rUv (ruvnet) builds open source infrastructure for agent orchestration, adaptive memory, vector intelligence, portable runtimes, and privacy preserving spatial sensing. The core stack is RuView, Ruflo, RuVector, MetaHarness, RVF, and RVM.
Tip
Your team. Your agents. One federation. Coordinate at x.ruv.io ยท RuFlo federation dashboard
MCP: ChatGPT uses https://x.ruv.io/chatgpt/mcp; Claude and service clients use https://x.ruv.io/mcp. Authorize when prompted. Setup & details.
Start with the RuV Stack: Install skills + marketplace ยท CLI / MCP guide ยท MetaHarness Claude Code:
/plugin marketplace add ruvnet/ruvnet, then/plugin install ruvnet@ruvnet. Reviewed changes:node plugins/ruvnet/bin/ruvnet.mjs changes 5 --kind securityยท snapshot-bound exact evidence with auditable filters and continuation cursors ยท Harness evidence
October 2026: The stack is becoming a continuous operating environment. Ruflo brings coordination into Claude Code through Mods. RVF carries memory and evidence between sessions. APx asks whether the work was useful. Six new public repositories extend the stack into persistent runtimes, edge sensing, MCP applications, and creative tools.
This ecosystem is published through one developer account. Repositories can include community contributions, automation, generated artifacts, and imported history. The evidence files keep those categories separate.
Core stack ยท October update ยท September update ยท RVF ยท Proof ยท Recent projects ยท Package index ยท Provenance dossier ยท Machine readable metrics ยท Citation
Public GitHub API snapshot verified October 2, 2026 UTC (October 1 in Toronto). Captured inventory.
| Measure | Verified value |
|---|---|
| Followers | 11,634 |
| Public repositories | 221 |
| Owned public nonfork repositories | 196 |
| Public repositories that are forks | 25 |
| Stars across owned public nonfork repositories | 185,968 |
| Aggregate downstream forks of owned nonfork repositories | 24,914 |
| Project | Stars | Forks | Watchers | Purpose |
|---|---|---|---|---|
| RuView | 95,890 | 12,655 | 872 | Camera free WiFi spatial intelligence and sensing research |
| ruflo | 73,670 | 8,754 | 464 | Agent orchestration, Mods, swarms, routing, and learning workflows |
| RuVector | 4,531 | 607 | 36 | Vector, graph, temporal, and adaptive memory infrastructure |
| metaharness | 682 | 86 | 3 | Portable harness generation, evaluation, and bounded evolution |
| rvm | 147 | 31 | 0 | Capability controlled execution infrastructure |
RuView and Ruflo account for 91.2% of owned public nonfork stars and 85.9% of downstream forks. They remain the distribution anchors for the wider stack.
| Measure | September 7 | October 2 UTC | Change |
|---|---|---|---|
| Followers | 11,352 | 11,634 | 2.5% |
| RuView stars | 92,749 | 95,890 | 3.4% |
| Ruflo stars | 71,415 | 73,670 | 3.2% |
| RuVector stars | 4,477 | 4,531 | 1.2% |
| MetaHarness stars | 637 | 682 | 7.1% |
| Stars across owned nonfork repositories | 180,252 | 185,968 | 3.2% |
| Rust crates | 416 | 480 | 15.4% |
| Known npm packages | 383 | 398 | 3.9% |
| Public repositories | 215 | 221 | 2.8% |
The September baseline and prior monthly narrative remain available below. Repository and package counts describe publication surfaces, not independent products.
Historical traffic snapshot, verified September 7, 2026. These are the rolling 14 day counts captured then. The owner only endpoint was unavailable for this update; these values are not October traffic.
| Signal | Ruflo | RuView | Combined |
|---|---|---|---|
| Git clone events, rolling 14 days | 193,522 | 24,306 | 217,828 |
| Unique cloners, rolling 14 days | 12,081 | 5,235 | 17,316 |
| Page views, rolling 14 days | 95,578 | 104,365 | 199,943 |
| Unique visitors, rolling 14 days | 42,129 | 36,532 | 78,661 |
| Average clone events per day | 13,823 | 1,736 | 15,559 |
Clone events count git operations, not people; the unique columns are GitHub's own deduplicated counts for the same window. Combined unique figures are the sum of two repositories and will double count anyone who touched both. This profile does not convert clones, views, or package downloads into a monthly active user claim. The owner only traffic endpoint is not publicly reproducible, so these figures are re-derivable only by the account owner.
Current public activity signals, September 8 through the October 2 UTC snapshot:
| Measure | Value | Interpretation |
|---|---|---|
| GitHub followers | 11,634 | Accounts following ruvnet |
| Owned public nonfork repositories with a latest push in the window | 41 | Repository metadata, not individual push or commit events |
| New owned public nonfork repositories | 6 | GitHub creation dates within the window |
| New public fork repositories | 0 | Excluded from owned nonfork totals |
Commit search and contribution graph totals were not recounted for this update. The earlier 2,313 public commit search matches remain a historical August 10 through September 7 measurement, preserved in the September baseline.
| Measure | Verified value | Evidence date |
|---|---|---|
| Published registry and Hugging Face artifacts | at least 908 | Mixed dates below |
Known npm packages listing ruvnet as maintainer |
at least 398 | 2026-10-02 UTC |
| npm downloads, rolling 365 days (2025-09-28 through 2026-09-27) | 83,340,503 | 2026-09-28; 385 package cohort |
Rust crates owned by ruvnet |
480 | 2026-10-02 UTC |
| Cumulative Rust crate downloads (verified 2026-10-02) | 1,759,429 | 2026-10-02 UTC |
| Ownership verified PyPI packages | 8 | July 12, 2026; historical |
| Hugging Face models, spaces, and datasets | 22 | July 12, 2026; historical |
The current npm inventory contains 398 packages. Download evidence retains its 2026-09-28 verification date and 385 package cohort. The newer download refresh was unavailable; no extrapolation is applied. Registry evidence records both populations. The artifact total combines current npm and crates counts with the 30 historically verified PyPI and Hugging Face artifacts.
