Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Governed Cisco Meraki + ACI fabric ops: uplink RCA, ACI endpoint trace; 37 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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Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"fabric-aiops": {
"command": "uvx",
"args": [
"fabric-aiops"
]
}
}
}Run this in your terminal
claude mcp add fabric-aiops -- uvx fabric-aiopsPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"fabric-aiops": {
"command": "uvx",
"args": [
"fabric-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": {
"fabric-aiops": {
"type": "stdio",
"command": "uvx",
"args": [
"fabric-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.
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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 7, 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, Excaliself
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.
Find, read, create, edit, and organize Excalidraw drawings in your self-hosted Excaliself instance.
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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: Community-maintained open-source project. Not affiliated with, endorsed by, or sponsored by Cisco, Meraki, Arista, Ubiquiti, or any network-controller vendor. "Cisco", "Meraki", "Catalyst", "DNA Center", "Arista", "CloudVision", "Ubiquiti", "UniFi", "ACI", "APIC" and all product/trademark names belong to their respective owners. MIT licensed.
Governed AI-ops for network fabrics managed through a controller — the Cisco Meraki Dashboard API (the reference platform, full read + write), Cisco Catalyst Center (formerly DNA Center; read subset), Arista CloudVision Portal (CVP) (read subset), and UniFi Network (self-hosted controller or UniFi OS console; read subset + device restart), plus read-only Cisco ACI (APIC) endpoint path reconstruction and faults — with a built-in governance harness: unified audit log, token/runaway budget guard, undo-token recording, and descriptive risk tiers. Multi-platform by construction: a registry keyed by platform maps every *canonical operation* onto each controller's REST API (path templates + response adapters), so adding a controller is a registry entry, never new ops/CLI/MCP surface. An operation a platform doesn't map returns a clear teaching error ("not supported on X yet — open an issue"), never a silent no-op. No platform has yet been exercised against a live controller by this tool; the ACI reads are the one part built from real controller responses (anonymized APIC payloads a production user supplied) — see docs/VERIFICATION.md.
Three flagship signature analyses, plus the guarded reads and writes around them:
fabric-aiops ...): init, overview, org, network, device, client, health, aci, remediate, secret, doctor, mcp.fabric-aiops mcp or fabric-aiops-mcp): 37 tools (28 read, 9 write), every one wrapped with the bundled @governed_tool harness.username:password / CVP service-account token / UniFi API key) lives in an encrypted store ~/.fabric-aiops/secrets.enc (Fernet + scrypt) — never plaintext on disk. Unlock with a master password from FABRIC_AIOPS_MASTER_PASSWORD (MCP/CI) or an interactive prompt (CLI).update_device/update_network_vlan restore prior values; claim↔remove; bind↔unbind/rebind). Irreversible ops (reboot_device, blink_device_leds) record the prior state for audit but declare no undo.--dry-run and requires double confirmation; every write MCP tool takes a dry_run preview.| Domain | Tools | Count | R/W |
|---|---|---|---|
| Overview | overview | 1 | read |
| Organizations | org_list, org_get, org_licensing, org_admins, org_device_statuses, org_api_requests | 6 | read |
| Networks | network_list, network_get, network_vlans, network_alerts, network_traffic | 5 | read |
| Devices | device_inventory, device_status, device_uplinks, switch_ports, wireless_ssids | 5 | read |
| Clients | client_list, client_get, client_usage, client_connectivity | 4 | read |
| Health (flagship) | uplink_loss_and_latency_rca, network_health_score, config_template_drift | 3 | read |
| Cisco ACI (APIC only) | aci_endpoint_trace, aci_epg_segment, aci_faults_list | 3 | read |
| Remediation | reboot_device, claim_devices_into_network, remove_device_from_network, bind_network_to_template, unbind_network_from_template | 5 | write (high) |
update_device, update_network_vlan | 2 | write (medium) | |
blink_device_leds | 1 | write (low) | |
| Undo | undo_list | 1 | read |
undo_apply | 1 | write (medium) |
network_health_score and config_template_drift are injected-only (they score data you already hold); uplink_loss_and_latency_rca accepts injected records for offline analysis or pulls live from a configured target. Device models carry a product-type prefix: MX appliance, MS switch, MR wireless AP, MV camera, MG cellular gateway.
One tool, five controller platforms. For the four in the table below the ops/CLI/MCP surface is identical everywhere; each platform maps the canonical operations it supports and raises a teaching error for the rest ("not supported on yet — open an issue or PR"). ACI maps none of these — see Cisco ACI below.
