Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者による説明(英語の原文)
Inspect files, extract content and make guarded edits locally. Linux x86_64, glibc 2.35+.
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
リンク先は作者自身のファイルです。私たちが置いたり再パッケージしたりしたものではありません。ファイルを開くと、Claude Desktopがインストールします。
ターミナルでこれを実行します
ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
これはパソコンで動くサーバーですが、ChatGPTがつなげるのはインターネット上のサーバーだけです。ほかのアプリを選んでください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
この設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
パソコンで動くサーバーです。インストールすると、ツール一覧がAIアプリに表示されます。
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月7日にチェック
レジストリ名は、リポジトリを所有するGitHubアカウント krauqllc で確認済みです
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
これはパソコンで動くため、インターネット上のエンドポイントはありません
パソコンで動き、代わりにローカルの設定を使います
パソコンで動くサーバーです。ツール一覧を読み取れるのは、インターネット上のエンドポイントがある場合だけです
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック1項目のうち1項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
レジストリには必須のキーは載っていません。ただし、最初に使うときにサインインを求めるサーバーもあります。
あなたのパソコンで動きます。必要なときにAIアプリが起動し、データは作者のサーバーを通りません(サーバー自体がオンラインサービスを呼び出す場合を除きます)。
GitHubリポジトリの最終更新は–、最新バージョン(4.0.0-1)がレジストリに届いたのは4 日前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。パソコンにMCPBも必要です。
同じカテゴリには:Spec Driven Development, Remote Desktop Commander, sync. labs
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日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.
Lipsync videos, dub them into other languages, make talking videos and open sync. Studio.
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
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.