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)
Extract string values from config files, data files and plain text.
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": {
"string-le": {
"command": "npx",
"args": [
"-y",
"string-le-mcp"
]
}
}
}ターミナルでこれを実行します
claude mcp add string-le -- npx -y string-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": {
"string-le": {
"command": "npx",
"args": [
"-y",
"string-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": {
"string-le": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"string-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6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(2.5.1)がレジストリに届いたのは24 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, yontu
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.
Türkçe yazı denetimi: TDK kuralları, yapay zekâ izleri, metin türüne göre üslup.
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。
Strings-LE: Zero Hassle String Extraction
Pull every string value out of the current file in one keystroke
JSON/JSONC, YAML, CSV/TSV, TOML, INI, Environment files, and ten source languages
Useful? A star or rating is how other developers find it —
★ GitHub ·
Open a file, run String-LE: Extract Strings, and every string value in the document lands in a new editor — deduplicate and sort it from there. Works in VS Code and in VS Code–based editors like Cursor and VSCodium (installable from Open VSX).
| Where | What you get | Install |
|---|---|---|
| VS Code | The same extraction, in your editor, on a keystroke | Marketplace |
| Cursor, VSCodium, Windsurf | The same extension | Open VSX |
| A terminal or a CI step | The same run over a whole tree, with exit codes | npx strings-le · npm or cargo install string-le · crates.io |
| Any MCP agent, via Node | extract_strings over stdio | npx string-le-mcp · npm |
The same engine runs as an MCP server, so an agent can call it directly instead of you running a command.
| Editor | How |
|---|---|
| VS Code 1.101+ | Nothing to install — the extension registers extract_strings with agent mode |
| Claude Code | claude mcp add string-le -- npx -y string-le-mcp |
| Cursor, Windsurf, anything else | point it at npx string-le-mcp |
extract_strings(content, format?, filename?, dedupe?, multiline?, maxResults?)
Returns the values in document order, capped at 500 by default with meta.truncated. A format is optional — any unrecognised format falls back to quoted strings.
The server takes content and returns data — it reads no files and makes no network requests of its own. Published as string-le-mcp on npm and as io.github.nolindnaidoo/string-le in the MCP registry.
Configuring it by hand — any host with an MCP config file
Most hosts read a JSON config. Add one entry:
{
"mcpServers": { "string-le": { "command": "npx", "args": ["-y", "string-le-mcp"] } } }
-y skips the install prompt on first run. Pin a version if you would rather not track releases — string-le-mcp@2.5.1.
Prefer not to go through npx on every launch? Install it once and point at the binary instead:
npm install -g string-le-mcp
{
"mcpServers": { "string-le": { "command": "string-le-mcp" } } }
It speaks MCP over stdio and needs no environment variables, no API key and no configuration of its own. To check it before wiring it into anything:
echo '{"jsonrpc":"2.0","id":1,"method":"tools/list"}' | npx -y string-le-mcp
That prints the tool list and exits — if you see extract_strings, the server works.
| Format | Language IDs | What gets extracted |
|---|---|---|
| JSON | json | String values (parsed; keys, numbers, and booleans excluded) |
| YAML | yaml | String values including unquoted plain scalars, block/folded scalars, and multi-document files |
| CSV | csv | Cells, with optional header handling, column selection, and a streaming mode for large files |
| TOML | toml | String values including multiline strings; dates and numbers are excluded as typed values |
| INI | ini | Values (INI is untyped, so numeric-looking values are extracted as strings) |
| Environment | dotenv, env | Values (export prefixes, quotes, and inline comments handled) |
| Python | python | Triple-quoted docstrings as one string, f-strings, r/b/u prefixes |
| Rust | rust | Raw strings r"…", r#"…"#, r##"…"## as one string with their inner quotes; byte strings |
| Go | go | Backtick raw strings as one string, across lines |
| Shell | shellscript | Heredocs (<<EOF, <<'EOF', <<-EOF) as one string |
| PHP, Ruby, Perl | php, ruby, perl | Heredocs and nowdocs (<<<EOT, <<<'NOW', <<~EOS) as one string |
| C# | csharp | Verbatim @"…" where "" is one quote; interpolated $"…" |
| JavaScript, TypeScript | javascript, typescript (+ the react ids) | Template literals as one string, interpolation and nesting included |
| Markdown, anything else | markdown | Fallback scan for "double", 'single', or `backtick` quoted strings on a single line |
Values are trimmed; empty values are dropped; keys are never extracted — one rule, shared by every extractor above. The fallback scan cannot see unquoted strings, which is why the parsed formats and the source languages get real readers; it reads a quoted run across lines when string-le.fallback.multiline is on (the MCP tool's multiline). Parse errors are silent unless string-le.showParseErrors is on.
