Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Inspect files, extract content and make guarded edits locally. Linux x86_64, glibc 2.35+.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
链接指向作者自己的文件;我们不托管也不重新打包它。打开文件后,Claude Desktop 会进行安装。
在终端中运行这条命令
浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 krauqllc 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(4.0.0-1)于4天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 MCPB。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Georgia MCP
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
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.
An MCP server for Georgian public data, read from the organizations that publish it.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
One local tool for every file an AI agent touches. Find what is hidden or risky in incoming files, including text written to instruct an AI, read them, change them without breaking them, and hand back clean copies. One offline CLI and local MCP server for Linux, with a JSON receipt for every step.
ufo inspect --deep reports comments, tracked changes, hidden text, hidden sheets, rows and slides, speaker notes, document properties, macros and embedded files in supported formats. Its text scan flags lines that read as instructions to an AI assistant, personal-data and credential patterns and look-alike mixed-script words, and it names a program travelling under a document's name. ufo inspect --human prints the same findings readably.ufo text extracts content with provenance, and --format structure adds addresses and hashes. ufo capabilities --file tells an agent what one file allows: bounded reads, candidate edits and their exact help, or why it should stop.ufo text --format structure --targets derives exact guard templates for the change you choose.ufo clean writes a copy without the removable hidden content the inspection found, and its receipt lists what was removed and what was not.Inspection reports its coverage gaps. Basic information for an unknown file does not imply a dedicated reader, editor or security inspector for its format, and findings are advisory: UFO is not antivirus or a guarantee that content is safe. File and resource limits apply.
Free for individuals and small teams. Every command and supported file type is included, with no signup or watermark. Organizations with fewer than ten people and under USD 1 million in annual revenue, including funding, qualify; any organization can evaluate it free. See the eligibility details.
Website and comparison with other agent tools: https://universalfileopener.com/cli/
Native Linux x86_64 installation needs glibc 2.35 or later (Ubuntu 24.04 and Debian 12 tested). Native Alpine/musl installation is unsupported. The Java runtime is included; the container option below uses its own runtime.
curl -fsSL https://universalfileopener.com/install.sh | sh
ufo doctor ufo skill install --agent claude-code --dir "$PWD"
install.sh downloads the app image from the latest release, checks it against the release's SHA256SUMS and installs it under ~/.local, without sudo. The same release has a Debian package (sudo apt install ./universal-file-opener_4.0.0_amd64.deb) and ufo-cli-4.0.0-docker.tar, an archive of the container image for offline transfer.
From a directory containing report.docx, download and run the public image:
docker run --rm --network none --read-only --cap-drop ALL \
--user "$(id -u):$(id -g)" --security-opt no-new-privileges \ --pids-limit 128 --cpus 2 --memory 1g \ --tmpfs /tmp:rw,nosuid,nodev,size=256m \ --mount type=bind,src="$PWD",dst=/input,readonly \ ghcr.io/krauqllc/ufo-cli:4.0.0 text /input/report.docx
No GitHub login is needed. The temporary mount is required. For edits, mount a separate writable output folder at /output and select a new file there. The container reads, edits and recognizes text; page rendering and Office-to-PDF conversion need the application package. For a deployment pinned to an immutable image, use the digest in the release notes.
Run in the project folder. For Cursor use ufo skill install --agent cursor --dir "$PWD". For Codex use ufo skill install --agent codex --dir "$PWD" --replace; it adds or updates only the marked UFO section of the project's AGENTS.md, keeping the rest. Start a new session after installing the guide.
For an MCP client instead of the skill, ufo mcp print-config --client claude-code prints a template. Replace its executable and folder placeholders, then merge it into the client configuration. Printing does not register a server. Follow the complete setup instructions.
From a clone of this repository, with Python 3.10+ and jsonschema installed:
python3 tools/cli/first_run_demo.py --ufo "$(command -v ufo)" \
--expect-version 4.0.0 --output first-look --mcp
The short example generates two fictional inputs. It collects basic information for an unfamiliar file, finds document properties, a reviewer comment and hidden text in a supported DOCX, and writes a clean copy. It independently checks the saved ZIP/XML bytes, original hashes, full receipt schemas and refusal to replace an existing output. Open first-look/START_HERE.txt to review the results.
Every notInspected gap and skipped clean category remains in the evidence. The optional MCP check discovers tools and calls inspection over local stdio; it does not establish that an installed assistant has connected successfully.
