Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Find the Unicode that hides meaning: bidi controls, invisibles, homoglyphs and mixed scripts.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"unicode-le": {
"command": "npx",
"args": [
"-y",
"unicode-le-mcp"
]
}
}
}在终端中运行这条命令
claude mcp add unicode-le -- npx -y unicode-le-mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"unicode-le": {
"command": "npx",
"args": [
"-y",
"unicode-le-mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"unicode-le": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"unicode-le-mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 nolindnaidoo 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(1.1.0)于30天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Starreel
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Turn a script into a finished, downloadable short-drama episode — via MCP or REST.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Unicode-LE: The Characters That Are Not What They Look Like
Find the Unicode that hides meaning in the current file or the whole workspace
Bidi controls, invisibles, homoglyphs, mixed scripts, non-NFC text, spaces that are not the space
Useful? A star or rating is how other developers find it —
★ GitHub ·
Open a file, run Unicode-LE: Detect Unicode Risks, and every character in it that is not what it looks like lands in a report beside the editor: the bidirectional controls behind CVE-2021-42574, zero-width and other invisibles, homoglyphs, words no single script accounts for, lines that are not in Normalization Form C, spaces that are not U+0020, and codepoints with no agreed meaning. Scan Workspace does the same for every file on disk. Works in VS Code and in VS Code–based editors like Cursor and VSCodium (installable from Open VSX).
а in an otherwise Latin pаypal is a finding; a word written wholly in Cyrillic is noté between two values a hash calls different and a person calls identicalThe report never contains a character it found. Every finding is written as U+202E, never as the character itself, and a file path or key path from the document is escaped to . A report that pasted one raw would reorder the screen of whoever read it, and the tool would become the delivery mechanism for the thing it detects. It rewrites nothing: not a normalization, not a stripped space.
| Where | What you get | Install |
|---|---|---|
| VS Code | The screen, in your editor, on a keystroke | Marketplace |
| Cursor, VSCodium, Windsurf | The same extension | Open VSX |
| A terminal or a CI step | The same screen over a whole tree, with exit codes | cargo install unicode-le · crates.io |
| A terminal, via Node | The same command line, held to the Rust one byte for byte | npx unicode-le · npm |
| Any MCP agent, via Node | detect_unicode_risks over stdio | npx unicode-le-mcp · npm |
The same engine runs as an MCP server, so an agent can call it directly instead of you running a command. It matters more here than for most tools: a model that pasted a document into its own reasoning has already been handed the bidi controls in it, and what comes back from this server is U+XXXX and English, so the answer cannot carry them on into a commit message or a review comment.
| Editor | How |
|---|---|
| VS Code 1.101+ | Nothing to install — the extension registers detect_unicode_risks with agent mode |
| Claude Code | claude mcp add unicode-le -- npx -y unicode-le-mcp |
| Cursor, Windsurf, anything else | point it at npx unicode-le-mcp |
detect_unicode_risks(content, kinds?, scripts?, format?, filename?, maxResults?)
Returns each finding with its kind, severity, 1-based line and column (UTF-16, as an editor counts), byte offset, the codepoints, the script and, where the format allows, the key path it sits under — plus any refusal, both structured and as a warning, so an empty finding list is never mistaken for a clean document. Every non-ASCII character in a reply leaves as \uXXXX. Capped at 500 by default with meta.truncated.
The server takes content and returns data — it reads no files and makes no network requests of its own. Published as unicode-le-mcp on npm and as io.github.nolindnaidoo/unicode-le in the MCP registry. It answers exactly as the Rust CLI's server does: one corpus runs against both, a differential test feeds both thousands of generated documents, and both read the same Unicode tables — written out by the crate — rather than whatever version the host's JavaScript engine carries.
