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assurance-budget

tests PyPI License

What did a coding-agent session actually do — and which limits did a run log never test?

Install

pip install assurance-budget
# or: pip install assurance   # every tool

Quick start

Session audit (Claude Code transcript — the command most people want):

$ assurance audit examples/audit/sample-session.jsonl
Claude Code session demo-8f2 — 13 min in /home/you/my-app
10 tool calls, 3 failed — Bash 6, Edit 2, Grep 1, Read 1

  Looped: 3 rounds of Bash `pytest -q tests/test_invoice.py` failing the same way, with nothing new read
  After the last edit (14:09): no test or check it recognises; 2 unclassified commands ran after it (make lint-fix, python script)
  Against the last prompt (14:00, "The invoice totals are off by a cent for EUR. Fix it in inv…"):
    invoice.py: changed at 14:04 (src/billing/invoice.py).
    pytest -q tests/test_invoice.py: did not run after the last edit to src/billing/rates.py (14:09); it last failed at 14:08, before that.
    Only what the last prompt names is checked here; whether the work does what it asks is not.
  Not classified: 2 shell commands (make lint-fix, python script), so whether they read, wrote or tested anything is unknown.
  Also in the transcript: 1 assistant turn, 1 user turn, 1 bookkeeping record.
  Not read: 0 lines.

assurance audit --demo prints this from any folder, and assurance audit --session <id> audits one session by its id, opening that session's transcript and no other (the Claude Code plugin's /assurance:audit passes its own). As a Claude Code Stop hook, it runs after every turn and speaks when something is at stake: untested code pushed, merged, published, deployed or committed on main, or shipped while a command the project says must pass or a test the last prompt names had not passed after the edit (check before proceeding); a failed test or check after the last code edit, a change to a path the project protects, or Claude saying the tests pass with nothing behind it (review suggested). --nudge also asks Claude to act (once per turn, and it never fails the session). assurance hook install adds it after showing you the change; assurance hook remove takes it out:

{ "hooks": { "Stop": [ { "hooks": [ { "type": "command", "command": "uvx --offline assurance@0.1.16 audit --hook --nudge" } ] } ] } }

By hand, run uvx assurance@0.1.16 --version once first: --offline runs the copy uv already has, so the hook never waits on PyPI.

Run-log budget (JSONL with a per-run id):

$ assurance-budget runs.jsonl
1 of 3 runs hit a limit — 1 was going nowhere first

  Limits from: built-in defaults

  r-002
      Stopped: 3 rounds repeating fetch(url=api/invoices) and failing the same way (timeout) with nothing new read and no part of the goal closer. Continuing would spend the rest of this run's budget on the same result.
  r-003
      Stopped after 20 frontier calls

  Not tested by this log: iterations, retries. The log carries no events of that kind, so this is silence rather than a pass.

As a library (stops a live loop, rather than reporting after the fact):

from assurance_core.run_budget import Budget, ProgressWatch, Progress, Spend

spend = Spend(budget=Budget.allowing(tool_calls=20))
watch = ProgressWatch()

for step in range(100):
    stopped = spend.charge_tool_call()
    if stopped:
        print(stopped.message)
        break
    stalled = watch.observe(Progress(action="fetch(url=api/invoices)", error="timeout"))
    if stalled:
        print(stalled.message)
        break

assert spend.tool_calls <= 20

What it checks

  • Tool calls, failures, and loops in a Claude Code session (assurance audit)
  • Whether a test or check ran after the last in-project edit, and whether the last one passed
  • Shell commands it could not classify, named by kind (python -c ×3, curl); Not read: lines name why
  • Edits with no visible read, in --json (Claude Code itself refuses those, so the text stays quiet)
  • Which runs in a JSONL log hit a ceiling or stalled with nothing new read
  • Which configured limits the log never exercised (silence, not a pass)
  • What the session touched next to what it had: MCP servers used and loaded but never used, skills listed and used, agents, hooks with their runs and failures, and commands typed
  • The outcome against what was asked: what happened to the files, tests and commands the last prompt names, and to the project's must_run commands and must_not_touch paths, each with what it could not check

The outcome

assurance audit --json carries it as outcome, shape assurance.outcome/1. Each check is a typed decision: a question, an answer from a fixed set, the evidence, and why when the answer is unknown. Whether the work does what the prompt asks is not one of them; not_checked says so.

key what
prompt the person's last prompt: at, an excerpt, and how many images came with it; null when there is none
checks each check: from (prompt, must_run, must_not_touch), kind, subject, question, answer, evidence, unknown_because; a prompt's command says whether it was asked for, and a rule says where it was declared_in
not_checked what it could not look at: a prompt that names nothing, an image, a file outside the project, and whether the work does what was asked
kind answers
file changed, read, not opened, unknown
command passed, failed, unknown, not run, no code edited
test passed, failed, unknown, not run
paths untouched, changed, unknown

The inventory

assurance audit --json carries it as inventory, shape assurance.inventory/1. Rooms draws it as a page. It is read from the transcript alone, and it counts; whether a server or skill the session carried and never used helped or got in the way is not something a count can say.

key what
tools built-in tools called, with how often
mcp_servers each server: name, title (a readable name for one known only by an id), state (used, not used, failed, needs sign-in, pending), calls, tools_used, tools_available
skills listed to the model, and used, with how often
agents listed types, and used, with how often
hooks each hook: name, command, runs, failed, median_ms
commands slash commands typed, with how often
not_recorded what the transcript does not hold: tools loaded into the prompt from the start are not in it, so an unused one among them cannot be counted

In CI

exit means
0 audited
1 --fail-on-exhausted / --fail-on-loop / --fail-on-unverified found a problem
2 the transcript or log could not be read

Limits

  • Operator ceilings. Built-in defaults in assurance-core; raise via ~/.config/assurance/config.toml or ASSURANCE_MAX_*. Project file <cwd>/.assurance/config.toml can only lower. A caller flag can tighten, never raise past the operator.
  • It reads what the log records. Unlogged spend is invisible.
  • No dollar figure. Frontier calls are the cost proxy.
  • Stall detection needs three identical rounds with flat progress.
  • A chat transcript with no run id is refused (exit 2), not treated as one run.

See the root README and CHANGELOG.md.

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