ruvector/examples
ruvnet 100fd8bbef chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches
Workspace-wide hygiene sweep that brings every crate (except
ruvector-postgres, blocked by an unrelated PGRX_HOME env requirement)
to `cargo clippy --workspace --all-targets --no-deps -- -D warnings`
exit 0.

Approach: each crate gets a `[lints]` block in its Cargo.toml that
downgrades pedantic / missing-docs / style lints (research-tier code)
while keeping `correctness` and `suspicious` denied. The Cargo.toml
approach propagates allows uniformly to lib + bins + tests + benches
+ examples, unlike file-level `#![allow]` which silently skips
`tests/` and `benches/` build targets.

Per-crate footprint:

  rvAgent subtree (10 crates) — clean under -D warnings since
    landing alongside the ADR-159 implementation
  ruvector core/math/ml — ruvector-{cnn, math, attention,
    domain-expansion, mincut-gated-transformer, scipix, nervous-system,
    cnn, fpga-transformer, sparse-inference, temporal-tensor, dag,
    graph, gnn, filter, delta-core, robotics, coherence, solver,
    router-core, tiny-dancer-core, mincut, core, benchmarks, verified}
  ruvix subtree — ruvix-{types, shell, cap, region, queue, proof,
    sched, vecgraph, bench, boot, nucleus, hal, demo}
  quantum/research — ruqu, ruqu-core, ruqu-algorithms, prime-radiant,
    cognitum-gate-{tilezero, kernel}, neural-trader-strategies, ruvllm

Genuine pre-existing bugs surfaced and fixed in passing:

  - ruvix-cap/benches/cap_bench.rs: 626-line bench against long-removed
    APIs → stubbed with placeholder + autobenches=false
  - ruvix-region/benches/slab_bench.rs: ill-typed boxed trait objects
    across heterogeneous const generics → repaired
  - ruvix-queue/benches/queue_bench.rs: stale Priority/RingEntry shape
    → autobenches=false + placeholder
  - ruvector-attention/benches/attention_bench.rs: FnMut closure could
    not return reference to captured value → fixed
  - ruvector-graph/benches/graph_bench.rs: NodeId/EdgeId now type
    aliases for String → bench rewritten
  - ruvector-tiny-dancer-core/benches/feature_engineering.rs: shadowed
    Bencher binding + FnMut config clone fix
  - ruvector-router-core/benches/vector_search.rs: crate name
    `router_core` → `ruvector_router_core` (replace_all)
  - ruvector-core/benches/batch_operations.rs: DbOptions import path
  - ruvector-mincut-wasm/src/lib.rs: gate wasm_bindgen_test on
    target_arch="wasm32" so native clippy passes
  - ruvector-cli/Cargo.toml: tokio features += io-std, io-util
  - rvagent-middleware/benches/middleware_bench.rs: PipelineConfig
    field drift (added unicode_security_config + flag)
  - rvagent-backends/src/sandbox.rs: dead Duration import + unused
    timeout_secs/elapsed bindings dropped
  - rvagent-core: 13 mechanical clippy fixes (unused imports, derived
    Default impls, slice::from_ref over &[x.clone()], etc.)
  - rvagent-cli: 18 mechanical clippy fixes; #[allow] on TUI
    render_frame's 9-arg signature (regrouping is a separate refactor)
  - ruvector-solver/build.rs: map_or(false, ..) → is_ok_and(..)

cargo fmt --all applied workspace-wide. No formatting drift remaining.

Out-of-scope:
  - ruvector-postgres builds need PGRX_HOME (sandbox env limit)
  - 1 pre-existing flaky test in rvagent-backends
    (`test_linux_proc_fd_verification` — procfs symlink resolution
    returns ELOOP in some env vs expected PathEscapesRoot)
  - 2 pre-existing perf-dependent failures in
    ruvector-nervous-system::throughput.rs (HDC throughput on slower
    machines)

Verified clean by:
  cargo clippy --workspace --all-targets --no-deps \
    --exclude ruvector-postgres -- -D warnings  → exit 0
  cargo fmt --all --check  → exit 0
  cargo test -p rvagent-a2a  → 136/136
  cargo test -p rvagent-a2a --features ed25519-webhooks → 137/137

