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Autonomous Pipeline

Category: General  ·  Sub-category: automation  ·  Last updated:
type:review
Run the whole engineering lifecycle end-to-end from one request — spec → plan → build → simplify → test → review → performance → ship — as a single autonomous pass with ONE human approval (the plan) and hard-gated escalation for anything irreversible. It chains the auto-* phase skills, carries a durable pipeline checkpoint so a stop/crash resumes at the exact phase and task it left off, watches the signal between phases (a phase that misses its gate is recorded blocked and surfaces in the register — fail closed, no false-green downstream), and returns a verified findings register at the end. It does NOT loop on its own: after one pass it reports what shipped and what's open, and the user decides on any fix round. This is the top-level "maximise autonomous agents" entry point. Composes every auto-* phase plus checkpoint-resume, budget-guard, watch-and-act, and adversarial-verify.
Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

Autonomous Pipeline includes pricing or quota commentary; at least one code block. At roughly 2,912 words the SKILL.md is on the longer end of the catalog distribution.

Source
ulpi-io.github.io/skills-autonomous-engineering
Original author
ulpi-io
Indexed lastmod
Catalog position
General · automation
Indexed related skills
10

How Autonomous Pipeline fits the catalog

Autonomous Pipeline sits in the General category under the automation sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

Is Autonomous Pipeline safe to install?

A free static scan against the OWASP Agentic Skills Top 10 found no risk patterns in Autonomous Pipeline’s SKILL.md — no data-exfiltration, prompt-injection, or unexpected-execution signatures. The full security scan is below.

Installing & verifying

Installing Autonomous Pipeline writes its SKILL.md to ~/.claude/skills/autonomous-pipeline/SKILL.md; Claude Code discovers it automatically on the next session — no restart flag needed. It declares no allowed-tools restriction, so it inherits your session’s existing tool access rather than narrowing it. To confirm it loaded, ask Claude to list its available skills — autonomous-pipeline should appear by name.

What Autonomous Pipeline needs to run

External services
The SKILL.md references pricing, quota, or rate limits — it likely calls a paid or rate-limited API. Check the source before wiring it into unattended automation.
Worked code
1 copy-paste code block in the body.
Depth
~2,912 words, substantial — top of the catalog distribution.

When to reach for it

There are 10 related skills in General — a two-minute scan of the alternatives usually confirms whether Autonomous Pipeline is the right pick.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

<EXTREMELY-IMPORTANT> This is the most powerful and the most dangerous skill here — the full lifecycle, unattended. It inherits every phase's guardrails and adds pipeline-level ones. Non-negotiable: 1. ONE HUMAN GATE (plan approval); irreversible/ambiguous/unfixable situations from ANY phase still STOP and ask. Approval authorizes the plan, not surprises. 2. ONE PASS, NO AUTONOMOUS RECURSION. The pipeline runs each phase once, returns a verified findings register, and STOPS. It never silently loops the whole lifecycle — an autonomous fix-loop is what turns a run into a multi-hour grind. A fix…

What this skill does

Autonomous Pipeline is a community-contributed Claude Code skill in the automation sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/autonomous-pipeline/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Autonomous Pipeline Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 178,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/autonomous-pipeline
curl -L https://claudskills.com/skills/autonomous-pipeline/SKILL.md \
  -o ~/.claude/skills/autonomous-pipeline/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/autonomous-pipeline/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/autonomous-pipeline/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\autonomous-pipeline\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Autonomous Pipeline Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/autonomous-pipeline/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Autonomous Pipeline skill do?
Run the whole engineering lifecycle end-to-end from one request — spec → plan → build → simplify → test → review → performance → ship — as a single autonomous pass with ONE human approval (the plan) and hard-gated escalation for anything irreversible. It chains the auto-* phase skills, carries a durable pipeline checkpoint so a stop/crash resumes at the exact phase and task it left off, watches the signal between phases (a phase that misses its gate is recorded blocked and surfaces in the register — fail closed, no false-green downstream), and returns a verified findings register at the end. It does NOT loop on its own: after one pass it reports what shipped and what's open, and the user decides on any fix round. This is the top-level "maximise autonomous agents" entry point. Composes every auto-* phase plus checkpoint-resume, budget-guard, watch-and-act, and adversarial-verify.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Autonomous Pipeline skill?
Use Autonomous Pipeline when your Claude Code task falls under the General category — specifically in the automation area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Autonomous Pipeline" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Autonomous Pipeline skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Autonomous Pipeline is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
ulpi-io. (2026). Autonomous Pipeline [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/autonomous-pipeline/
BibTeX
@misc{autonomous-pipeline-2026,
  author    = {ulpi-io},
  title     = {Autonomous Pipeline [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/autonomous-pipeline/}
}

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Security scan

Grade A · scanned 2026-08-08 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

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