Ultimaps
Create choropleth, category and pin maps of countries, states, counties and ZIP codes as images.
제작자가 쓴 설명(영어 원문)
Compile a LaTeX page, see it rendered, map a PDF point back to source, and diff builds.
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": {
"latex-look": {
"command": "npx",
"args": [
"-y",
"@fffangchenghao/dsh-latex-look",
"mcp"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add latex-look -- npx -y @fffangchenghao/dsh-latex-look mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"latex-look": {
"command": "npx",
"args": [
"-y",
"@fffangchenghao/dsh-latex-look",
"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": {
"latex-look": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@fffangchenghao/dsh-latex-look",
"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 8일 점검
레지스트리 이름이 GitHub 계정 fangchenghao 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(0.4.0)은 14일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 있어야 해요.
같은 카테고리에는: Ultimaps, Pinmade: local makers, Korea Realty
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:↓ 주간 다운로드i★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
Create choropleth, category and pin maps of countries, states, counties and ZIP codes as images.
Find hand-checked local makers worldwide: shops that make their own things, with hours and maps.
Korean real estate: court auctions, 10M+ MOLIT records, subscription notice facts, loan/DSR rules
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
English · 简体中文
*Left: compiles with zero errors. Right: after five sentences a reader could say out loud — "remove the rules around the title", "this table is a grid, make it a booktabs table", "that link runs off the page", "the figure is too wide". Try it yourself in examples/broken-layout.*
A DeepSeek Harness plugin that adds exactly one tool: latex_look.
An agent that only reads .tex source is blind: a document can compile with zero errors and still look wrong. latex_look compiles the document, renders the page as an image, maps any spot on that page back to the exact source line, and diffs what your last edit changed — in a single call.
┌─────────────┐ latex_look ┌──────────────┐
│ agent │ ─────────────► │ pdf → png │ │ (edits .tex)│ │ synctex │ └─────────────┘ ◄───────────── │ pixel diff │ ▲ image + line └──────────────┘ └─────────────── verification ───────────┘
Read the case study: a 215-page LaTeX book, read the way a reader reads it — 163 figures, 129 equations, six classes of defect that compile cleanly.
Rendering, locating, and diffing are the *implementation*. The agent needs one coherent verb — "look at this page" — the same way a person does. latex_look compiles, renders, resolves, and diffs in a single call, so the loop is:
look → diagnose → edit .tex → look again → confirm the change → report
Requires Node ≥ 18, a TeX engine (xelatex/lualatex/pdflatex/latexmk or tectonic), synctex, and ghostscript.
This repository is the bundle: package.json declares dsh.bundle.patch, and cordis.patch.yml inserts one row.
git clone https://github.com/fangchenghao/latex-look
Then install it into the current profile (in the Harness, via the plugin manager):
plugin_manager action: install_bundle target: /absolute/path/to/latex-look
That adds the row latex-look and registers the latex_look tool. Replacing the sources of an already-installed package needs a Harness restart to load a fresh module generation.
Published on npm as @fffangchenghao/dsh-latex-look, so the same row also installs straight from the registry:
plugin_manager action: install_bundle target: @fffangchenghao/dsh-latex-look
Two different facts, and the plugin reports them separately because confusing them is how an update goes missing:
A newer release exists. The registry is asked once a day, in the background; when something newer is published, one line is appended to a tool reply. An offline machine sees nothing at all, and an unreachable registry is never reported as "up to date".
A newer release is already installed. This is the one that silently bites. An updater replaces the package directory while the old code keeps running, so the running code goes on reading its version out of a package.json that was swapped underneath it — it reports the *new* number while executing the *old* code, and everything looks current. The plugin therefore remembers the version it started with, re-reads the disk at most once a minute, and when the two disagree says so:
note: @fffangchenghao/dsh-latex-look 0.4.2 is installed on disk, but this process is
still running 0.4.1 — restart DeepSeek Harness to load it.
The plugin does not update itself. Replacing the files of a running process is the profile's job, not a tool's: an updater plugin already installed in the profile does it, or you do it by hand. When the plugin can tell which profile it was installed into, it prints the exact command — the profile name is read off its own path, because they are called desktop and web and a guess sends you to an install that does nothing:
dsh plugin --profile desktop add @fffangchenghao/dsh-latex-look@latest
core.mjs is not hot-reloaded, so a plugin update takes effect on the next start of the harness, never mid-session.
From a checkout, both questions are available directly:
node bin/latex-look.mjs --version
node bin/latex-look.mjs --check-update
Tagging v* runs the test suite on Ubuntu with TeX and Ghostscript installed, verifies the tag matches package.json, and publishes to npm. The token comes from the NPM_TOKEN repository secret.
The tool gives the agent eyes. SKILL.md gives it the LaTeX knowledge to act on what it sees — a symptom → cause → fix playbook (a rule you want gone is usually \pagestyle/fancyhdr, not a stray \hline). Copy or symlink it into the skills root:
mkdir -p ~/.dsh/skills/latex-look
ln -sf "$PWD/SKILL.md" ~/.dsh/skills/latex-look/SKILL.md
node bin/latex-look.mjs book.tex --page 37
node bin/latex-look.mjs book.tex --text "表3.1" node bin/latex-look.mjs book.tex --page 12 --compare previous --json node bin/latex-look.mjs book.tex --page 1 --audit # what did the last edit break, anywhere?
