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

This asset can be read and installed directly by agents

TokRepo exposes a universal CLI command, install contract, metadata JSON, adapter-aware plan, and raw content links so agents can judge fit, risk, and next actions.

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