Agent skill

Shopify Admin Order Attribution Report

by 40RTY-ai in 40RTY-ai/shopify-admin-skills

Read-only: parses UTM source/medium/campaign from order landing site URLs to attribute revenue, AOV, and conversion volume to marketing channels.

MITAuto-check passedMarketing & SEO

Install Shopify Admin Order Attribution Report

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-order-attribution-report -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-order-attribution-report --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy

$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/order-intelligence/shopify-admin-order-attribution-report .claude/skills/shopify-admin-order-attribution-report && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Paste into Claude Code

Install the "shopify-admin-order-attribution-report" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/order-intelligence/shopify-admin-order-attribution-report into .claude/skills/shopify-admin-order-attribution-report/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-order-attribution-report", then confirm the skill loads.

Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

$skill-installer

$skill-installer install https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/order-intelligence/shopify-admin-order-attribution-report

Type this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-order-attribution-report -a codex

Project install goes to .agents/skills/; add -g for ~/.codex/skills/.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-order-attribution-report --agent codex

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/order-intelligence/shopify-admin-order-attribution-report .agents/skills/shopify-admin-order-attribution-report && rm -rf skills-src

Use ~/.agents/skills/ instead of .agents/skills for a personal install.

Codex skills documentation · loads skills from .agents/skills/

Paste into Codex

Install the "shopify-admin-order-attribution-report" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/order-intelligence/shopify-admin-order-attribution-report into .agents/skills/shopify-admin-order-attribution-report/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-order-attribution-report", then confirm the skill loads.

Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-order-attribution-report -a cursor

Project install goes to .agents/skills/; add -g for ~/.cursor/skills/.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-order-attribution-report --agent cursor

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/order-intelligence/shopify-admin-order-attribution-report .cursor/skills/shopify-admin-order-attribution-report && rm -rf skills-src

Use ~/.cursor/skills/ instead of .cursor/skills for a personal install.

Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/

Paste into Cursor

Install the "shopify-admin-order-attribution-report" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/order-intelligence/shopify-admin-order-attribution-report into .cursor/skills/shopify-admin-order-attribution-report/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-order-attribution-report", then confirm the skill loads.

Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

gemini skills install

$ gemini skills install https://github.com/40RTY-ai/shopify-admin-skills.git --path skills/order-intelligence/shopify-admin-order-attribution-report

--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-order-attribution-report -a gemini-cli

Project install goes to .agents/skills/; add -g for ~/.gemini/skills/.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-order-attribution-report --agent gemini-cli

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/order-intelligence/shopify-admin-order-attribution-report .gemini/skills/shopify-admin-order-attribution-report && rm -rf skills-src

Use ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.

Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/

Paste into Gemini CLI

Install the "shopify-admin-order-attribution-report" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/order-intelligence/shopify-admin-order-attribution-report into .gemini/skills/shopify-admin-order-attribution-report/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-order-attribution-report", then confirm the skill loads.

Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-order-attribution-report

Installs for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-order-attribution-report -a github-copilot

Project install goes to .agents/skills/; add -g for ~/.copilot/skills/.

Manual copy

$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/order-intelligence/shopify-admin-order-attribution-report .github/skills/shopify-admin-order-attribution-report && rm -rf skills-src

Use ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.

GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/

Paste into GitHub Copilot

Install the "shopify-admin-order-attribution-report" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/order-intelligence/shopify-admin-order-attribution-report into .github/skills/shopify-admin-order-attribution-report/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-order-attribution-report", then confirm the skill loads.

GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

skills CLI

$ npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-order-attribution-report -a opencode

OpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.

GitHub CLI

$ gh skill install 40RTY-ai/shopify-admin-skills shopify-admin-order-attribution-report --agent opencode

Project scope by default (.agents/skills/); add --scope user for a personal install.

Manual copy

$ git clone --depth 1 https://github.com/40RTY-ai/shopify-admin-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/order-intelligence/shopify-admin-order-attribution-report .opencode/skills/shopify-admin-order-attribution-report && rm -rf skills-src

Use ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.

OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/

Paste into OpenCode

Install the "shopify-admin-order-attribution-report" agent skill from https://github.com/40RTY-ai/shopify-admin-skills/tree/main/skills/order-intelligence/shopify-admin-order-attribution-report into .opencode/skills/shopify-admin-order-attribution-report/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shopify-admin-order-attribution-report", then confirm the skill loads.

OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.

Facts

Skill name: shopify-admin-order-attribution-report
GitHub stars: 194
Token cost: ~1.6k tokens
SKILL.md length: 470 words
Files: 1
Skills in repo: 116
Repo updated: Aug 14, 2026
First seen: Oct 7, 2026
Licence: MIT

At a glance

Read-only: parses UTM source/medium/campaign from order landing site URLs to attribute revenue, AOV, and conversion volume to marketing channels.

Works in 4 steps: OPERATION: orders — query → For each order, parse landingPageUrl… → Aggregate by the group_by dimension: sum… → …
Tasks that involve Marketing analytics
SKILL.md covers Purpose, Prerequisites, Parameters and Safety, plus 6 more sections
Calls shopify

What it does

Shopify Admin Order Attribution Report is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: parses UTM source/medium/campaign from order landing site URLs to attribute revenue, AOV, and conversion volume to marketing channels.

Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Claude Code, Cursor, Codex, Gemini CLI

It sits in Marketing & SEO, covering Marketing analytics. It works with Shopify. The repository describes itself as: Community-maintained AI agent skills for operating Shopify stores — workflows, optimization, reports and more. The licence is MIT.

When your agent uses it

Tasks that involve Marketing analytics

Example prompts

“/shopify-admin-order-attribution-report”

Requirements

Compatibility (from SKILL.md): Claude Code, Cursor, Codex, Gemini CLI

Workflow steps

4 steps, taken from the first numbered list in SKILL.md.

OPERATION: orders — query
For each order, parse landingPageUrl query string and extract utm_source, utm_medium, utm_campaign, utm_term, utm_content. Orders without…
Aggregate by the group_by dimension: sum order count, sum revenue (in shop currency), compute AOV = revenue / orders.
Sort groups by revenue descending; filter out groups below min_orders.

What it can do on your machine

Read from SKILL.md and the folder at commit 6765cb4. It shows what the files ask for, not the result of running them.

Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
- shopify
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Compatibility
Claude Code, Cursor, Codex, Gemini CLI
From compatibility in the SKILL.md frontmatter.

Context cost

Shopify Admin Order Attribution Report loads about 1.6k tokens when it runs. Until then it costs about 46 tokens; SKILL.md has 470 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it: ~46
When it runs · the whole SKILL.md, loaded when a task matches: ~1.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from 40RTY-ai/shopify-admin-skills at commit 6765cb4, republished under its MIT licence (© 40RTY-ai). 470 words, ~1,628 tokens.

Download SKILL.mdSave it as .claude/skills/shopify-admin-order-attribution-report/SKILL.md (or your agent's skills folder).

name: shopify-admin-order-attribution-report
description: Read-only: parses UTM source/medium/campaign from order landing site URLs to attribute revenue, AOV, and conversion volume to marketing channels.
compatibility: Claude Code, Cursor, Codex, Gemini CLI
role: order-intelligence
toolkit: shopify-admin, shopify-admin-execution
api_version: 2025-01
graphql_operations: orders:query
status: stable

Purpose

Pulls recent orders, extracts the UTM parameters embedded in each order's landingPageUrl query string, and rolls up revenue, order count, and average order value (AOV) by utm_source, utm_medium, and utm_campaign. Builds a marketing attribution report directly from first-party Shopify order data — no external analytics tool required. Read-only — no mutations.

Prerequisites

Authenticated Shopify CLI session: shopify store auth --store <domain> --scopes read_orders
API scopes: read_orders

Parameters

Parameter	Type	Required	Default	Description
store	string	yes	—	Store domain (e.g., mystore.myshopify.com)
days_back	integer	no	30	Lookback window for orders to attribute
group_by	string	no	source	Primary grouping dimension: `source`, `medium`, `campaign`, or `source_medium`
min_orders	integer	no	1	Minimum orders per group to include in the report
include_organic	bool	no	true	When false, omit orders with no UTM parameters from the breakdown
format	string	no	human	Output format: `human` or `json`

Safety

ℹ️ Read-only skill — no mutations are executed. Safe to run at any time. Attribution accuracy depends on whether the storefront propagates UTM parameters into the checkout — orders that bypass the storefront (POS, draft orders, subscriptions) will not have landing site URLs.