Configuring it by hand — any host with an MCP config file
{
"mcpServers": { "unicode-le": { "command": "npx", "args": ["-y", "unicode-le-mcp"] } } }
Or install it once with npm install -g unicode-le-mcp and point at unicode-le-mcp. It needs no environment variables, no API key and no configuration of its own. To check it:
echo '{"jsonrpc":"2.0","id":1,"method":"tools/list"}' | npx -y unicode-le-mcp
| Kind | Severity | What |
|---|---|---|
bidi-control | high | U+202A–U+202E, U+2066–U+2069, U+061C — the Trojan Source class. They reorder how the rest of the line renders. |
confusable | high | A homoglyph in a word of another script, or a compatibility form of an ASCII character (full-width F, mathematical 𝐚, the Kelvin sign), with the codepoint it resembles |
mixed-script | high | One word that no single script accounts for |
invisible | medium | Zero-width characters, the soft hyphen, and U+FEFF anywhere but the first byte |
unassigned-or-private-use | medium | A codepoint with no assigned meaning: private use, unassigned, a noncharacter |
non-nfc | low | A line that is not in Normalization Form C. Reported, never rewritten |
unusual-whitespace | low | A space that is not U+0020: no-break, ideographic, the en and em spaces |
A naive confusable check flags every letter of every Russian and Chinese string in a workspace — thousands of findings on exactly the codebases that most need the check, so it gets switched off, and the Trojan Source screen goes off with it.
Привет is wholly Cyrillic and is Russian. Japanese mixes Han, Hiragana and Katakana in one word constantly, and UTS #39 knows that is Japanese.unicode-le.detection.scripts — Han, Cyrillic, Hira — and a Latin product name inside a Chinese string is a translation, while a Cyrillic letter in a Latin word in the same file is still caught.In JSON, YAML, TOML, INI and .properties, .env, CSV and TSV a finding also carries the key path it sits under — metrics.headline.eyebrow rather than line 412 of a five-thousand-line catalogue. The format never decides whether a finding exists, only how it is addressed: a file whose format cannot be parsed is still scanned and still reports everything in it.
The workspace scan reads every file as bytes. A UTF-16 or UTF-32 file, a binary file and a file that is not valid UTF-8 are refused by name rather than decoded as something else, because a wrong decode invents findings: read UTF-16 as UTF-8 and every second byte becomes an invisible character that is not in the file.
Detect reads the document you have open. A scan reads many files from disk and gives one report.
Unicode-LE: Scan Workspace for Unicode Risks from the command palette.Scan Folder for Unicode Risks, or run Unicode-LE: Scan Folder for Unicode Risks and pick one.The report has a section for each file with a finding, and for each file that could not be judged:
# Unicode-LE report
3 finding(s) in 4 file(s) scanned; 2 file(s) not fully judged.
latin1.txtbinary_or_undecodable): not valid UTF-8 at byte 3: the encoding is unknown and is not guessednotes.txtencoding_unknown): a UTF-16LE byte-order mark: this reads UTF-8 only, and decoding UTF-16LE as UTF-8 would invent invisible and unassigned characters that are not in the filesrc/login.ts
Each finding also carries a sentence saying why it matters, left out here.
What a scan reads. Files come from disk, so an unsaved edit is not seen. A file over the safety size is left unread. A text file that is not UTF-8 is named in the report with the reason, never guessed at and never passed over. It stops at 5,000 files or 10,000 listed findings. The report ends with a line for each thing it left out.
A scan that skips is not a clearance. By default a scan does not read dependency folders, files the project's .gitignore leaves out, or binary files. A character hidden in one of those is not reported. To screen everything, turn the three switches off.
What it skips, and how to change that. Three switches are on by default, and each can be turned off on its own in Settings:
| Switch | Skips |
|---|---|
scanUseDefaultExcludes | Dependency folders, build output, tool caches and lockfiles. The full list is below |
scanRespectGitignore | Whatever the project's .gitignore files skip |
scanSkipBinaryFiles | Images, fonts, archives and other files that are not text |
Two lists adjust the result without turning a switch off. To skip more, add a pattern to scanExcludes. To read something a switch would skip, add it to scanAlwaysInclude:
{
// Also skip the test fixtures. "unicode-le.workspace.scanExc
只显示了开头部分;其余内容请在仓库中阅读