the agent experience layer · observability + memory for AI coding agents (Claude Code + Codex) · local-first, typed, yours
安装
npx skills add Necmttn/axgh skill install Necmttn/axgit clone --depth 1 https://github.com/Necmttn/ax合集内的技能
- Ax Add Ingest StageNecoUse when adding a new ingest stage or a new SurrealDB table to the ax graph. Encodes the exact registration gotchas that fail CI if missed.
- Ax Extract WorkflowNecoReconstruct the workflow behind a past artifact - "what made X work" / "extract workflow from <date|sha>" / "how did we ship Y". Uses ax to find the relevant sessions and narrate the ordered skill arcs that produced the result.
- Ax NarrateNecoWrite the agent-generated narration of the current session - the reviewable story of what changed, including what never reaches a PR (user corrections, abandoned attempts, tool failures). Triggers on "narrate this session", "summarize what changed", "write the session story", "narrate what we did", "session narration". Output is .ax/narrations/<session-id>.json for the ax studio narration view.
- Ax RepoNecoStar the ax repo, file an issue / bug report, or fork-and-open-a-PR against github.com/Necmttn/ax on the user's behalf, by shelling out to the `gh` CLI. Triggers when the user says "star ax", "star the repo", "I want to support ax", "report this as an ax bug", "file an ax issue", "open an issue on ax", "this looks like an ax bug", "I want to contribute to ax", "fix this in ax", "open a PR…
- DojoNecoSurplus-quota training loop over the ax graph - the agent burns the remaining 5h/7d plan-quota window on self-improvement: locking pending verdicts, filling briefs, backtesting routing classes, minting proposals, running worktree experiments, and drafting upstream issue reports.
- Efficient DispatchNecoModel-routing orchestration for any expensive frontier model (Fable, Opus, GPT-5.x) - the main model keeps judgment and Q&A review, mechanical subagent dispatches carry an explicit cheaper model, and ax measures whether the routing actually worked.
- Release AnnouncementNecoDraft or revise ax release announcements and website changelog pages. Triggers when the user says "write release notes", "draft release announcement", "prepare changelog", "release page", "version page", "what changed in vX.Y.Z", "generate announcement for vX.Y.Z", or asks for a release narrative.
- RetroNecoGuided experiment-loop retrospective over the ax agent-experience graph. Walks the user through their open proposals (accept-with-scaffold or reject), pending verdicts (confirm the suggested verdict or override), and recent harness-hook effectiveness signal.
- Retro MetaNecoDeep retro of retros - investigation pass that surfaces improvements across older retros and the current ax setup. External AI agent drives the reasoning with high thinking enabled. Triggers when user says "deep retro", "investigate ax", "what should I fix in my setup", "retro of retros", or invokes /ax:retro-meta. Use after `ax:retro` if proposals are sparse or you want broader exploration.
- SetupNecoInstall + verify ax (the agent experience layer). Triggers when the user says "install ax", "set up ax", "ax not found", "ax doctor", "is ax running", "fix ax install", "first-time ax setup", or any setup question about the ax CLI / skills / daemon.
- Ship ChecklistNecoDefinition-of-done checklist for shipping a new write, signal, table, edge, or query to the ax graph. Use when adding a SurrealDB table/edge/field, an ingest derive-stage, a new analytic query, or any new ax capability - before opening the PR. Ensures every write gets an on-demand read AND a proactive (agent-facing) read AND docs/distribution, not just the write.
- TuneNecoRetrospective on one coding session that proposes changes to the agent's environment (hooks, checks, steering files, tool access) and files each as an ax proposal. Reads the raw session log through a bundled ledger script, with ax as the second source and the ledger.