| Canonical operation | meraki | catalyst | cvp | unifi |
|---|---|---|---|---|
overview (org/site/container rollup) | ✅ | ✅ | ✅ | ✅ |
org_list / org_get | ✅ | ✅ sites | ✅ containers | ✅ sites (list; get ❌) |
org_licensing, org_api_requests | ✅ | ❌ | ❌ | ❌ |
org_admins | ✅ | ❌ | ✅ users | ❌ |
org_device_statuses | ✅ | ✅ device-health | ✅ inventory + streaming status | ✅ stat/device (state, uptime, firmware) |
network_list / network_get | ✅ | ✅ site-health / site | ✅ containers | ✅ sites / stat/health (subsystem rollup) |
network_vlans, network_traffic | ✅ | ❌ | ❌ | ❌ |
network_alerts | ✅ | ✅ issues (P1→critical, P2→warning) | ✅ events | ✅ alarms (*_Lost_Contact→critical) |
device_inventory, device_status | ✅ | ✅ network-device | ✅ inventory (+ complianceCode drift signal) | ✅ stat/device (id = device MAC) |
device_uplinks | ✅ | ❌ | ❌ | ❌ |
switch_ports | ✅ | ✅ interface stats (pass the device uuid) | ❌ | ✅ device port_table (pass the device MAC) |
wireless_ssids | ✅ | ❌ | ❌ | ❌ |
client_list / client_get | ✅ | ✅ client-health (aggregate) / client-detail (by MAC) | ❌ | ✅ stat/sta (connected) / stat/user (by MAC) |
client_usage, client_connectivity | ✅ | ❌ | ❌ | ❌ |
uplink_loss_and_latency_rca (live pull) | ✅ | ❌ (injected records still work) | ❌ (injected records still work) | ❌ (injected records still work) |
network_health_score, config_template_drift (injected-only) | ✅ | ✅ | ✅ | ✅ |
reboot_device | ✅ | ❌ teaching error | ❌ teaching error | ✅ cmd/devmgr restart-device |
| The other 7 writes (blink/update/claim/remove/bind/unbind/VLAN) | ✅ | ❌ teaching error | ❌ teaching error | ❌ teaching error |
Concept mapping: canonical *organizations/networks* are Catalyst Center sites, CVP containers, and UniFi sites (the canonical id is the site's short name — the /api/s/{site}/ path segment); all have one global tree, so the org scope does not filter their lists. On unifi, device-scoped calls (device get / switch_ports / reboot) fill the site from the target's default org_id — set it in config.yaml (or the init wizard). Writes are Meraki-only except UniFi device restart — Catalyst Center and CVP change models (task/configlet workflows) don't map cleanly onto these canonical writes, so each write fails fast with a teaching error *before* any controller call (never a silent no-op). CVP config-drift surfaces through device_inventory (complianceCode/complianceIndication per device) and network_alerts (events); configlet-content retrieval and deep pagination on catalyst/cvp/unifi are known deferrals.
ACI has two axes — tenant → VRF → bridge domain → EPG, and pod → node → interface — and neither is an organization → network → device tree. Rather than make every network_id mean something different per call, an aci target answers the canonical tools with a teaching error and gets three read-only ACI-native tools that take ACI references (MAC/IP, tenant/app/EPG names, DNs):
| Tool (CLI) | What it answers |
|---|---|
aci_endpoint_trace (aci trace --mac/--ip) | Where is this endpoint and what carries it: attachment (pod / leaf / interface or vPC) → EPG → bridge domain → VRF → the EPG's contracts → filter entries, plus faults whose DN names the EPG or the attachment interface |
aci_epg_segment (aci segment TENANT APP EPG) | The same EPG → BD → VRF → contracts chain from an EPG name |
aci_faults_list (aci faults) | Fabric faults, worst severity first |
How to read them:
staticPathResolved: true means the fabric is configured to carry the endpoint, not that traffic flows. Nothing is written to the APIC and no troubleshooting session is created.tDn), so cross-tenant links into common are followed; a relation that is not formed is a finding with its state.delegated record mirrors a fault on another object. A cleared fault keeps the description it had when raised.notChecked): vzAny contracts, taboo contracts, imported contract interfaces, preferred-group peers, service graphs / L3Out.Leaf/spine inventory and interface state (fabricNode, topSystem, l1PhysIf) are not in this release — they will be built once real responses for those classes are available, as the ones above were.
| Platform | platform: | Secret stored (encrypted) | Auth on the wire | Base URL |
|---|---|---|---|---|
| Cisco Meraki Dashboard | meraki | API key (Dashboard → Organization → Settings → API access) | Authorization: Bearer (or auth_style: meraki-key → X-Cisco-Meraki-API-Key) | default https://api.meraki.com/api/v1 |
| Cisco Catalyst Center | catalyst | username:password (one string) | exchanged via POST /dna/system/api/v1/auth/token (HTTP Basic) for a ~1 h X-Auth-Token, auto-refreshed once on a 401 | required, e.g. https:// |
| Arista CloudVision Portal | cvp | service-account token (Settings → Access Control → Service Accounts) | Authorization: Bearer | required, e.g. https:// |
| Cisco ACI (APIC) | aci | username:password (one string; a read-only role is enough — every ACI read is a GET, only the login is a POST) | POST /api/aaaLogin.json opens a session carried as a cookie; extended via /api/aaaRefresh.json at half its lifetime; one fresh login on a 401/403 (APIC reports an expired session as 403) | required, e.g. https:// |
| UniFi Network | unifi | API key (UniFi OS: Settings → Control Plane → Integrations; self-hosted Network Server 9.0+) | X-API-KEY (stateless; legacy cookie login is a known deferral) | required — classic controller https:// :8443, or UniFi OS console `https:// /proxy/net
Only the beginning is shown; read the rest in the repo