Package downloads include CI, reinstallations and platform packages. They do not establish unique users. The weekly refresh updates these measurements from official APIs.
Monthly downloads across the 385 package cohort verified 2026-09-28. This dated series covers 2025-09-01 through 2026-08-31; it is not extended beyond the measured window.
xychart-beta
title "rUv npm ecosystem: monthly downloads"
x-axis ["Sep 2025", "Oct 2025", "Nov 2025", "Dec 2025", "Jan 2026", "Feb 2026", "Mar 2026", "Apr 2026", "May 2026", "Jun 2026", "Jul 2026", "Aug 2026"]
y-axis "Downloads (millions)" 0 --> 16
line [0.132, 0.284, 0.401, 0.43, 1.673, 1.97, 4.889, 6.162, 15.58, 14.465, 14.274, 13.16]
Source: official npm daily range API. Figures are millions of download events, including scoped, unscoped, and platform packages. Download events are not unique users.
September was about connecting the parts. An agent needs somewhere to work, memory it can carry forward, and a way to show what happened. The work increasingly lives in those connections: Ruflo inside the coding session, RVF between sessions, RuVector behind the memory, and MetaHarness around the decision to keep a change.
Ruflo 3.50.0 brings Mods into that loop: prompt routing, tool checks, edit learning, cost controls, and a live swarm pane. The published release keeps Mods opt in and preserves classic hooks as the fallback. Later main commits add default installation and marketplace repair. The release and the moving branch are different evidence points.
RVF gives that continuity a concrete form. Memory, metadata, model payloads, and provenance can travel together in a file that a receiver can inspect. RVForge adds authoring, validation, and target staging. The useful boundary is simple: carrying a capability does not grant permission to execute it.
The six new public repositories extend the same idea. APx measures accepted work against a human reference. rGi keeps an agent loop durable across restarts. rultra brings governed adaptation to a Pi sensor box. MCP Studio makes the tools accessible through an application. ruPet and Agents of the Dawm explore a more human interface to the work, with the latter still a design proposal.
The direction is continuous software with an accountable history. More useful work, less repeated setup, and evidence that survives the session that produced it.
Creation dates are GitHub metadata. Status is scoped to the inspected source revision; stars use the October 2 UTC inventory.
| Project | Created | What it adds | Status | Stars |
|---|---|---|---|---|
| agents-of-the-dawm | 2026-09-24 | Game design research | Design proposal | 0 |
| ruPet | 2026-09-22 | Desktop companion | Published asset package | 9 |
| mcp-studio | 2026-09-17 | MCP application starter | Runnable application starter | 2 |
| rultra | 2026-09-11 | Governed edge sensing | Hardware prototype with published observations | 9 |
| APx | 2026-09-08 | Agentic productivity measurement | Runnable harness; synthetic tutorial | 4 |
| rGi | 2026-09-08 | Persistent agent runtime | Experimental runtime | 3 |
| System | October evidence | Boundary |
|---|---|---|
| Ruflo 3.50.0 | Mods, swarm pane, and ruOS jobs integration | Release reports 16 Mods, 38 swarm, and 3 ruOS engine tests; not rerun for this profile |
| RuVector KGE 0.2.0 | Local knowledge graph scoring, training, evaluation and governed optimization | HolE and RotatE are established methods; training data and evaluation determine usefulness |
| RuVector edge services | Cloudflare service implementation and documented deployment evidence | ADR preserves remaining authorization, capacity, and client acceptance gates |
| MetaHarness improvement verifier | Evidence classification across descendant generations, controls and reviewer receipts | Verifier behavior does not establish recursive self improvement |
Full proof record ยท Commit and package receipts ยท October provenance delta
RVF is RuVector Format. It packages segmented vector memory, metadata, model and compute payloads, lineage, and witness records. The aim is to carry useful state from a browser to a local runtime or a governed service without rebuilding the context at every step.
| Piece | Responsibility | Evidence |
|---|---|---|
| RVF format and SDK | Read, write, inspect and query portable memory | SDK 0.3.4, published July 28 |
| Wire contract | Preserve exact segment and manifest bytes across readers | Golden byte tests |
| Witness evidence | Bind recorded actions, outcomes, costs and policy results; detect tampering | Witness integration tests |
| RVForge | Author, validate and stage a canonical RVF for target platforms | RVForge 0.2.0, published August 5 |
| Ruflo integration | Portable agent memory and session persistence workflows | RVF plugin contract |
An artifact checksum proves which bytes were examined. A valid signature binds those bytes to a key. Neither proves that the recorded observation is true, that an experiment generalizes, or that execution is authorized. Verification needs a trusted key, an explicit policy, and evidence for the actual workload.
RVForge's current local build produces staged bundles. Native installer assembly, platform signing, and runtime validation are separate steps. Backend support varies across RVF native and WASM implementations. Ruflo's session encryption is opt in and does not automatically encrypt exported RVF bytes. These limits are part of the published contracts.