See a complete mixed-file editing workflow
Watch the 64-second film, then inspect and replay the workflow. A fictional change brief updates a spreadsheet model, a Word memo with native tracked revisions, and two slides in a board deck.
The film uses actual Microsoft Office exports of the downloadable files. The replay needs only Python 3 and UFO, with no agent or model API. It checks all 20 recomputed saved results, existing formulas, earlier periods, native Word revisions, original hashes and untouched package parts. Every edit matches its dry-run output hash; an intentionally stale source hash refuses. This is an edited script demonstration, not an agent recording or a timing benchmark.
Read the help for the operation you need: ufo edit paragraphs --help. Locate text with ufo find --text 'budget' --compact report.docx, then read selected paragraphs, cells or slides with ufo text --format structure --compact. Batch independent changes to one file, and reuse the output receipt's hash for the next edit. Store full receipts when you need an audit record.
--compact applies to text, find, inspect --deep and edit; intake, convert and unpack do not accept it. For MCP, read tools/list schemas: find takes one file and report requires an output path.
Every edit operation accepts --expect-sha256 (MCP options.expectedSha256), so a stale source refuses instead of being edited. Check each operation's help for its other flags rather than copying another operation's. For an unfamiliar file, start with ufo capabilities --file FILE. Always review what a receipt skipped and inspect the output before handoff.
The binaries are on the Releases page. This repository holds what you need to check them:
| Path | What it is |
|---|---|
docs/cli/schemas/ | JSON schemas for every receipt and report the CLI writes |
tools/cli/first_run_demo.py | The short unfamiliar-file and inspection/clean-copy example, with independent checks |
tools/cli/own_file_evaluation.py | Runs UFO on your own files: reads, reversible edits and an independent check of every output |
tools/cli/evaluate_sample.py | The end-to-end evaluation on generated sample files |
tools/corpus/compare_agent_tools.py | The comparison with other agent file tools, on the same tasks and checks |
tools/corpus/realworld_corpus_manifest.tsv | The public files that comparison uses, with their sources and SHA-256 |
tools/corpus/download_realworld_corpus.py | Downloads those files and verifies each one |
The other files under tools/ are the helpers these import. They need Python 3.10 or newer, jsonschema for receipt validation, and an installed UFO build.
Reviewed distribution source is also available under packaging/npm/, packaging/linux-cli/registry/ and packaging/homebrew/. These wrappers and descriptors target the same Linux x86_64 release. The Homebrew tap is public. Homebrew 7 loads formulae from other taps only after you trust them: brew trust --formula krauqllc/ufo/ufo, then brew install krauqllc/ufo/ufo. The release also provides a complete local MCPB bundle for compatible Linux clients, listed in the official MCP Registry. Directory revision 4.0.0-1 provides the matching 4.0.0 engine and bundle. Choose only existing task folders when installing the bundle; no directories are granted by default. The npm package @krauq/ufo-cli installs the same verified runtime; version 4.0.0 appears there once the publisher approves it with 2FA, which npm view @krauq/ufo-cli versions shows. On npm 12 use npm install --global @krauq/ufo-cli@4.0.0 --allow-scripts=@krauq/ufo-cli; on npm 11 or earlier, omit --allow-scripts and keep installation scripts enabled. The wrapper verifies and installs this exact Linux runtime. The server is also listed on Glama.
UFO=$(command -v ufo)
python3 tools/cli/evaluate_sample.py --ufo "$UFO" --expect-version 4.0.0 --output sample-result python3 tools/cli/own_file_evaluation.py --files ~/my-files --ufo "$UFO" --expect-version 4.0.0 --output my-files-report python3 tools/corpus/download_realworld_corpus.py --download --output corpus python3 tools/corpus/compare_agent_tools.py --download --corpus tools/corpus/realworld_corpus_manifest.tsv --corpus-root corpus --ufo "$UFO"
--download fetches the pinned releases of the other tools, and --setup-libraries creates the Python library environment the comparison uses. Both need the network once; the runs themselves do not.
The files here are Apache 2.0 (LICENSE, NOTICE). The binaries are licensed under ENGINE-LICENSE.txt: free for individuals, evaluation, education, non-commercial use, and organizations with fewer than ten people and under USD 1 million in annual revenue, including funding. Larger organizations need a license.
Install a delivered file with ufo license install ./license.json, then run ufo license status. A fresh file arrives for each paid period; install renewals with ufo license install ./license.json --replace. Checks are offline. For delivery or recovery help, contact support@krauq.com with the order number.
Report a security problem to support@krauq.com with "Security" in the subject.