SkillsMay 11, 2026·2 min read

Caliber — Auto-Refresh CLAUDE.md and Rules

Caliber keeps CLAUDE.md, Cursor rules, AGENTS.md, and Copilot instructions accurate by regenerating them from your current repo state. Bootstrap via npx.

Agent ready

Review-first install path

This asset needs a review step. The copied prompt tells the agent to dry-run, show the writes, then proceed only after confirmation.

Needs Confirmation · 66/100Policy: confirm
Agent surface
Any MCP/CLI agent
Kind
Skill
Install
Single
Trust
Trust: Established
Entrypoint
Asset
Review-first command
npx -y tokrepo@latest install d2596447-aaf5-4338-98b0-6a1993c62980 --target codex

Dry-run first, confirm the writes, then run this command.

Intro

Best for: teams whose agent context files drift after refactors and want deterministic, local updates

Works with: Node.js >= 20 (repo), npx workflow, repos that use CLAUDE.md / AGENTS.md / Cursor rules

Setup time: 9 minutes

Quant Data

  • Deterministic scoring (no LLM/API) shown in README table (repo)
  • Requires Node.js >= 20 (repo)

How to Use It Well

Use Caliber as a guardrail after every meaningful refactor: regenerate configs, review diffs, and keep only the minimal instructions that improve outcomes.

Adoption Checklist

  • Start with one real task and keep the scope narrow
  • Capture a baseline: time-to-first-success and output quality
  • Version your config/skills so teammates stay in sync

Guardrails

Do not let auto-generated instructions become noise. If a section doesn't change behavior, delete it.

FAQ

Q: Does it send code to the cloud? A: The README says bootstrap is local; generation uses your own AI provider key. Treat any provider call like normal agent usage.

Q: What should I run first? A: Start with bootstrap, then use /setup-caliber inside your agent workflow to generate configs.

Q: How do I measure ROI? A: Track config score improvements, number of path hallucinations eliminated, and how often rules stay in sync after merges.


🙏

Source & Thanks

GitHub: https://github.com/caliber-ai-org/ai-setup Owner avatar: https://avatars.githubusercontent.com/u/258568152?v=4 License (SPDX): MIT GitHub stars (verified via api.github.com/repos/caliber-ai-org/ai-setup): 1,038

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