MCP-Telecom
Let AI agents talk to your network equipment.
The first MCP server for Nokia SR OS, Cisco IOS-XR, Juniper Junos, Arista EOS, and Cisco NX-OS routers.
"Hey Claude, show me the BGP summary on nokia-pe1 and check if any peers are down."
MCP-Telecom in action — asking Claude about network devices, tools, vendors, and telemetry paths
MCP-Telecom bridges the gap between AI assistants and network infrastructure. It implements the Model Context Protocol (MCP) to give AI agents like Claude and GPT secure, read-only access to your network devices via SSH — no custom scripts, no fragile automation, just natural language.
Why MCP-Telecom?
| Problem | Solution |
|---|---|
| Network engineers SSH into devices one-by-one | AI queries multiple devices in parallel |
| Vendor CLI syntax differs across Nokia, Cisco, Juniper | Unified interface — one tool works across all vendors |
| Junior engineers struggle with complex troubleshooting | AI-guided workflows with built-in troubleshooting prompts |
| No audit trail for ad-hoc show commands | Every command logged with timestamps |
| Automation scripts break across vendor upgrades | Vendor-abstracted command mappings maintained in one place |
Features
- Multi-Vendor Support — Nokia SR OS, Cisco IOS / IOS-XR / NX-OS, Juniper Junos, Arista EOS
- 60+ Network Tools — BGP, OSPF, MPLS, interfaces, alarms, NTP, ARP, MAC tables, and more
- Vendor Abstraction — Say
bgp_summaryand get the right command for any vendor - NETCONF/YANG — Structured data retrieval via NETCONF alongside traditional SSH CLI
- Streaming Telemetry — gNMI-based telemetry subscriptions with in-memory cache
- SNMP MIB Polling — Query SNMP OIDs, walk MIB subtrees, device overviews via SNMPv2c/v3
- Topology Discovery — Auto-build network maps from LLDP/CDP data with path finding
- Multi-Device Parallel Queries — Run commands across all devices simultaneously via thread pool
- Config Compliance — Check configs against 20+ security best-practice rules with scoring
- Connection Pooling — Persistent SSH sessions with idle timeout and automatic cleanup
- Web Dashboard — Real-time device status dashboard with auto-refresh (FastAPI)
- Prometheus Metrics — Export device health and command metrics for Grafana dashboards
- Containerlab Integration — Generate lab topologies for testing without production access
- Safety First — Only read-only commands allowed; destructive commands are blocked
- Audit Logging — Every command execution recorded in structured JSONL format
- Config Backup & Diff — Backup running configs and compare against previous versions
- Health Checks — Test device reachability with response time measurement
- MCP Resources — Device inventory, topology, telemetry, and compliance as browseable resources
- Troubleshooting Prompts — Built-in BGP, interface, and health audit workflows
- Nokia Service Tools — VPRN, VPLS, and SAP inspection for Nokia SR OS
- PyPI Ready —
pip install mcp-telecomwith optional extras - Docker Support — Run containerized with docker-compose
- CI/CD — GitHub Actions with multi-Python-version testing and PyPI publishing
Architecture
┌──────────────────────────────────────────────────────────────┐
│ AI Agent (Claude/GPT) │
│ │
│ "Check compliance on all routers" │
│ "Run BGP summary across all devices in parallel" │
│ "Generate a containerlab topology for testing" │
└──────────────────────┬───────────────────────────────────────┘
│ MCP Protocol (stdio)
▼
┌──────────────────────────────────────────────────────────────┐
│ MCP-Telecom Server v0.2.0 │
│ │
│ ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌────────────────┐ │
│ │ 60+ Tools│ │Resources │ │ Prompts │ │ Safety/Audit │ │
│ └────┬─────┘ └──────────┘ └──────────┘ └────────────────┘ │
│ │ │
│ ┌────▼──────────────────────────────────────────────────┐ │
│ │ Vendor Command Mappings (35+ ops) │ │
│ │ Nokia ── Cisco ── Juniper ── Arista ── NX-OS │ │
│ └────┬──────────┬──────────┬──────────┬─────────────────┘ │
