AI setup tailored for your codebase.
One command continuously scans your project — generates tailored skills, configs, recommended MCPs for your stack.
The problem
Bad setup = bad agent.
Without setup
No config, stale context
- No project context for agents
- No context retained across sessions
- Excessive token usage per prompt
- Missing MCPs that unlock key features
- Stale configs nobody updates
- Every dev has a different setup
With setup
Full context, always up to date
- Full project context generated
- Persistent context across sessions
- Minimal token usage
- Right MCPs recommended and installed
- Configs stay fresh as code changes
- Every dev gets the same setup
The challenge
Why is it hard to have a perfect setup?
Invisible gaps in your setup
There's a better MCP for your database, a skill that cuts your deploy time in half — and you have no idea they exist.
Best practices change weekly
New tools drop, guides update, community standards shift. What was best practice last month is outdated today.
Configs rot while code evolves
You refactor daily but CLAUDE.md still references last quarter's architecture. Your agent works off a lie.
Every developer has their own setup
One dev has MCPs configured, another doesn't. Rules differ across machines. There's no single source of truth for the team.
Meet Caliber
The best playbooks and practices, generated for your codebase.
We collected and curated the best skills, configs, and MCP recommendations from research and the community — so your AI agents get the setup they deserve.
Built on research and community-curated sources
Caliber Score
Deterministic, offline, no LLM needed. Rates your setup across 6 categories.
Config files present, cross-platform parity
Commands documented, no bloat, no vague rules
Dependencies & services reflected in configs
Documented commands & paths actually exist
Config recency, no leaked secrets
Hooks, AGENTS.md, OpenSkills format
Commands
Four commands. That's the entire CLI.
caliber initScan and generate all config filescaliber scoreRate your setup (0–100, no LLM)caliber recommendDiscover MCPs and skillscaliber configSet provider, API key, modelWorks with
No API key needed with Claude Code or Cursor — use your existing subscription.
Why Caliber
Built for how you actually work.
Always up-to-date
Configs stay fresh as your code evolves. Run it again after any change — drift gets caught automatically.
Tailored per project
Each app gets its own setup based on its stack, dependencies, and architecture. No generic templates.
Private. Local. Safe.
Runs on your machine with your own API key. Your code never leaves your environment.
Fully open source
MIT licensed. Audit every line, fork it, contribute back. No vendor lock-in, no black boxes.
Get started
Try it in 30 seconds.
Then run: caliber init