orchardcore-data-sources

orchardcore-data-sources is a skill for Claude Code from CrestApps/CrestApps.AgentSkills. It costs 204 tokens per session (5,588 once invoked), scanned A, original, MIT.

A guide to Orchard Core's shared data layer for reading site content, users, and queries as tabular data sets. It covers CSV, Excel, JSON, and JSON Lines files, formulas, bounded-memory operations, and secure temporary links.

In plain words
What is it for?
Use it to configure data sources, schemas, filters, formulas, file exports, and expiring links for Orchard Core data features.
Why use it?
It explains how data sources and file formats fit into Orchard Core data pipelines and reports, including operations that may spill to temporary files instead of using unlimited memory. A data pipeline is a sequence that reads, transforms, and exports data.

Skill for Claude Code

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

Part of the orchardcore plugin — 115 skills shipped together

Good fit Use it to configure data sources, schemas, filters, formulas, file exports, and expiring links for Orchard Core data features.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/crestapps/crestapps.agentskills/orchardcore-data-sources
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 CrestApps/CrestApps.AgentSkills --skill orchardcore-data-sources
Clone the repo
git clone --depth 1 https://github.com/CrestApps/CrestApps.AgentSkills

Made for: Claude Code.

Or install orchardcore, the plugin that ships this one along with the rest of its 115 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 orchardcore-data-sources

README.md
[![agentmods](https://agentmods.dev/badge/skills/crestapps/crestapps.agentskills/orchardcore-data-sources/github.svg)](https://agentmods.dev/skills/crestapps/crestapps.agentskills/orchardcore-data-sources)
Your own site
<a href="https://agentmods.dev/skills/crestapps/crestapps.agentskills/orchardcore-data-sources"><img src="https://agentmods.dev/badge/skills/crestapps/crestapps.agentskills/orchardcore-data-sources/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 orchardcore-data-sources

Your own site · 80×15
<a href="https://agentmods.dev/skills/crestapps/crestapps.agentskills/orchardcore-data-sources"><img src="https://agentmods.dev/badge/skills/crestapps/crestapps.agentskills/orchardcore-data-sources.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 204 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,588 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 $0.00204 $0.05588
Opus 5.5 $0.00082 $0.02235
Sonnet 5.5 $0.00041 $0.01118
Haiku 4.5 $0.00020 $0.00559

Measured today against content hash 7a711fc9710e, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

orchardcore-data-sources 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 today.

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.

plugins/orchardcore/skills/orchardcore-data-sources/SKILL.md · 344 lines

How it starts

The opening of the file, as written. The whole thing — 344 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Orchard Core Data Sources (Data Pipelines Core)

The Data Pipelines Core feature (OrchardCore.DataPipelines.Core, also DataPipelinesConstants.CoreFeatureId) ships with Orchard Core 4.0 in the Data Pipelines module. It is the data layer that data pipelines and other features, such as reports, share:

  • data sources that expose site data as typed, tabular data sets, read in batches with the access of a user;
  • file formats rows are written to and read from: CSV, Excel, JSON and JSON Lines;
  • the formula language and filter operators (see orchardcore-data-formulas);
  • bounded-memory data operations (sort, distinct, group, join) that spill to temporary files;
  • shared links (see orchardcore-data-pipeline-steps).

The feature has no admin screen and is EnabledByDependencyOnly: features such as OrchardCore.DataPipelines enable it. Using pipelines: orchardcore-data-pipelines.

Packages and dependencies

<!-- Web/startup project -->
<PackageReference Include="OrchardCore.DataPipelines" Version="4.*" />

<!-- Module project that reads or adds data sources -->
<PackageReference Include="OrchardCore.DataSources.Abstractions" Version="4.*" />
<PackageReference Include="OrchardCore.DataSources.Core" Version="4.*" />

ContentDataSourceOptions lives in the OrchardCore.DataPipelines package; IDataTimeZoneResolver in OrchardCore.DataPipelines.Core.

A module that reads or adds data sources either depends on the feature in its manifest (enabling the module enables the feature), or registers its services in a [RequireFeatures("OrchardCore.DataPipelines.Core")] startup (registered once another feature, such as Data Pipelines, enabled it):

[assembly: Module(
    Name = "Support Reports",
    Version = "1.0.0",
    Dependencies = ["OrchardCore.DataPipelines.Core"]
)]

Concepts

Concept Description
Data source An IDataSource scoped service with a stable static Name (such as Contents).
Data set One table of a data source. DataSetDescriptor: Name (stable), DisplayName, Description, Group, DefaultDateField (its main date field, if any), References (data sets its fields link to).
Schema DataSetSchema: the descriptor and its ordered DataFields (Name, may contain dots such as TitlePart.Title; DisplayName, Type, Group, Description, IsIdentifier, IsKeyFilterable, References). FindField(name).
Field type DataFieldType: Text (string), Integer (long), Decimal (decimal), Boolean (bool), Date (a calendar date, DateTime) and DateTime (UTC, or a local time without zone after a conversion or from a file). A missing value is null.
Batch DataBatch (Fields, Rows of object[] in field order, Count, IndexOf(name)), 500 rows by default (DataSourceQuery.DefaultBatchSize).

Read the full file on GitHub · 344 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. today Changed · -11 lines · -4 tokens per session 7a711fc9710e
  2. yesterday First seen · 355 lines · 208 tokens per session scan A ac655a3132c0

Subscribe to this mod's changes

orchardcore-data-sources is a skill published in the GitHub repository CrestApps/CrestApps.AgentSkills (13 stars, last pushed today), licensed MIT. It adds 204 tokens to every session and 5,588 once invoked, about $0.0008 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 2026-10-21.

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