Fourteen new owned public repositories were recorded between August 10 and September 7. This section preserves that historical snapshot. Star counts below are the September 7 snapshot; most of these are days old and have not had time to accumulate traction.
| Project or release | Created | What it adds | โ |
|---|---|---|---|
| Dream Machine | August 13 | Config driven engine for nightly, cloud scheduled, evidence gated repository evolution; composes Flywheel, Darwin, and RedBlue behind a promotion gate that never merges | 26 |
| AI text watermark | August 15 | Key verifiable invisible watermarks for LLM generated text in Rust and WebAssembly, SynthID-Text style, with a live playground | 27 |
| LLM stream reformat | August 16 | Inflight rewriting of a live token stream to separate thinking from answer, collapse repetition, and normalize output | 18 |
| Autogenous | August 16 | Governed evolutionary software: typed AGL mutations, antibody packages, hard gate promotion, and automatic rollback | 26 |
| LatentMesh | August 18 | Latent communication fabric for agent collectives using training free orthogonal alignment of hidden states | 17 |
| Event Horizon | August 21 | Interactive dot matrix black hole simulation and exoplanet atlas | 3 |
| Group Field Theory | August 22 | Research exploration of quantum building blocks whose relations constitute spacetime rather than sitting inside it | 4 |
| openAVO | August 22 | Open harness for long horizon autonomous reasoning across prediction, memory, supervision, verification, and adaptive action loops | 13 |
| BatVu | August 25 | Ultrasound echo mapping on an iPhone, rendering returns as a plan position display | 4 |
| ruOS | August 31 | Agentic desktop: a computer use MCP server plus ruvnet stack skills | 1 |
| MiniToo control | August 31 | macOS Bluetooth control, animated displays, and RuView sensing examples for the Divoom MiniToo | 2 |
| ruClip | September 1 | Control plane for running an AI agent company: org chart, budget gated heartbeats, approval gates, signed audit trail | 10 |
| RuForecast | September 1 | Privacy governed multivariate time series forecasting in Rust with cryptographically verified hyperparameter promotion | 2 |
| MoE Foundry | September 5 | Mixture of experts separation workbench for building, testing, and routing smaller specialist models | 6 |
Several of these are governance oriented rather than capability oriented: Dream Machine, Autogenous, and ruClip all separate what a system may propose from what it may promote. That is the same authority boundary the agent stack already applies to merges and releases, extended to nightly evolution, runtime adaptation, and company operations.
Accuracy and maturity statements in individual repositories still govern. RuForecast describes its accuracy research as in progress, BatVu is an experimental sensing prototype, and Group Field Theory is a research exploration rather than an engineering deliverable.
RuView, rvCSI, and RuField perceive. Ruflo coordinates. RuVector and AgenticOW remember. RVF carries state and evidence. RVForge stages it. RVM controls execution. MetaHarness evaluates change. Autogenous governs adaptation. APx measures useful work.
| Layer | Primary systems | Responsibility |
|---|---|---|
| Spatial perception | RuView, rvCSI, RuField | Convert RF and multimodal observations into privacy aware spatial evidence |
| Sensing governance | WiFi Veil, RuCelium | Research sensing boundaries and represent provenance aware environmental observations |
| Agent control plane | Ruflo, MetaHarness | Coordinate agents, route work, evaluate changes, and preserve receipts |
| Learning memory | RuVector, AgentDB, AgenticOW | Store vector, graph, temporal, episodic, and branchable memory |
| Portable execution and transfer | RVF, RVForge, rvQR, RVM | Package and verify agentic applications, stage target bundles, transfer them optically in alpha, and execute them under capability controls |
| Governed adaptation | Autogenous, Dream Machine, rGi | Preserve proposals, evaluations, durable outcomes, and promotion boundaries |
| Useful work measurement | APx | Compare accepted output with a matched human reference, including review, cost, and supervision |
| World and research systems | WorldGraph, RuPixel, PhotonLayer, Helix | Explore world models, visual retrieval, learned optics, and evidence gated decision support |
The October 2 UTC public inventory contains 38 owned nonfork repositories and 6 fork repositories created since June 13. The six newest are listed in the October update above. The table below preserves the September 7 project catalog; historical links may change availability. Nonfork status is an inventory classification, not sole authorship evidence.