│ │ │ │ │ │
│ ┌────▼────┐ ┌───▼────┐ ┌──▼──────┐ ┌─▼───────┐ │
│ │ SSH │ │NETCONF │ │Telemetry│ │ SNMP │ │
│ │(Netmiko)│ │(YANG) │ │ (gNMI) │ │(pysnmp) │ │
│ └────┬────┘ └───┬────┘ └──┬──────┘ └─┬───────┘ │
│ │ │ │ │ │
│ ┌────▼──────────▼─────────▼──────────▼───────────────────┐ │
│ │ Connection Pool │ Parallel Executor │ Compliance │ │
│ │ Topology │ Dashboard │ Prometheus │ Containerlab │ │
│ └────────────────────────────────────────────────────────┘ │
└──────────────┬──────────────┬──────────────┬─────────────────┘
│ │ │
▼ ▼ ▼
┌──────────────┐ ┌──────────┐ ┌──────────────┐
│ Nokia SR OS │ │ Cisco XR │ │ Juniper/EOS │
└──────────────┘ └──────────┘ └──────────────┘
Quick Start
Prerequisites
- Python 3.10+
- uv package manager
- SSH access to your network devices
Installation
# Install from PyPI
pip install mcp-telecom
# With optional extras
pip install mcp-telecom[netconf] # NETCONF/YANG support
pip install mcp-telecom[telemetry] # gNMI streaming telemetry
pip install mcp-telecom[snmp] # SNMP MIB polling
pip install mcp-telecom[dashboard] # Web dashboard (FastAPI)
pip install mcp-telecom[metrics] # Prometheus metrics exporter
pip install mcp-telecom[all] # Everything
# Or from source
git clone https://github.com/Avinash-Amudala/MCP-Telecom.git
cd MCP-Telecom
uv sync # or: pip install -e .
Configure Your Devices
# Copy the example config and edit with your device details
cp devices.yaml.example devices.yaml
Edit devices.yaml with your actual device credentials:
nokia-pe1:
device_type: nokia_sros
host: 192.168.1.1
username: your_username
password: "${NOKIA_PASSWORD}" # replace with real creds
port: 22
cisco-xr1:
device_type: cisco_xr
host: 192.168.2.1
username: your_username
password: "${CISCO_PASSWORD}"
juniper-mx1:
device_type: juniper_junos
host: 192.168.3.1
username: your_username
password: "${JUNIPER_PASSWORD}"
Test with MCP Inspector
npx @modelcontextprotocol/inspector uv run mcp-telecom
Use with Claude Desktop
Add to your Claude Desktop config (claude_desktop_config.json):
{
"mcpServers": {
"mcp-telecom": {
"command": "uv",
"args": [
"run",
"--directory",
"/path/to/MCP-Telecom",
"mcp-telecom"
],
"env": {
"MCP_TELECOM_DEVICES_FILE": "/path/to/MCP-Telecom/devices.yaml"
}
}
}
}
Once configured, the server appears in Claude Desktop under Settings → Developer:
MCP-Telecom registered and running in Claude Desktop's Developer settings
Available Tools
Routing & Protocols
| Tool | Description |
|---|---|
show_bgp_summary |
BGP neighbor summary with peer states |
show_bgp_neighbors |
Detailed BGP neighbor information |
show_routing_table |
Full IP routing table |
show_ospf_neighbors |
OSPF neighbor adjacencies |
show_mpls_lsp |
MPLS Label Switched Paths |
Interfaces & Layer 2
| Tool | Description |
|---|---|
show_interfaces |
Interface status summary |
show_interface_detail |
Detailed per-interface statistics |
show_lldp_neighbors |
LLDP neighbor discovery |
show_lag_status |
LAG/Port-Channel/Bundle status |
show_arp_table |
IP-to-MAC ARP cache |
show_mac_table |
MAC address table |
System Monitoring
| Tool | Description |
|---|---|
show_system_info |
Version, uptime, hardware |
show_alarms |
Active alarms and alerts |
show_ntp_status |
NTP synchronization state |
show_cpu |
CPU utilization |
show_memory |
Memory utilization |
show_environment |
Power, fans, temperature |
show_log_events |
Recent syslog messages |
Configuration & Operations
| Tool | Description |
|---|---|
backup_config |
Backup running config with timestamp |
compare_configs |
Diff live config against a backup |
run_command |
Execute any safe read-only command |
run_vendor_operation |
Run named operation with auto vendor translation |
list_devices |
List all configured devices |
list_device_capabilities |
Show supported operations per device |
health_check |
Test device reachability |
get_audit_log |
View command execution history |
show_nokia_services |
Nokia VPRN/VPLS/SAP services |
NETCONF / YANG
| Tool | Description |
|---|---|
