
Skimless
io.github.pedroofrancaa由 GitHub 账号 pedroofrancaa 发布v0.1.2更新于 Oct 24, 2026
Reading order for big pull requests: what to read first, what can wait. Offline, no model.
概览
Skimless 把过大的拉取请求差异整理成阅读顺序与发现清单,通过 MCP 在本地提供给 AI 助手。
- 可以做什么
- 为差异请求阅读顺序与发现清单,让助手知道哪些文件先读、哪些可以稍后,并为每个文件附上基于规则的发现,响应中形似密钥的字符串会被脱敏。
- 适用场景
- 适合在审查大型或由智能体生成的拉取请求时使用,让助手按合理的优先级顺序处理差异,而不是逐个文件翻看。它只是启发式指引,不是审查结论。
- 运行要求
- 通过 npm 包 skimless 以 npx 在本地以 stdio 运行,需要 Node.js 22 或更高版本。未声明任何账号、令牌、API 密钥或环境变量,可离线使用且不调用模型。
安装
在 SourceWeft 中
- 打开 控制台中的 Skimless,将其添加到工作区。
- 为需要使用其工具的对话启用该服务。
Desktop only,通过 STDIO。 STDIO 服务会启动本地进程,因此需要 SourceWeft 桌面宿主。
其他 MCP 客户端
参照 仓库 中的启动说明。
README
Skimless
English · Português
The reading order for pull requests that got too big.
Skimless turns a diff into a packet: what to read first, which files can wait, and which lines deserve a human. It runs on your machine. It does not call a model, post a comment, or phone home.
Zero runtime dependencies. Node.js 22 or newer. A CLI, a GitHub Action, a library, and an MCP server for AI agents. Packets in English and Portuguese.
[A Skimless review packet: headline, stats, and the reading order]
The sample verify.ts calls timingSafeEqual on a buffer compared with itself. Skimless has no rule for that. It puts the file third, under the live-shaped key, so a person sees it. That is the product: a path through the diff, not a verdict.
English packet · Pacote em português · A real diff: Express 4.21.2 → 5.0.0
Why this exists
Pull requests written with an agent get big. The reviewer opens the first file, gets tired, and approves the lockfile with the same glance they would give a migration. Skimless tells you where skimming is safe and where it is not: the public API first, the sharp edges next, the noise at the end. The score is a reading priority. A quiet packet does not prove the diff is safe.
Run it
Or install it once with npm install -g skimless and call skimless.
--format all writes skimless.html, skimless.md, and skimless.json. Secret-shaped strings are redacted unless you pass --no-redact. --fail-on defaults to none locally. In CI, use high.
On a generated 2,000-file diff, a review packet comes back in about 100 ms on a laptop. npm run bench prints the number for your machine.
What the packet is
- A reading order.
storyis the default: API and types, then auth, signing, billing, migrations, and CI, then manifests, then the rest, then tests, docs, lockfiles, and generated code. A high finding jumps its file up into the sharp band.risksorts by score alone. - Findings with the rule id attached. Twenty-one rules, each one a sentence, covering JavaScript, TypeScript, Python, Ruby, Go, PHP, Java, Kotlin, Rust, and C#, plus GitHub Actions, GitLab CI, and other runners. See docs/rules.md.
- An HTML file you can attach, a Markdown comment, and JSON for whatever you already run.
Copy examples/skimless.config.json to skimless.config.json to set the budget, ignore globs, and the CI failure level.
CI
The action needs no token and posts no comment. The reading order and findings land in the job summary, on the pull request's Checks page. It passes inputs through the environment, then to git diff as arguments, never stitched into a shell string. docs/ci.md has the full workflow, every input, and a GitLab CI job.
Use it from an agent
skimless mcp is an MCP server. Claude Code, Cursor, VS Code, and other agents can ask for the reading order before they review a change, then read the files in that order.
Skimless still does not call a model. It serves one. Secret-shaped strings are always redacted in MCP responses, so a live key in the diff never reaches the agent's context. docs/mcp.md has the setup for each client, the tool arguments, and prompts that work.
What it will not do
- It will not execute the diff.
- It will not call a model, and it will not pretend a heuristic is one. Agents can call Skimless; Skimless does not call them.
- It will not catch every bug. The self-compare in the sample is the example we keep on purpose.
- A quiet label is not an approval.
Development
Day to day, the CLI runs the TypeScript source directly. npm run build emits dist/, which is what npm ships.
Rules, reading order, and the library surface are described in docs/. The contributor notes are in CONTRIBUTING.md. The project is MIT, in GOVERNANCE.md terms: one maintainer at the start, decisions in the open, no pretended community.
License
来源:README.md,提交 dcd71b2
工具
0版本历史
1- v0.1.2最新Sep 23, 2026
评分
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