Extract reads the document you have open. A scan reads many files from disk and gives one report.
String-LE: Extract Strings from Workspace from the command palette.Extract Strings from Folder, or run String-LE: Extract Strings from Folder and pick one.A project writes the same string in many places, so the report is the distinct strings, the most widely used first, with how often each is written and where. Every string is in the table. Most are written once, and such a one is placed in its row. A repeated one gets a section below that lists each place:
# String-LE workspace report
my-project · 4 file(s) read · 3 distinct string(s), 7 occurrence(s) in 3 file(s)
| String | Occurrences | Files | Where |
|---|---|---|---|
Save changes | 4 | 3 | |
Cancel | 2 | 2 | |
Press Enter | 1 | 1 | src/b.py · 2:8 |
Save changes (4)i18n/en.json · 2:11src/a.ts · 1:11, 3:11src/b.py · 1:9Cancel (2)i18n/en.json · 3:13src/a.ts · 2:11bad.json: Invalid JSON: Expected value after colon in object property on line 1 column 6
Positions follow string-le.showPositions. With it off, each line is the file and how many times the string is in it: src/a.ts (2). The copy on the clipboard follows string-le.clipboardIncludesPositions, as it does for Extract.
A file its format reader could not parse is listed with the reason, never passed over. A string longer than 120 characters, or one with a line break, is shown as one cut line. Two strings are still compared whole.
What a scan reads. Files come from disk, so an unsaved edit is not seen. A file over the safety size, or one that is not UTF-8 text, is left unread. It stops at 5,000 files or 10,000 listed occurrences. The report ends with a line for each thing it left out, so a short report is never mistaken for a clean project.
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. "string-le.workspace.scanExcludes": ["/fixtures/"], // Read the vendored code, though the built-in list skips it. "string-le.workspace.scanAlwaysInclude": ["/vendor/"] }
String-LE: Open Settings opens all of these in the Settings editor.
The built-in list
Folders, wherever they appear:
.git, .hg, .svn, node_modules, bower_components, jspm_packages, .pnpm-store, .yarn, vendor, site-packages, Pods, Carthage, dist, build, out, target, _build, _site, dist-newstyle, zig-out, storybook-static, cdk.out, DerivedData, CMakeFiles, .next, .nuxt, .output, .svelte-kit, .angular, .astro, .docusaurus, .vuepress, .expo, .turbo, .parcel-cache, .cache, .sass-cache, .jekyll-cache, .dart_tool, .pub-cache, .gradle, .kotlin, .cxx, .externalNativeBuild, captures, ephemeral, .symlinks, .swiftpm, .build, .bundle, .stack-work, .zig-cache, .godot, elm-stuff, .vercel, .netlify, .serverless, .aws-sam, .terraform, .venv, venv, __pycache__, .tox, .nox, .mypy_cache, .pytest_cache, .ruff_cache, .ipynb_checkpoints, .eggs, coverage, htmlcov, .nyc_output, .vscode-test, .idea, .vs, xcuserdata, *.egg-info
Files, wherever they appear:
*.min.js, *.min.css, *.map, *.snap, *.lock, package-lock.json, pnpm-lock.yaml, npm-shrinkwrap.json, go.sum, *.pbxproj, *.iml, local.properties, output-metadata.json, .flutter-plugins, .flutter-plugins-dependencies, .packages, Generated.xcconfig, flutter_export_environment.sh, GeneratedPluginRegistrant.*, fastlane/report.xml, fastlane/test_output/**, doc/api/**
Not on the list, because they are ordinary fol
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