Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Persistent, evidence-backed code graph for coding agents.
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": {
"sinter": {
"command": "uvx",
"args": [
"sinter-io",
"sinter",
"serve",
"--repo",
"."
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add sinter -- uvx sinter-io sinter serve --repo .프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"sinter": {
"command": "uvx",
"args": [
"sinter-io",
"sinter",
"serve",
"--repo",
"."
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"sinter": {
"type": "stdio",
"command": "uvx",
"args": [
"sinter-io",
"sinter",
"serve",
"--repo",
"."
]
}
}
}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 7일 점검
레지스트리 이름이 GitHub 계정 shellfu 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(0.61.0)은 2개월 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Python (uv)도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Detailing Manager
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.
Connect your auto detailing studio's tasks, cars, clients and revenue to Claude or ChatGPT.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
A local code knowledge graph for coding agents, shipped as one static binary. sinter builds a typed, directed graph of a repository's symbols with tree-sitter and keeps it fresh incrementally. Start in an unfamiliar repository with sinter map: it returns a bounded structural inventory with module node/file counts, dependency hubs measured by graph in-degree, documentation entry points, and graph-health limitations. It does not infer runtime entry points or domain ownership. Then use the graph for focused work:
sinter affected). Traversal stops at hubs and names them; test dependents are counted, not listed, unless asked for.sinter path).sinter impact), plus --expect for the unfinished-refactor check: direct dependents of a symbol the diff did not touch.sinter grep ' ' --within 'affected( )'), replacing the run-affected-then-grep-the-files pipeline.sinter ask ranks content-bearing starting points from names, docs, paths, signatures, string literals, and limited call evidence. Its confidence line reflects the evidence class of the top hit; --explain adds the ranking-margin bucket and that bucket's holdout count with a 95% interval (the holdout is 46 cases, so the interval is wide). The bucket is not a per-result probability; ask is a navigator, not a semantic answer engine.sinter show turns a selected symbol into a compact card with its definition (attributes included) and a one-line used-by tally; --body adds the source (whole when it fits in 60 lines, else up to the byte budget), --impls the type's impl blocks, and show @file:line names the enclosing symbol. A span over 8 KB or 200 lines is a black hole no body dump can show: the card outlines it instead, listing the nested definitions, literal branches and command literals inside it with their line numbers (--outline forces it).sinter context " " resolves identifiers in the task against real node names (fuzzy when needed, shown as term ~> symbol) and seeds from them, returning edit candidates, string literals and hand-maintained mirrors that mention the task's terms, and affected tests as runnable commands with the symbol that reached each. It never abstains while it has hits. Add --workspace to rank candidates across declared member repositories in one packet.sinter assert no-callers checks depth-one call edges in an explicit corpus scope. Its decision is one of violated, holds_for_indexed_snapshot, or not_proven; it never claims runtime exhaustiveness. sinter assert deletable tallies every depth-one dependent across all scopes, grouped by scope.sinter cite emits a Markdown location with a stable symbol key. sinter verify-doc re-resolves managed citations and fails on moved, missing, invalid, or identity-free references.--workspace).The design rule underneath everything: evidence or nothing. An edge exists only when structural, scope, import, or compiler (SCIP) evidence binds a reference to a definition (workspace manifests may add operator-declared cross-repo links, and Rust trait impls add labeled dynamic dispatch fan-out so blast radius survives dyn Trait). Ambiguity resolves to nothing — "unresolved" is a first-class, counted outcome, never a guess. Every edge carries its evidence kind, and every query can filter on it. Be clear about what that buys without a compiler: syntax-only evidence binds names it can prove by scope and imports and leaves the rest (receiver calls, re-exports, macros) unresolved, so the zero-setup graph is a precise subset, not the full graph. sinter scip closes that gap where a compiler index is available.
Package managers:
cargo install sinter-io # or: cargo binstall sinter-io (prebuilt)
uv tool install sinter-io # or: pipx install sinter-io brew install shellfu/tap/sinter
All of them put a binary named sinter on PATH. Or the one-liner, no dependencies (Linux and macOS; verifies the release checksum, installs to ~/.local/bin):
curl -fsSL https://raw.githubusercontent.com/shellfu/sinter/main/scripts/install.sh | sh
Windows, in PowerShell (new and less battle-tested; verifies the release checksum, installs to %LOCALAPPDATA%\sinter\bin):
irm https://raw.githubusercontent.com/shellfu/sinter/main/scripts/install.ps1 | iex
To verify a manually downloaded release asset against its GitHub build provenance attestation (requires the gh CLI):
gh attestation verify sinter-<target>.tar.gz --owner shellfu
PyPI wheels carry sigstore provenance via Trusted Publishing. Once installed, sinter update self-updates from GitHub releases.
