$ proposal
~$605 redirectable
252 model-less dispatches on expensive models matched mechanical routing classes.
FIX → NEW HOOK: route mechanical subagent dispatches to cheaper models
Built because we got tired of guessing what actually works.
ax watches every session your coding harness runs, spots the mistakes it repeats, and turns them into small, repo-specific fixes you review and apply — one at a time.
paste it - your agent installs ax, labels your skills, and tells you which ones to actually use✓ Copied - paste into your coding agent for the guided setup
Every session lands in one local graph your agent can reach back into — to catch a repeat mistake, replay a clean run, recover the moment a test fails, or grade the harness itself. Same loop, whatever you run it in.
The Improve deck turns your history into ranked proposals — spend to reroute, failures that recur, tools that keep breaking. Accept one, and ax measures your next 30 sessions to see if it actually worked.
$ what's next
20 actions waiting
Mined from your sessions — savings to route, fixes that recur, verdicts due.
$ proposal
252 model-less dispatches on expensive models matched mechanical routing classes.
FIX → NEW HOOK: route mechanical subagent dispatches to cheaper models
$ proposal
Feature closure needs stronger same-file follow-up verification.
FIX → NEW SKILL: post-feature verification checklist
$ failing tool
write_stdin cluster1,681 failures across 205 sessions — one flaky tool taxing every run.
exits [2, 1, 130, -1, 127…]
+17 more in the registry below
$ experiments Past bets, measured
No bets placed yet.
Every accepted fix becomes a bet. ax watches your next 30 sessions — a trace bar that shrinks to zero is a confirmed win.
Run ax serve to see yours — Improve deck, Agent Wrapped, sessions, skill triage.
the pipeline · what feeds the graph
auto · pausedevery event → typed graph → ranked interventions. local SurrealDB at 127.0.0.1. see /features for the schema →six forms: skill · guidance · subagent · hook · automation · harness_check
AGPL-3.0. Local-first. Typed end to end. Every signal lives in files and a database you own — no cloud, no lock-in. Commercial license available if you need it.
gh repo clone Necmttn/axCloned ax into ./axcd ax && bun install1 284 packages installed in 4.2sax daemon startax dashboard → http://127.0.0.1:1738Free & open · commercial license available
End-to-end, strictly typed
SurrealDB on 127.0.0.1
Hack the loop, ship a PR
Everything above runs on your laptop, yours to fork. When you need to see how a whole team ships with AI — what’s spreading, what’s stuck, and what should become standard practice — that’s ax for teams.