Workflow Steps

OPERATION: orders — query Inputs: query: "created_at:>='<NOW - days_back days>' financial_status:paid", first: 250, select landingPageUrl, referrerUrl, customerJourneySummary, totalPriceSet, pagination cursor Expected output: All paid orders in the window with landing page URLs; paginate until hasNextPage: false
For each order, parse landingPageUrl query string and extract utm_source, utm_medium, utm_campaign, utm_term, utm_content. Orders without UTM params are bucketed as (direct/organic) if include_organic: true.
Aggregate by the group_by dimension: sum order count, sum revenue (in shop currency), compute AOV = revenue / orders.
Sort groups by revenue descending; filter out groups below min_orders.

GraphQL Operations

graphql

# orders:query — validated against api_version 2025-01
query OrdersWithAttribution($query: String!, $after: String) {
  orders(first: 250, after: $after, query: $query) {
    edges {
      node {
        id
        name
        createdAt
        landingPageUrl
        referrerUrl
        displayFinancialStatus
        totalPriceSet {
          shopMoney {
            amount
            currencyCode
          }
        }
        customerJourneySummary {
          firstVisit {
            landingPage
            source
            sourceType
            referrerUrl
            utmParameters {
              source
              medium
              campaign
              term
              content
            }
          }
          lastVisit {
            landingPage
            source
            sourceType
            utmParameters {
              source
              medium
              campaign
            }
          }
          momentsCount
        }
      }
    }
    pageInfo {
      hasNextPage
      endCursor
    }
  }
}

Show full SKILL.md (197 more words)Show less

Session Tracking

Claude MUST emit the following output at each stage. This is mandatory.

On start, emit:

╔══════════════════════════════════════════════╗
║  SKILL: Order Attribution Report             ║
║  Store: <store domain>                       ║
║  Started: <YYYY-MM-DD HH:MM UTC>             ║
╚══════════════════════════════════════════════╝

After each step, emit:

[N/TOTAL] <QUERY|MUTATION>  <OperationName>
          → Params: <brief summary of key inputs>
          → Result: <count or outcome>

On completion, emit:

For format: human (default):

══════════════════════════════════════════════
ORDER ATTRIBUTION REPORT  (<days_back> days)
  Orders attributed:   <n>
  Total revenue:       $<amount>
  Untagged (direct):   <n>  (<pct>%)

  Top sources by revenue:
    <source>     Orders: <n>   Revenue: $<n>   AOV: $<n>
    <source>     Orders: <n>   Revenue: $<n>   AOV: $<n>
  Output: attribution_report_<date>.csv
══════════════════════════════════════════════

For format: json, emit:

json

{
  "skill": "order-attribution-report",
  "store": "<domain>",
  "period_days": 30,
  "group_by": "source",
  "orders_attributed": 0,
  "total_revenue": 0,
  "currency": "USD",
  "groups": [
    { "key": "google", "orders": 0, "revenue": 0, "aov": 0 }
  ],
  "output_file": "attribution_report_<date>.csv"
}

Output Format

CSV file attribution_report_<YYYY-MM-DD>.csv with columns: group_key, utm_source, utm_medium, utm_campaign, orders, revenue, aov, currency, pct_of_revenue

Error Handling

Error	Cause	Recovery
`THROTTLED`	API rate limit exceeded	Wait 2 seconds, retry up to 3 times
`landingPageUrl` is null	Order placed via POS, draft, or subscription	Bucket as `(direct/organic)`, count separately
Malformed query string	Manual or partial UTM tagging	Skip parse failure, treat as direct, log count
`customerJourneySummary` access denied	Store on plan that does not expose this field	Fall back to `landingPageUrl` parsing only

Best Practices

Use group_by: source_medium to distinguish paid traffic (google/cpc) from organic (google/organic).
A high (direct/organic) percentage usually means UTM tagging is missing on paid campaigns — fix the campaign URLs, not the report.
Run weekly during active campaigns to track attribution drift; run monthly for steady-state reporting.
Cross-reference revenue here with ad spend from your ad platforms to compute true ROAS — this skill provides the order-side numerator only.
For multi-touch attribution, also surface customerJourneySummary.firstVisit vs lastVisit to compare first-click vs last-click models.

Files

Just SKILL.md in skills/order-intelligence/shopify-admin-order-attribution-report of 40RTY-ai/shopify-admin-skills.

