Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Give Claude complete understanding of your software project.
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.
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
링크는 제작자의 파일로 바로 연결돼요. 우리가 보관하거나 다시 패키징하지 않아요. 파일을 열면 Claude Desktop이 설치해요.
터미널에서 이 명령어를 실행하세요
브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
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 6일 점검
레지스트리 이름이 GitHub 계정 devznsh 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(1.0.1)은 3개월 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 MCPB도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, AI Deprecations
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.
AI model shutdown dates, replacements, change feed and webhook alerts for 8 providers.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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 .