Lqt— agent skill

<p align="center"> <img src="loqate.png" alt="Loqate CLI" width="120"> </p>

<h1 align="center">Loqate CLI</h1>

<p align="center"> Verify addresses, emails, and phone numbers against Loqate's APIs.<br> Get confidence scores, policy-aware recommendations, and full auditability — in one command.<br> Real-time verification decisioning for agents that need to know whether contact data is good enough for the job.<br> Part of <a href="https://agents.gbg.com/reach">GBG Reach</a>. </p>

<p align="center"> <code>lqt verify</code> &nbsp;·&nbsp; <code>lqt parse</code> &nbsp;·&nbsp; <code>lqt mcp</code> </p>

Install

macOS

# Apple Silicon (M1/M2/M3/M4)
curl -sL https://github.com/gbgplc/lqt/releases/latest/download/lqt_darwin_arm64.tar.gz | tar xz
sudo mv lqt /usr/local/bin/

# Intel
curl -sL https://github.com/gbgplc/lqt/releases/latest/download/lqt_darwin_amd64.tar.gz | tar xz
sudo mv lqt /usr/local/bin/

Linux

# x86_64
curl -sL https://github.com/gbgplc/lqt/releases/latest/download/lqt_linux_amd64.tar.gz | tar xz
sudo mv lqt /usr/local/bin/

# ARM64
curl -sL https://github.com/gbgplc/lqt/releases/latest/download/lqt_linux_arm64.tar.gz | tar xz
sudo mv lqt /usr/local/bin/

Windows

1. Download lqt_windows_amd64.zip from the latest release
2. Extract lqt.exe
3. Move it to a directory on your PATH, or run it directly

Verify Installation

lqt version

All Downloads

See Releases for all versions and platforms. Each release includes SHA-256 checksums.

Quick Start

API Keys

You need a Loqate API key for verification. Optionally, an Anthropic API key for the parse command.

macOS / Linux:

export LOQATE_API_KEY=your-key-here

# Optional — for lqt parse
export ANTHROPIC_API_KEY=your-key-here

Windows (PowerShell):

$env:LOQATE_API_KEY="your-key-here"

# Optional — for lqt parse
$env:ANTHROPIC_API_KEY="your-key-here"

Your First Verification

macOS / Linux:

# Verify an address
lqt verify --address "125 Summer Street, Boston, MA 02110, US"

# Verify address + email + phone with a policy
lqt verify -a "10 Downing St, London, GB" \
           -e "[email protected]" \
           -p "+442071234567" \
           --policy shipping

# Parse and standardize without calling Loqate (uses Claude)
lqt parse --address "125 summer street boston ma 02110 us"

Windows (PowerShell):

# Verify an address
.\lqt.exe verify --address "125 Summer Street, Boston, MA 02110, US"

# Verify address + email + phone with a policy
.\lqt.exe verify -a "10 Downing St, London, GB" -e "[email protected]" -p "+442071234567" --policy shipping

# Parse and standardize without calling Loqate (uses Claude)
.\lqt.exe parse --address "125 summer street boston ma 02110 us"

Commands

verify

Verify addresses, emails, and/or phone numbers against Loqate's APIs. Returns a confidence score and a policy-driven recommendation (accept, review, or reject).

lqt verify [flags]

Flags:

Examples:

# Simple address verification
lqt verify -a "1600 Amphitheatre Parkway, Mountain View, CA 94043, US"

# Multi-field verification with strict policy
lqt verify -a "221B Baker St, London, GB" \
           -e "[email protected]" \
           -p "+442071234567" \
           --policy strict

# JSON output for piping to other tools
lqt verify -a "10 Downing St, London, GB" -o json | jq '.address.confidence'

# Extended input fields
lqt verify -a "125 Summer St" --field Organization="Acme Corp" --field Building="Suite 200"

# API options (dot notation for nesting)
lqt verify -a "125 Summer St, Boston, MA 02110, US" --option GeoCode=true

Full list of input fields and API options: Loqate International Batch Cleanse API

parse

Parse and standardize contact data using Claude (Haiku). Extracts address components, validates email syntax, and normalizes phone numbers with awareness of 250+ country-specific postal formats. No Loqate API calls — no credits spent.

lqt parse [flags]

Flags:

Examples:

# Parse a messy address into structured components
lqt parse -a "125 summer street boston ma 02110 us"

# Parse address + validate email + normalize phone
lqt parse -a "10 downing st london" -e "[email protected]" -p "02071234567"

# Batch parse from CSV
lqt parse --batch messy-data.csv --output json

policy

List, inspect, and validate verification policies.

lqt policy list                  # List all built-in policies
lqt policy show <name>           # Show full JSON for a policy
lqt policy validate <file>       # Validate a custom policy JSON file

mcp

Start an MCP (Model Context Protocol) server. Exposes LQT as tools for AI agents.

lqt mcp                    # Stdio transport (launched by clients)
lqt mcp --http :8080       # HTTP transport (deployed as a service)
lqt mcp --smoke-test       # Verify the server starts correctly and exit

Flags:

Policies

Policies control what gets accepted, reviewed, or rejected. Every verification runs through a policy — there are no hardcoded thresholds.

