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ClaudSkills / General / education-learning

Autocontext

Category: General  ·  Sub-category: education-learning  ·  Last updated:
ai:llm
Iterative strategy generation and evaluation system. Use when the user wants to evaluate agent output quality, run improvement loops, queue tasks for background evaluation, check run status, or discover available scenarios. Provides LLM-based judging with rubric-driven scoring.

From the source SKILL.md

autocontext is an iterative strategy generation and evaluation system that uses LLM-based judging to score and improve agent outputs.

What this skill does

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

When to invoke it: Use when the user wants to evaluate agent output quality, run improvement loops, queue tasks for background evaluation, check run status, or discover available scenarios. Provides LLM-based judging with rubric-driven scoring.

Who uses this skill

The Autocontext 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 117,000+ 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/autocontext
curl -L https://claudskills.com/skills/autocontext/SKILL.md \
  -o ~/.claude/skills/autocontext/SKILL.md

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

Skills live at ~/.claude/skills/autocontext/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\autocontext\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 Autocontext Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/autocontext/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Autocontext skill do?
Iterative strategy generation and evaluation system. Use when the user wants to evaluate agent output quality, run improvement loops, queue tasks for background evaluation, check run status, or discover available scenarios. Provides LLM-based judging with rubric-driven scoring.
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 Autocontext skill?
Use Autocontext when your Claude Code task falls under the General category — specifically in the education learning 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 Autocontext" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Autocontext 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. Autocontext 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/.

Cite this skill

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

APA
ClaudSkills. (2026). Autocontext [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/autocontext/
BibTeX
@misc{autocontext-2026,
  author    = {ClaudSkills},
  title     = {Autocontext [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/autocontext/}
}

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