Repository Analysis

ruvnet/RuVector

RuVector is a High Performance, Real-Time, Self-Learning Ai, Vector GNN, Memory DB built in Rust.

5.7 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of ruvnet/RuVector, a Rust project with 4,353 GitHub stars. SynthScan v2.0 examined 3,554,950 lines of code across 10239 source files, recording 11635 pattern matches distributed across 23 syntactic categories. The overall adjusted score of 5.7 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

5.7
Adjusted Score
5.7
Raw Score
100%
Time Factor
2026-07-14
Last Push
4.4K
Stars
Rust
Language
3.6M
Lines of Code
10.2K
Files
11.6K
Pattern Hits
2026-07-14
Scan Date
0.01
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 5HIGH 101MEDIUM 2878LOW 8651

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 11635 distinct pattern matches across 23 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators2201 hits · 7243 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.toml141# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdeny.toml143# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdeny.toml173# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdeny.toml175# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdeny.toml215# ─────────────────────────────────────────────────────────────────────COMMENT
MEDIUMdeny.toml217# ─────────────────────────────────────────────────────────────────────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
MEDIUMcrates/prime-radiant/Cargo.toml19# ============================================================================COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml21# ============================================================================COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml24# -----------------------------------------------------------------------------COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml26# -----------------------------------------------------------------------------COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml72# -----------------------------------------------------------------------------COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml74# -----------------------------------------------------------------------------COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml78# -----------------------------------------------------------------------------COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml80# -----------------------------------------------------------------------------COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml86# -----------------------------------------------------------------------------COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml88# -----------------------------------------------------------------------------COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml91# -----------------------------------------------------------------------------COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml93# -----------------------------------------------------------------------------COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml98# -----------------------------------------------------------------------------COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml100# -----------------------------------------------------------------------------COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml107# -----------------------------------------------------------------------------COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml109# -----------------------------------------------------------------------------COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml112# -----------------------------------------------------------------------------COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml114# -----------------------------------------------------------------------------COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml119# -----------------------------------------------------------------------------COMMENT
