW…ruvector-py/python/ruvector/integrations/llamaindex.py319__all__ = ["RuVectorStore"]CODE
LOW…/ruvector-py/python/ruvector/integrations/langchain.py227__all__ = ["RuVectorStore"]CODE
TODO Padding6 hits · 6 pts
SeverityFileLineSnippetContext
LOWui/ruvocal/src/lib/server/auth.ts525 // TODO: Handle errors if provider is not respondingCOMMENT
LOWcrates/ruvix/crates/nucleus/src/proof_engine.rs243 cached: false, // TODO: implement cachingCODE
LOWcrates/ruvllm/src/reflection/confidence.rs726 let output = "fn example() {\n // TODO: implement this\n}";CODE
LOWcrates/ruvllm/src/reflection/perspectives.rs1015 let output = "fn example() { // TODO: implement }";CODE
LOW.claude/agents/testing/production-validator.md54 /TODO.*implementation/gi, // TODO: implement thisCODE
LOW…aude/agents/testing/validation/production-validator.md54 /TODO.*implementation/gi, // TODO: implement thisCODE
Overly Generic Function Names5 hits · 5 pts
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LOWui/ruvocal/mcp-bridge/mcp-stdio-kernel.js77async function handleRequest(request) {CODE
LOWui/ruvocal/src/lib/server/hooks/handle.ts29export async function handleRequest({ event, resolve }: HandleInput): Promise<Response> {CODE
LOWnpm/packages/ruvbot/src/server.js467async function handleRequest(req, res) {CODE
LOWnpm/packages/ruvbot/src/server.ts534async function handleRequest(req: IncomingMessage, res: ServerResponse): Promise<void> {CODE
LOWnpm/packages/ruvector/test/decompiler-reconstruction.js292 const input = 'async function doSomething(params) { return await fetch(params.url); }';CODE
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HIGH…tes/ruvector-mincut/docs/guide/04-integration-guide.md955 Compute the minimum cut. Args: algorithm: Algorithm to use Returns: MSTRING
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LOWcrates/ruvector-py/python/ruvector/collection.py201CODE