| Project | Created | Scope |
|---|---|---|
| MoE Foundry | 2026-09-05 | Mixture of experts separation workbench with reproducible benchmarks and quality gates |
| RuForecast | 2026-09-01 | Privacy governed multivariate time series forecasting; accuracy research in progress |
| ruClip | 2026-09-01 | Control plane for an AI agent company with approval gates and a signed audit trail |
| MiniToo control | 2026-08-31 | macOS Bluetooth control and RuView sensing examples for the Divoom MiniToo |
| ruOS | 2026-08-31 | Agentic desktop combining a computer use MCP server with ruvnet stack skills |
| BatVu | 2026-08-25 | Experimental iPhone ultrasound echo mapping rendered as a plan position display |
| openAVO | 2026-08-22 | Open harness for long horizon autonomous reasoning and agent reliability |
| Group Field Theory | 2026-08-22 | Research exploration of relational quantum spacetime |
| Event Horizon | 2026-08-21 | Interactive black hole simulation and exoplanet atlas |
| LatentMesh | 2026-08-18 | Training free latent alignment as a network primitive for agent collectives |
| Autogenous | 2026-08-16 | Governed evolutionary software with hard gate promotion and automatic rollback |
| LLM stream reformat | 2026-08-16 | Inflight reformatting of live LLM token streams |
| AI text watermark | 2026-08-15 | Key verifiable invisible watermarking for LLM generated text |
| Dream Machine | 2026-08-13 | Nightly evidence gated repository evolution behind a non merging promotion gate |
| WiFi Veil | 2026-08-09 | Synthetic L0 research into defensive privacy controls for unauthorized WiFi sensing |
| rvQR | 2026-08-02 | Alpha offline optical transfer for RVF and WASM artifacts |
| RuCelium | 2026-08-02 | Federated environmental intelligence reference stack with synthetic benchmarks |
| rvFACE | 2026-07-02 | Rust and WASM face recognition SDK requiring explicit biometric governance |
| AgenticOW | 2026-06-28 | Copy on write branching and rollback for embedded vector memory |
| CVE-bench | 2026-06-27 | Executable reproduce and fix benchmark built from public CVEs |
| HackerOne harness | 2026-06-27 | Safety contained vulnerability triage and researcher workflow harness |
| Helix | 2026-06-26 | Local first evidence gated personal health research platform; not a medical device |
| RuPixel | 2026-06-25 | Pixel native visual retrieval on the RuVector ANN substrate |
| SonicChamber | 2026-06-22 | Acoustic digital human and ultrasound simulation workbench |
| PhotonLayer | 2026-06-18 | Deterministic learned optics simulation in Rust |
| RuQu | 2026-06-17 | Quantum circuit simulation in Rust and WebAssembly |
| rvDNA | 2026-06-17 | Genomic analysis in Rust and WebAssembly |
| RuVN | 2026-06-16 | Research harness that produces graded, cited evidence dossiers |
| WorldGraph | 2026-06-16 | Privacy aware environmental digital twin and belief graph |
| rUv Drone | 2026-06-16 | Civilian cooperative UAV coordination for search, inspection, and agriculture |
| RuField | 2026-06-14 | Open multimodal field sensing specification and Rust reference stack |
| MetaHarness | 2026-06-13 | Portable agent harness generation and bounded evolution |
The account wide provenance dossier records repository creation dates, root commits, imported history, feature evidence, and scoped novelty claims separately.
| Signal | What it measures | What it does not prove |
|---|---|---|
| Followers | Accounts choosing to follow ruvnet |
Product users or customers |
| Stars | Repository attention and intent | Installs, retention, or production use |
| Forks | Downstream developer interest | Active deployments |
| Clone events | Git clone operations in a rolling traffic window | Unique people or monthly active users |
| npm downloads | Package fetch events, including CI and platform packages | Unique users |
| crates.io downloads | Cumulative crate fetch events | Current active users |
| Contributions | Activity visible on the public GitHub profile across several event types | Commits alone, effort hours, or necessarily public repository activity |
| Evidence | Purpose |
|---|---|
| October proof record | Pinned source, registry releases, preserved limits, and a reproducible profile check |
| Machine readable metrics | Current counts, windows, caveats, and source links |
| GitHub snapshot | Account, flagship, and recent repository traction from the public API |
| Registry snapshot | Known set npm and crates.io counts, dated snapshots, and counting rules |
| npm search exclusions | Published maintained packages omitted from npm maintainer search |
| Package index | Registry inventory and project family grouping |
| Prior art dossier | Dated lineage, creation metadata, and scoped claims |
| Entity glossary | Canonical project names and measurement terms |
| Claims policy | Evidence rules for lineage, public traction, verified usage, and novelty |
Repository lineage, public availability, feature evidence, public traction, verified usage, and novelty are distinct claims. A root commit anchors current history. It does not prove that every current feature existed at that date. Download events, clone events, stars, followers, and users are also kept distinct.
| Goal | Project |
|---|---|
| Orchestrate agents and swarms | Ruflo |
| Generate and evolve a portable harness | MetaHarness |
| Add adaptive vector and graph memory | RuVector |
| Package an agent into a portable RVF container | RVF |
| Stage deterministic target bundles from RVF | RVForge |
| Explore camera free WiFi spatial intelligence | RuView |
| Inspect dated technical provenance | Account dossier |
This account publishes experiments, working systems, package families, and research artifacts in public so implementations can be inspected, tested, reused, and dated.
Long live โค๏ธ Open Source.
Because the whole point of building in public is the provenance. These dossiers tie systems to their earliest reachable root commits as repository-lineage anchors, alongside GitHub creation metadata, registry timestamps, scoped candidate claims, and named related work. Git author dates do not by themselves prove when a repository became public or when a later feature first appeared.
Org & systems provenance
- ruvnet account wide provenance dossier: October 2 UTC reconciliation of 221 public repositories, with six new repository histories, pinned feature evidence, and explicit status boundaries. Earlier monthly tables remain dated historical records.
- RuVector internal-systems dossier โ per-crate provenance for the RuVector self-learning vector DB (RVF, RVM, SONA, emergent-time, witness chain).
Claude-Flow / Ruflo โ the harness
- Year-One Executive Brief โ 31 verified first-mover positions and the harness-not-model thesis (June 2025 โ June 2026).
- Prior-Art Dossier โ Academic Edition โ the 31 firsts sorted into invention / implementation / engineering / integration, with dated industry-comparison tables and calibrated first-claim language.
Distribution surface
- Packages & Libraries Index: 480 Rust crates and at least 398 known npm packages in the October inventory. The separately dated download evidence, plus historical PyPI and Hugging Face counts, remains visible with its counting rules.
Repository lineage, public availability, feature evidence, adoption metrics, and novelty are separate evidentiary layers. Novelty statements remain scoped candidate claims until supported by feature commits, tests, release timestamps, and a dated prior-art search.