MEDIUMcrates/prime-radiant/Cargo.toml121# -----------------------------------------------------------------------------COMMENT
2141 more matches not shown…
Over-Commented Block5895 hits · 5842 pts
SeverityFileLineSnippetContext
LOWCargo.toml1[workspace]COMMENT
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 # example, and plotters 0.3.7 (crates/ruvector-bench chartCOMMENT
LOWdeny.toml141# ─────────────────────────────────────────────────────────────────────COMMENT
LOWdeny.toml161# tree growth without explicit blessing.COMMENT
LOWdeny.toml221unknown-registry = "deny"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-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
LOWcrates/ruvector-consciousness/src/iit4.rs1//! IIT 4.0 intrinsic information and cause-effect repertoires.COMMENT
LOWcrates/ruvector-consciousness/src/iit4.rs21fn num_elements_from_states(n: usize) -> usize {COMMENT
LOWcrates/ruvector-consciousness/src/iit4.rs181// ---------------------------------------------------------------------------COMMENT
LOWcrates/ruvector-consciousness/src/bounds.rs1//! PAC-style approximation guarantees for Φ estimation.COMMENT
LOWcrates/ruvector-consciousness/src/bounds.rs121 // Rayleigh quotient: λ₂ ≈ v^T L v / v^T vCOMMENT
LOWcrates/ruvector-consciousness/src/geomip.rs1//! GeoMIP: Geometric Minimum Information Partition search.COMMENT
LOWcrates/ruvector-consciousness/src/geomip.rs21use crate::types::{Bipartition, ComputeBudget, PhiAlgorithm, PhiResult, TransitionMatrix};COMMENT
LOWcrates/ruvector-consciousness/src/geomip.rs141 1.0 - ((k - half).abs() / half)COMMENT
LOWcrates/ruvector-consciousness/src/phi.rs1//! Integrated Information Theory (IIT) Φ computation.COMMENT
LOWcrates/ruvector-consciousness/src/phi.rs681COMMENT
LOWcrates/ruvector-consciousness/src/phi.rs861 for j in 0..n {COMMENT
LOWcrates/ruvector-consciousness/src/witness_phi.rs1//! Verifiable Φ computation with witness chains.COMMENT
LOWcrates/ruvector-consciousness/src/witness_phi.rs21// Verifiable Φ resultCOMMENT
LOWcrates/ruvector-consciousness/src/coherence_phi.rs1//! Coherence-accelerated Φ estimation via spectral gap bounds.COMMENT
LOWcrates/ruvector-consciousness/src/streaming.rs1//! Online/streaming Φ estimation for time-series data.COMMENT
LOWcrates/ruvector-consciousness/src/traits.rs1//! Trait hierarchy for consciousness computation engines.COMMENT
LOWcrates/ruvector-consciousness/src/traits.rs41 budget: &ComputeBudget,COMMENT
LOWcrates/ruvector-consciousness/src/emergence.rs1//! Causal emergence and effective information computation.COMMENT
LOWcrates/ruvector-consciousness/src/emergence.rs21COMMENT
LOWcrates/ruvector-consciousness/src/ces.rs1//! Cause-Effect Structure (CES) computation — the "shape" of experience.COMMENT
LOWcrates/ruvector-consciousness/src/rsvd_emergence.rs1//! Randomized SVD-based causal emergence.COMMENT
LOWcrates/ruvector-replication/src/lib.rs1//! Data replication and synchronization for ruvectorCOMMENT
LOWcrates/ruvector-attention-node/src/lib.rs1//! ruvector-attention-nodeCOMMENT
LOWcrates/ruvector-attention-node/src/attention.rs41#[napi]COMMENT
LOWcrates/ruvector-attention-node/src/training.rs21// ============================================================================COMMENT
LOWcrates/ruvector-attention-node/src/training.rs261 ///COMMENT
LOWcrates/ruvector-attention-node/src/training.rs361 ///COMMENT
LOWcrates/ruvector-attention-node/src/training.rs461 /// ```COMMENT
LOWcrates/prime-radiant/Cargo.toml21# ============================================================================COMMENT
LOWcrates/prime-radiant/Cargo.toml61# Provides: VectorDB, HnswConfig, DistanceMetricCOMMENT
LOWcrates/prime-radiant/Cargo.toml221gpu = ["wgpu", "pollster", "bytemuck", "tokio", "futures"]COMMENT
