michael-ra/toolahead

Speculative execution for AI coding agents — predicts upcoming Codex and Claude Code tool calls, safely pre-runs them, and replays validated results instantly. Pre-warms dev servers while the model reasons. Local-only, MIT.

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toolahead

michael-ra/toolahead

MCP server Claude CodeCodexCursor

Speculative execution for Codex, Claude Code, and MCP coding agents. Runs locally from the toolahead Python package.

1 23d ago A tokens not measured original MIT