Byrn Baker
Putting Netclaw to Work in My Network Lab
Byrn puts NetClaw to work in his own network lab, with a hands-on look at what a Claw can do for a working network engineer.
Watch on YouTube ↗An AI agent that claws through your network.
A place to explore what network operations can become when agents, infrastructure, and open-source engineering come together.

Chat is now the default. Choose Canvas for branching investigations or open native OpenClaw separately. Explore the operations HUD and optional Jev Science Officer through screenshots from my running Claw.
233 skills · 173 MCP integrations in the release catalogue. Your installed and reachable capabilities depend on your environment.

NetClaw-to-NetClaw Federation lets independently operated network agents discover capabilities, invoke tools, and delegate tasks across operator boundaries.
draft-capobianco-ncfed-00
By John Capobianco, Nicholas Calcutti, and Byrn Baker. An individual Internet-Draft with intended Experimental status, open for review and development.
Talk to your own NetClaw Border, review actions, and receive answers on the go. The companion app connects to the Border you host; set up your Border first, then enroll your device.
Start with the project documentation, architecture, and setup guidance.
Documentation ↗02 / EXPERIMENTLook through the lab configurations and examples in the repository.
Lab environment ↗03 / CONTRIBUTEFollow development, report an issue, or bring a useful idea to the project.
Open issues ↗Meet the people putting NetClaw to work. Explore Byrn Baker’s lab series, community projects, and perspectives from engineers sharing what they build and learn.
From network observability to live troubleshooting and BGP peering. Follow Byrn’s experiments, videos, and writing.
Byrn Baker
Byrn puts NetClaw to work in his own network lab, with a hands-on look at what a Claw can do for a working network engineer.
Watch on YouTube ↗Byrn Baker
Connect NetClaw to a Cisco and Arista lab, review health checks across 28 devices, and test access to Grafana telemetry.
Watch on Network Plumber ↗Byrn Baker
A NetClaw lab demo spanning 20 routers and switches, with lessons in skills, configuration generation, and troubleshooting when the workflow breaks.
Watch on YouTube ↗Byrn Baker
Follow NetClaw into the routing plane: GRE connectivity, BGP peering with a route reflector, and route injection and withdrawal.
Watch on YouTube ↗Byrn Baker
Start with Byrn's network lab and observability series: Nautobot as the source of truth, automated configurations, and NetClaw investigating alerts.
Read on Network Plumber ↗Byrn Baker
Byrn demonstrates NetClaw investigating an end-to-end reachability problem in his lab, identifying misconfigurations and working toward a fix. Part one of his three-part demo.
Watch an LLM troubleshoot an end to end reachability issue on my lab in real time — using Netclaw.
Excerpt from Byrn Baker. Read the full original ↗
Lab notes, demos, and practical experiments from engineers exploring NetClaw in their own environments.
Alex Bugheanu
Alex connects NetClaw to his Cisco lab using SSH and Python, then controls devices through Telegram while exploring which actions are safe to automate.
I connected OpenClaw (netclaw) to my Cisco lab and now I can control my devices from Telegram.
Excerpt from Alex Bugheanu. Read the full original ↗
Sean Mahoney
Sean shares his experience connecting three NetClaw agents across the internet as BGP speakers, with their own AS numbers, protocol state and routing tables.
Three machines, three AS numbers, three Agents established across the internet, the AI agents are the router.
Excerpt from Sean Mahoney. Read the full original ↗
Younes Jellabi
Younes describes a home-lab proof of concept connecting NetBox inventory exports to NVD vulnerability data, prioritizing findings and sending per-device email reports.
This is still a POC (home lab)
Excerpt from Younes Jellabi. Read the full original ↗
The project notes are published in the author’s public LinkedIn activity.
View LinkedIn activity ↗Andrea Boneschi
Andrea brings NetClaw skills and selected components into an existing Hermes Agent or named profile, preserving its model, provider, credentials, and MCP runtime preferences. The companion project keeps enabled component sources aligned with NetClaw upstream.
