Token savings, built in
Make every token work harder.
Command output filtering and local context compression keep unnecessary noise out of your agent’s context.
The professional harness for AI coding agents.
Run Claude Code, Codex, Kimi, and GLM in one professional harness. Less wasted context. Built-in code intelligence. Smarter task routing.
macOS · Windows · Linux · Keep your existing subscriptions.


02 / HALV ENGINE
The intelligence around your agent matters. Halv brings the tools together, so you can focus on what you’re building.
Token savings, built in
Command output filtering and local context compression keep unnecessary noise out of your agent’s context.
Your codebase, connected
Callers, references, impact — answered from an index instead of reading the repo a file at a time. Agents ask the index and stop burning context to orient themselves.
TASK ROUTING
The agent you chat with briefs each task. JEV reads the brief and picks the lane, model and effort: cheaper models for easy work, stronger ones for hard work. Premium models do the work that needs them.
Across 42 paired repetitions, both workflows passed 25 runs. Recorded model cost fell from $337.50 to $144.67 with Halv.
Interim result published by Halv: the first 14 of 111 planned tasks. Costs exclude invalid infrastructure attempts and a rolled-back policy experiment.
Halv used 3.49× as many tokens. Model routing reduced recorded cost. Equal aggregate pass counts do not mean identical solved tasks.
| METRIC | Codex | Codex + Halv | HALV CHANGE |
|---|---|---|---|
| Verifier passes | 25 / 42 | 25 / 42 | No change |
| Total tokens | 48,755,656 | 170,114,775 | 248.9% |
| Recorded model cost | $337.50 | $144.67 | -57.1% |
| Tokens per correct answer | 1,950,226 | 6,804,591 | 248.9% |
| Cost per correct answer | $13.50 | $5.79 | -57.1% |
Astra medium · Codex 0.155.1 · default service
Halv added JEV-routed Codex workers, Crux, RTK, and Headroom. Worker models and reasoning efforts varied. This comparison measures the combined workflow.
Inspect 84 sanitized run summaries, recorded verifier rewards, session usage, and exclusions. The public script checks arithmetic and file integrity.
Halv is built to save you far more than it costs. Get more work from the agent subscriptions you already pay for.
Unlimited
$10/ MONTH
Every feature, with no cap on savings. Give your agents more room to work, across projects and sessions, all month long.
JEV agent selection is included in your Halv subscription, with no separate routing fee.
7 days free. Then US$10/month. Card required. Cancel during the trial to pay nothing.
Measure your savings in the app. Keep building with the agent subscriptions you already use.
EVERYTHING INCLUDED
FREE TO TRY · CANCEL IN TWO CLICKS · WORKS WITH YOUR CLAUDE, CHATGPT, MOONSHOT OR Z.AI PLAN
Halv Unlimited costs US$10 per month with no savings cap. It includes all features and a 7-day free trial. A card is required at signup. Cancel during the trial to pay nothing; otherwise, your subscription renews automatically.
Yes. Halv supports Claude Code, Codex, Kimi, and GLM. In Pro mode, each agent runs through its native CLI inside Halv. Sign in with your existing agent account and use the subscriptions you already pay for. API keys are optional for providers that support them.
Yes. Halv supports macOS on Apple silicon and Intel, Windows x64, and Linux x64. Linux downloads include AppImage and deb packages. Halv is a desktop app; download and install it on a supported computer to use the workspace.
Halv runs code indexing and context compression on your computer. Your chosen model provider receives the prompts and context needed to answer your requests. Halv also connects to services for account access, billing, updates, and basic app events. Review agent actions and approvals before commands run or files change.
Halv is a desktop workspace for AI coding agents. Run Claude Code, Codex, Kimi, and GLM in one app with chat, native terminals, project history, and a live savings meter. Halv combines code navigation, command output filtering, and context compression to reduce wasted tokens while you work.
To make your current allowance last longer, reduce unnecessary context and tool output. Halv combines local context compression, code indexing, and command output filtering in one workspace. Anthropic still controls your account's limits.
Start by reducing unnecessary context: keep instructions focused, give Claude relevant files, and use /clear when starting unrelated work. Halv adds code indexing, command output filtering, and local context compression around Claude Code in a desktop workspace. Use its savings meter to measure the difference in your own work. Savings depend on the task and context.
To make your current Codex allowance last longer, keep requests focused and reduce unnecessary context. Halv helps reduce token waste with code indexing, command output filtering, and context compression. OpenAI controls the actual limits.
Give Codex precise tasks, relevant files, and concise AGENTS.md instructions. Disable unused MCP servers. Measure tokens and cost separately. Halv's latest workflow benchmark used more tokens but recorded 57.1% lower model cost.
Halv reduces token usage in three ways. Crux gives agents a code index for navigation and references. RTK filters noisy command output before it enters model context. Halv Engine Headroom compresses model context locally. Together, these tools reduce repeated code exploration and unnecessary context.
JEV task routing sends each task to a model that fits it. The agent you chat with acts as coordinator and writes a self-contained brief for each task. JEV, the typesafe/jev routing model from Typesafe, reads the brief and picks a lane (Claude or Codex), a model, and a reasoning effort. Easy work goes to cheaper models, and hard work goes to stronger ones. If a task fails its checks, it escalates to a stronger tier. If your instructions say to implement with Codex or Claude, routing stays in that lane. The task board shows the lane, model, and effort for each routed task. Routing is on by default in Halv 0.6.3. You can turn it off in Settings. Existing explicit preferences are preserved.
Halv recorded 57.1% lower model cost across 14 SWE-rebench tasks with three repetitions each. Both workflows passed 25 of 42 runs. Halv added routed workers and context tools to Astra medium. The published evidence includes 84 sanitized records and an exclusions ledger.
No. Halv cost more on four of the 14 tasks and used more total tokens. Equal aggregate pass counts hide different solved tasks. This interim Codex result excludes invalid infrastructure attempts and a rolled-back policy experiment. It does not establish Claude Code savings or reduce fixed subscription prices.
Halv helps you get more work from your existing agent usage budget. Your provider's fixed subscription price stays the same. Lower token usage can reduce metered API costs, depending on pricing and caching. Compare your measured savings with Halv's price to see whether it pays for your workflow.
Halv combines coding agents, chat, native terminals, project history, approvals, and savings tracking in one desktop app. Crux is the code-index MCP server within Halv's toolkit. With a standalone CLI, you manage that workspace and those tools yourself. Halv brings them together around the agents you already use.
Measure your savings in the app. Keep building with the agent subscriptions you already use.
FROM ZERO TO SAVING
01
macOS, Windows or Linux. No API key required.
02
The CLIs you already use, on the plans you already pay for. Logins stay in the CLI.
03
Savings start on your first prompt, receipt by receipt.
macOS · APPLE SILICON + INTEL
WINDOWS · x64
LINUX · AppImage + deb
7 days free. Then US$10/month. Card required. Cancel during the trial to pay nothing.