Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Find and remove invisible Unicode: zero-width, tag smuggling, bidi, homoglyphs. Offline.
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": {
"ghostchars": {
"command": "npx",
"args": [
"-y",
"ghostchars",
"mcp"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add ghostchars -- npx -y ghostchars mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"ghostchars": {
"command": "npx",
"args": [
"-y",
"ghostchars",
"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": {
"ghostchars": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"ghostchars",
"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 ghostchars 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(1.0.2)은 38일 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, FlyDocs
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.
Spec-driven development workflow: your agent works issues, sessions and the status lifecycle.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Find and remove invisible Unicode characters and machine-writing punctuation, in text and in documents. Everything runs on your machine: no network, no telemetry, no account, and zero runtime dependencies.
npx ghostchars clean -i notes.md # clean a file in place, atomically
cat draft.md | npx ghostchars inspect # what is hiding: line:col, codepoint, name npx ghostchars check --bar text # the gate: exit 1 if the tree is dirty npx ghostchars report draft.md # habits that make a draft read as machine written npx ghostchars clean -i essay.docx # documents too: .docx, .odt, .html
Needs Node 22 or newer. The whole package is a launcher and three bundles: the CLI, the document reader, and the MCP server. Only the first is loaded unless you name a document or start the server.
clean reads stdin or the files you name, writes the cleaned text to stdout, or rewrites each file in place with -i. With --check it writes nothing and exits 1 if anything would change.
inspect lists every suspicious character with its line, column, codepoint, Unicode name and the flag that would act on it. It changes nothing and exits 1 when it finds something.
report measures the habits that make a draft read as machine written: sentence length uniformity, stock transitions, tell words, dash density, tricolons, hedging, missing specifics. It is not a detector and emits no probability.
check holds a whole tree to a bar and prints every file that would change, with exact character positions. This is the command for CI and for a pre-commit hook. Configure surfaces and pins in ghostchars.json.
mcp runs a Model Context Protocol server on stdin and stdout, so an agent can call clean_text, inspect_text, style_report and check_paths as tools instead of shelling out.
help prints the commands, help prints one command's flags, and help --json prints the whole surface as one machine-readable document. version prints the version.
The thirteen cleaning switches, their spellings and their meanings are exactly the Python reference CLI's, because it is the same engine underneath.
| flag | what | why it is not default |
|---|---|---|
| (default) | zero-width space, word joiner, byte-order mark, soft hyphen, invisible math operators, bidi overrides, free-floating tag characters, noncharacters, reserved default-ignorable codepoints, every other format control | |
-a, --aggressive | glue characters even when they are load-bearing | breaks emoji sequences, Persian, Indic, subdivision flags |
-s, --spaces | no-break and other exotic spaces to a plain space | |
-n, --newlines | CRLF, CR, NEL, LS and PS to a plain newline | changes line endings |
--bidi | bidi marks and isolates even next to right-to-left text | breaks mixed Hebrew and Arabic |
--controls | C0 and C1 control characters, keeping tab and the line endings | |
--pua | private-use characters | breaks icon-font glyphs |
--punct | em and en dashes, curly quotes, ellipsis and minus to ASCII | typography, not hiding |
--confusables | look-alike Cyrillic and Greek letters to Latin, only inside mixed-script words | rewrites letters; opt in on principle |
--nfc, --nfkc | Unicode normalisation before anything else runs | NFKC rewrites letters and is lossy |
--gutters | the quote bar a terminal draws at the start of a line (U+258C to U+258F, U+2502, U+2503) and one space after it, keeping indentation and box-drawn table rows | a directory tree or a drawn box can start a line with the same bar |
--trailing | trailing spaces and tabs at the end of every line | markdown hard breaks |
--collapse | a run of two or more spaces inside a line to one | |
--max | all of the above except --nfc, which --nfkc supersedes |
Default cleaning is context aware. It strips a zero-width joiner sitting between two Latin letters and keeps the one inside a family emoji or a Persian word. It strips free tag characters, which is how text is smuggled into a message, and keeps a complete subdivision flag. It strips a left-to-right mark in English text and keeps one next to Hebrew. -a turns that judgement off.
An option can only be turned on. There is no way to turn one off, because the reference CLI has none either.
A bar is a named set of options, so a person or an agent picks one word instead of thirteen booleans.
| bar | options | use it for |
|---|---|---|
default | none | invisible characters only. Nothing legitimately needs them |
text | -s --punct | anything a person will read. This is the bar for your own prose |
max | the twelve of --max | everything, including confusables and NFKC. Lossy |
Resolution order is fixed, so the result is always predictable:
--bar,--max if given,So --bar text --collapse is -s --punct --collapse, and --bar max --punct is still just max.
max folds look-alike Cyrillic and Greek letters and applies NFKC, which rewrites letters. Do not run it over text you did not write. It is not offered as a gate bar at all: see check below.
clean and inspect recognise a document by its extension and handle it structurally.
| extension | how | extra flags |
|---|---|---|
.docx | the package is unzipped, every text node is cleaned, the zip is rewritten | --metadata, --rsids |
.odt | the same, through the ODF parts | --metadata |
.html, .htm | text nodes only. Tags, attributes, script and style are untouched | |
| anything else | plain text |
--as text forces plain-text treatment of any path, which is what the Python reference CLI does with an .html file.
