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MCP server · Social

Toolahead

by · github.com/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.

Unclaimed ai-agentsclaude-codecodexdeveloper-toolsllm-toolingmcpprefetchingpythonspeculative-execution
InstallView source
34Low

Scored 7 days ago · breakdown

About Toolahead

Toolahead is an MCP server published by michael-ra in the Social category: 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.

The repository has 1 stars and 0 forks, with the last commit 2 months ago. Recent commit activity is the strongest signal that reported issues will get attention.

Install

From source
git clone https://github.com/michael-ra/toolahead

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

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Security checks

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Releases

v0.7.0ToolAhead 0.7.0 · 9 Aug 2026The Antigravity CLI never saw ToolAhead's hooks. `agy` reads lifecycle hooks only from installed plugins, not from the `.agents/hooks.json` that `init-antigravity` wrote. Its log reported `loaded 0 named hooks from 0 hooks.json file(s)`…
v0.6.4ToolAhead 0.6.4 · 8 Aug 2026`toolahead` with no arguments now prints a short getting-started summary and exits 0. It used to answer the very first command anyone types — `uvx toolahead` — with an argparse error. Install: `uvx toolahead`
v0.6.3ToolAhead 0.6.3 · 8 Aug 2026An explicit `--url` in the installed hook command now wins over `PREFETCH_LOOKUP_URL`. With both set they could point at different daemons, so the hook reserved a result on one and the rewritten command fetched it from the other. Also…
v0.6.2ToolAhead 0.6.2 · 8 Aug 2026`[commands]` rules now match a declared command inside a compound one, so `cd web && sh e2e.sh` counts as `sh e2e.sh`. Without this the required services were never started and the readiness guarantee silently did not apply. Matching stays…
v0.6.1ToolAhead 0.6.1 · 8 Aug 2026Fixes from two adversarial review rounds over 0.6.0. Every item was reproduced before it was fixed and has a regression test; the suite grows from 50 to 95. Upgrade note: if you ever ran `toolahead init --strict`, upgrade to 0.6.1 before…
Questions

About Toolahead

How do I install Toolahead?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is Toolahead safe to use with an AI agent?

Its trust score is 34 out of 100 (low). Conduid hasn't run static security checks on this repository yet, so review the source yourself before granting it credentials. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Toolahead still maintained?

Yes — the latest release is v0.7.0 (9 Aug 2026), and the last commit was 2 months ago. The repository has 1 stars.