The current core stack. Each row shows the earliest reachable root commit as a lineage anchor and a live star badge. A root commit is not by itself proof of the repository's first public date or of every current feature. Newer and larger than most of the catalog below, these were missing from the historical lists. (Row order reflects stars at last edit; the badges themselves stay current.)
| Project | What it is | Born | โ (live) | Genesis commit |
|---|---|---|---|---|
| RuView | Privacy-first WiFi spatial intelligence for presence, vitals, pose, and environmental sensing | 2025-06-07 |  |
6cab2309 |
| ruflo | Leading agent meta-harness for Claude โ multi-agent swarms, self-learning memory | 2025-06-02 |  |
7c1f9402 |
| metaharness | Verifiable generator and evolution layer for portable agent harnesses, with Darwin, Flywheel, signed lineage, and nine host adapters | 2026-06-13 |  |
bbc5ce50 |
| RuVector | High-performance real-time self-learning vector + GNN memory DB in Rust | 2025-11-19 |  |
ea3e70aa |
| agentic-flow | Easily switch between alternative low-cost AI models in Claude Code/Ag | 2024-09-02 |  |
4db75395 |
| Bot-Generator-Bot | The ultimate bot generator bot prompt. Use this prompt to create power | 2023-04-02 |  |
d88a98d8 |
| open-claude-code | Nightly Claude Code CLI decompile โ reverse-engineered & rebuilt | 2025-02-24 |  |
2c25d1cb |
| daa | Decentralized Autonomous Applications โ self-managing apps | 2023-03-09 |  |
30e53358 |
| rvm | The virtual machine built for the agentic age, in Rust | 2026-04-04 |  |
f39c3adf |
| marketing | Agentic marketing swarm | 2026-01-13 |  |
fe459976 |
| rudevolution | AI semantic decompiler with correctness proofs | 2026-04-03 |  |
afde93e8 |
| chatgpt_plugin_python | A simple To-do ChatGPT Plugin using python and deployed on replit. | 2023-03-23 |  |
331803bd |
| flow-nexus | Competitive agentic platform built entirely on MCP | 2025-08-25 |  |
c0e84960 |
| rUv-Enterprise-AI-Guide | The rUv Enterprise AI Guide is a comprehensive resource designed to as | 2024-05-03 |  |
2061c824 |
| sublinear-time-solver | Rust+WASM sublinear-time solver for asymmetric diagonally dominant systems | 2025-09-19 |  |
316ec6d7 |
| Synaptic-Mesh | Self-evolving peer-to-peer neural fabric where every node is a learning agent | 2025-07-13 |  |
30463806 |
| openai_devops | This script is a command-line tool that utilizes OpenAI's GPT-3.5 Turb | 2023-03-15 |  |
d9fafd7e |
| AiToml | AI-TOML Workflow Specification (aiTWS), a comprehensive and flexible s | 2023-03-21 |  |
e98be084 |
| agentdb | Vector memory that gets smarter every time your agent uses it | 2026-05-06 |  |
8b3388b2 |
| ARCADIA | AI-powered game engine for dynamic, personalized experiences in evolvi | 2023-04-10 |  |
3b73482c |
| agentic-devops | Agentic DevOps is a powerful, interactive Command-Line Interface (CLI) | 2024-06-10 |  |
3fef505e |
| ruvbot | ruvBot is an innovative tool designed to assist users in navigating an | 2023-12-06 |  |
0372bc2d |
| Swagger-ChatGPT-Plugin-Creator | ChatGPT Plugin Creator is an open-source project that helps you conver | 2023-03-28 |  |
790731b9 |
| VIVIAN | Vector Index Virtual Infrastructure for Autonomous Networks | 2023-03-31 |  |
e8dc86d5 |
| vibecast | Weekly Vibecast Live coding sessions with rUv. Check branches for each | 2025-05-01 |  |
2fdbbc51 |
The newest work, much of it shipped as crate/npm families rather than standalone repos โ so it doesn't show up in a repository list. Full package detail: Packages & Libraries Index.
| Project | Since | What it is | Links |
|---|---|---|---|
| agent-harness-generator | 2026-06-13 | Meta-harness generator: scaffold your own branded agent harness with its own npx CLI, MCP server, memory, learning loop, and witness-signed releases (Claude Code, Codex, pi.dev, Hermes, RVM) | repo |
| emergent-time | 2026-06-13 | Calculus of emergent/relational time as an agent runtime primitive (Agentic Time Index) | crate ยท npm |
| rvCSI | 2026-05-13 | Composable WiFi CSI sensing: DSP stages, presence/motion events, Nexmon adapter, RuVector RF embeddings | crate ยท repo |
| RuVix Cognition Kernel | 2026-03-14 | seL4-inspired no_std cognition microkernel: capabilities, coherence-aware scheduler, RVF boot, multi-SoC HAL |
crate |
| ruv-neural | 2026-03-09 | Edge neural toolkit (11 crates): decoder, embed, ESP32, graph, memory, mincut, sensor, signal, viz | crate ยท repo |
| WiFi-DensePose crate suite | 2026-03-01 | RuView's 21-crate pipeline: signalโNNโworldgraph, geo, vitals, mass-casualty, per-room calibration | crate ยท model |
| RuvLTRA (model routing) | 2026-01-20 | 3-tier model router, 100% routing accuracy; published models on Hugging Face | model ยท claude-code variant |
| Cognitum | 2026-01-17 | Edge cognition device: 256-tile coherence-gate WASM kernel, anytime-valid arbiter, Home-Assistant/Matter cogs | crate |
| RuQu | 2026-01-17 | Pure-Rust quantum circuit simulator + neural error decoder, VQE/QAOA, quantum-classical hybrids | crate |
| 7sense | 2026-01-16 | Bioacoustic analysis bounded contexts: audio, embedding, GNN learning, LLM interpretation | crate |
| RuvLLM | 2025-12-12 | LLM serving runtime with RuVector integration, ESP32 tiny inference, subquadratic sparse attention | crate |
| EXO-AI | 2025-12-02 | Cognitive substrate: SIREN manifold, hypergraph, temporal causal memory, post-quantum federation | crate |
| Neural Trader | 2025-11-13 | Neural trading stack (16 crates): LSTM/conformal prediction, backtesting, portfolio, execution | crate ยท repo |
| AIMDS | 2025-10-27 | AI Manipulation Defense System: fast-path detection, deep behavioral analysis, adaptive meta-learning response | crate |
| Lean-Agentic | 2025-10-25 | Hash-consed dependency RAG gateway with multi-lane cost routing and verification | crate |
Historical June 13, 2026 catalog with 248 rows and recorded root commits. This is not a current public inventory or a verified count of original projects. Availability and classification may have changed. Stars retain their June snapshot date. Genesis is the self asserted Git author date in the recorded lineage; it does not establish first public appearance. The October public inventory contains 221 repositories.
