Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Extract string values from config files, data files and plain text.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
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Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"string-le": {
"command": "npx",
"args": [
"-y",
"string-le-mcp"
]
}
}
}Run this in your terminal
claude mcp add string-le -- npx -y string-le-mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"string-le": {
"command": "npx",
"args": [
"-y",
"string-le-mcp"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"string-le": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"string-le-mcp"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
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These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account nolindnaidoo, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (2.5.1) reached the registry 24 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, FactLot
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
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.
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Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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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