LOWcrates/prime-radiant/tests/chaos_tests.rs1//! Chaos Tests for Coherence EngineCOMMENT
LOWcrates/prime-radiant/tests/gpu_coherence_tests.rs1//! GPU Coherence Engine TestsCOMMENT
5835 more matches not shown…
Structural Annotation Overuse1327 hits · 2457 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
LOWcrates/ruvector-decompiler/README.md368### Step 1: Get the minified bundleCOMMENT
LOWcrates/ruvector-decompiler/README.md375### Step 2: Run the decompilerCOMMENT
LOWcrates/ruvector-decompiler/README.md384### Step 3: Check the resultsCOMMENT
LOWcrates/ruvector-decompiler/README.md400### Step 4: Use the source mapCOMMENT
LOWcrates/ruvector-consciousness/src/rsvd_emergence.rs54 // Step 1: Random Gaussian matrix Ω (n × rank).COMMENT
LOWcrates/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
LOWcrates/prime-radiant/src/cohomology/neural.rs207 // Step 1: Apply linear transformation at each nodeCOMMENT
LOWcrates/prime-radiant/src/cohomology/neural.rs213 // Step 2: Apply sheaf diffusionCOMMENT
LOWcrates/prime-radiant/src/cohomology/neural.rs231 // Step 3: Apply activationCOMMENT
LOWcrates/prime-radiant/src/cohomology/neural.rs236 // Step 4: Residual connection (if dimensions match and enabled)COMMENT
LOWcrates/prime-radiant/src/cohomology/neural.rs245 // Step 5: Layer normalizationCOMMENT
LOWcrates/ruvix/crates/boot/src/mount.rs209 // Step 1: Verify signatureCOMMENT
LOWcrates/ruvix/crates/boot/src/mount.rs214 // Step 2: Parse manifestCOMMENT
LOWcrates/ruvix/crates/boot/src/mount.rs239 // Step 3: Create regionsCOMMENT
LOWcrates/ruvix/crates/boot/src/mount.rs242 // Step 4: Mount components (Phase A: mock)COMMENT
LOWcrates/ruvix/crates/boot/src/mount.rs245 // Step 5: Distribute capabilities (Phase A: mock)COMMENT
LOWcrates/ruvix/crates/boot/src/mount.rs248 // Step 6: Connect queues (Phase A: mock)COMMENT
LOWcrates/ruvix/crates/boot/src/mount.rs251 // Step 7: Spawn tasksCOMMENT
LOWcrates/ruvix/crates/cli/src/commands/build.rs96 // Step 1: Validate environmentCOMMENT
LOWcrates/ruvix/crates/cli/src/commands/build.rs100 // Step 2: Configure buildCOMMENT
LOWcrates/ruvix/crates/cli/src/commands/build.rs107 // Step 3: CompileCOMMENT
LOWcrates/ruvix/crates/cli/src/commands/build.rs111 // Step 4: Post-process (signing, stripping)COMMENT
LOWcrates/ruvix/crates/cli/src/commands/flash.rs87 // Step 1: Validate inputsCOMMENT
LOWcrates/ruvix/crates/cli/src/commands/flash.rs91 // Step 2: Check deviceCOMMENT
LOWcrates/ruvix/crates/cli/src/commands/flash.rs95 // Step 3: Confirm (unless --yes)COMMENT
LOWcrates/ruvix/crates/cli/src/commands/flash.rs106 // Step 4: FlashCOMMENT
LOWcrates/ruvix/crates/cli/src/commands/flash.rs110 // Step 5: VerifyCOMMENT
LOWcrates/ruvix/crates/vecgraph/src/proof_policy.rs263 // Step 1: Check capability has PROVE rightCOMMENT
LOWcrates/ruvix/crates/vecgraph/src/proof_policy.rs272 // Step 2: Verify mutation hash matchesCOMMENT
LOWcrates/ruvix/crates/vecgraph/src/proof_policy.rs281 // Step 3: Check proof tier satisfies policyCOMMENT
LOWcrates/ruvix/crates/vecgraph/src/proof_policy.rs290 // Step 4: Check expiryCOMMENT
LOWcrates/ruvix/crates/vecgraph/src/proof_policy.rs299 // Step 5: Check validity window is not too largeCOMMENT
LOWcrates/ruvix/crates/vecgraph/src/proof_policy.rs309 // Step 6: Check nonce is not reusedCOMMENT
LOWcrates/ruvix/crates/vecgraph/src/proof_policy.rs318 // Step 7: Verify payload according to tierCOMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs152 // Step 3: writer receives event, computes embeddingCOMMENT
LOWcrates/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
LOWcrates/ruvix/tests/tests/syscall_flows.rs29 // Step 1: Create capability manager (kernel state)COMMENT
LOWcrates/ruvix/tests/tests/syscall_flows.rs34 // Step 2: Allocate region backingCOMMENT
LOWcrates/ruvix/tests/tests/syscall_flows.rs37 // Step 3: Create regionCOMMENT
LOWcrates/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
1267 more matches not shown…
