VO VibeOps Forum

Projects

A shelf for tools builders actually inspect.

Two shelves, really: repos built by community members, and the outside tools members reach for. Submit a public GitHub repo through a GitHub issue with the link, a short description, and what kind of feedback you want.

Built by the community

Community projects

Repos owned by VibeOps members — their own agents, labs, and experiments. Inspect them, star them, or open an issue with feedback.

NetClaw Ecosystem

The flagship network-ops agent and the projects orbiting it.

automateyournetwork/netclaw

NetClaw

500 stars

Flagship network-operations AI agent — the anchor project for much of the community's tooling and experiments.

By John Capobianco

Python netclawnetworkingagent
Open repository

netcopilot-labs/netcopilot

netcopilot

An open-source network copilot — the first OSS project from a member met at AutoCon5.

By Carlos Garcia

netclawnetworkingagent
Open repository

gesh75/multivendor-ai-network-lab

multivendor-ai-network-lab

A vendor-agnostic take on NetClaw patterns across Juniper, Arista, and FRR. MIT licensed.

By Georgi Gaydarov

netclawmultivendornetworking
Open repository

calcuttin/swamp-cml

swamp-cml

A Cisco Modeling Labs (CML) extension for Swamp.

By Nicholas Calcutti

netclawcmlnetworking
Open repository

byrn-baker/netclaw-demo

netclaw-demo

A NetClaw demo repo used in a podcast walkthrough.

By Byrn Baker

netclawdemonetworking
Open repository

Agent Frameworks & Harnesses

Runtimes, harnesses, and orchestration patterns for autonomous agents.

seanerama/the-one-prompt

the-one-prompt

A multi-agent product-review prompt.

By Sean Mahoney

frameworkspromptmulti-agent
Open repository

seanerama/nsaf

nsaf

An agent framework from the community.

By Sean Mahoney

frameworksagents
Open repository

blackwell-systems/agent-lsp

agent-lsp

LSP-powered workflows for coding agents; already surfacing in AI search results.

By Dayna

frameworkslspagents
Open repository

sebbycorp/agentgateway-demos

agentgateway-demos

Demos for the agentgateway project.

By Sebastian Maniak

frameworksgatewaydemos
Open repository

agentgateway/agentgateway

agentgateway

A gateway for agent traffic; the project is actively looking for GitHub stars.

By Sebastian Maniak

frameworksgatewayagents
Open repository

MCP Servers & Tools

Model Context Protocol servers and tooling for wiring models to real systems.

rantlabs/RANT

RANT (Gather)

"Gather" — a digital-twin extraction tool exposed as an MCP server.

By rgupta

mcpdigital-twinextraction
Open repository

Networking & Infra

Labs, DDI, and workshop material for AI-native network operations.

spatiumddi/spatiumddi

SpatiumDDI

Open-source DNS/DHCP/IPAM (DDI) replacement — actively looking for testers.

By Tristan Rhodes

networkingddidns
Open repository

automateyournetwork/NAF_AC5

NAF_AC5

AutoCon5 workshop material from the Automate Your Network / NetClaw project.

By John Capobianco

networkingworkshopnetclaw
Open repository

wcollins/packt-netops-ai-workshop

packt-netops-ai-workshop

A 3-lab workshop covering topology, an MCP layer, and observability.

By William Collins

networkingworkshopmcp
Open repository

kalaimanoharan/sdd_network_game

sdd_network_game

Output of a spec-driven-development workshop — a networking game.

By Kalai Manoharan

networkingworkshopgame
Open repository

Models & Research

Foundation models, tokenization research, and learning resources.

blackwell-systems/merge-barriers

merge-barriers

Tokenizer/attention research — an open-sourced paper plus checkpoints.

By Dayna

researchtokenizationpaper
Open repository

zombat/Apple-BaseFM

Apple-BaseFM

Local LLM experiments running foundation models on Mac.

By Raymond Rizzo

researchlocal-llmapple
Open repository

Community & Site

The forum's own repos and related community skeletons.

seefor/vibeopsforum

vibeopsforum

This site's own repo — built with Astro and hosted on Cloudflare Pages. PRs welcome.

By Sif Baksh

communitysiteastro
Open repository

vibeopsforum/vibeops-site

vibeops-site

An earlier Vercel-based skeleton for this site — worth comparing against the current direction.

By Nicholas Calcutti

communitysite
Open repository

Recommended by members

Tools used in the community

Third-party projects members don't own but rely on and vouch for. If someone shared it as "here's a tool I use," it lands here.

NetClaw Ecosystem

The flagship network-ops agent and the projects orbiting it.

openclaw/openclaw

openclaw

The underlying agent runtime NetClaw builds on.