netconf_get_config |
Retrieve config via NETCONF (structured XML) |
netconf_get_operational |
Get operational state via YANG models |
netconf_capabilities |
List device YANG module support |
Streaming Telemetry (gNMI)
| Tool | Description |
|---|---|
telemetry_subscribe |
Start gNMI telemetry subscription |
telemetry_query |
Query latest collected telemetry data |
telemetry_history |
Get time-series telemetry for trend analysis |
telemetry_list_subscriptions |
List active telemetry subscriptions |
telemetry_unsubscribe |
Stop a telemetry subscription |
telemetry_list_paths |
Show available OpenConfig telemetry paths |
Topology Discovery
| Tool | Description |
|---|---|
discover_topology |
Build network map from LLDP/CDP data |
show_topology |
Display ASCII network diagram |
show_topology_json |
Export topology as JSON |
show_topology_mermaid |
Export topology as Mermaid diagram |
find_path |
Shortest path between two devices (BFS) |
show_device_neighbors |
List discovered neighbors for a device |
SNMP MIB Polling
| Tool | Description |
|---|---|
snmp_get |
Poll specific SNMP OIDs from a device |
snmp_walk |
Walk an SNMP MIB subtree (e.g., IF-MIB) |
snmp_device_overview |
Quick SNMP-based device summary |
Multi-Device Parallel Queries
| Tool | Description |
|---|---|
parallel_command |
Run a CLI command on all devices simultaneously |
parallel_operation |
Run a vendor-mapped operation across all devices |
compare_devices |
Compare output across devices to find drift |
parallel_health_check |
Health-check all devices in parallel |
Config Compliance
| Tool | Description |
|---|---|
compliance_check |
Score a device against 20+ security rules |
compliance_check_rule |
Check a specific compliance rule |
compliance_list_rules |
List all available compliance rules |
Containerlab Integration
| Tool | Description |
|---|---|
clab_generate |
Generate a containerlab topology for lab testing |
clab_devices_yaml |
Generate devices.yaml for a lab deployment |
clab_scenarios |
List available pre-built lab scenarios |
Dashboard & Metrics
| Tool | Description |
|---|---|
start_dashboard |
Instructions to launch the web status dashboard |
start_metrics_endpoint |
Instructions to start Prometheus metrics exporter |
pool_stats |
Show SSH connection pool statistics |
How Companies Use MCP-Telecom
MCP-Telecom is designed for zero-friction deployment inside enterprise networks:
Setup for Teams (5 minutes)
- Install:
pip install mcp-telecomon any machine with SSH access to network devices - Configure: Copy
devices.yaml.example→devices.yamland fill in device IPs + credentials - Run: Add the MCP server to Claude Desktop config (one JSON block)
- Done: Engineers can now query any device through natural language
Security Model
- Credentials stay local —
devices.yamllives on the engineer's machine, never leaves the network - Read-only by default — Only
show/displaycommands allowed;configure/delete/shutdownblocked - Full audit trail — Every command logged with timestamp, device, user, success/failure
- No cloud dependency — MCP runs over local stdio; no data leaves your infrastructure
- Compliance built-in — Run
compliance_checkto validate configs against security baselines
Enterprise Deployment Options
| Method | Best For |
|---|---|
| Local install | Individual engineers, quick evaluation |
| Docker | Shared team server, consistent environment |
| Containerlab | Lab testing before production rollout |
| Prometheus + Grafana | NOC dashboards, continuous monitoring |
Is It Hard to Set Up?
No. The entire setup is: install the package, edit one YAML file with your device IPs and credentials, and add one config block to Claude Desktop. There is no cloud account, no API key from us, no SaaS subscription. Everything runs locally inside your network perimeter.
For teams, a network admin creates one devices.yaml and shares it internally. Each engineer
points their Claude Desktop config to the shared MCP server or runs their own local instance.