Expand the full 248-repository prior-art index
Core frameworks and libraries for building AI-powered applications and intelligent systems.
| Project/Description | GitHub |
|---|---|
| ๐ Claude-Flow - The leading agent orchestration platform for Claude. Deploy intelligent multi-agent swarms, coordinate autonomous workflows, and build conversational AI systems. Features enterprise-grade architecture with multi-cloud support | Link |
| ๐ Agent Name Service (ANS) - Secure registry for AI agents based on OWASP GenAI Security Project's ANS Protocol for agent discovery and interaction | Link |
| ๐ ๏ธ Agile Agents (A2) - Open-source framework for serverless intelligent agents with multi-cloud support | Link |
| ๐ง AgenticsJS - Intelligent search library with real-time results, visualization, and plugins | Link |
| ๐ Agentic Diffusion - Advanced diffusion-based generative framework for code generation and agentic planning through self-evolving models | Link |
| ๐ DSPy.ts - Browser-based AI framework for JavaScript and TypeScript developers to run models directly in users' browsers | Link |
| โก Dynamo MCP - Discover, manage, and generate projects with cookiecutter templates via MCP | Link |
| โก FACT: Fast Augmented Context Tools - Revolutionary LLM data retrieval replacing RAG with prompt caching and deterministic MCP tool execution | Link |
| ๐ Federated MCP - Distributed runtime system for federated AI services with edge computing capabilities following the Model Context Protocol | Link |
| ๐ก๏ธ GuardRail Data Analysis System - API-driven framework designed to enhance AI systems and analysis workflows | Link |
| ๐ MidStream - Real-time LLM streaming platform with inflight data analysis and dynamic tool integration built in Rust | Link |
| ๐ง NOVA - Neuro-symbolic Optimized Versatile Agent for knowledge distillation and compact model training | Link |
| ๐ง ONNX-Agent - Unified pipeline for training, optimizing, and deploying ONNX models with test-time compute methods | Link |
| ๐ง Pygentic - Enhances the capabilities of AI assistants by providing a flexible and standardized API | Link |
| ๐ง SAFLA - Production-ready autonomous AI system with hybrid memory, meta-cognitive reasoning, MCP integration, and comprehensive safety validation | Link |
| ๐ SPARC - Comprehensive methodology for robust and scalable application development: Specification, Pseudocode, Architecture, Refinement | Link |
| ๐ Ultrasonic Agentics - Secure steganographic framework for embedding invisible AI commands and data in audio and video | Link |
| ๐ก WiFi-DensePose - Privacy-first human pose estimation using WiFi CSI data with real-time multi-person tracking and enterprise-ready API | Link |
Projects focused on intelligent agent systems, automation, and autonomous operations.
| Project/Description | GitHub |
|---|---|
| ๐ค Agent Algorithm Repository - Comprehensive repository for algorithms designed for intelligent agents | Link |
| ๐ชฐ Agentic Employment Framework - Manage an adaptive network of autonomous agents | Link |
| ๐ค Agentic Search - GitHub Copilot Extension with AI-powered code suggestions, intelligent automation, and streamlined project management | Link |
| ๐ค Agentic-algorithms - Advanced algorithms implemented using Python and Pydantic for intelligent agents | Link |
| โ๏ธ AgentXNG - CLI tool powered by Anthropic's Claude-3.5-Sonnet for development tasks | Link |
| ๐๏ธ AI-Driven Decentralized Organization (AIDO) - Network of specialized AI agents for autonomous and distributed decision-making without blockchain | Link |
| ๐ Hello World Agent - Extensible agent framework leveraging ReACT methodology for autonomous task execution | Link |
| โก Inflight Agentics - Real-time event processing system for continuous monitoring and autonomous action execution within milliseconds | Link |
| โจ q-star - Reinforcement learning-based framework for intelligent agents using Microsoft AutoGen | Link |
| โ๏ธ rUv MoE Toolkit - Powering software with self-learning & auto-enhancement | Link |
| Project/Description | GitHub |
|---|---|
| ๐ก Agentic Edge Functions - Foundation for distributed autonomous AI agents operating at the network edge with low latency | Link |
| ๐ฐ๏ธ Agentic Preview - Asynchronous FastAPI backend service for deploying preview environments using Fly.io | Link |
Projects enhancing communication through AI-driven chatbots, voice interactions, and prompt engineering.