Open the folder on GitHubat commit 6765cb4

Compare with similar skills

Shopify Admin Order Attribution Report next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Shopify Admin Order Attribution Report compared with similar skills
Skill	Stars	Used in	Tokens	Auto-check	Licence	Repo updated
Shopify Admin Order Attribution Report this skill40RTY-ai/shopify-admin-skills	194	—	~1.6k	Automated safety check: Pass	MIT	1 mo ago
Google Analytics 4 Setupooiyeefei/ccc	495	—	~2.2k	Automated safety check: Pass	MIT	2 mo ago
Ad Conversion Tracking Setupminhnv0807/ai-business-skills	609	—	~3.7k	Automated safety check: Pass	MIT	28 days ago
Google SEO APIsAgriciDaniel/claude-seo	19k	1 repos	~4.2k	Automated safety check: Pass	MIT	6 days ago
AnalyticsNexus-JPF/note-companion	870	7 repos	~2.2k	Automated safety check: Pass	MIT	3 days ago
GEO Monthly Delta Reportzubair-trabzada/geo-seo-claude	11k	—	~2.4k	Automated safety check: Notes	MIT	today

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Works with

Shopify

Questions about Shopify Admin Order Attribution Report

What does Shopify Admin Order Attribution Report do?

Read-only: parses UTM source/medium/campaign from order landing site URLs to attribute revenue, AOV, and conversion volume to marketing channels. Shopify Admin Order Attribution Report is an agent skill from 40RTY-ai/shopify-admin-skills. Read-only: parses UTM source/medium/campaign from order landing site URLs to attribute revenue, AOV, and conversion volume to marketing channels.

When should I use Shopify Admin Order Attribution Report?

Shopify Admin Order Attribution Report fits situations like: tasks that involve Marketing analytics.

How do I install Shopify Admin Order Attribution Report in Claude Code?

Run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-order-attribution-report -a claude-code`. Or copy the skill folder (skills/order-intelligence/shopify-admin-order-attribution-report in 40RTY-ai/shopify-admin-skills) into .claude/skills/shopify-admin-order-attribution-report in your project. Claude Code loads it when a task matches its description.

How do I install Shopify Admin Order Attribution Report in Codex?

Run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-order-attribution-report -a codex`. Or copy the skill folder (skills/order-intelligence/shopify-admin-order-attribution-report in 40RTY-ai/shopify-admin-skills) into .agents/skills/shopify-admin-order-attribution-report in your project. Codex loads it when a task matches its description.

Can I use Shopify Admin Order Attribution Report in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add 40RTY-ai/shopify-admin-skills --skill shopify-admin-order-attribution-report -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/shopify-admin-order-attribution-report, .gemini/skills/shopify-admin-order-attribution-report, .github/skills/shopify-admin-order-attribution-report and .opencode/skills/shopify-admin-order-attribution-report in your project.

What does Shopify Admin Order Attribution Report need to run?

Going by SKILL.md and its folder, Shopify Admin Order Attribution Report needs the command-line tools its instructions call (shopify). Compatibility (from SKILL.md): Claude Code, Cursor, Codex, Gemini CLI.

Does Shopify Admin Order Attribution Report access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Shopify Admin Order Attribution Report safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Shopify Admin Order Attribution Report use?

Shopify Admin Order Attribution Report is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Shopify Admin Order Attribution Report use?

About 1.6k tokens (SKILL.md is roughly 6.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Shopify Admin Order Attribution Report?

Skills that share tags, products or a category with Shopify Admin Order Attribution Report: Google Analytics 4 Setup (ooiyeefei/ccc, 495 stars), Ad Conversion Tracking Setup (minhnv0807/ai-business-skills, 609 stars), Google SEO APIs (AgriciDaniel/claude-seo, 19k stars) and Analytics (Nexus-JPF/note-companion, 870 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Shopify Admin Order Attribution Report?

40RTY-ai (a GitHub organization) maintains it in 40RTY-ai/shopify-admin-skills, which has 194 GitHub stars. The repository holds 116 skills in this directory. The repository was last updated on August 14, 2026.

Source: 40RTY-ai/shopify-admin-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.

Install Shopify Admin Order Attribution Report

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At a glance

What it does

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Example prompts

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Runs code

Network

Credentials

Compatibility

Context cost

Safety

SKILL.md

Purpose

Prerequisites

Parameters

Safety

Workflow Steps

GraphQL Operations

Session Tracking

Output Format

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