Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Extract durations, sizes, percentages and frequencies in one base unit, refusing ambiguous ones.
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": {
"units-le": {
"command": "npx",
"args": [
"-y",
"units-le-mcp"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add units-le -- npx -y units-le-mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"units-le": {
"command": "npx",
"args": [
"-y",
"units-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": {
"units-le": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"units-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 7일 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(1.1.0)은 30일 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, MemberVault MCP by usefulapi
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.
List courses; add users to courses, remove course access or delete users in MemberVault.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Units-LE: One Quantity, One Unit
Find every quantity in a document — durations, sizes, percentages, frequencies — with its value in one base unit, and refuse the ambiguous ones by name
YAML · TOML · JSON · INI · dotenv · CSV · and anything else, scanned as text
Useful? A star or rating is how other developers find it —
★ GitHub ·
timeout: 30s in one service and timeout: 30000 in another are the same number of milliseconds, and nothing about the text says so. memory: 1GB and memory: 1GiB differ by 7% and look identical at a glance.
Run Units-LE: Extract Quantities and every quantity in the active document — a number welded to a unit — opens in a report beside the editor: as the document wrote it, in one base unit so two of them can be compared, with its line, column and key path. A quantity it cannot read unambiguously keeps its row and gets a reason instead of a guess. Works in VS Code and in VS Code–based editors like Cursor and VSCodium (installable from Open VSX).
500m that means minutes to one reader and millicores to anotherIt never rewrites a document, and never guesses.
| Where | What you get | Install |
|---|---|---|
| VS Code | The report, in your editor, on a keystroke | Marketplace |
| Cursor, VSCodium, Windsurf | The same extension | Open VSX |
| A terminal or a CI step | A whole tree, with exit codes | cargo install units-le · crates.io |
| A terminal, via Node | The same command line, held to the Rust one byte for byte | npx units-le · npm |
| Any MCP agent, via Node | extract_units over stdio | npx units-le-mcp · npm |
This is the whole product. Any tool can multiply 30s by a thousand; what makes this one usable in a review is that it will not pretend.
| It sees | Reason | What comes back |
|---|---|---|
500m, 10M, 5k, 1y, 100Mb | ambiguous_unit | no base value — m is minutes, milliseconds or Kubernetes millicores; M is mega- or minutes; k/K/G/T/P are prefixes with no unit after them; a calendar year has no fixed length; a lowercase b is bits by the standard and bytes in most software that writes it |
1.5KB, 1.5KiB | fractional_bytes | no base value — a byte count has no fractional part. 1.5KiB is exactly 1536 bytes and is still refused: the refusal is about the category, not the arithmetic |
1,5s, 1.000s, 1.2.3s | locale_separator | no base value — one and a half, or fifteen hundred? This tool does not infer a locale. Narrowed so 0.825s and 2.5s read normally |
1h + 30m, 30s*2 | compound_arithmetic | no base value — an expression, not a quantity, reported as one finding rather than two |
1MB, 256KB | si_iec_hazard | the base value, plus the reason — see below |
99999…PiB | out_of_range | no base value — it does not fit in 128 bits, and is refused rather than wrapped |
Every one of them keeps its row, its source text, its position and a sentence a person can act on. A refusal is never a dropped row and never a guess.
si_iec_hazard annotates; it does not withholdIt is the one reason that still answers. MB is 10^6 by the standard, so 1MB comes back as 1000000 bytes *and* carries reason: "si_iec_hazard" — because a great deal of software writes MB and means 2^20. Reporting nothing would be less useful than reporting the standard answer with the flag attached, and picking 2^20 would be the guess this tool exists not to make.
So it is not counted as refused. A row with si_iec_hazard is the only row that carries both a base and a reason; every other reason means the base is null.
A bare number with no unit is not a finding at all. timeout: 30 yields nothing here — that is numbers-le's question, and the boundary is what keeps the two tools distinct.
| Dimension | Base unit | Units read |
|---|---|---|
duration | milliseconds | ns us µs μs ms s sec secs min mins h hr hrs d day days w · compounds 1h30m · ISO-8601 PT1H30M P1DT2H P2W PT0.5S |
bytes | bytes | B · SI kB KB MB GB TB PB · IEC KiB MiB GiB TiB PiB · Kubernetes Ki Mi Gi Ti Pi |
percent | ratio | % — 15% is 0.15 |
frequency | hertz | Hz kHz KHz MHz GHz THz |
Case is part of the symbol. MB is a megabyte and Mb is a megabit; folding them would silently multiply by eight, so Mb is refused rather than treated as a synonym.
`1h30m` is a grammar and `1h + 30m` is arithmetic. The first is one quantity written in two parts. Inside a compound the parts disambiguate each other — m alone is refused, and m between h and s can only be minutes, because a compound is written largest-first. That ordering is required rather than assumed, so 30s1h is not a quantity at all.
Physical units are a non-goal, not a gap. Length, mass, temperature belong to a different question, and reading them would mean unit algebra (m/s²), which is what uom is for. See crate/SPEC.md.
JSON, YAML, CSV, TOML, INI and dotenv are parsed. Everything else is scanned as text — a Kubernetes manifest, a Terraform file, a Markdown table of limits, a log — so the files where quantities actually live yield them rather than nothing.
Unlike numbers-le's text scan, this one has a shape to look for, so v1.2.3 yields nothing rather than two numbers. Every format with a shape carries a key path — cache.ttl, limits[0], server.timeout, TIMEOUT — and every finding carries a 1-based line and column, the column in UTF-16 units, which is the number your editor shows.
Its false-positive class is measured rather than imagined. A run inside an opaque blob still reads as a quantity: 001d in a UUID is one day, and a base64 hash ending /2w== is two weeks. The boundary characters that let those through are the same ones that let -30s and ttl=30s through. Over crate/fixtures/documents/opaque.txt — 280 lines of lockfile hashes, container digests, git object names, UUIDs and signing material, none of which is a quantity — the scan reports 5 false findings, 1.8%, and a test prints that number on every run. Each one carries its line and column, which is what makes it a row you discard rather than a number you trust.
No "this timeout is too low". No defaults database. No conversion flag, no rewriting, no arithmetic. It reports what a document says and what that means in one base unit; which limits are right is the reviewer's call.
Extract reads the document you have open. A scan reads many files from disk and gives one report.
Units-LE: Scan Workspace for Quantities from the command palette.Scan Folder for Quantities, or run Units-LE: Scan Folder for Quantities and pick one.The report opens with a table of every file that holds something, then has a section per file:
# Units-LE workspace report
my-project · 113 file(s) read · 3 quantit(ies), 1 could not be resolved
| File | Quantities | Could not be resolved |
|---|---|---|
deploy/values.yaml | 3 | 1 |
deploy/values.yaml · yaml (3)1h30m · duration · → 5400000 milliseconds · key cache.ttl512MiB · bytes · → 536870912 bytes · key memory2GB · bytes · → 2000000000 bytes · key disk2 file(s) larger than the safety limit were not read.
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 quantities. 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. "units-le.workspace.scanExcludes": ["/fixtures/"], // Read the vendored code, though the built-in list skips it. "units-le.workspace.scanAlwaysInclude": ["/vendor/"] }
Units-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, `ephemer
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