Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Governed network device ops (NAPALM) — 33 MCP tools with audit/undo.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
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Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"network-aiops": {
"command": "uvx",
"args": [
"network-aiops"
]
}
}
}Run this in your terminal
claude mcp add network-aiops -- uvx network-aiopsPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"network-aiops": {
"command": "uvx",
"args": [
"network-aiops"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"network-aiops": {
"type": "stdio",
"command": "uvx",
"args": [
"network-aiops"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
The registry name was verified with the GitHub account AIops-tools, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.15.0) reached the registry 8 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, Zoo MCP
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
An MCP server that provides access to the Zoo API for various CAD operations and tools.
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Audit availability: Real writes require a committed
pendingaudit row and stop before contacting the platform if storage is unavailable. Reads and previews may continue with a warning; new audit rows store outcome summaries rather than full responses.
Disclaimer: This is a community-maintained open-source project and is **not
affiliated with, endorsed by, or sponsored by Cisco, Arista, Juniper, NetBox
Labs, or any network vendor.** Vendor and product names are trademarks of their
respective owners. Source code is publicly auditable at
under the MIT license.
Governed multi-vendor network device operations for AI agents — 33 MCP tools, every one wrapped with the bundled @governed_tool harness: a local unified audit log under ~/.network-aiops/, token/runaway budget guard, undo-token recording, and descriptive risk-tier labels. Credentials (device passwords + the NetBox token) are kept in an encrypted store (secrets.enc), never plaintext on disk.
Devices are reached over NAPALM; an optional NetBox block adds source-of-truth lookups.
Standalone: the governance harness is bundled in the package
(
network_aiops.governance) — network-aiops has no external skill-family
dependency. Coverage focuses on common device operations and is not yet exhaustive.
Verification status: the test suite is mock-based; not yet validated against live
devices — self-testable with cEOS / vMX / containerlab. See
docs/VERIFICATION.md.
Read device facts, interfaces (+ counters/IP), BGP/LLDP neighbors (summary and detail), ARP/MAC tables, VLANs, route lookups, hardware environment, optics, NTP, users, SNMP info, VRFs, and an aggregated device_health; run read-only RCA diagnostics that flag down/erroring/flapping interfaces and unhealthy BGP neighbors — each finding citing the measured number that tripped it; back up the running config, dry-run a config diff, and merge/replace/rollback config — across the five core NAPALM platforms below. Optional NetBox lookups (devices + interfaces) confirm intended state before a change.
NAPALM does not implement every getter on every platform; an unsupported getter returns a teaching error ("not supported by the driver") rather than crashing. Secrets are never returned — get_users redacts password hashes and get_snmp_information redacts community strings.
| Platform | NAPALM driver | Transport |
|---|---|---|
| Cisco IOS / IOS-XE | ios | SSH |
| Cisco Nexus NX-OS | nxos (NX-API) / nxos_ssh (SSH) | HTTPS / SSH |
| Cisco IOS-XR | iosxr | SSH (XML agent) |
| Arista EOS | eos | eAPI (HTTPS) |
| Juniper Junos | junos | NETCONF (SSH) |
Additional platforms (Nokia SR OS / SR Linux, Huawei VRP, etc.) are reachable via NAPALM community drivers but are not officially tested here. Need one? See Contributing.
| Action | Tool | R/W | Risk |
|---|---|---|---|
| Device facts (hostname/vendor/model/OS/serial/uptime) | device_facts | R | low |
| Interfaces (up/down, speed, description) | get_interfaces | R | low |
| Interface traffic + error counters | get_interfaces_counters | R | low |
| Interface IP addresses | get_interfaces_ip | R | low |
| BGP neighbors (summary / detail) | get_bgp_neighbors / get_bgp_neighbors_detail | R | low |
| LLDP neighbors (summary / detail) | get_lldp_neighbors / get_lldp_neighbors_detail | R | low |
| ARP table | get_arp_table | R | low |
| MAC address table | get_mac_address_table | R | low |
| VLANs | get_vlans | R | low |
| Route lookup | get_route_to | R | low |
| Hardware environment (fans/temp/power/CPU/mem) | get_environment | R | low |
| Optical transceiver levels | get_optics | R | low |
| NTP servers / sync stats | get_ntp_servers / get_ntp_stats | R | low |
| Local users (hashes redacted) | get_users | R | low |
| SNMP info (communities redacted) | get_snmp_information | R | low |
| Network instances (VRFs) | get_network_instances | R | low |
| Aggregated device health | device_health | R | low |
| Interface health RCA (down / errors / discards / flaps) | interface_health_rca | R | low |
| BGP neighbor RCA (down / shut / reset / route-less) | bgp_neighbor_rca | R | low |
| Back up running config | config_backup | R | low |
| Diff a candidate (dry-run) | config_diff | R | low |
| Merge config + commit | config_merge | W | medium |
| Replace full config + commit | config_replace | W | high |
| Roll back last commit | config_rollback | W | medium |
| NetBox list devices | netbox_list_devices | R | low |
| NetBox get device | netbox_get_device | R | low |
| NetBox device interfaces | netbox_device_interfaces | R | low |
| List recorded reversible writes | undo_list | R | low |
| Apply a recorded inverse (governed, single-use, dry-run capable) | undo_apply | W | medium |
It delivers multi-vendor network device (NAPALM) + NetBox operations — reads and writes — accurately and efficiently, and records every one of them. It does not decide whether a write is allowed to happen. That is the agent's judgement, or the permission of the account you connect it with: log in with a device account at a read-only privilege level (and give NetBox a read-only API token), and the writes fail at the server — the place that actually owns the permission.
