Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Extract string values from config files, data files and plain text.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"string-le": {
"command": "npx",
"args": [
"-y",
"string-le-mcp"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add string-le -- npx -y string-le-mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"string-le": {
"command": "npx",
"args": [
"-y",
"string-le-mcp"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"string-le": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"string-le-mcp"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 6일 점검
레지스트리 이름이 GitHub 계정 nolindnaidoo 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(2.5.1)은 24일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, yontu
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요