Or build from source (requires a Rust toolchain):
cargo build --release
Agents that only need a usable local graph should create derived state without installing hooks or editing client configuration:
sinter ensure /path/to/repo
This command only builds or refreshes .sinter/. It is safe to run within a read-oriented coding flow.
Onboard a repository — builds the graph, installs git hooks, registers agent integration (AGENTS.md block, MCP), and finishes with a doctor report:
./target/release/sinter init /path/to/repo
Init prints everything it is about to write, grouped by scope, and asks once before writing any of it (-y skips the prompt; a non-interactive run prints the plan and proceeds). Every write lands inside the repo — nothing under ~/.claude is touched unless --global is passed, which adds the machine-wide skill card and enforcement hooks. Both init and ensure append .sinter/ to the root .gitignore when the repository is a git worktree and no existing line covers it.
Repo-local Claude hooks use bounded strict enforcement: the first broad recursive search in a session is redirected to Sinter, while a retry is allowed with a fallback-search reminder. Machine-wide hooks installed by --global remain advisory.
On a terminal, init asks before running compiler indexers (sinter scip) because those toolchains execute repository build scripts; pass --scip or --no-scip to answer up front (non-interactive init skips them).
After that, every query self-syncs at the query boundary — when nothing changed, the sync is a stat-only walk (no file reads, no write transactions) — and the git hooks refresh eagerly on commit; sinter build stays available for CI and scripting. Commands also work from any subdirectory, discovering the graph root the way git does. The build report distinguishes the heuristic's anchored miss rate from compiler-relative accuracy. The anchored rate is useful without SCIP but is not recall: the heuristic can classify a compiler-resolvable reference as external.
resolution (this pass): ... resolved (scip 0, import 118, scope 189), ... unresolved (105 internal, 3193 external)
anchored miss rate (this pass): 25.5% (heuristic classification, not compiler-relative recall)
When a SCIP index is present, the report also prints the compiler cross-check (what share of internally-bound refs agree with the compiler) and internal recall vs the compiler (how many compiler-bound refs sinter found without SCIP). Files edited since the index was built get no SCIP evidence at all — their references fall back to import and scope resolution rather than being rebound by byte position — so a stale index never attributes a call to a name that no longer sits on that line. Files the grammar could only parse partially are counted in one build line (N parsed partially (M symbols in them; …)); sinter doctor --verbose lists them.
Orient before searching so the next query uses the repository's own module and symbol vocabulary:
sinter map /path/to/repo
The map is the first-pass inventory. Use ask next when the target is still a concept rather than a known symbol.
Ask a question against the graph (output shown for this repository):
$ sinter ask "where is the trigram search"
ask is a calibrated lexical navigator, so treat its hits as places to inspect rather than generated answers. Every hit shows its match provenance and the text card carries one confidence line (confidence: high — verify top hit) rated from the top hit's evidence; a weak top hit is unrated. String literals that match the question are listed after the symbol hits, and fixture, example, and test-local definitions rank below production ones with the same evidence. Agent JSON groups results by topic under one strict result budget and keeps each hit lean: rank, name, kind, file, line, signature, doc, matched terms, channels, and a one-word confidence. --explain (text or JSON) adds the ranking margin, query-term coverage, the named holdout calibration, and per-hit scores. Query terms expand through a small synonym table (cap, limit, budget; size, bytes; caller, dependent) at reduced weight, so a literal match always outranks a synonym. Weak singletons, low term coverage, and undersampled ranking-margin buckets abstain. CLI JSON and MCP structuredContent.data use the same payload.
Every affected, deps, and path response is deliberately bounded. deps defaults to depth 1 (--max-depth widens). affected stops at hubs (fan-in over 100, or a seed with more than 50 direct callers) and says so (stopped at hub Store (fan-in 114); --through-hubs to continue). Both count test-scope rows instead of listing them (--include-tests), and --relations calls,uses drops file-level import rows. path -k N returns up to N node-disjoint routes; a miss prints the closest frontier, the edges the filter excluded, reason: filter_excluded when a filter caused it, and a retry to run. In --json, positive and negative answers carry a coverage summary (completeness, conclusive, snapshot, compiler-index state); --coverage restores the repository-wide block with evidence sources, certain and possible result counts, unresolved-reference counts, and explicit gaps. The universe field names the repository root or every declared workspace member searched. completeness describes only the indexed snapshot and conclusive remains false, so agents do not turn a non-empty syntax-only result into an exhaustive claim.
Agent-facing node id values are stable symbol keys and survive unrelated offset shifts. snapshot_id retains the byte-exact locator for the reported snapshot. Handle-consuming operations accept if_snapshot and return typed stale-snapshot, relocated-handle, or ambiguous-candidate outcomes instead of silently rebinding. A
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요