| Project/Description | GitHub |
|---|---|
| ๐จ๏ธ Agentic Voice - Advanced AI-powered chat app for real-time communication | Link |
| ๐ค Bot Generator Bot - The ultimate bot generator bot prompt. Create powerful ChatGPT bots for anything you can imagine | Link |
| ๐ Omnipotent - Quantum consciousness voice interface for real-time AI conversations using OpenAI's speech API | Link |
| ๐ง Prompt Engine - A powerful and flexible template designed to facilitate the creation and customization of interactive prompts | Link |
| ๐ PromptLang() - A prompt-based programming language for prompts and AI interactions | Link |
| ๐งฎ Symbolic Scribe - Specialized prompt engineering tool using mathematical frameworks for precise, structured AI interactions | Link |
| ๐ SynthLang - Mathematically-structured prompt optimization tool that reduces AI costs and increases processing speed | Link |
| ๐ Voicebot - AI-driven mock interviews and voice interactions via phone calls, using Flask | Link |
Tools to streamline coding, deployment, and project management.
| Project/Description | GitHub |
|---|---|
| ๐ AWS Dev - AWS development environment | Link |
| ๐ Claude Code MCP โ code-flow Mode - Code execution and refinement flow for RooCode-style agentic environments with autonomous code optimization | Link |
| ๐ CodeSwarm: VSCode Remote MCP Server - CLI and MCP server for VSCode remote development with swarm deployment and instance management | Link |
| ๐ฆ pipackager - Tool to manage your PyPI package | Link |
| ๐ Reflective Engineer - LangChain-based development environment for building, testing, and deploying AI agents | Link |
| ๐ ๏ธ rUv-dev - AI-powered development using the rUv approach | Link |
| ๐งฉ SPARC 2.0 - Intelligent coding agent framework with MCP capabilities for automated software development | Link |
| ๐ป SPARC IDE - Customizable VSCode distribution for agentic software development with Roo Code integration for prompt-driven workflows | Link |
| Project/Description | GitHub |
|---|---|
| ๐ Agentic Security - Autonomous security pipeline combining AI tools for scanning, remediation, and code management | Link |
| ๐ Agentic Security Scanner - AI-powered tool for automatically detecting vulnerabilities in code repositories | Link |
| Project/Description | GitHub |
|---|---|
| ๐ Auto-Browser - AI-powered web automation tool that enables complex interactions through natural language commands | Link |
Projects leveraging AI for data manipulation, analysis, reporting, and predictive modeling.
| Project/Description | GitHub |
|---|---|
| ๐ Agentic Reports - Python library for generating research reports using AI models | Link |
| ๐ File Summarization API - FastAPI application for uploading files and generating summaries using LlamaIndex | Link |
| ๐ GenAI-Superstream - Demonstrates Agentic Engineering and "Vibe Coding" for data science with DuckDB and scikit-learn for UK job market AI impact analysis | Link |
| ๐พ GPT Repository - Catalog of tailored GPT models for various applications | Link |
| ๐ฐ LLM Total Cost of Ownership (TCO) Calculator - Tool to estimate the total cost of ownership for various LLMs | Link |
| ๐งช Mixture of Experts (MoE) Model Implementation - PyTorch implementation combining transformer layers with an MoE layer of 8 experts | Link |
| Project/Description | GitHub |
|---|---|
| ๐ง Cognitive Framework for Logic, Reasoning, and Comprehension - Framework optimizing logic and reasoning when using ChatGPT | Link |
| ๐ Config for a TikTok-like Recommender on Azure - Services needed to implement a TikTok-like recommender system using Azure | Link |
| ๐ณ๏ธ Electo1 JS - Predict elections at an individual level in real-time | Link |
| ๐ค Sentient Systems: Declarative Cognitive Architecture - Bridging technology with human cognition and consciousness | Link |
| ๐ Strawberry Phi - Fine-tuning app for OpenAI's GPT models | Link |
Projects enhancing user interfaces and experiences through AI.
| Project/Description | GitHub |
|---|---|
| ๐ Genesis UI - Groundbreaking physics platform for robotics and embodied AI with simulation speeds of 43 million FPS | Link |
| ๐ Infinity UI: A Sci-Fi Odyssey - Sci-fi inspired interactive user interface | Link |
| ๐ฆ Llamastack - UI for Meta LLama Stack Apps / Agents | Link |
| ๐จ retro-ai-ui - Prompt building web application with a retro-style Unix web-based command line interface | Link |
| ๐ป rUvix - Retro-futuristic terminal interface showcasing agentic engineering services and vibe coding | Link |
| ๐๏ธ supa-ruv - Everything you need to use Supabase + AI | Link |
Tools for cloud development, deployment, and infrastructure management.
| Project/Description | GitHub |
|---|---|
| ๐ค Agentic DevOps - Autonomous AI-powered platform for managing cloud infrastructure across multiple providers | Link |
| ๐ฐ๏ธ Agentic Preview - Backend service for deploying preview environments using Fly.io | Link |
| ๐ AWS Dev - AWS development environment setup | Link |
| ๐ญ q-space - Deployment wizard for quantum computing applications using Azure Quantum and Functions | Link |
| ๐๏ธ supa-ruv - Resources for using Supabase with AI projects | Link |
Explorations into quantum computing applications and intelligent agents.
| Project/Description | GitHub |
|---|---|
| โจ q-star - Framework for intelligent agents using Q-learning for decision-making | Link |
| โจ Q-Star Agent Code - Reinforcement learning framework for intelligent agents using Microsoft AutoGen | Link |
| โ๏ธ Quantum Agentics - Quantum computing system for optimizing agent-based task allocation using Azure Quantum | Link |
| ๐ฐ Quantum Cryptocurrency - Next-generation cryptocurrency platform leveraging quantum computing for enhanced security and scalability | Link |
| ๐ญ Quantum Magnetic Navigation - A navigation system that uses quantum magnetometers to provide precise positioning in GPS-denied environments. | Link |
Projects involving media capture, processing, and AI-based content analysis.