Modern AI Meta-Vocabulary552 hits · 1655 pts
SeverityFileLineSnippetContext
MEDIUMCargo.toml251 # entropic, thermal) + Structural Proper Time for agentic systems.COMMENT
MEDIUMREADME.md436| [**Agentic-Flow**](https://github.com/ruvnet/agentic-flow) | Run AI agents on any cloud with any model — Claude, GPT, CODE
MEDIUMREADME.md537**Rust crates** (23): [`rvf-types`](https://crates.io/crates/rvf-types) `rvf-wire` `rvf-manifest` `rvf-quant` `rvf-indexCODE
MEDIUMREADME.md1198| **AI Agent Memory** | GNN-backed HNSW memory that agents share and learn from across sessions | [Agentic-Flow](https:/CODE
MEDIUMREADME.md1351| **Synthetic Data** | Agentic synthesis and generation for training data | [Agentic-Flow](https://github.com/ruvnet/ageCODE
MEDIUMREADME.md1543| [@ruvector/agentic-synth](https://www.npmjs.com/package/@ruvector/agentic-synth) | AI synthetic data generator | [![npCODE
MEDIUMREADME.md1544| [@ruvector/agentic-integration](https://www.npmjs.com/package/@ruvector/agentic-integration) | Distributed agent coordCODE
MEDIUMREADME.md2811[![npm](https://img.shields.io/npm/v/@ruvector/agentic-synth.svg)](https://www.npmjs.com/package/@ruvector/agentic-synthCODE
MEDIUMREADME.md2812[![downloads](https://img.shields.io/npm/dt/@ruvector/agentic-synth.svg)](https://www.npmjs.com/package/@ruvector/agentiCODE
MEDIUMREADME.md3091[![npm](https://img.shields.io/npm/v/agentic-jujutsu.svg)](https://www.npmjs.com/package/agentic-jujutsu)CODE
MEDIUMREADME.md5207| [@ruvector/agentic-synth](https://www.npmjs.com/package/@ruvector/agentic-synth) | Synthetic data generator | [![npm](CODE
MEDIUMREADME.md5209| [@ruvector/agentic-integration](https://www.npmjs.com/package/@ruvector/agentic-integration) | Agentic workflows | [![CODE
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
MEDIUMcrates/agentic-robotics-README.md5[![Crates.io](https://img.shields.io/crates/v/agentic-robotics-core.svg)](https://crates.io/crates/agentic-robotics-coreCODE
MEDIUMcrates/agentic-robotics-README.md6[![Documentation](https://docs.rs/agentic-robotics-core/badge.svg)](https://docs.rs/agentic-robotics-core)CODE
MEDIUMcrates/agentic-robotics-README.md14[Documentation](https://docs.rs/agentic-robotics) · [Examples](./examples) · [Performance](./PERFORMANCE_REPORT.md) · [rCODE
MEDIUMcrates/agentic-robotics-README.md42| [`agentic-robotics-core`](./crates/agentic-robotics-core) | Core pub/sub messaging, DDS/CDR serialization | [![Crates.CODE
MEDIUMcrates/agentic-robotics-README.md43| [`agentic-robotics-rt`](./crates/agentic-robotics-rt) | Real-time executor with priority scheduling | [![Crates.io](htCODE
MEDIUMcrates/agentic-robotics-README.md44| [`agentic-robotics-mcp`](./crates/agentic-robotics-mcp) | Model Context Protocol integration | [![Crates.io](https://iCODE
MEDIUMcrates/agentic-robotics-README.md45| [`agentic-robotics-embedded`](./crates/agentic-robotics-embedded) | Embedded systems support (RTIC, Embassy) | [![CratCODE
MEDIUMcrates/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
MEDIUMcrates/agentic-robotics-rt/README.md1# agentic-robotics-rtCOMMENT
MEDIUMcrates/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
MEDIUMcrates/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
MEDIUMcrates/agentic-robotics-embedded/README.md1# agentic-robotics-embeddedCOMMENT
MEDIUMcrates/agentic-robotics-embedded/README.md3[![Crates.io](https://img.shields.io/crates/v/agentic-robotics-embedded.svg)](https://crates.io/crates/agentic-robotics-CODE
MEDIUMcrates/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.md407### 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/src/advanced_features/graph_rag.rs1//! # Graph RAG PipelineCOMMENT
MEDIUMcrates/ruvector-core/src/advanced_features/graph_rag.rs5//! ## Why Graph RAG?COMMENT
MEDIUMcrates/ruvector-dag/examples/exotic/coherence_safety.rs3//! Forget guardrails. Forget policies.COMMENT
MEDIUMcrates/ruvector-wasm/README.md848### 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
