
Assurance
io.github.i-ops-hq由 GitHub 帳號 i-ops-hq 發布v0.5.10更新於 Oct 30, 2026
Checks what an agent did NOT read. Coverage over a retrieval step or a folder.
概覽
唯讀 MCP 工具,用來核查編碼代理實際做了什麼、漏了什麼——測試執行、編輯、涵蓋範圍與變更影響,且限定在指定根目錄內。
- 可以做什麼
- 稽核 Claude Code 或 Codex 工作階段,或代理自己的執行紀錄,列出已完成、被略過和無法核實的內容
- 檢查最後一次編輯後是否跑過測試或檢查,以及變更是否涵蓋了應有的文件或期間
- 依 git 歷史報告哪些檔案通常一起變動,以及一次改動透過程式碼圖影響到什麼
- 查看安裝會執行什麼、MCP 伺服器是否在核准後改動了工具描述,以及一次執行的預算花在哪裡
- 判斷某項任務是否可以替提問者推進,以及提問者是否對其變更觸及的每個歸屬方都有權限
- 適用情境
- 當你希望對 AI 編碼代理「全部完成」的說法做一次獨立、可自行核算的核查,或想讓助理在專案內以唯讀工具形式使用這些檢查時適用。也適合在提交、推送或部署前以證據作為門檻的團隊。
- 執行需求
- 以本機程序在使用者機器上執行(僅桌面端),來自 PyPI 套件 assurance-mcp,透過 stdio 通訊。未宣告任何驗證、環境變數或標頭。它會讀取其根目錄範圍內的本機工作階段紀錄、git 歷史與專案檔案。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 Assurance,將其新增到工作區。
- 為需要使用其工具的對話啟用該服務。
Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。
其他 MCP 客戶端
參照 儲存庫 中的啟動說明。
README
assurance
Your AI agent says it's done. Assurance tells you what it didn't check.
[PyPI] [Python] [tests] [License]
Quick start · Co-change · Use cases · Commands · After every turn · Workflow · Feedback
Coding agents finish with "All done — tests pass." Assurance reads what actually happened and tells you, in plain sentences, what was done, what was skipped, and what it could not verify.
Quick start
Run this in any project where you've used Claude Code or Codex:
It reads the newest session either agent left for this folder — nothing to configure, and no flag
saying which one you used. Used neither yet? uvx assurance audit --demo shows the report on a
bundled sample session.
Don't have uvx? It comes with uv. One line to install it:
Open a new terminal afterwards so uvx is on your PATH. Or skip uv entirely and use
pip install assurance, which gives you the same assurance command.
Here is the real output on a sample session in this repo. The
agent was asked to fix a rounding bug in invoice.py "and make sure pytest -q tests/test_invoice.py
passes", and ended with "All done — the totals are correct now."
What "All done" left out:
- ❌ The tests failed three times in a row, the same way each time.
- ❔ No test it recognises ran after the last edit. Two commands did, and it can't vouch for them either way, so it names them. Silence is not a pass.
- ❔ The test the prompt asked for last ran before the last edit, and failed. The file it named was changed. Whether the fix is right is not something it claims to know, and it says so.
What usually changes with what you just changed
The other half of an unfinished change is the file you forgot. assurance coupling reads your git
history — no graph, no configuration, no model — and names what travels with the files you touched
and that you have not touched this time.
Run in this repository with nothing changed, it falls back to the repository as a whole, and the first thing it says is about its own release process:
The release version lives in those files and they move as one set. Twice in one day the author of this paragraph moved some of them and not the others, and a test caught it both times. The tool had already said so, from history, before either mistake.
Every report ends with the git log command that checks its own first line, so you never have to
take its word for it.
Use cases
Where Assurance sits in the work you already do. Each page is short: what goes wrong, where it sits, the lines that set it up.
Commands
One install, one assurance command.
Every command works as a CI gate as it is:
Run it after every turn, if you want that
Everything above is something you run. This is the same audit as a Stop hook, running itself each time Claude finishes a turn, which some people want and some people do not.
Worth knowing before you turn it on: keeping an agent working until a condition holds is something
Claude Code ships on its own, with /goal. What that
condition is judged against is the difference. /goal's own documentation says its evaluator
"doesn't run commands or read files independently" and "can only judge what Claude has already
surfaced in the conversation" — so an agent that says the tests passed can satisfy it by saying so.
This reads the session's tool records and computes whether a test actually ran after the last edit,
from the exit status that was recorded. Neither is better at everything; they answer different
questions, and only one of them is unimpressed by a confident sentence.
It speaks only when there is something to say, at one of three levels, named first:
It knows the test commands of Maven, Gradle, Bazel, Django, Rails, jest, vitest, go, cargo and more,
reads your package.json, Makefile and justfile scripts to learn yours, and never counts a run of
zero tests as a pass. What it recognises.
Or as a Claude Code plugin: claude plugin marketplace add i-ops-hq/assurance, then
claude plugin install assurance@i-ops-hq. It never blocks or fails a session. Everything about
pinning, sharing it with a team, Windows and what the plugin runs: the hook guide.
Where it sits in your workflow
The red box is Assurance. Everything else is your workflow as it is today: after each turn, Assurance reads what the agent actually did, tells you when something needs a look, and says nothing otherwise. The same check can gate CI.
One fix, step by step:
Guides
- Run it after every session: the levels in full, pinning, team setup, the plugin, Windows
- Your project's rules: declare your own tests, what must pass, what must not be touched, and limits the agent can't raise
- Your own agent: run records, OpenTelemetry traces, and a local endpoint
- More checks: retrieval coverage, MCP pinning, installs, what a change reaches, MCP tools
What it won't do
- Guess. If it can't establish a number, it says so instead of making one up.
- Call a model or the network. Every result is arithmetic you can check yourself.
- Claim more than it saw.
auditreads Claude Code transcripts, Codex rollouts, and the run records your own agent writes. A record shape it does not know is counted as unread, never guessed into a tool call — the report prints that count. Other agents' own logs are next: tell us which one you use.
Tell us where it's wrong
It's early, and the most useful thing you can do is run it on real work.
- 🎯 It gave a wrong or misleading answer. This is the most valuable report there is.
- 🐛 Something broke
- 💡 Support another agent, lockfile or framework
- 🤝 Contribute: pick a
good first issueand read CONTRIBUTING.md.
If it's useful to you, a ⭐ helps other people find it.
Packages
pip install assurance gives you all the commands. Each part also installs on its own.
Part of I-Ops. Keep your models, agents and orchestration, and put an independent check around them.
Apache-2.0 · Security · Contributing · Releases
來源:README.md,提交 5d294d1
工具
0版本歷史
11- v0.5.10最新Oct 29, 2026
- v0.5.8Oct 21, 2026
- v0.5.7Oct 10, 2026
- v0.5.6Oct 6, 2026
- v0.5.5Oct 2, 2026
- v0.5.3Sep 29, 2026
- v0.5.2Sep 26, 2026
- v0.5.1Sep 25, 2026
- v0.5.0Sep 24, 2026
- v0.4.8Sep 20, 2026
- v0.4.7Sep 16, 2026
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