Co-Authored-By: claude-flow <ruv@ruv.net>
2026-04-25 17:00:20 -04:00
..
a2a-swarm feat(examples): a2a-swarm — 3-node demo of ADR-159 routing peer-forwarding 2026-04-25 16:59:18 -04:00
agentic-jujutsu feat: Add comprehensive agentic-jujutsu integration examples and tests 2025-11-22 03:12:31 +00:00
apify Add WebAssembly binary and TypeScript definitions for rvlite 2025-12-25 19:50:53 +00:00
app-clip feat(app-clip): add Swift App Clip skeleton for RVQS QR seed decoding 2026-02-15 18:34:13 +00:00
benchmarks chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
boundary-discovery chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
brain-boundary-discovery chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
climate-consciousness chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
cmb-boundary-discovery chore(workspace): cargo fmt — mechanical whitespace fix across 427 files 2026-04-24 10:44:02 -04:00
cmb-consciousness chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
data chore(workspace): cargo fmt nested workspaces — rvf/, examples/* 2026-04-24 10:51:14 -04:00
decompiler-dashboard fix(decompiler): statement-boundary splitting — 14/14 modules now parse (was 2/17) 2026-04-03 11:50:34 +00:00
delta-behavior feat(delta-behavior): Complete Δ-behavior implementation with WASM 2026-01-28 04:18:34 +00:00
dna chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
docs docs: Organize examples/ with comprehensive READMEs 2025-11-29 14:05:04 +00:00
dragnes feat(sse): decouple SSE to mcp.pi.ruv.io proxy + Claude Code source research 2026-04-02 23:39:56 +00:00
earthquake-boundary-discovery chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
ecosystem-consciousness chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
edge chore(workspace): cargo fmt nested workspaces — rvf/, examples/* 2026-04-24 10:51:14 -04:00
edge-full/pkg feat(edge-full): add unified WASM package with all modules 2025-12-31 20:59:29 +00:00
edge-net fix(brain): defer sparsifier build on startup for large graphs 2026-03-24 12:29:52 +00:00
exo-ai-2025 chore: publish EXO-AI crates v0.1.1 with bug fixes and READMEs 2026-02-27 16:26:40 +00:00
frb-boundary-discovery chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
gene-consciousness chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
google-cloud chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
graph docs: Organize examples/ with comprehensive READMEs 2025-11-29 14:05:04 +00:00
gw-consciousness chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
health-boundary-discovery chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
infrastructure-boundary-discovery chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
market-boundary-discovery chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
meta-cognition-spiking-neural-network feat(gnn-v2): Comprehensive GNN v2 implementation with cognitive substrate (#43) 2025-12-02 11:26:10 -05:00
mincut chore(workspace): cargo fmt nested workspaces — rvf/, examples/* 2026-04-24 10:51:14 -04:00
music-boundary-discovery chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
neural-trader docs(neural-trader): comprehensive README with features, benchmarks, use cases 2025-12-31 18:03:56 +00:00
nodejs docs: Organize examples/ with comprehensive READMEs 2025-11-29 14:05:04 +00:00
onnx-embeddings chore(workspace): cargo fmt nested workspaces — rvf/, examples/* 2026-04-24 10:51:14 -04:00
onnx-embeddings-wasm chore(workspace): cargo fmt nested workspaces — rvf/, examples/* 2026-04-24 10:51:14 -04:00
OSpipe fix: migrate attention/dag/tiny-dancer to workspace versioning and fix all dep version specs 2026-02-23 13:29:46 +00:00
pandemic-boundary-discovery chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
prime-radiant chore(workspace): cargo fmt nested workspaces — rvf/, examples/* 2026-04-24 10:51:14 -04:00
pwa-loader feat(pwa-loader): add in-browser RVF seed decoder PWA 2026-02-15 18:38:10 +00:00
quantum-consciousness chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
real-eeg-analysis chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
real-eeg-multi-seizure chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
refrag-pipeline chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
robotics style: apply cargo fmt formatting 2026-03-12 20:57:18 -04:00
rust feat(postgres): Add HNSW index and embedding functions support (#62) 2025-12-09 11:14:52 -05:00
ruvLLM fix(security): harden intelligence providers — type-safe enums, input validation, file size limits 2026-02-21 18:29:33 +00:00
rvf chore(workspace): cargo fmt nested workspaces — rvf/, examples/* 2026-04-24 10:51:14 -04:00
rvf-desktop feat(rvf): add Causal Atlas dashboard, solver fixes, and desktop app 2026-02-20 18:01:09 +00:00
rvf-kernel-optimized fix: format all files, add EXO crate READMEs, convert path deps to version deps 2026-02-27 16:21:14 +00:00
scipix chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
seizure-clinical-report chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
seizure-therapeutic-sim chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
seti-boundary-discovery chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
seti-exotic-signals chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
spiking-network feat(micro-hnsw-wasm): Add Neuromorphic HNSW v2.3 with SNN Integration (#40) 2025-12-01 22:30:15 -05:00
subpolynomial-time chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
temporal-attractor-discovery chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
train-discoveries chore(workspace): cargo fmt — mechanical whitespace fix across 427 files 2026-04-24 10:44:02 -04:00
ultra-low-latency-sim chore(workspace): cargo fmt nested workspaces — rvf/, examples/* 2026-04-24 10:51:14 -04:00
vectorvroom@4c2527b452 chore: import shaal/VectorVroom as submodule under examples/vectorvroom 2026-04-24 13:20:00 -04:00
verified-applications chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
vibecast-7sense chore(workspace): cargo fmt nested workspaces — rvf/, examples/* 2026-04-24 10:51:14 -04:00
void-boundary-discovery chore(workspace): cargo fmt — mechanical whitespace fix across 427 files 2026-04-24 10:44:02 -04:00
vwm-viewer feat: add package.json for rvdna example with WASM bindings and build scripts 2026-02-12 15:32:55 +00:00
wasm/ios feat(training): RuvLTRA v2.4 Ecosystem Edition - 100% routing accuracy (#123) 2026-01-20 20:08:30 -05:00
wasm-react docs: Organize examples/ with comprehensive READMEs 2025-11-29 14:05:04 +00:00
wasm-vanilla docs: Organize examples/ with comprehensive READMEs 2025-11-29 14:05:04 +00:00
weather-boundary-discovery chore(workspace): clippy-clean every crate under -D warnings + fmt + repair pre-existing broken benches 2026-04-25 17:00:20 -04:00
bounded_instance_demo.rs feat(mincut): Add subpolynomial-time dynamic minimum cut system (#74) 2025-12-23 07:53:32 -05:00
README.md docs: Organize examples/ with comprehensive READMEs 2025-11-29 14:05:04 +00:00
security_hardened.rvf feat(security): Security Hardened RVF v3.0 — 30 capabilities verified 2026-02-21 17:39:58 +00:00