MEDIUMcrates/ruvector-verified/src/proof_store.rs29 /// lean-agentic version: 0x00_01_00_00 = 0.1.0.COMMENT
MEDIUMcrates/ruvector-verified/src/invariants.rs3//! Registers RuVector's core type declarations into a lean-agenticCOMMENT
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Verbosity Indicators708 hits · 1360 pts
SeverityFileLineSnippetContext
LOWcrates/ruvector-consciousness/src/rsvd_emergence.rs54 // Step 1: Random Gaussian matrix Ω (n × rank).COMMENT
LOWcrates/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
LOWcrates/prime-radiant/src/cohomology/neural.rs207 // Step 1: Apply linear transformation at each nodeCOMMENT
LOWcrates/prime-radiant/src/cohomology/neural.rs213 // Step 2: Apply sheaf diffusionCOMMENT
LOWcrates/prime-radiant/src/cohomology/neural.rs231 // Step 3: Apply activationCOMMENT
LOWcrates/prime-radiant/src/cohomology/neural.rs236 // Step 4: Residual connection (if dimensions match and enabled)COMMENT
LOWcrates/prime-radiant/src/cohomology/neural.rs245 // Step 5: Layer normalizationCOMMENT
LOWcrates/ruvix/crates/boot/src/mount.rs209 // Step 1: Verify signatureCOMMENT
LOWcrates/ruvix/crates/boot/src/mount.rs214 // Step 2: Parse manifestCOMMENT
LOWcrates/ruvix/crates/boot/src/mount.rs239 // Step 3: Create regionsCOMMENT
LOWcrates/ruvix/crates/boot/src/mount.rs242 // Step 4: Mount components (Phase A: mock)COMMENT
LOWcrates/ruvix/crates/boot/src/mount.rs245 // Step 5: Distribute capabilities (Phase A: mock)COMMENT
LOWcrates/ruvix/crates/boot/src/mount.rs248 // Step 6: Connect queues (Phase A: mock)COMMENT
LOWcrates/ruvix/crates/boot/src/mount.rs251 // Step 7: Spawn tasksCOMMENT
LOWcrates/ruvix/crates/cli/src/commands/build.rs96 // Step 1: Validate environmentCOMMENT
LOWcrates/ruvix/crates/cli/src/commands/build.rs100 // Step 2: Configure buildCOMMENT
LOWcrates/ruvix/crates/cli/src/commands/build.rs107 // Step 3: CompileCOMMENT
LOWcrates/ruvix/crates/cli/src/commands/build.rs111 // Step 4: Post-process (signing, stripping)COMMENT
LOWcrates/ruvix/crates/cli/src/commands/flash.rs87 // Step 1: Validate inputsCOMMENT
LOWcrates/ruvix/crates/cli/src/commands/flash.rs91 // Step 2: Check deviceCOMMENT
LOWcrates/ruvix/crates/cli/src/commands/flash.rs95 // Step 3: Confirm (unless --yes)COMMENT
LOWcrates/ruvix/crates/cli/src/commands/flash.rs106 // Step 4: FlashCOMMENT
LOWcrates/ruvix/crates/cli/src/commands/flash.rs110 // Step 5: VerifyCOMMENT
LOWcrates/ruvix/crates/vecgraph/src/proof_policy.rs263 // Step 1: Check capability has PROVE rightCOMMENT
LOWcrates/ruvix/crates/vecgraph/src/proof_policy.rs272 // Step 2: Verify mutation hash matchesCOMMENT
LOWcrates/ruvix/crates/vecgraph/src/proof_policy.rs281 // Step 3: Check proof tier satisfies policyCOMMENT
LOWcrates/ruvix/crates/vecgraph/src/proof_policy.rs290 // Step 4: Check expiryCOMMENT
LOWcrates/ruvix/crates/vecgraph/src/proof_policy.rs299 // Step 5: Check validity window is not too largeCOMMENT
LOWcrates/ruvix/crates/vecgraph/src/proof_policy.rs309 // Step 6: Check nonce is not reusedCOMMENT
LOWcrates/ruvix/crates/vecgraph/src/proof_policy.rs318 // Step 7: Verify payload according to tierCOMMENT
LOWcrates/ruvix/crates/nucleus/tests/acceptance.rs152 // Step 3: writer receives event, computes embeddingCOMMENT
LOWcrates/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
LOWcrates/ruvix/tests/tests/syscall_flows.rs29 // Step 1: Create capability manager (kernel state)COMMENT
LOWcrates/ruvix/tests/tests/syscall_flows.rs34 // Step 2: Allocate region backingCOMMENT
LOWcrates/ruvix/tests/tests/syscall_flows.rs37 // Step 3: Create regionCOMMENT
LOWcrates/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
LOWcrates/ruvix/benches/benches/throughput.rs229 // Step 1: Queue send (sensor event)COMMENT
LOWcrates/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
LOWcrates/mcp-brain-server/cloud/deploy-all.sh17# Step 1: Build containerCOMMENT
