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ingest

ingest is a command for Claude Code from mrlm-xyz/demo-claude-marketplace. It costs 15 tokens per session (240 once invoked), scanned A, original, Apache-2.0.

A command for building a data pipeline that moves information from sources such as databases, APIs, or files into a destination. It includes checking, reshaping, loading, logging, and handling failures.

In plain words
What is it for?
Use it to create pipelines that extract data, validate its structure and quality, transform it to a target format, and load it reliably.
Why use it?
It removes the need to design each part of a data transfer process from scratch and helps account for invalid data, retries, and partial failures.

Command for Claude Code

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

Part of the data-toolkit plugin — 2 skills, 2 commands, 2 agents shipped together

not rated 35repo +1 2mo ago A scan 15 tokens original Apache-2.0

Good fit Use it to create pipelines that extract data, validate its structure and quality, transform it to a target format, and load it reliably.

Compare 6 commands from other repositories ↓
Install with agentmods
npx agentmods add commands/mrlm-xyz/demo-claude-marketplace/ingest
View source ↗ mrlm-xyz/demo-claude-marketplace
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.

Clone the repo
git clone --depth 1 https://github.com/mrlm-xyz/demo-claude-marketplace

Made for: Claude Code.

Or install data-toolkit, the plugin that ships this one along with the rest of its 2 skills, 2 commands, 2 agents.

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 ingest

README.md
[![agentmods](https://agentmods.dev/badge/commands/mrlm-xyz/demo-claude-marketplace/ingest/github.svg)](https://agentmods.dev/commands/mrlm-xyz/demo-claude-marketplace/ingest)
Your own site
<a href="https://agentmods.dev/commands/mrlm-xyz/demo-claude-marketplace/ingest"><img src="https://agentmods.dev/badge/commands/mrlm-xyz/demo-claude-marketplace/ingest/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 ingest

Your own site · 80×15
<a href="https://agentmods.dev/commands/mrlm-xyz/demo-claude-marketplace/ingest"><img src="https://agentmods.dev/badge/commands/mrlm-xyz/demo-claude-marketplace/ingest.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 15 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 240 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 $0.00015 $0.00240
Opus 5.5 $0.00006 $0.00096
Sonnet 5.5 $0.00003 $0.00048
Haiku 4.5 $0.00002 $0.00024

Measured 2mo ago against content hash 5552f0910691, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ingest 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 2mo 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.

claude-plugins/data-toolkit/commands/ingest.md · 39 lines

What it actually says

Ingest Command

Build a complete data ingestion pipeline with extraction, validation, transformation, and loading stages.

Scope

This command creates production-ready ingestion code that:

  • Connects to data sources (databases, APIs, files)
  • Validates data quality and schema compliance
  • Transforms data to target schema
  • Loads data into destination with error handling
  • Logs metrics and errors for monitoring

Execution Flow

  1. Analyze source schema and data characteristics
  2. Design target schema and transformation logic
  3. Implement extraction with retry and timeout handling
  4. Add validation rules for data quality
  5. Build transformation pipeline with error handling
  6. Implement loading with transaction management
  7. Add comprehensive logging and metrics
  8. Create tests with realistic data samples

Constraints

  • Use existing data-toolkit skills for implementation
  • Follow idempotent design patterns
  • Include data quality checks at each stage
  • Add monitoring hooks for observability
  • Document data lineage and assumptions
  • Handle partial failures gracefully
  • Provide rollback capabilities
  • Test with production-scale data samples
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. 2mo ago First seen · 39 lines · 15 tokens per session scan A 5552f0910691

Subscribe to this mod's changes

ingest is a command published in the GitHub repository mrlm-xyz/demo-claude-marketplace (35 stars, last pushed 2mo ago), licensed Apache-2.0. It adds 15 tokens to every session and 240 once invoked, about $0.0001 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 2026-08-30.

Data and AI
Related

ingest compared with commands from other repositories

ingest next to 6 commands from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
ingestmrlm-xyz/demo-claude-marketplaceCommand352mo agoApache-2.0A15Claude Code
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music-suno-promptfrankxai/Starlight-Intelligence-SystemCommand102d agoMITA23Claude Code
audit-promptOwl-Listener/ai-design-skillsCommand2025mo agoMITA13Claude Code
laravel-ai-sdkjpcaparas/superpowers-laravelCommand1574mo agoMITA27Claude Code
vlm-ocr-evaluationscdenney/open-science-skillsCommand694d agononeA0Claude Code
dare-llm-integrationdewtech-technologies/dare-methodCommand54mo agoMITA0Claude Code