Custom Policies

Create a JSON file:

{
  "name": "my-custom-policy",
  "description": "Tuned for my use case",
  "address": {
    "min_confidence": 0.65,
    "min_match_level": "street",
    "reject_verification_status": ["U", "R"]
  },
  "email": {
    "min_confidence": 0.50,
    "allow_catch_all": true,
    "reject_disposable": true
  },
  "phone": {
    "min_confidence": 0.40,
    "required": false
  }
}

lqt policy validate my-policy.json    # Validate first
lqt verify -a "..." --policy-file my-policy.json

Batch Processing

Process files with address, email, and phone columns. Supports comma, tab, and pipe delimited input.

# CSV (auto-detected)
lqt verify --batch addresses.csv --policy shipping -o json > results.json

# Tab-delimited
lqt verify --batch addresses.tsv -o json

# Pipe-delimited
lqt verify --batch addresses.txt --delimiter pipe -o json

# From stdin
cat addresses.csv | lqt verify --batch - --policy standard

# With summary statistics
lqt verify --batch addresses.csv --summary

Windows (PowerShell):

.\lqt.exe verify --batch addresses.csv --policy shipping -o json > results.json
Get-Content addresses.csv | .\lqt.exe verify --batch - --policy standard

Delimiters

Auto-detected from the first line. Override explicitly with --delimiter:

Supported Columns

Use a single address column or structured fields — or both. All column names are case-insensitive. Every field from the Loqate International Batch Cleanse API is supported.

Address lines:

Geography:

Street / building / premise:

Organization / postal:

Contact / person:

Non-address fields:

Example CSV

address,email,phone,country
"125 Summer St, Boston, MA 02110",[email protected],+16175551234,US
"10 Downing St, London",[email protected],+442071234567,GB

MCP Integration

The lqt mcp command exposes LQT as tools for AI agents via the Model Context Protocol. Connecting the MCP server also provides a built-in usage guide prompt that teaches the AI how to use the tools effectively.

Claude Code / Cursor

Add to your project's .mcp.json:

{
  "mcpServers": {
    "loqate": {
      "command": "lqt",
      "args": ["mcp"],
      "env": {
        "LOQATE_API_KEY": "your-key-here",
        "ANTHROPIC_API_KEY": "your-key-here"
      }
    }
  }
}

Claude Desktop

Add to Claude Desktop's MCP settings:

{
  "mcpServers": {
    "lqt": {
      "command": "/usr/local/bin/lqt",
      "args": ["mcp"],
      "env": {
        "LOQATE_API_KEY": "your-key-here",
        "ANTHROPIC_API_KEY": "your-key-here"
      }
    }
  }
}

GBG-hosted endpoint (recommended)

The fastest way to use Loqate over MCP is the GBG-hosted endpoint — no install, no infrastructure. Point any MCP client at:

https://reach.prod.fabric.gbgplatforms.com/mcp

Claude Code / Cursor / any MCP client — .mcp.json:

{
  "mcpServers": {
    "loqate": {
      "url": "https://reach.prod.fabric.gbgplatforms.com/mcp"
    }
  }
}

Restart your client, then ask it to "verify 125 Summer St, Boston, MA 02110, US". It will discover the tools, call them, and explain the result.

Authenticate with your Loqate API key — pick one:

1. Per-call — pass key in the tool arguments ({"key": "YOUR-KEY", "address": "..."}).
2. Connection-wide — set Authorization: Bearer <YOUR-LOQATE-KEY> on the HTTP connection. Applies to every tool call.
3. Out of band (Claude only) — put <loqate_api_key>YOUR-KEY</loqate_api_key> in org / project / user instructions; the model injects it as key automatically.

If you supply none of the three, the server returns a NO_API_KEY error. The Bearer header only supplies the standard Loqate key; verify_key for a custom address-verify endpoint is separate.