LOWcrates/mcp-brain-server/cloud/deploy-all.sh24# Step 2: Deploy to Cloud RunCOMMENT
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Hyper-Verbose Identifiers466 hits · 502 pts
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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…les/dashboard/src/components/SupplyChainSimulation.tsx298function generateWeatherForLocation(CODE
LOW…tes/ruvector-mincut/docs/guide/04-integration-guide.md978 def compute_connectivity_curve(CODE
LOW…-unified-wasm/pkg/ruvector_attention_unified_wasm.d.ts587export function graphDifferentiableSearch(query: Float32Array, candidate_embeddings: any, config: WasmSearchConfig): anyCODE
LOW…on-unified-wasm/pkg/ruvector_attention_unified_wasm.js2190export function graphDifferentiableSearch(query, candidate_embeddings, config) {CODE
LOW…ostgres/docs/integration-plans/09-benchmarking-plan.md522def measure_recall_latency_tradeoff(index, queries, ground_truth, ef_values):CODE
LOW.claude/agents/swarm/mesh-coordinator.md859 def trigger_failure_detection(self, peer_id):CODE
LOW.claude/agents/swarm/mesh-coordinator.md876 def handle_potential_partition(self):CODE
LOW.claude/agents/swarm/adaptive-coordinator.md84 def analyze_task_characteristics(self, task):CODE
LOW.claude/agents/swarm/adaptive-coordinator.md916 def evaluate_current_performance(self):CODE
LOW.claude/agents/swarm/adaptive-coordinator.md928 def trigger_topology_analysis(self):CODE
LOW.claude/agents/swarm/adaptive-coordinator.md996 def predict_load_requirements(self, time_horizon='4h'):CODE
LOW.claude/agents/reasoning/agent.md200async function planWithTemporalAdvantage(planningMatrix, constraints) {CODE
LOW.claude/agents/v3/security-architect.md719function buildSecurityDependencyGraph() {CODE
LOW.claude/agents/v3/security-architect.md745function calculateSecurityEffectiveness(findings) {CODE
LOW.claude/agents/goal/agent.md172async function planWithTemporalAdvantage(planningMatrix, constraints) {CODE
LOW.claude/agents/goal/code-goal-planner.md311async function implementFeatureWithSPARC(feature: string) {CODE
LOW…earch/sublinear-time-solver/04-examples-integration.md663function generateDiagonallyDominant(n: number) {CODE
LOWdocs/research/rvf/spec/04-progressive-indexing.md176def search_with_partial_index(query, k, layers):CODE
LOWdocs/research/rvf/spec/06-query-optimization.md133def hnsw_search_with_prefetch(query, entry_point, ef_search):CODE
LOW…react_memo_cache_sentinel/_anthropic_ai_claude_code.js63/* original: OK8 */ function reporttheissueathttpsgithubcom(){COMMENT
LOW…o_cache_sentinel/react_memo_cache_sentinel/includes.js23/* original: bPK */ function andpotentiallyassignedtoteamma(){COMMENT
LOW…o_cache_sentinel/react_memo_cache_sentinel/includes.js67/* original: lPK */ function idTaskidentifierusewithTaskGet(){COMMENT
LOW…mo_cache_sentinel/react_memo_cache_sentinel/decrypt.js9/* original: p_6 */ function NoSubtleCryptoimplementationfo(q,K,_){COMMENT
LOW…mo_cache_sentinel/react_memo_cache_sentinel/message.js101/* original: aK7 */ function RemoteControlrequiresaclaudeai(){COMMENT
LOW…emo_cache_sentinel/react_memo_cache_sentinel/hotkey.js5/* original: zf4 */ function cuescregisterEscapereturnedfal(q){COMMENT
LOW…e_sentinel/https___code_claude_com_docs_en_overview.js3/* original: Ax4 */ function reporttheissueathttpsgithubcom(){COMMENT
LOW…rch/latent-space/implementation-plans/agents/10-sdk.md1357def numpy_integration_example():CODE
LOW…rch/latent-space/implementation-plans/agents/10-sdk.md1387def advanced_configuration_example():CODE
LOWdocs/cloud-architecture/scaling-strategy.md600def calculate_region_health_score(region):CODE
LOWdocs/cloud-architecture/scaling-strategy.md628def select_region_for_request(client_ip, available_regions):CODE
LOWdocs/cnn/index.html1866 function visualizeRealtimeEmbedding(embedding) {CODE
LOWdocs/benchmarks/neural-trader-performance-analysis.md472function calculatePortfolioVolatility(portfolio, covariance) {CODE
