fabric-data-pipeline

fabric-data-pipeline is a skill for Claude Code from wardawgmalvicious/agent-config. It costs 225 tokens per session (3,072 once invoked), scanned A, original, MIT.

A guide to the Git-serialized definition of a Microsoft Fabric Data Pipeline. A data pipeline is an automated sequence that moves or processes data, and Fabric stores its activities and settings in JSON files.

In plain words
What is it for?
Use it to edit pipeline activities, dependencies, parameters, variables, schedules, and library variables in Git. Expression syntax and connection rebinding are handled by separate guidance.
Why use it?
It clarifies which files hold the pipeline, schedules, parameters, and variables. This prevents edits that use the wrong structure or overlook configuration that the REST schema does not show.

Skill for Claude Code

Written for Claude Code: disable-model-invocation in frontmatter.

Good fit Use it to edit pipeline activities, dependencies, parameters, variables, schedules, and library variables in Git. Expression syntax and connection rebinding are handled by separate guidance.

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Install with agentmods
npx agentmods add skills/wardawgmalvicious/agent-config/fabric-data-pipeline
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 wardawgmalvicious/agent-config --skill fabric-data-pipeline
Clone the repo
git clone --depth 1 https://github.com/wardawgmalvicious/agent-config

Made for: Claude Code.

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 fabric-data-pipeline

README.md
[![agentmods](https://agentmods.dev/badge/skills/wardawgmalvicious/agent-config/fabric-data-pipeline/github.svg)](https://agentmods.dev/skills/wardawgmalvicious/agent-config/fabric-data-pipeline)
Your own site
<a href="https://agentmods.dev/skills/wardawgmalvicious/agent-config/fabric-data-pipeline"><img src="https://agentmods.dev/badge/skills/wardawgmalvicious/agent-config/fabric-data-pipeline/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 fabric-data-pipeline

Your own site · 80×15
<a href="https://agentmods.dev/skills/wardawgmalvicious/agent-config/fabric-data-pipeline"><img src="https://agentmods.dev/badge/skills/wardawgmalvicious/agent-config/fabric-data-pipeline.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 225 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,072 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 $0.00225 $0.03072
Opus 5 $0.00112 $0.01536
Sonnet 5 $0.00045 $0.00614
Haiku 4.5 $0.00022 $0.00307

Measured 2d ago against content hash 2e147376f7e1, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

fabric-data-pipeline 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 2d 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.

skills/fabric/fabric-data-pipeline/SKILL.md · 261 lines

How it starts

The opening of the file, as written. The whole thing — 261 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Fabric Data Pipeline definitions

Covers the Git-serialized form of a DataPipeline item — the JSON an agent edits when there is no portal to validate against.

Not here, deliberately: expression syntax (@concat, coalesce, the ForEach variable race) belongs to the coding-expressions rule, which globs the same file and always co-loads. Connection rebinding across environments belongs to fabric-cicd. The libraryVariables block's own mechanics belong to fabric-variable-library. Copy activity source/sink/dataset internals are not covered at all.

1. What Git holds

File Required What it is
pipeline-content.json yes The pipeline: activities, parameters, variables
.platform no Item metadata — displayName, logicalId
.schedules no Job-scheduler triggers, one file per item

Serialization mechanics (EOF newlines, CRLF/LF, .gitattributes) are in the fabric-git-serialization rule, which globs this folder too.

2. The definition envelope

{ "properties": {
    "activities": [ ... ],
    "parameters":       { "DryRun": { "type": "bool", "defaultValue": false } },
    "variables":        { "ChangedEntities": { "type": "Array", "defaultValue": [] } },
    "libraryVariables": { "EnvSuffix": { "type": "String",
        "variableName": "EnvironmentSuffix", "libraryName": "MyVarLib" } }
} }

The REST schema page documents only activities and description. Every real pipeline also carries parameters, variables and libraryVariables at that level. The page is incomplete — do not "correct" a file by deleting them (verified against live exports 2026-09-02).

  • parameters — set at trigger time, immutable during the run.
  • variables — mutable, pipeline-scoped, not iteration-scoped.
  • libraryVariables — Variable Library bindings; see fabric-variable-library. Read with @pipeline().libraryVariables.<alias>, and for the advanced types append .connectionId, .itemId or .workspaceId.

Read the full file on GitHub · 261 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. 2d ago Changed 2e147376f7e1
  2. 7d ago Changed fae6de1d6879
  3. 8d ago First seen · 261 lines · 225 tokens per session scan A 2ee505a2af99

Subscribe to this mod's changes

fabric-data-pipeline is a skill published in the GitHub repository wardawgmalvicious/agent-config (1 stars, last pushed yesterday), licensed MIT. It adds 225 tokens to every session and 3,072 once invoked, about $0.0011 per session on Opus 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 2026-09-04.

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