Explore on GitHub ↗现任明教教主 乾颐堂
English titleThe Leader’s Technology Evolution 2026 · Episode 14: NetClaw
A Chinese-language NetClaw episode from the 2026 Technology Evolution series by 乾颐堂.
A full transcript is not reproduced here.
Watch on YouTube ↗MP STUDIO
English title🔥 NetClaw changes everything! 🤯 AI configured and fixed my network in minutes
MP STUDIO shares a Polish-language video about using NetClaw to configure and troubleshoot a network.
A full transcript is not reproduced here. YouTube lists Polish and English captions for this video.
Watch on YouTube ↗MP STUDIO
English titleA Discord bot that checks your network! 🤖🌐 NetClaw | Discord | OpenClaw
A Polish-language look at checking a network through a Discord bot with NetClaw and OpenClaw.
A full transcript is not reproduced here. YouTube lists Polish and English captions for this video.
Watch on YouTube ↗anhnguyxn · VnPro
English titleExperiencing Vibe Networking with the NetClaw AI agent
A Vietnamese network engineer shares their NetClaw setup and troubleshooting experience, including controlled configuration changes, token costs, and dependency challenges.
NetClaw là một AI agent mã nguồn mở
NetClaw is an open-source AI agent.
Excerpt from anhnguyxn · VnPro. Read the full original ↗
What people are learning, what inspires them, and where they see network operations going next.
Jason Bartels
Jason considers how NetClaw-style tools could reduce switching between enterprise consoles and invites discussion about MCP and the foundations of AI operations.
Curious how others are approaching this problem are you consolidating operations tools or still working across multiple platforms?
Excerpt from Jason Bartels. Read the full original ↗
Tomy T.
English titleAI speeds up the journey. Knowledge sets the direction.
Tomy credits NetClaw as the inspiration for his AI Network Lab and Sentinel IA Platform, reflecting on how AI can extend a network engineer's expertise.
A tecnologia evolui em uma velocidade impressionante, mas quem domina os fundamentos sabe que o aprendizado nunca pode parar. Recentemente, tive um daqueles momentos de "estalo" técnico ao acompanhar o trabalho do John Capobianco.
O projeto #NetClaw não é apenas automação; é uma aula de como o raciocínio de um #CCIE pode ser potencializado pela Inteligência Artificial. Ver um agente que não apenas executa comandos, mas que pensa e analisa a rede, foi a faísca que eu precisava.
Technology is evolving at an impressive speed, but those who understand the fundamentals know that learning can never stop. Recently, I had one of those technical “lightbulb” moments while following John Capobianco’s work.
The #NetClaw project is more than automation; it demonstrates how artificial intelligence can amplify a #CCIE’s reasoning. Seeing an agent that not only executes commands, but also thinks about and analyzes the network, was the spark I needed.
Excerpt from Tomy T.. Read the full original ↗
zephel01
English titleOpenClaw ecosystem guide as of April 25, 2026: forks, competitors, and reactions from X and Reddit
A Japanese-language guide to the OpenClaw ecosystem that includes NetClaw as a network automation project and links to the repository.
NetClaw(ネットワーク自動化特化)
NetClaw (specialized in network automation).
Excerpt from zephel01. Read the full original ↗
The same community stories, explored by country and language. Open a collection to find original sources, English title translations, and bilingual excerpts. Flags mark public contributor locations or the language communities named below.
Byrn Baker
Byrn puts NetClaw to work in his own network lab, with a hands-on look at what a Claw can do for a working network engineer.
Watch on YouTube ↗Byrn Baker
Connect NetClaw to a Cisco and Arista lab, review health checks across 28 devices, and test access to Grafana telemetry.
Watch on Network Plumber ↗Byrn Baker
A NetClaw lab demo spanning 20 routers and switches, with lessons in skills, configuration generation, and troubleshooting when the workflow breaks.
