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)
Give Claude complete understanding of your software project.
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6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 devznsh 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(1.0.1)がレジストリに届いたのは3 か月前です。
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, Recta
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.
Cheaper cross-chain stablecoin routes for AI agents; 5 % of the verified saving, nothing if none.
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。
Give Claude complete understanding of your software project.
Point it at a repository on your machine. It reads every file, extracts symbols with tree-sitter, resolves imports into a call graph, ingests git history, and exposes the whole thing to Claude as precise retrieval tools.
Then you can ask the questions you actually have — *"where is rate limiting handled?"*, *"what breaks if I change this?"* — and get real file paths and line numbers instead of plausible-sounding guesses.
Everything runs locally. This extension makes no network requests of any kind.
You: where does indexing decide a file has changed?
3 matches for "where does indexing decide a file has changed"
method IndexingService.index — src/core/services/index-repository.ts:171-186 why: text match; 15 inbound references; 6 matches in this file
const hash = contentHash(buffer); const previous = known.get(scanned.relPath); ... if (mode === 'incremental' && previous === hash) { unchanged.push(scanned.relPath); continue; }
That why: line is the point. Results are ranked by how structurally central they are — inbound references, export status, architectural role — not by how many times a word appears. A file that *mentions* caching loses to the one that *implements* it.
| You ask | What happens |
|---|---|
| *"Where is payment handled?"* | Expands the concept into the mechanisms code actually uses — stripe, charge, invoice, checkout — then ranks by structural importance |
*"What calls validateToken?"* | Every call site, with heuristic matches labelled as such so you know what to double-check before a rename |
*"What happens when a request hits /login?"* | Traces the call path from route handler to core logic, rendered as a sequence diagram |
| *"Get me oriented in this repo"* | Stack, entry points, layer structure, hotspots, existing docs — every claim cited |
| *"Is anything dead here?"* | Unreferenced non-exported symbols, with an explicit warning about what static analysis cannot see |
| *"Draft an onboarding guide"* | Assembles one from the index; a separate tool writes it, and only with your explicit approval |
Eighteen tools in total — see [docs/TOOLS.md](docs/TOOLS.md).
Full symbol extraction — TypeScript · TSX · JavaScript · JSX · Python · Go · Java · Kotlin · C# · Rust · C · C++ · YAML · JSON
Text-searchable only — SQL · Markdown · Dockerfile · Terraform *(grammars not yet vendored; files are indexed and searchable, but no symbols are extracted)*
Anything else is still catalogued and searchable as text.
From a release — download throughline.mcpb, then in Claude Desktop go to Settings → Extensions → Advanced settings → Install Extension. You'll be asked which directories the connector may read.
From source — see [docs/INSTALL.md](docs/INSTALL.md):
npm install
npm run grammars # vendor tree-sitter WASM grammars npm run build npm run smoke -- . # watch it index itself
Requires Claude Desktop on macOS or Windows. Node ships with Claude Desktop, so there's nothing else to install.
getUserById. Show me every caller and flag the risky ones."*src/billing."*A two-pass pipeline. Pass 1 parses every file with tree-sitter in parallel, with no shared state. Pass 2 has the global view and resolves names into a symbol table, import graph and call graph.
Search fuses a BM25 lexical ranker with a symbol-name ranker using reciprocal rank fusion, then re-ranks by graph centrality. RRF uses rank *position* only, so rankers with incomparable score scales compose without calibration — and the graph re-rank is what makes a conceptual query find the implementation rather than the twelve files that merely mention it.
The design rationale, including eleven decisions and what each traded away, is in [docs/ARCHITECTURE.md](docs/ARCHITECTURE.md).
Effective date: 2026-01-01 · Last updated: 2026-01-01
Throughline is a local desktop extension. It runs entirely on your computer as a child process of Claude Desktop.
An index is written to .throughline/index.db inside each project directory you granted. It contains file paths, symbol names and signatures, documentation comments, import relationships, call edges, git metadata, and excerpts of your source code used for search.
The index never leaves your machine. Deleting the .throughline directory deletes it completely. Uninstalling the extension leaves it in place; remove the directory yourself if you want it gone.
The extension makes no network requests of any kind. No telemetry, no analytics, no crash reporting, no update check, no remote API. This is structural rather than a promise: it opens no sockets, and git operations read the local object database directly rather than contacting a remote.
The boundary is worth stating plainly. When Claude calls a tool, the tool's response — code snippets, file paths, symbol names from your project — is returned to Claude and therefore processed by Anthropic under Anthropic's Privacy Policy, exactly as if you had pasted that code into a conversation yourself. The connector controls what leaves your machine only insofar as it controls what it returns; it returns scoped, bounded excerpts rather than whole repositories, and redacts secrets first. If you don't want a directory's contents reaching Claude, don't grant that directory.
Before any content is stored or returned, it is scanned for credential patterns — API keys, tokens, private keys, connection strings, passwords in assignments — and matches are replaced with [REDACTED:kind]. Redaction happens at write time, so secrets are never persisted in the index either.
This is a safety net, not a guarantee. Pattern matching cannot catch every secret. Don't grant access to directories containing credentials you wouldn't want in a conversation, and use security.denyGlobs to exclude sensitive paths.
Read-only by default. The single tool that can write — write_documentation — requires both that you enable writes in settings and that you confirm the specific write after seeing a preview of the exact content. It writes only inside granted directories, only to a path you name.
No data is shared with anyone. There is no server, no account, no third party. Retention is entirely under your control: the index lives in your project directory and is deleted when you delete it. This is a developer tool not directed at children and collects no personal information from anyone.
Questions or concerns: open an issue.
The full policy, including the exact redaction patterns and the data model, is in [docs/PRIVACY.md](docs/PRIVACY.md).
git.stdout carries only JSON-RPC; all diagnostics go to stderr.Threat model: [docs/SECURITY.md](docs/SECURITY.md).
Optional. Drop a connector.config.json in your project root to tune excludes, limits and search behaviour — see connector.config.example.json and [docs/CONFIGURATION.md](docs/CONFIGURATION.md).
Worth knowing before you rely on it:
exact or heuristic; heuristic ones can be wrong.git blame -M does.[docs/CONTRIBUTING.md](docs/CONTRIBUTING.md). Adding a language is usually a grammar, a .scm query file and a registry row — the pipeline shouldn't need to change.
MIT — see LICENSE.
Built for the Model Context Protocol .