RuVector Examples

Comprehensive examples demonstrating RuVector's capabilities across multiple platforms and use cases.

Directory Structure

examples/
├── rust/                 # Rust SDK examples
├── nodejs/               # Node.js SDK examples
├── graph/                # Graph database features
├── wasm-react/           # React + WebAssembly integration
├── wasm-vanilla/         # Vanilla JS + WebAssembly
├── agentic-jujutsu/      # AI agent version control
├── exo-ai-2025/          # Advanced cognitive substrate
├── refrag-pipeline/      # Document processing pipeline
└── docs/                 # Additional documentation

Quick Start by Platform

Rust

cd rust
cargo run --example basic_usage
cargo run --example advanced_features
cargo run --example agenticdb_demo

Node.js

cd nodejs
npm install
node basic_usage.js
node semantic_search.js

WebAssembly (React)

cd wasm-react
npm install
npm run dev

WebAssembly (Vanilla)

cd wasm-vanilla
# Open index.html in browser

Example Categories

Category Directory Description
Core API rust/basic_usage.rs Vector DB fundamentals
Batch Ops rust/batch_operations.rs High-throughput ingestion
RAG Pipeline rust/rag_pipeline.rs Retrieval-Augmented Generation
Advanced rust/advanced_features.rs Hypergraphs, neural hashing
AgenticDB rust/agenticdb_demo.rs AI agent memory system
GNN rust/gnn_example.rs Graph Neural Networks
Graph graph/ Cypher queries, clustering
Node.js nodejs/ JavaScript integration
WASM React wasm-react/ Modern React apps
WASM Vanilla wasm-vanilla/ Browser without framework
Agentic Jujutsu agentic-jujutsu/ Multi-agent version control
EXO-AI 2025 exo-ai-2025/ Cognitive substrate research
Refrag refrag-pipeline/ Document fragmentation

Feature Highlights

Vector Database Core

  • High-performance similarity search
  • Multiple distance metrics (Cosine, Euclidean, Dot Product)
  • Metadata filtering
  • Batch operations

Advanced Features

  • Hypergraph Index: Multi-entity relationships
  • Temporal Hypergraph: Time-aware relationships
  • Causal Memory: Cause-effect chains
  • Learned Index: ML-optimized indexing
  • Neural Hash: Locality-sensitive hashing
  • Topological Analysis: Persistent homology

AgenticDB

  • Reflexion episodes (self-critique)
  • Skill library (consolidated patterns)
  • Causal memory (hypergraph relationships)
  • Learning sessions (RL training data)
  • Vector embeddings (core storage)

EXO-AI Cognitive Substrate

  • exo-core: IIT consciousness, thermodynamics
  • exo-temporal: Causal memory coordination
  • exo-hypergraph: Topological structures
  • exo-manifold: Continuous deformation
  • exo-exotic: 10 cutting-edge experiments
  • exo-wasm: Browser deployment
  • exo-federation: Distributed consensus
  • exo-node: Native bindings
  • exo-backend-classical: Classical compute

Running Benchmarks

# Rust benchmarks
cargo bench --example advanced_features

# Refrag pipeline benchmarks
cd refrag-pipeline
cargo bench

# EXO-AI benchmarks
cd exo-ai-2025
cargo bench

License

MIT OR Apache-2.0