| Project/Description | GitHub |
|---|---|
| ๐น ai-video - Captures media streams and uses AI to analyze and summarize frames | Link |
| ๐ฅ Fireflies Webhook - Webhook endpoint for Fireflies transcripts with intent detection | Link |
| ๐ Story Development Toolkit - Python libraries designed to help generate engaging and coherent stories | Link |
Exploring swarm intelligence and distributed algorithms.
| Project/Description | GitHub |
|---|---|
| ๐น AWS ECS Video Processor - Framework for deploying a video processing service on AWS ECS | Link |
| ๐ Basic SWARM Algorithm - Swarm computing algorithm performing basic functions | Link |
Projects focused on web development and API integration.
| Project/Description | GitHub |
|---|---|
| ๐ค Agentic_Robots.txt - Extended protocol framework for autonomous agent interaction with web applications | Link |
Miscellaneous projects that don't fit into other categories.
| Project/Description | GitHub |
|---|---|
| ๐ ai-gist - FastAPI application to create and update GitHub gists using the GitHub API | Link |
| ๐ AIHL - The AI Hacker League: A non-profit for innovation, collaboration, and ethical AI practices | Link |
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Building a ChatGPT Plugin: AI Web Surfer
ChatGPT plugins are a powerful way to extend the capabilities of the ChatGPT.This how to build a ChatGPT plugin called "AI Surfer" that allows ChatGPT to surf the internet, summarize articles, and limit token counts using concurrent API connections. We'll also discuss how to deploy the plugin to Replit for free or to other cloud services. https://github.com/ruvnet/Surfer -
ChatGPT OpenAi API Plugin:
A powerful ChatGPT plugin that integrates with the OpenAI API, enabling creative text generation, conversational AI, model fine-tuning, and more. Enhance ChatGPT's capabilities with seamless access to OpenAI's language models. https://github.com/ruvnet/chatgpt-openai-api-plugin -
ChatGPT Hugging Face Plugin:
The Hugging Face API plugin for ChatGPT is a powerful integration that allows ChatGPT to interact with the Hugging Face platform, a leading provider of natural language processing (NLP) models, datasets, and tools. https://github.com/ruvnet/Surfer/tree/chatgpt-huggingface-plugin
High-performance Rust libraries and tools for distributed systems, quantum computing, and AI infrastructure.
| Crate/Description | Downloads | Link |
|---|---|---|
| ๐ qudag-crypto - Quantum-resistant cryptography library for QuDAG with ML-KEM-768, ML-DSA, HQC, and BLAKE3 | 3,489 | Link |
| ๐ฅ๏ธ qudag-cli - Command-line interface for QuDAG to manage nodes, peers, dark addresses, rUv token exchange, and business plan payouts | 3,686 | Link |
| ๐ธ๏ธ qudag - QuDAG: Darknet for agent swarms with ultra-fast quantum-resistant distributed communication platform | 3,584 | Link |
| ๐ qudag-network - P2P networking layer for QuDAG with LibP2P, onion routing, dark addressing, and quantum encryption | 3,270 | Link |
| โก qudag-dag - DAG consensus implementation for QuDAG with QR-Avalanche algorithm and Byzantine fault tolerance | 2,970 | Link |
| ๐ก qudag-protocol - Protocol implementation for QuDAG orchestrating crypto, DAG, and network components | 2,737 | Link |
| ๐ qudag-vault-core - Quantum-resistant password vault library with post-quantum cryptography | 2,605 | Link |
| ๐ง ruv-fann - Pure Rust implementation of the Fast Artificial Neural Network (FANN) library | 2,562 | Link |
| ๐ qudag-mcp - Model Context Protocol (MCP) server for QuDAG integrating vault, exchange, and quantum-resistant operations | 2,053 | Link |
| ๐ค ruv-swarm-core - Core orchestration and agent traits for RUV Swarm | 1,935 | Link |
| ๐ป cuda-rust-wasm - CUDA to Rust transpiler with WebGPU/WASM support | 1,887 | Link |
| Crate/Description | Updated | Link |
|---|---|---|
| ๐ณ agentic-payments - Autonomous multi-agent Ed25519 signature verification with Byzantine fault tolerance | 4 days ago | Link |
| ๐ฏ goalie - AI-powered research assistant with GOAP planning, advanced reasoning, MCP protocol support, and Perplexity API integration | 5 days ago | Link |
| ๐ bit-parallel-search - Blazing fast string search using bit-parallel algorithms - up to 8x faster than naive search | 7 days ago | Link |
| โฑ๏ธ temporal-compare - High-performance framework for benchmarking temporal prediction algorithms inspired by Time-R1 | 7 days ago | Link |
| ๐ temporal-attractor-studio - Temporal Attractor Studio for real FTLE calculation and temporal dynamics prediction with VP-tree optimization | 7 days ago | Link |
| โณ subjective-time-expansion - Subjective Time Expansion for AI Consciousness - framework enabling individual agents to experience dilated time perception for enhanced cognitive processing | 8 days ago | Link |
| ๐ strange-loop - Hyper-optimized strange loops with temporal consciousness and quantum-classical hybrid computing via NPX/npx | 9 days ago | Link |
| ๐งฎ sublinear - High-performance sublinear-time solver for asymmetric diagonally dominant systems | 10 days ago | Link |
View all 82 crates at crates.io/users/ruvnet