Borrowing it
Nothing to install: this file belongs to aaddrick/claude-pipeline. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/aaddrick/claude-pipeline/main/.claude/skills/adapting-claude-pipeline/SKILL.mdgit clone --depth 1 https://github.com/aaddrick/claude-pipelineWrote 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.
[](https://agentmods.dev/skills/aaddrick/claude-pipeline/adapting-claude-pipeline)<a href="https://agentmods.dev/skills/aaddrick/claude-pipeline/adapting-claude-pipeline"><img src="https://agentmods.dev/badge/skills/aaddrick/claude-pipeline/adapting-claude-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.
<a href="https://agentmods.dev/skills/aaddrick/claude-pipeline/adapting-claude-pipeline"><img src="https://agentmods.dev/badge/skills/aaddrick/claude-pipeline/adapting-claude-pipeline.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00046 | $0.02577 |
| Opus 5 | $0.00023 | $0.01288 |
| Sonnet 5 | $0.00009 | $0.00515 |
| Haiku 4.5 | $0.00005 | $0.00258 |
Grade A, and why
adapting-claude-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 13d 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.
How it starts
The opening of the file, as written. The whole thing — 260 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Adapting Claude Pipeline to a Codebase
Overview
Adapt the generic .claude/ pipeline folder to a specific project's tech stack, domain, and workflows. This means modifying, replacing, or removing every skill, agent, hook, script, prompt, and setting so they serve the target codebase — not the original Laravel/web template.
Core principle: Every file in .claude/ must earn its place. If it doesn't serve the target project, delete it. If it needs modification, modify it. If new capabilities are needed, create them.
When to Use
- Cloning the claude-pipeline repo into a new project
- Onboarding an existing codebase with the generic
.claude/folder - Switching tech stacks (e.g., Laravel to Python, web to CLI, monolith to microservices)
The Process
digraph adaptation {
rankdir=TB;
"1. Brainstorm with user" [shape=box style=filled fillcolor=lightyellow];
"2. Research domain patterns" [shape=box];
"3. Audit existing .claude/ inventory" [shape=box];
"4. Write adaptation plan" [shape=box];
"5. Execute plan with subagents" [shape=box style=filled fillcolor=lightblue];
"6. Verify adapted pipeline" [shape=box style=filled fillcolor=lightgreen];
"1. Brainstorm with user" -> "2. Research domain patterns";
"2. Research domain patterns" -> "3. Audit existing .claude/ inventory";
"3. Audit existing .claude/ inventory" -> "4. Write adaptation plan";
"4. Write adaptation plan" -> "5. Execute plan with subagents";
"5. Execute plan with subagents" -> "6. Verify adapted pipeline";
}
Phase 1: Brainstorm
REQUIRED: Use the brainstorming skill to explore the target project.
Focus questions on:
- Tech stack: Language, framework, database, infrastructure
- Project type: Web app, CLI tool, library, API, microservice, data pipeline, etc.
- Team workflows: CI/CD, code review, deployment, testing patterns
- Pain points: What does the team struggle with that agents could help?
- Existing tooling: Linters, formatters, test runners, build systems
- Scope: Full adaptation or partial (e.g., keep orchestration, replace agents)?
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.
- 13d ago First seen · 260 lines · 46 tokens per session scan A cf9a123b7d2a
adapting-claude-pipeline is a skill published in the GitHub repository aaddrick/claude-pipeline (128 stars, last pushed 6mo ago), licensed MIT. It adds 46 tokens to every session and 2,577 once invoked, about $0.0002 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 2026-08-30.
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