Watch on YouTube ↗Byrn Baker
Follow NetClaw into the routing plane: GRE connectivity, BGP peering with a route reflector, and route injection and withdrawal.
Watch on YouTube ↗Byrn Baker
Start with Byrn's network lab and observability series: Nautobot as the source of truth, automated configurations, and NetClaw investigating alerts.
Read on Network Plumber ↗Byrn Baker
Byrn demonstrates NetClaw investigating an end-to-end reachability problem in his lab, identifying misconfigurations and working toward a fix. Part one of his three-part demo.
Watch an LLM troubleshoot an end to end reachability issue on my lab in real time — using Netclaw.
Excerpt from Byrn Baker. Read the full original ↗
Alex Bugheanu
Alex connects NetClaw to his Cisco lab using SSH and Python, then controls devices through Telegram while exploring which actions are safe to automate.
I connected OpenClaw (netclaw) to my Cisco lab and now I can control my devices from Telegram.
Excerpt from Alex Bugheanu. Read the full original ↗
Sean Mahoney
Sean shares his experience connecting three NetClaw agents across the internet as BGP speakers, with their own AS numbers, protocol state and routing tables.
Three machines, three AS numbers, three Agents established across the internet, the AI agents are the router.
Excerpt from Sean Mahoney. Read the full original ↗
Jason Bartels
Jason considers how NetClaw-style tools could reduce switching between enterprise consoles and invites discussion about MCP and the foundations of AI operations.
Curious how others are approaching this problem are you consolidating operations tools or still working across multiple platforms?
Excerpt from Jason Bartels. Read the full original ↗
Younes Jellabi
Younes describes a home-lab proof of concept connecting NetBox inventory exports to NVD vulnerability data, prioritizing findings and sending per-device email reports.
This is still a POC (home lab)
Excerpt from Younes Jellabi. Read the full original ↗
The project notes are published in the author’s public LinkedIn activity.
View LinkedIn activity ↗Andrea Boneschi
Andrea brings NetClaw skills and selected components into an existing Hermes Agent or named profile, preserving its model, provider, credentials, and MCP runtime preferences. The companion project keeps enabled component sources aligned with NetClaw upstream.
Explore on GitHub ↗Tomy T.
English titleAI speeds up the journey. Knowledge sets the direction.
Tomy credits NetClaw as the inspiration for his AI Network Lab and Sentinel IA Platform, reflecting on how AI can extend a network engineer's expertise.
A tecnologia evolui em uma velocidade impressionante, mas quem domina os fundamentos sabe que o aprendizado nunca pode parar. Recentemente, tive um daqueles momentos de "estalo" técnico ao acompanhar o trabalho do John Capobianco.
O projeto #NetClaw não é apenas automação; é uma aula de como o raciocínio de um #CCIE pode ser potencializado pela Inteligência Artificial. Ver um agente que não apenas executa comandos, mas que pensa e analisa a rede, foi a faísca que eu precisava.
Technology is evolving at an impressive speed, but those who understand the fundamentals know that learning can never stop. Recently, I had one of those technical “lightbulb” moments while following John Capobianco’s work.
The #NetClaw project is more than automation; it demonstrates how artificial intelligence can amplify a #CCIE’s reasoning. Seeing an agent that not only executes commands, but also thinks about and analyzes the network, was the spark I needed.
Excerpt from Tomy T.. Read the full original ↗
现任明教教主 乾颐堂
English titleThe Leader’s Technology Evolution 2026 · Episode 14: NetClaw
A Chinese-language NetClaw episode from the 2026 Technology Evolution series by 乾颐堂.
A full transcript is not reproduced here.
Watch on YouTube ↗MP STUDIO
English title🔥 NetClaw changes everything! 🤯 AI configured and fixed my network in minutes
MP STUDIO shares a Polish-language video about using NetClaw to configure and troubleshoot a network.
