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AI EngineeringPython

Autocontext Creator

by greyhaven-ai

Autocontext Creator is an AI Engineering skill for Claude Code, published by greyhaven-ai in autocontext.

1.3K stars110 forkson greyhaven-ai/autocontextAdded 2026/08/20Repository updated 2026/08/20
agentsaiautoresearchclaudeclaude-codecodexhermeshermes-agentllmsmlopenclawpipi-coding-agent
Install in seconds
Install Autocontext Creator
Copy Autocontext Creator into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.
terminal
npx degit https://github.com/greyhaven-ai/autocontext/tree/main/skills/autocontext-creator ~/.claude/skills/autocontext-creator

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/greyhaven-ai/autocontext.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file
skills/autocontext-creator/SKILL.md in greyhaven-ai/autocontext
Installs to
~/.claude/skills/autocontext-creator
Collection
One of 5 skills cataloged from this repository
Category
AI Engineering2451 skills

What Autocontext Creator does

Autocontext Creator runs an Autocontext improvement loop over a task and writes what it learned to disk. Use it when an agent needs to create knowledge through scenarios, judge or improve a single output, or inspect what a run produced.

Autocontext Creator is cataloged under AI Engineering on DirSkills. Autocontext Creator comes from a repository tagged agents, ai, autoresearch, claude and claude-code.

Documentation

README

Autocontext: Creating Knowledge

Overview

Autocontext runs an improvement loop over a task and writes what it learned to disk. This skill covers producing that knowledge. To read knowledge that already exists, use autocontext-consumer instead.

Nothing here assumes a particular agent host. The only requirement is that you can run autoctx and read its output.

When to Use

  • You have a task and want Autocontext to improve an approach to it over several generations.
  • You have one output and one rubric, and want it scored or improved without a full loop.
  • You want to see what a finished run produced.

Do not use this skill to look up existing knowledge. That is autocontext-consumer.

Always Pass --json When Parsing

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Autocontext Creator

  • What else does greyhaven-ai publish alongside Autocontext Creator?

    Autocontext Creator is one of 5 skills that DirSkills catalogs from greyhaven-ai/autocontext, the repository it ships in. Its siblings there include AutoContext, Autocontext and Autocontext Consumer. Each one is a separate skill with its own page in this directory, installs the same way Autocontext Creator does, and is maintained by greyhaven-ai in that same repository. The rest of the collection is listed on the greyhaven-ai/autocontext page.

  • How does Autocontext Creator compare to other AI Engineering skills?

    Autocontext Creator ranks #1123 by stars among the 2451 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Autocontext Creator against them. Open each page to compare what they document and how they install.