Sanity check from your terminal (no client needed):

# List tools (no auth required)
curl -s -X POST https://reach.prod.fabric.gbgplatforms.com/mcp \
  -H 'Content-Type: application/json' \
  -H 'Accept: application/json, text/event-stream' \
  -d '{"jsonrpc":"2.0","id":1,"method":"tools/list"}'

# Verify an address (Bearer auth)
curl -s -X POST https://reach.prod.fabric.gbgplatforms.com/mcp \
  -H 'Authorization: Bearer YOUR-LOQATE-KEY' \
  -H 'Content-Type: application/json' \
  -H 'Accept: application/json, text/event-stream' \
  -d '{"jsonrpc":"2.0","id":2,"method":"tools/call","params":{"name":"verify_address","arguments":{"address":"125 Summer St, Boston, MA 02110, US"}}}'

Hosted deployments disable custom verify endpoints for security. If you receive a CUSTOM_ENDPOINT_DISABLED error, remove verify_url and verify_key from your tool arguments.

Remote HTTP (self-hosted)

If you'd rather run the server yourself, deploy lqt mcp --http as a service:

{
  "mcpServers": {
    "loqate": {
      "url": "https://lqt.your-company.com/mcp"
    }
  }
}

Same three-tier key resolution applies (body key → Authorization: Bearer → server env LOQATE_API_KEY).

Available Tools

9 tools in stdio mode, 6 in HTTP mode (tools marked stdio mode only are not available over HTTP).

Exit Codes

Designed for scripting and CI/CD:

macOS / Linux:

lqt verify -a "125 Summer St, Boston, MA 02110, US" --policy shipping -o json
case $? in
  0) echo "Ship it" ;;
  1) echo "Queue for review" ;;
  2) echo "Bad address" ;;
  3) echo "Something broke" ;;
esac

Windows (PowerShell):

.\lqt.exe verify -a "125 Summer St, Boston, MA 02110, US" --policy shipping -o json
switch ($LASTEXITCODE) {
  0 { Write-Host "Ship it" }
  1 { Write-Host "Queue for review" }
  2 { Write-Host "Bad address" }
  3 { Write-Host "Something broke" }
}

API Keys

Loqate API Key (for verify)

macOS / Linux:

# Environment variable
export LOQATE_API_KEY=your-key-here

# Key file (add to .gitignore)
echo "your-key-here" > .loqate-key

# Per-command flag
lqt verify -a "..." --key your-key-here

Windows (PowerShell):

# Current session
$env:LOQATE_API_KEY="your-key-here"

# Persistent (survives restarts)
[System.Environment]::SetEnvironmentVariable("LOQATE_API_KEY", "your-key-here", "User")

# Per-command flag
.\lqt.exe verify -a "..." --key your-key-here

Anthropic API Key (for parse)

macOS / Linux:

export ANTHROPIC_API_KEY=your-key-here

Windows (PowerShell):

$env:ANTHROPIC_API_KEY="your-key-here"

Resolution order: flag > environment variable > key file

Custom Verify Endpoint (optional)

If you need to route address verification through a different endpoint (e.g., an on-premises or partner-hosted Loqate instance):

macOS / Linux:

# Environment variables
export LOQATE_VERIFY_URL=https://custom-verify.example.com/v1/batch
export LOQATE_VERIFY_KEY=your-custom-key

# Or use flags (override env vars)
lqt verify -a "..." --verify-url https://custom-verify.example.com/v1/batch --verify-key your-custom-key

Windows (PowerShell):

$env:LOQATE_VERIFY_URL="https://custom-verify.example.com/v1/batch"
$env:LOQATE_VERIFY_KEY="your-custom-key"

Resolution order: flag > environment variable > default Loqate endpoint

When --verify-key is set, the standard --key / LOQATE_API_KEY is not required for address-only verification. If you also verify email (-e) or phone (-p), the standard key is still needed for those.

These flags only affect address verification. Email and phone always use the standard Loqate endpoints.

In MCP mode, clients can pass verify_url and verify_key per-request in verify_address and verify_contact tool inputs.

Support

• Bug reports & feature requests — open an issue
• Security vulnerabilities — please email [email protected] instead of opening a public issue
• General questions — start a discussion or open an issue

When reporting a bug, please include:

• lqt version (lqt --version)
• OS and architecture (e.g., macOS ARM64, Linux x86_64)
• The command you ran (redact any API keys)
• Expected vs actual behavior

License

Proprietary — see LICENSE. Use requires an active Loqate subscription.

<p align="center"> Built by <a href="https://www.gbg.com">GBG</a>. </p>