Supported Platforms
| Vendor | Device Types | Netmiko Type |
|---|---|---|
| Nokia | 7750 SR, 7950 XRS, 7250 IXR | nokia_sros |
| Cisco | IOS, IOS-XE | cisco_ios |
| Cisco | IOS-XR (NCS, ASR) | cisco_xr |
| Cisco | NX-OS (Nexus) | cisco_nxos |
| Juniper | MX, QFX, EX, SRX | juniper_junos |
| Arista | 7000, 7500 series | arista_eos |
Safety & Security
MCP-Telecom enforces strict read-only access:
- Allowed:
show,display,ping,traceroutecommands - Blocked:
configure,set,delete,commit,reload,shutdown,write,clear,reset,debug, and 20+ other dangerous patterns - Audit Trail: Every command execution is logged with timestamp, device, success/failure, and output length
[2026-04-06T12:00:00Z] OK nokia-pe1 show router bgp summary
[2026-04-06T12:00:05Z] OK cisco-xr1 show ip interface brief
[2026-04-06T12:00:10Z] FAIL cisco-xr1 configure terminal ← BLOCKED
Docker
# Build and run
docker-compose up -d
# Or build manually
docker build -t mcp-telecom .
docker run -v ./devices.yaml:/app/devices.yaml:ro mcp-telecom
Development
# Install dev dependencies
uv sync --all-extras
# Run tests
uv run pytest tests/ -v
# Lint
uv run ruff check src/ tests/
# Test with MCP Inspector
npx @modelcontextprotocol/inspector uv run mcp-telecom
Project Structure
MCP-Telecom/
├── src/mcp_telecom/
│ ├── __init__.py # Package init
│ ├── server.py # MCP server (60+ tools, resources, prompts)
│ ├── connection.py # SSH connection manager (Netmiko)
│ ├── models.py # Pydantic data models
│ ├── safety.py # Command safety validation
│ ├── audit.py # Structured JSONL audit logging
│ ├── topology.py # LLDP/CDP topology discovery & path finding
│ ├── pool.py # Connection pooling (persistent SSH sessions)
│ ├── parallel.py # Multi-device parallel query executor
│ ├── compliance.py # Config compliance checker (20+ rules)
│ ├── dashboard.py # Real-time web dashboard (FastAPI)
│ ├── metrics.py # Prometheus metrics exporter
│ ├── containerlab.py # Containerlab topology generator
│ ├── vendors/
│ │ ├── __init__.py
│ │ └── mappings.py # Vendor-specific command mappings (6 vendors)
│ ├── transports/
│ │ ├── __init__.py
│ │ ├── netconf.py # NETCONF/YANG transport (ncclient)
│ │ ├── telemetry.py # gNMI streaming telemetry collector
│ │ └── snmp.py # SNMP MIB polling (pysnmp)
│ └── tools/
│ ├── __init__.py
│ ├── routing.py # Routing protocol tools
│ ├── interfaces.py # Interface monitoring tools
│ └── system.py # System monitoring tools
├── tests/ # 157 tests
├── assets/ # Demo GIF, screenshots
├── .github/workflows/
│ ├── ci.yml # CI pipeline (Python 3.10-3.12 + Docker)
│ └── publish.yml # PyPI publish on GitHub release
├── pyproject.toml # Project config with optional extras
├── Dockerfile # Container support
├── docker-compose.yml # Docker Compose config
├── devices.yaml.example # Example device config
└── README.md # This file
Roadmap
- NETCONF/YANG — Structured data retrieval via NETCONF
- Streaming telemetry — gNMI-based real-time telemetry collection
- Topology discovery — Auto-build network maps from LLDP/CDP
- PyPI publishing —
pip install mcp-telecom - SNMP MIB polling — SNMPv2c/v3 OID queries and MIB walks
- Connection pooling — Persistent SSH sessions with idle timeout
- Config compliance — 20+ rules, scoring, remediation advice
- Multi-device parallel queries — Thread pool across all devices
- Web dashboard — FastAPI real-time device status dashboard
- Prometheus metrics — Export to Grafana with 8 metric types
- Containerlab integration — Generate lab topologies for testing
- MCP Registry listing — Publish to the official MCP Registry
- Remote MCP server — HTTP/SSE transport for Claude's MCP Directory
Contributing
Contributions are welcome! See CONTRIBUTING.md for guidelines.
License
MIT — Avinash Amudala
Metadata
Release files for mcp-telecom 0.2.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| mcp_telecom-0.2.0.tar.gz | 30.5 MB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| mcp_telecom-0.2.0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 30.5 MB
Release files / mcp_telecom-0.2.0.tar.gz
| Download URL | mcp_telecom-0.2.0.tar.gz |
|---|---|
| Size | 30.5 MB |
| Tags | Source |
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| Tags | Python 3 |
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Yes |
| Uploaded via |
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Signed by GitHub Actions, verified by PyPI on Apr 7, 2026.
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