transform-maps

transform-maps is a skill for Claude Code from serac-labs/serac. It costs 49 tokens per session (3,287 once invoked), scanned A, original, Apache-2.0.

A guide to Transform Maps, which convert imported data into records in ServiceNow tables. It covers data sources, temporary import tables, field mappings, matching existing records, and transformation scripts.

In plain words
What is it for?
Use it to import CSV, JDBC, or REST data, map source fields to target fields, update or insert records using matching keys, and run logic before or after a transformation.
Why use it?
It prevents imported rows from being mapped to the wrong fields or creating duplicates. It also separates incoming data from the final records while it is checked and transformed.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the servicenow plugin — 70 skills shipped together

Good fit Use it to import CSV, JDBC, or REST data, map source fields to target fields, update or insert records using matching keys, and run logic before or after a transformation.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/serac-labs/serac/transform-maps
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add serac-labs/serac --skill transform-maps
Clone the repo
git clone --depth 1 https://github.com/serac-labs/serac

Made for: Claude Code.

Or install servicenow, the plugin that ships this one along with the rest of its 70 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for transform-maps

README.md
[![agentmods](https://agentmods.dev/badge/skills/serac-labs/serac/transform-maps/github.svg)](https://agentmods.dev/skills/serac-labs/serac/transform-maps)
Your own site
<a href="https://agentmods.dev/skills/serac-labs/serac/transform-maps"><img src="https://agentmods.dev/badge/skills/serac-labs/serac/transform-maps/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for transform-maps

Your own site · 80×15
<a href="https://agentmods.dev/skills/serac-labs/serac/transform-maps"><img src="https://agentmods.dev/badge/skills/serac-labs/serac/transform-maps.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 49 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,287 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00049 $0.03287
Opus 5.5 $0.00020 $0.01315
Sonnet 5.5 $0.00010 $0.00657
Haiku 4.5 $0.00005 $0.00329

Measured 1mo ago against content hash d08495eb513c, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

transform-maps scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

packages/skills/transform-maps/SKILL.md · 475 lines

How it starts

The opening of the file, as written. The whole thing — 475 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Transform Maps for ServiceNow

Transform Maps control how data from import sets is mapped and transformed into ServiceNow tables.

Import Architecture

Data Source (CSV, LDAP, JDBC, REST)
        ↓
    Import Set Table (staging)
        ↓
    Transform Map (mapping rules)
        ↓
    Target Table (final destination)

Key Components

Component Table Purpose
Data Source sys_data_source Connection configuration
Import Set Table sys_db_object Staging table
Import Set sys_import_set Import run record
Transform Map sys_transform_map Mapping definition
Field Map sys_transform_entry Field mappings

Data Sources

CSV Data Source (ES5)

// Create CSV data source
var ds = new GlideRecord("sys_data_source")
ds.initialize()
ds.setValue("name", "Employee Import - CSV")
ds.setValue("type", "File")
ds.setValue("format", "CSV")

// File settings
ds.setValue("file_path", "/import/employees.csv")
ds.setValue("header_row", 1)

// CSV parsing
ds.setValue("csv_delimiter", ",")
ds.setValue("csv_quote", '"')

// Import set table
ds.setValue("import_set_table", "u_employee_import")

ds.insert()

JDBC Data Source (ES5)

// Create JDBC data source
var ds = new GlideRecord("sys_data_source")
ds.initialize()
ds.setValue("name", "HR System - JDBC")
ds.setValue("type", "JDBC")

// Connection
ds.setValue("connection_url", "jdbc:oracle:thin:@hrdb:1521:HRPROD")
ds.setValue("username", "hr_readonly")
ds.setValue("password", "encrypted_password")

// Query
ds.setValue("query", "SELECT emp_id, first_name, last_name, email, dept_code FROM employees WHERE active = 1")

// Import set table
ds.setValue("import_set_table", "u_hr_employee_import")

ds.insert()

REST Data Source (ES5)

// Create REST data source
var ds = new GlideRecord("sys_data_source")
ds.initialize()
ds.setValue("name", "External API - REST")
ds.setValue("type", "REST (IntegrationHub)")

// REST message
ds.setValue("rest_message", restMessageSysId)
ds.setValue("http_method", "GET")

// Response handling
ds.setValue("json_path", "$.data.employees[*]")

// Import set table
ds.setValue("import_set_table", "u_api_employee_import")

ds.insert()

Read the full file on GitHub · 475 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 475 lines · 49 tokens per session scan A d08495eb513c

Subscribe to this mod's changes

transform-maps is a skill published in the GitHub repository serac-labs/serac (78 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 49 tokens to every session and 3,287 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-11.

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