Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Extract durations, sizes, percentages and frequencies in one base unit, refusing ambiguous ones.
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Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"units-le": {
"command": "npx",
"args": [
"-y",
"units-le-mcp"
]
}
}
}Run this in your terminal
claude mcp add units-le -- npx -y units-le-mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"units-le": {
"command": "npx",
"args": [
"-y",
"units-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": {
"units-le": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"units-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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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 8, 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.
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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 (1.1.0) reached the registry 31 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, Tethered Trust
Servers in the same category from other makers, sorted by stars.
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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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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
Only the beginning is shown; read the rest in the repo