Also in each step
Step 1
Usage & limits →
- Gauges for your 5-hour and weekly windows, how fast you burn them, and when they reset.
- Spend guard warns past one amount and stops the session at another.
- Organisation API limits: how much room each key and model has left, and API spend against a monthly limit. opt-in
Step 2
Rules →
- Your rules live in one file, checked as each tool call runs; a hard rule blocks the step.
- Lint the file against a baseline rule pack before it runs.
- In Claude Code, once you switch the check on, each tool call is checked as it runs: report mode logs it, enforce mode blocks it.
- Compare what the file declared with what was observed, on each pull request in Claude Code.
- For Codex, the matching instructions, approval settings and command rules, written to a folder you pick.
Step 2
Traces →
- Explain any run, from rules on its numbers.
- Find the cause on any agent run: Claude Code sessions, SWE-agent and OpenHands runs, and OpenTelemetry or Traceloop spans.
- Failures across runs: which tools fail, and how, by project, agent and model.
- Incomplete-trace warning: when steps are missing, it says so and is less sure of the cause.
- Fix for next time: one line for your agent's instructions, from the failure it prevents.
- Claude Code and Claude SDK traces from the trace export built into Claude Code or the Claude SDK. opt-in
- Ask in plain English, with a local model. off by default
Step 3
Hand-off · Beta →
Beta: summaries can miss details; check the transcript link.
- Four short lines: the goal, what is done, what is next and what to avoid.
- Carry on anywhere: a fresh Claude Code session, another Claude model or another tool such as Codex.
Step 4
PR receipts →
- A receipt on the pull request: cost, tokens, agent time, failed calls and issues fixed with proof.
- Cost per PR and per branch in the dashboard, with agent time and failures.
- Kept current: the comment is edited in place as the branch moves, with a last update when it merges.
Step 5
Savings →
- Experiments: a change is tried on part of your sessions and counts only when the difference is clear.
- This week against last, each number marked measured or estimated.
- Canary a change on a share of sessions first.
Step 5
Model registry →
- The models the work ran on, and what each cost, next to the ones you fine-tune.
- Your fine-tunes: versions, test scores, training spend and where each one runs.
Step 5
Spend and providers
- Every bill on one screen: Claude Code next to API bills, plans you subscribe to, GPU pods and local models.
- Plans found for you: services spotted from your key names and connected tools, each with its price, quota and renewal. Accept or dismiss.
- History you keep after Claude Code clears its logs. Export any time.
- Team totals: Self-hosted, off until you turn it on. Totals and metadata only; it will not start with content mode on. opt-in
Step 6
Failures and reliability →
- Success rate per agent and model; a repeat failure becomes one issue, with its fix. A catalogue of 51 failure classes names what went wrong.
- Issues with how often they happen and the trend.
- Similar failures across projects, matched on what failed, never on your text. Local embeddings are opt-in
- Keep a fix fixed: one click turns an issue into a check on later runs.
- Detectors that keep score from your Right and Wrong marks.
- Local judge on your Mac, unverified. opt-in
- Behaviour signals: stuck loops and re-asks, without reading a word. partial
Step 6
Your agents →
- Traces from the agents you ship, over OpenTelemetry. Prompt, reply and tool-argument fields are dropped before anything is written. off by default
- Prompt-blind at the door for every trace that arrives.
- Agent self-reports: a broken tool or missing permission lands in Do now.
- User feedback on each run; a comment is kept only as its length.
- Python and TypeScript add-ons that read usage numbers only. coming soon
Step 6
Alerts and access →
- Alerts to Slack, a signed webhook or a script; off until you add a channel.
- Ask from Claude Code about a failed run without leaving your session.
- Read-only query API: sessions, verdicts, failures and fix lines for your scripts and dashboards. One token you can revoke; never step text.