Open-source continuity for serious AI work

rate-limit-handoff

Turn usage limits into clean checkpoints. Preserve the next action, critical context, and verification state across Claude Code, Codex, Cursor, Grok, and Antigravity.

One living handoff. Claude Code / OpenAI Codex / Cursor / Grok Build / Antigravity / Hermes

The checkpoint model

Keep the operating state, not just the transcript.

Rate limits are unavoidable. Lost context is not. rate-limit-handoff captures what the next capable session needs to continue without rediscovering the work.

01 / DECIDE

Choose deliberately

Continue on an approved lighter model or schedule the remaining work for the next full-capacity window.

02 / WRITE

Snapshot the state

Record the exact next action, decisions, constraints, changed files, test evidence, and unresolved risks.

03 / RESUME

Return with full context

Open the living handoff.md, confirm the workspace state, and continue from the named next move.

Public beta / MIT

Pure Python. No cloud account. No telemetry.

Install directly from GitHub, initialize a workspace, and keep the handoff with the project. Python 3.10 or later.

Read the documentation
terminal
$ pip install git+https://github.com/PurpleOrangeAI/rate-limit-handoff.git
$ rate-limit-handoff --init

$ rate-limit-handoff --schedule \
    --reset-at "04:00" \
    --model codex \
    --summary "Resume from the verified checkpoint"