By OpenClaw community

netclawruntimeagent
Open repository

cisco-ai-defense/defenseclaw

defenseclaw

A security guardrail layer for OpenClaw-style agents.

By Cisco · Shared by John Capobianco

netclawsecurityguardrails
Open repository

Agent Frameworks & Harnesses

Runtimes, harnesses, and orchestration patterns for autonomous agents.

jrenaldi79/harness-engineering

harness-engineering

Patterns and tooling for engineering agent harnesses.

By jrenaldi79 · Shared by Fred Ferrell

frameworksharness
Open repository

max-sixty/worktrunk

worktrunk

A Git worktree abstraction for agent workflows.

By max-sixty · Shared by Mischa Diehm

frameworksgitworktree
Open repository

nizos/tdd-guard

tdd-guard

Forces a test-first workflow for coding agents.

By nizos · Shared by Jay Stewart

frameworkstddtesting
Open repository

alvinunreal/oh-my-opencode-slim

oh-my-opencode-slim

Model personalities and a 'council' pattern for OpenCode.

By alvinunreal · Shared by Jay Stewart

frameworksopencodepersonalities
Open repository

microsoft/agent-governance-toolkit

agent-governance-toolkit

A toolkit for governing agents in production.

By Microsoft · Shared by John Capobianco

frameworksgovernancemicrosoft
Open repository

agntcy/agntcy

agntcy

An agent interoperability effort from Cisco Outshift.

By Cisco Outshift · Shared by Akshay Balaganur

frameworksinteropcisco
Open repository

stack72/swamp-ubiquity

swamp-ubiquity

Related Swamp tooling.

By stack72 · Shared by James Wise

frameworksswamptooling
Open repository

systeminit/swamp

swamp

An operational/automation agent project from System Initiative.

By Adam Jacob · Shared by Nicholas Calcutti

frameworksautomationagent
Open repository

withastro/flue

flue

A TypeScript harness for autonomous agents.

By withastro · Shared by James Wise

TypeScript frameworkstypescriptharness
Open repository

block/goose

Goose

4,700 stars

An open-source AI agent that installs, executes, debugs, and deploys with MCP tool support.

By Block

Rust vibecodingmcpagent
Open repository

langchain-ai/langgraph

LangGraph

10,300 stars

A framework for resilient language agents modeled as graphs, with cycles, persistence, and controllability.

By LangChain

Python agentsaoframework
Open repository

google/A2A

Agent-to-Agent Protocol

8,400 stars

An open protocol for communication and interoperability between agentic applications.

By Google

Python a2aprotocolagents
Open repository

MCP Servers & Tools

Model Context Protocol servers and tooling for wiring models to real systems.

yifanfeng97/Hyper-Extract

Hyper-Extract

RAG tooling for extraction.

By yifanfeng97 · Shared by James Wise

mcpragextraction
Open repository

ReyemTech/mcp-canada

mcp-canada

An MCP server for Canadian government data.

By ReyemTech · Shared by John Capobianco

mcpcanadadata
Open repository

ChromeDevTools/chrome-devtools-mcp

chrome-devtools-mcp

An MCP server exposing Chrome DevTools to agents.

By Chrome DevTools · Shared by John Capobianco

mcpchromedevtools
Open repository

modelcontextprotocol/servers

MCP Reference Servers

15,200 stars

Reference implementations of Model Context Protocol servers for filesystems, GitHub, Slack, databases, and more.

By Anthropic

TypeScript mcpreferencetooling
Open repository

Models & Research

Foundation models, tokenization research, and learning resources.

EDF-Lab/ts-icl

ts-icl

A time-series foundation model exploring in-context learning for forecasting.

By EDF-Lab · Shared by James Wise

researchtime-seriesfoundation-model
Open repository

Hmbown/DeepSeek-TUI

DeepSeek-TUI

A terminal UI for DeepSeek.

By Hmbown · Shared by Craig Johnson

researchtuideepseek
Open repository

harvard-edge/cs249r_book

cs249r_book

A free ML systems textbook.

By Harvard · Shared by James Wise

researchtextbookml-systems
Open repository

kutaydemir07/llm-vehicle-cad

llm-vehicle-cad

LLM-driven CAD generation for vehicles.

By kutaydemir07 · Shared by James Wise

researchcadllm
Open repository

microsoft/fara

fara

A model/research release from Microsoft.

By Microsoft · Shared by John Capobianco

researchmicrosoft
Open repository

Community & Site

The forum's own repos and related community skeletons.

tt-a1i/archify

archify

A tooling project shared with the community.

By tt-a1i · Shared by John Capobianco

communitytooling
Open repository