Without -i, a cleaned document is written to .clean beside the original, or to the path you give with -o.
inspect on a document prints the character report over the concatenated document text, then what hides around that text: hidden runs, white-on-white and tiny runs, tracked changes, comments, the count of distinct rsid editing-session ids, metadata fields, macros, media. --metadata blanks the authoring fields and drops custom properties; --rsids removes the editing-session fingerprint.
Hidden runs, comments and tracked changes are reported and never removed. Deleting them changes the document, and that stays a human call.
Out of scope here: PDF, images, .pptx, .xlsx, .rtf, .doc, .epub and .pages. check does not open documents at all.
ghostchars check [--bar default|text] [option flags]
[--config ] [--no-config] [--git|--no-git] [--max-bytes N] [--limit N] [--fix] [--json] [--verbose] [paths...]
--bar accepts exactly default and text. There is deliberately no max gate bar: max turns on confusables and NFKC, which target scripts and symbols rather than typography, and a gate that condemns legitimate Cyrillic, Greek and emoji content gets deleted by the people who installed it. The default bar is default, for the same reason: typography is a house style and has to be opted into.
With no path arguments, check finds files with git ls-files, so it honours the same ignore rules your repository already has and still sees files that are new and not yet added. Outside a repository, or with --no-git, it walks the tree instead and skips node_modules, build output, virtual environments and every directory whose name starts with a dot, except the ones coding agents read instructions from (.cursor, .github, .claude, .agents, .windsurf, .devin, .gemini, .codex, .clinerules, .continue, .kiro, .roo). --git makes a git that cannot be used a hard error, whether or not you named paths, so CI cannot silently switch strategy between one container and another. Path arguments are always walked rather than looked up in git, so --git asserts that git was available and reports "discovery": "walk". Results are sorted by path, so the output never depends on directory order. A directory the walk cannot open is an error on stderr and exit 2, never a silent omission.
A file is skipped, silently and without failing the run, when its extension is a known binary one, when it is larger than --max-bytes (2 MiB by default), when one of its first 8192 bytes is NUL, or when it is not valid UTF-8. A file you name on the command line is different: you asserted it is text, so both content checks stop applying to it, the strict decode decides, and a decode failure is an error that exits 2.
check finds 's own ghostchars.json even when you run it from somewhere else: with no config beside the working directory, the search moves up from each path you named, stopping at that path's repository root. Two paths governed by two different config files is an error, because one run has one root and a pin is written relative to it. --verbose prints which config was used.
Put it at the root of the tree, or point at it with --config.
{
"version": 1, "surfaces": [ { "id": "invisibles", "bar": "default", "include": ["**/*"], "exclude": ["vendor/"] }, { "id": "prose", "bar": "text", "include": ["/*.md", "src/messages/*.ts"], "decodeEscapes": true, "pins": { "docs/glyphs.md": 12 } } ], "maxBytes": 2097152 }
A surface names a bar (or an options list, one of the two, never both), the globs it covers, and its pins. A file that matches no surface is not checked at all. An exclusion wins over everything, including a path you named explicitly. An unknown key is an error that lists the known keys, so a typo in pins is never silently ignored.
The glob subset is ** for any run of path segments, * for any run inside one segment, and ? for one character. No braces, no character classes.
decodeEscapes resolves \uXXXX and \u{XXXX} to the characters they render before the file is checked. Turn it on for a source file whose strings a person reads, and leave it off everywhere else: a table of codepoints is full of escapes that match characters rather than ship them.
A pin says a file changes by exactly N characters on purpose. It is enforced in both directions.
| pinned | measured | result |
|---|---|---|
| none | 0 | passes, silently |
| none | N greater than 0 | FAIL changed, every character listed |
| N | N | passes |
| N | M, and M is not N | FAIL pin-mismatch: changes M characters, but exactly N are pinned |
| N greater than 0 | 0 | FAIL pin-stale: pinned as deliberately dirty but now changes nothing. Unpin it |
That last row is the one people forget. It catches a pin that went stale when somebody quietly fixed the file.
docs/post.md: the text bar would change this file:
docs/post.md:1:26 U+2014 EM DASH Ghostchars is a text tool it finds what a reader cannot see. docs/post.md:2:43 U+200B ZERO WIDTH SPACE There is a zero width space in this one.
ghostchars: 1 file would change, 3 scanned
The two placeholders stand for the real characters. This file is held to the text bar itself, so it names a codepoint where it would otherwise print one.
One path:line:col U+XXXX NAME line per offending character, and the source line printed once per distinct line number. Exit 1. When everything passes, one line: ghostchars: 3 files pass the text bar. --verbose also names the files that passed.
npx -y ghostchars check --bar text
That is the whole step. Never pass --fix in CI. --fix cleans the failing files in place and then re-checks, which turns a red build green without anyone reading what changed. It also skips pinned files and names them, because fixing one would inv
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