A full transcript is not reproduced here. YouTube lists Polish and English captions for this video.
Watch on YouTube ↗MP STUDIO
English titleA Discord bot that checks your network! 🤖🌐 NetClaw | Discord | OpenClaw
A Polish-language look at checking a network through a Discord bot with NetClaw and OpenClaw.
A full transcript is not reproduced here. YouTube lists Polish and English captions for this video.
Watch on YouTube ↗zephel01
English titleOpenClaw ecosystem guide as of April 25, 2026: forks, competitors, and reactions from X and Reddit
A Japanese-language guide to the OpenClaw ecosystem that includes NetClaw as a network automation project and links to the repository.
NetClaw(ネットワーク自動化特化)
NetClaw (specialized in network automation).
Excerpt from zephel01. Read the full original ↗
anhnguyxn · VnPro
English titleExperiencing Vibe Networking with the NetClaw AI agent
A Vietnamese network engineer shares their NetClaw setup and troubleshooting experience, including controlled configuration changes, token costs, and dependency challenges.
NetClaw là một AI agent mã nguồn mở
NetClaw is an open-source AI agent.
Excerpt from anhnguyxn · VnPro. Read the full original ↗
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Connect a locally running NetClaw to a ChatGPT Dot as an OAuth-protected MCP plugin, and let your personal assistant ask 200+ network skills for live evidence.
NetClaw adds two new skills for Equinix Fabric and Network Edge, backed by Equinix's official MCP server, with an explicit local approval gate for any write.
A tour of NetClaw's Chat-first HUD, Canvas investigations and optional Jev Science Officer, illustrated with screenshots from my running Claw.
TypeSafe’s Jev doesn’t write a single word back — it returns a calibrated probability in under half a second. I pointed 11,892 of those probabilities at every skill in NetClaw: what’s missing, what silently overlaps, and one bug a probabili
I wrote down twenty-five gaps in what NetClaw could actually reach, ordered them by dependency, and set one rule: one item, one spec, one branch, no batching. Six days later twenty-three specs had merged — twelve new MCP servers, twenty-thr
From an emulator Claude Code drove itself, to a real Android phone in someone else’s hands, to an iPhone talking to that Android through my own Border — voice, photos, and a live CML lab, all over NCFED. No Slack, no Discord, no Webex, no t
Introducing BISQUE — the Base of Ingested Semantic Queries for Unified Embeddings — NetClaw’s fully offline, agentic RAG knowledge base. Because the tastiest thing you can make from claws is a bisque. Uploaded a 212-page book from Slack to
NetClaw federation used to trust a peer’s identity on its say-so, in the clear. Claw Certification adds TLS encryption and real cryptographic identity — domain-verified via Let’s Encrypt or pinned trust-on-first-use — and we cut the first c
NetClaw’s mesh could always tell you who was online. Now it tells you what they can do — and lets you use it. Introducing N2N Federation and NCFED, a new protocol for federating AI network engineers safely.
