Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者による説明(英語の原文)
Find the Unicode that hides meaning: bidi controls, invisibles, homoglyphs and mixed scripts.
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
必要なもの
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
Claude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"unicode-le": {
"command": "npx",
"args": [
"-y",
"unicode-le-mcp"
]
}
}
}ターミナルでこれを実行します
claude mcp add unicode-le -- npx -y unicode-le-mcpプロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"unicode-le": {
"command": "npx",
"args": [
"-y",
"unicode-le-mcp"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"unicode-le": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"unicode-le-mcp"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
これはパソコンで動くサーバーですが、ChatGPTがつなげるのはインターネット上のサーバーだけです。ほかのアプリを選んでください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
この設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
パソコンで動くサーバーです。インストールすると、ツール一覧がAIアプリに表示されます。
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月7日にチェック
レジストリ名は、リポジトリを所有するGitHubアカウント nolindnaidoo で確認済みです
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
これはパソコンで動くため、インターネット上のエンドポイントはありません
パソコンで動き、代わりにローカルの設定を使います
パソコンで動くサーバーです。ツール一覧を読み取れるのは、インターネット上のエンドポイントがある場合だけです
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック1項目のうち1項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
レジストリには必須のキーは載っていません。ただし、最初に使うときにサインインを求めるサーバーもあります。
あなたのパソコンで動きます。必要なときにAIアプリが起動し、データは作者のサーバーを通りません(サーバー自体がオンラインサービスを呼び出す場合を除きます)。
GitHubリポジトリの最終更新は–、最新バージョン(1.1.0)がレジストリに届いたのは30 日前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。パソコンにNode.jsも必要です。
同じカテゴリには:Spec Driven Development, Remote Desktop Commander, FlyDocs
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日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.
Spec-driven development workflow: your agent works issues, sessions and the status lifecycle.
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
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
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