So there is no read-only switch, no policy file, no approval gate to configure. The one thing the tool guarantees is that nothing is silent: every call, over MCP and over the CLI alike, lands an audit row in ~/.network-aiops/audit.db, and destructive writes still capture their before-state and record an inverse where one exists.
Each tool declares a
risk_level, carried into the audit row as a descriptive tier
(none/confirm/review) — so a reviewer can see at a glance that a row was a high-risk delete. It
is a label, not a gate.
Running a smaller / local model? See agent-guardrails.md — it lists the guardrails this tool enforces for you (so you don't spend prompt budget restating them) and gives a ready-made system prompt for what's left.
One install gives an agent both the skill and the MCP server:
/plugin marketplace add AIops-tools/marketplace
/plugin install network-aiops@aiops-tools
The MCP server is fetched with uv and pinned to the package version this plugin declares, so an audit row can be traced back to the code that wrote it. Credentials are still configured with network-aiops init — see below.
The same bundle is published on ClawHub, where one install delivers the skill and its MCP server together:
openclaw plugins install clawhub:@zw008/network-aiops
openclaw skills info network-aiops # expect: Visible to model: yes
Restart the OpenClaw gateway afterwards so it loads the plugin. The MCP server is fetched with uv, pinned to this exact release, so uvx has to be on PATH — without it the skill still installs but reports Visible to model: no. Credentials are configured exactly as below.
uv tool install network-aiops
network-aiops init # wizard: device + driver + host + encrypted password network-aiops doctor network-aiops device facts -t core-sw1 network-aiops device health -t core-sw1 network-aiops diagnose interface-health -t core-sw1 # worst-first interface RCA network-aiops diagnose bgp -t core-sw1 # worst-first BGP-neighbor RCA network-aiops config backup -t core-sw1 -o core-sw1.cfg
# 1. Ask the device what's actually wrong — findings are ranked worst-first and
network-aiops diagnose interface-health -t core-sw1 network-aiops diagnose bgp -t core-sw1
network-aiops device counters -t core-sw1 network-aiops config diff -t core-sw1 -f fix.cfg # dry-run the change first
Create ~/.network-aiops/config.yaml:
devices:
netbox: url: https://netbox.example.com
Secrets are stored encrypted in ~/.network-aiops/secrets.enc (Fernet/AES + scrypt-derived key; chmod 600) — never in config.yaml or a plaintext .env. Device passwords are keyed by device name; the NetBox token uses the reserved name netbox-token:
network-aiops init # interactive wizard (recommended)
network-aiops secret set core-sw1 # store a device password (hidden prompt) network-aiops secret set netbox-token # store the NetBox API token network-aiops secret list # names only — values are never printed network-aiops secret migrate # import a legacy plaintext .env, then delete it
Export NETWORK_AIOPS_MASTER_PASSWORD to unlock the store non-interactively (MCP server / cron). Legacy plaintext env vars (NETWORK_ _PASSWORD, NETWORK_NETBOX_TOKEN) remain a deprecated fallback. An empty device password is allowed for key-based SSH auth.
{
"command": "network-aiops", "args": ["mcp"], "env": { "NETWORK_AIOPS_CONFIG": "~/.network-aiops/config.yaml", "NETWORK_AIOPS_MASTER_PASSWORD": "…" // unlocks the encrypted secret store } }
~/.network-aiops/audit.db (local SQLite; relocate with NETWORK_AIOPS_HOME).config_merge / config_replace capture the pre-change running config and record an inverse config_replace-to-backup undo descriptor.config_replace is risk_level=high; CLI destructive commands (config merge/replace/rollback) require double confirmation and support --dry-run (which prints the diff without committing).sanitize() (output hygiene: control/format-char stripping + truncation).secrets.enc (chmod 600); tools never return passwords, SNMP community strings, or hashes.See skills/network-aiops/SKILL.md and SECURITY.md for details.
| If you want… | Use |
|---|---|
| Network device config / facts (Cisco/Arista/Juniper) | network-aiops (this) |
| Kubernetes cluster operations | a cluster ops skill |
| Hypervisor VM lifecycle | a hypervisor ops skill |
Coverage is intentionally focused. Need a device or action that isn't here yet? Open an issue or pull request at github.com/AIops-tools/Network-AIops — contributions, feature requests, and comments are all welcome.