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Agent Token Optimizer

CI

Agent Token Optimizer is a local, experimental tool that selects focused repository context before a coding agent starts exploring. It integrates through deterministic UserPromptSubmit hooks, so activation does not depend on the model remembering to call a tool.

The project is pre-1.0. It does not currently claim proven token savings; the paired evaluation must pass before any savings claim is published.

How It Works

prompt -> local hook -> task assessment -> bounded context pack -> coding agent
                         |                    |
                         +-- trivial: skip   +-- paths, symbols, summaries, snippets

The hook runs locally, reads the active agent workspace, and injects at most 1,200 estimated tokens by default. It does not make network requests or require an API key.

Codex, Claude Code, and Kimi Code are supported. Cursor is not yet in the supported contract because it does not use the same verified hook path.

Install From A Local Clone

Prerequisites: Git, Node.js 22.13 or newer, and pnpm 10.33.2.

git clone https://github.com/bethvourc/agent-token-optimizer.git
cd agent-token-optimizer
corepack enable
pnpm install --frozen-lockfile
pnpm build
pnpm ato install --hosts codex,claude-code,kimi
pnpm ato doctor --hosts codex,claude-code,kimi

The installed command points directly to this checkout. Keep the checkout in place. If you move it, rerun pnpm build and pnpm ato install from the new location.

The installer merges one managed hook without replacing existing hooks:

Host Managed file
Codex ~/.codex/hooks.json
Claude Code ~/.claude/settings.json
Kimi Code ~/.kimi-code/config.toml

For Codex and Claude Code the hook is merged into the host's JSON configuration. For Kimi Code the installer manages one clearly marked TOML block and never rewrites content outside its markers. When KIMI_CODE_HOME is set, the Kimi config is read from and written to $KIMI_CODE_HOME/config.toml instead of the default above, matching where Kimi Code loads it.

Review the generated command before approving hook execution. Codex applies its normal hook trust review. Host hook behavior is documented by OpenAI, Anthropic, and Moonshot AI.

Preview changes without writing:

pnpm ato install --hosts codex,claude-code,kimi --dry-run --json

Use It

After installation, open Codex, Claude Code, or Kimi Code in any repository and submit a normal coding task. The host passes that repository's working directory to the local hook; you do not point the agent at the optimizer checkout.

Useful lifecycle commands:

pnpm ato doctor --hosts codex,claude-code,kimi
pnpm ato cache status
pnpm ato cache list
pnpm ato cache evict --workspace /path/to/repo
pnpm ato cache clear
pnpm ato cache repair
pnpm ato uninstall --hosts codex,claude-code,kimi

cache list prints record counts per kind, or record keys for one kind; it never prints cached values. cache evict removes every record derived from one workspace - including its context packs, rankings, summaries, and token ledgers - in a single transaction, and leaves records for other workspaces untouched. cache clear removes everything, and cache repair recreates the cache database in place.

Uninstall removes only the managed hook group. Every changed host file is backed up before modification.

To update:

git pull --ff-only
pnpm install --frozen-lockfile
pnpm build
pnpm ato install --hosts codex,claude-code,kimi
pnpm ato doctor --hosts codex,claude-code,kimi

Privacy And Security

  • No telemetry, remote service, API key, or runtime network request is used.
  • Raw prompts, source contents, snippets, and credentials are not persisted.
  • The local SQLite cache stores content-free hook evidence, file paths and hashes, and sanitized structural analysis needed for warm-cache reuse.
  • Cache files, host configuration writes, and backups use owner-only permissions on POSIX systems.
  • Repository symlink escapes are rejected during discovery.
  • The installed hook uses a fixed cache location; repository configuration cannot redirect it.

The default cache is ~/.agent-token-optimizer/cache.sqlite. Disable persistence for a workspace with optional configuration, remove one workspace's records with pnpm ato cache evict --workspace <path>, or clear the cache with pnpm ato cache clear. See SECURITY.md for reporting and boundary details.

Optional And Maintainer Commands

pnpm ato init creates optional workspace tuning configuration. pnpm ato optimize builds a context pack manually. The secured MCP server remains an advanced development surface and is not installed into coding agents by the default workflow.

pnpm run ci
pnpm eval
pnpm eval:report
pnpm audit:prod
pnpm security:sbom

Provider-backed evaluation is opt-in with pnpm eval:live; it is not run in public CI and must use non-personal test credentials. Results must pass the behavioral and activation gates before supporting a performance claim.

Contributing

Contributions are welcome through short-lived branches and pull requests. Do not push directly to main. Start with the fork-and-branch workflow in CONTRIBUTING.md.

Repository Guide

  • ARCHITECTURE.md — runtime flow, packages, and trust boundaries
  • AGENTS.md — concise instructions for coding agents working in this repo
  • ROADMAP.md — launch scope and evidence-gated future work
  • CONTRIBUTING.md — setup, tests, and pull request expectations
  • SECURITY.md — vulnerability reporting and security invariants
  • CHANGELOG.md — user-visible changes

License

Apache-2.0. See LICENSE.

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Local-first context optimization for coding agents

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