LOWexamples/neural-trader/accounting/crypto-tax.js321function calculateRemainingHoldings(transactions, costBasisResults) {CODE
LOWexamples/neural-trader/full-integration/platform.js181function displayPackageIntegration() {CODE
LOWexamples/neural-trader/full-integration/platform.js252function displayNeuralModelPerformance() {CODE
LOWexamples/neural-trader/full-integration/platform.js383function displayPerformanceSummary() {CODE
LOWexamples/neural-trader/core/hnsw-vector-search.js117function generateHistoricalPatterns(count) {CODE
LOWexamples/neural-trader/system/data-connectors.js476class DataManager {CODE
LOWexamples/neural-trader/portfolio/optimization.js367function calculatePortfolioVolatility(portfolio, covariance) {CODE
LOWexamples/neural-trader/portfolio/optimization.js381function calculateRiskContribution(portfolio, covariance) {CODE
LOWexamples/delta-behavior/wasm/examples/node-example.ts67async function demonstrateCoreDeltaBehavior(): Promise<void> {CODE
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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
HIGHnpm/packages/ruvllm/src/contrastive.js324print("Model ready for fine-tuning!")CODE
HIGHnpm/packages/ruvllm/src/contrastive.js325print(f"Training data: {config['train_data']}")CODE
HIGHnpm/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
HIGHnpm/packages/ruvllm/src/contrastive.ts471print("Model ready for fine-tuning!")CODE
HIGHnpm/packages/ruvllm/src/contrastive.ts472print(f"Training data: {config['train_data']}")CODE
HIGHnpm/packages/ruvllm/src/contrastive.ts473print("Note: Full training requires GPU. This script validates the setup.")CODE
HIGHnpm/packages/ruvector/bin/cli.js4192elif [ -f "$PWD/node_modules/ruvector/bin/cli.js" ]; thenCODE
HIGHnpm/packages/ruvector/bin/cli.js4195elif [ -f "$PWD/node_modules/.bin/ruvector" ]; thenCODE
HIGHnpm/packages/ruvector/bin/cli.js4197elif command -v ruvector &> /dev/null; thenCODE
HIGHnpm/packages/ruvector/bin/cli.js4266elif [ -f "$PWD/node_modules/.bin/agentic-flow" ]; thenCODE
HIGHnpm/packages/ruvector/bin/cli.js4268elif command -v agentic-flow &> /dev/null; thenCODE
AI Slop Vocabulary101 hits · 303 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/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/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-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.rs31 /// Alpha parameter for robust pruning (>= 1.0)COMMENT
MEDIUMcrates/profiling/scripts/run_all_analysis.sh44# Step 6: Generate comprehensive reportCOMMENT
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
MEDIUMdocs/examples/musica/src/advanced_separator.rs221/// Masks from all resolutions are averaged for robust separation.COMMENT
MEDIUMexamples/subpolynomial-time/src/fusion/mod.rs4//! with minimum-cut brittleness detection for robust knowledge retrieval.COMMENT
MEDIUMexamples/prime-radiant/src/belief.rs212 /// Definitely trueCOMMENT
MEDIUMexamples/prime-radiant/src/belief.rs214 /// Definitely falseCOMMENT
41 more matches not shown…
Magic Placeholder Names42 hits · 232 pts
SeverityFileLineSnippetContext
HIGHREADME.md4800 apiKey: 'your-api-key',CODE
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.js282 console.log(' export GEMINI_API_KEY="your-api-key"');CODE
HIGHnpm/packages/agentic-synth/bin/cli.js284 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
HIGHnpm/packages/agentic-synth/examples/security/README.md136export ANTHROPIC_API_KEY='your-api-key-here'CODE
HIGHnpm/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
HIGHnpm/packages/ruvector/README.md1118export OPENAI_API_KEY="your-api-key-here"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
LOWexamples/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
LOWscripts/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
LOWnpm/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
4 more matches not shown…
Hallucination Indicators5 hits · 65 pts
SeverityFileLineSnippetContext