The CLI runs the same engine as the plugin and needs no Harness, which makes it the fast way to check a change without reloading anything.
The same engine ships as a Model Context Protocol server, so a client that has never heard of DSH can use it. It is the same look() and the same words in the reply — the plugin is the Harness shape, this is the universal one.
{
"mcpServers": { "latex-look": { "command": "npx", "args": ["-y", "@fffangchenghao/dsh-latex-look", "mcp"] } } }
Put that in claude_desktop_config.json (Claude Desktop), ~/.cursor/mcp.json (Cursor), or as a TOML block in ~/.codex/config.toml:
[mcp_servers.latex-look]
command = "npx" args = ["-y", "@fffangchenghao/dsh-latex-look", "mcp"]
It exposes one tool, latex_look, with the same parameters as everywhere else: file, page, text, pointX/pointY, compare, audit, sequence, dpi. Pages come back as image content blocks, so the model sees the page itself.
Requirements are the usual ones — a TeX engine and ghostscript on PATH:
brew install --cask mactex-no-gui ghostscript # macOS
sudo apt install texlive-xetex ghostscript # Debian/Ubuntu winget install MiKTeX.MiKTeX ArtifexSoftware.GhostScript # Windows
On Windows nothing has to be added to PATH: the plugin asks for gswin64c (that is Ghostscript's real name there), and when that is not found it looks in C:\Program Files\gs\gs*\bin, plus the TeX Live, MiKTeX and TinyTeX install directories. If you would rather be explicit, point PATH at C:\Program Files\gs\gs10.05.1\bin and it is used first.
Nothing is uploaded: every call compiles the document that is already on your disk.
Listed in the official MCP Registry as io.github.fangchenghao/latex-look, so clients that search the registry can install it by name, and on awesome-mcp-servers.
Three suites run on a clean checkout — they create their own fixtures and compile real documents, so expect a few minutes:
node test/smoke.mjs # unit level: problem parsing, PPM, raster diff, aux detection
node test/scenarios.mjs # 52 end-to-end cases driven through index.js node test/scenarios-deep.mjs # 29 cases: multi-file papers, beamer, twocolumn, images,
node test/book-scenarios.mjs # 15 cases against a real 208-page book (164 .tex files) node test/book-tasks.mjs # 18 real editing tasks on the same book (see below) LATEX_LOOK_BOOK=/pristine/copy node test/book-tasks.mjs # point it at an unedited copy
The book suite needs a real book and is skipped unless you point it at one:
LATEX_LOOK_BOOK=/path/to/book node test/book-scenarios.mjs
These two suites matter most, because a real book is root → \input{main} → \input{chap1}, with a custom .sty, 181 figures, a glossary and fancyhdr page furniture.
book-scenarios checks the machinery on that book. book-tasks checks the *requests*: each case is a sentence a user would say, applied to the copy and then verified the way an agent verifies it — look, diff against the previous build, and confirm the change is where the edit acts:
| user says | measured |
|---|---|
| 把页眉那条横线去掉 | 0.09%, bbox y=52 h=1 (a thin band at the top) |
| 页眉的线太细,加粗到 2pt | 0.27%, bbox y=52 h=3 |
| 链接的蓝色去掉 | 0.29%, bbox over the contents page |
| 行距调大一点 | 10.53%, 208 → 248 pages |
| 表格行距加大 | 9.07% |
| chap2 那个总结框太窄,放宽 | 7.39% |
| chap1 那个图太小,放大 | 10.57% |
| chap4 那组图对齐时右边空着 | 8.81% |
| 段落首行不要缩进 | 14.07% |
| 页边距太窄 | 13.32%, 208 → 226 pages |
| 正文字号改成 12pt | 11.63%, 208 → 226 pages |
| 目录只显示到章 | 2.19%, 208 → 207 pages |
Nothing in these cases is asserted about how the change *looks* — that is what the image is for. The assertions are: the build succeeded, a diff exists, and its bounding box is in the region the edit acts on.
Both end-to-end suites stub only @deepseek-ai/dsh-tools (it exists solely inside the Harness) and call the real execute with real arguments, so they exercise the argument handling and the exact text the model reads — not just lib/core.mjs. That matters: several bugs found this way lived only in the formatting layer.
SyncTeX records the page a box was built on. A float that TeX moves to the next page gets the previous page's number, so text: "Version 0.5" used to answer "page 205" for a table that ships on 206 — and page 205 is a different chapter. The tool now checks the PDF's own text layer (gs -sDEVICE=txtwrite, ~0.12 s a page) and looks one and two pages either side; when it overrules SyncTeX it says so.
A compare call writes three images, but the one to show the user is images.sideBySide: the page before on the left, the page after on the right, one PNG. Finding the difference by eye across two separate files is the hardest part of the job for someone who cannot read the source.
Writing a PNG needs no dependency — a signature, IHDR, one zlib IDAT, IEND, and node:zlib supplies the compression. The composite costs about 0.3 s on an A4 page at 140 dpi, and only runs when there is something to compare.
Verifying an edit always costs a real compile; there is no way around that. But browsing pages of the same build should not:
| operation | 208-page book |
|---|---|
| first look (3 passes + glossary) | ~17 s |
| every look after that, sources unchanged | ~0.2 s |
A build is reused when the document, everything it \input/\includes (three levels), its \includegraphics files and its aux files are unchanged (mtime and size). A failing build is never reused. Pass fresh: true to bypass it.
Two consequences worth knowing:
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요