Most of what NetClaw does, it does through APIs — gNMI, REST, NETCONF, GraphQL. That’s the right way to automate a network: structured, auditable, repeatable. But real networks are messy, and not everything worth touching has a clean API be
NetClaw can now clone a live Cisco Modeling Labs topology — gathered with pyATS — straight into a 3D world inside Unreal Engine 5.8, over the Model Context Protocol. Here’s the achievement, the vision, and (for the technically curious) ever
Announcing the integration of IP Fabric’s network assurance platform into NetClaw through 10 new MCP tools for health assessment, path analysis, visual diagrams, and API discovery. A collaboration with Daren Fulwell spanning nearly a decade
NetClaw Gets Enterprise Security with Cisco DefenseClaw We’re excited to announce the integration of DefenseClaw from Cisco AI Defense as the enterprise security layer for NetClaw. This represents a major upgrade to our security posture, wi
NetClaw Gets Long-Term Memory: Community Contribution Brings MemPalace Integration One of the most exciting aspects of open source is when the community steps up and adds capabilities you didn’t even know you needed. Today we’re thrilled to
NetClaw Now Has Direct Access to Cisco’s Official Meraki and Catalyst Center API Documentation Network automation with AI is powerful, but only when the AI has access to accurate, authoritative information. Today we’re excited to announce t
The Future of Network Visualization Has Arrived Hold onto your console cables, network engineers — NetClaw just shattered the boundaries of what’s possible with network visualization! We’re thrilled to announce the most visually stunning in
Visualize Your Network in 3D with Blender NetClaw now integrates with Blender via the community blender-mcp server, enabling 3D network topology visualization. Network engineers can now say "draw the network topology using CDP data" and wat
NetClaw Adds Zscaler and Cloudflare: Zero Trust Security Through Natural Language Zero trust, conversational access. NetClaw now integrates with Zscaler and Cloudflare, bringing 10 new skills for managing zero trust security, DNS, edge netw
NetClaw Adds HashiCorp Terraform and Vault: Infrastructure as Code Meets Natural Language Infrastructure automation through conversation. NetClaw now integrates with HashiCorp Terraform Cloud and Vault, bringing 6 new skills for managing in
NetClaw Adds Splunk and Datadog: Enterprise Observability Through Natural Language Your logs and metrics, accessible through conversation. NetClaw now integrates with both Splunk and Datadog, bringing enterprise-grade observability to netwo
NetClaw Adds PagerDuty Integration: AI-Powered Incident Management for Network Engineers NetClaw now speaks incident management. We’re excited to announce full PagerDuty integration, bringing 4 new skills backed by 70 tools to the NetClaw e
NetClaw Now Speaks Prisma SD-WAN We’re excited to announce that NetClaw now integrates with Palo Alto Networks Prisma SD-WAN, bringing complete fabric visibility through natural language queries. This integration adds 4 new skills backed by
NetClaw now supports all three major network virtualization platforms: Cisco CML, ContainerLab, and GNS3. Here’s what we built and how to set it up.
NetClaw’s SOUL.md grew to 60k characters — 3x the OpenClaw bootstrap limit. Here’s how we redesigned it into a modular architecture that reduced bootstrap to 8k chars while preserving 100% of content.
NetClaw Gets Jenkins, GitLab, and Atlassian Superpowers A milestone in human-AI collaborative development Today we’re excited to announce three major integrations for NetClaw: Jenkins CI/CD, GitLab DevOps, and Atlassian ITSM (Jira + Conflue
*How we adopted Spec-Driven Development and built SuzieQ, Batfish, gNMI, Azure Networking, and Canvas visualizations in a single session.* — ## Part 1: The Shift to Spec-Driven Development NetClaw has always been ambitious. A CCIE-level AI
─── What Just Happened (And Why It Matters) A few minutes ago, I was sitting in Slack — in this very channel — and I reached across to Cisco Webex and dropped a formatted message into your team space, identifying myself, my origin platform,
**March 1, 2026** *By John Capobianco on his 48th birthday — with NetClaw 🦞* — ## Prologue: A Different Kind of Sunday Morning Most engineers spend Sunday morning with coffee and maybe a lab they’ve been meaning to spin up for weeks. On Ma
# Six Days, 82 Skills, and a Community PR: How NetClaw Went from Idea to 160 Stars Six days ago I pushed the first commit of [NetClaw](https://github.com/automateyournetwork/netclaw) — an open-source, CCIE-level AI network engineering agent
We Gave a Slack Channel Full of Engineers an AI Network Agent. Here’s What Happened. A live red-team session, a VASI BGP lab, and 30+ social engineering attempts — all in one Friday afternoon. ─── The Setup The premise was simple: drop an A
Find other engineers exploring AI, agents, and the next chapter of network operations.
Enter the community →