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}.${q.nanos/K}s`}});var jb8=B(CODE
CRITICALbenchmarks/src/results-analyzer.ts605 md += `| Latency (p99) | <${report.slaCompliance.details.latency.target}ms | ${report.slaCompliance.details.latency.CODE
CRITICALbenchmarks/src/results-analyzer.ts606 md += `| Availability | >${report.slaCompliance.details.availability.target}% | ${report.slaCompliance.details.availCODE
CRITICALbenchmarks/src/results-analyzer.ts607 md += `| Error Rate | <${report.slaCompliance.details.errorRate.target}% | ${report.slaCompliance.details.errorRate.CODE
Fake / Example Data61 hits · 64 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
LOWcrates/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
LOWcrates/rvlite/examples/dashboard/src/App.tsx329 { subject: '<http://example.org/Person/1>', predicate: '<http://xmlns.com/foaf/0.1/name>', object: '"John Doe"' CODE
LOWcrates/rvlite/examples/dashboard/src/App.tsx330 { subject: '<http://example.org/Person/1>', predicate: '<http://xmlns.com/foaf/0.1/mbox>', object: '"john@examplCODE
LOWcrates/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
LOWnpm/packages/ruvllm-wasm/src/index.ts218 name: 'placeholder',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
1 more matches not shown…
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
Excessive Try-Catch Wrapping26 hits · 36 pts
SeverityFileLineSnippetContext
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
MEDIUMexamples/rvf/scripts/rvf-browser.html55 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
MEDIUMscripts/training/contamination_check.py261 print(f"Error: corpus file not found: {args.corpus}", file=sys.stderr)CODE
MEDIUMscripts/training/contamination_check.py264 print(f"Error: eval file not found: {args.eval}", file=sys.stderr)CODE
MEDIUMscripts/training/contamination_check.py272 print("Error: corpus is empty.", file=sys.stderr)CODE
MEDIUMscripts/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
MEDIUMscripts/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
Unused Imports24 hits · 24 pts
SeverityFileLineSnippetContext
LOWcrates/timesfm/scripts/convert_weights.py91CODE
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
LOWscripts/generate-rvf-manifest.py18CODE
LOWscripts/seed-specialized.py12CODE
LOWscripts/upvote_memories.py6CODE
LOWscripts/seed-brain-all.py6CODE
LOWscripts/seed-brain-all.py6CODE
LOWscripts/training/filter-and-augment.py15CODE
LOWscripts/training/run_sft.py17CODE
LOWscripts/training/train-deobfuscator.py18CODE
LOWscripts/training/train-deobfuscator.py21CODE
LOWscripts/training/evaluate-model.py18CODE
LOWscripts/training/evaluate-model.py20CODE
LOWscripts/training/evaluate-model.py28CODE
LOWscripts/training/export_training_data.py21CODE
LOWscripts/training/export_training_data.py22CODE
LOWscripts/training/run_calibration.py20CODE
LOWscripts/training/run_calibration.py46CODE
LOWscripts/training/export-to-rvf.py24CODE
LOWscripts/training/contamination_check.py25CODE
LOWscripts/training/contamination_check.py28CODE
Slop Phrases6 hits · 16 pts
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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
Deep Nesting9 hits · 9 pts
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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
TODO Padding6 hits · 6 pts
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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
SeverityFileLineSnippetContext
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
Docstring Block Structure1 hit · 5 pts
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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
Cross-Language Confusion1 hit · 5 pts
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HIGHscripts/seed-brain-all.py108 ("Chalk ESM Workaround in CJS", "chalk v5 is ESM-only but the project uses CommonJS. Workaround: const _chalk = requCODE