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)
Persistent, evidence-backed code graph for coding agents.
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。
必要なもの
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。
Claude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"sinter": {
"command": "uvx",
"args": [
"sinter-io",
"sinter",
"serve",
"--repo",
"."
]
}
}
}ターミナルでこれを実行します
claude mcp add sinter -- uvx sinter-io sinter serve --repo .プロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"sinter": {
"command": "uvx",
"args": [
"sinter-io",
"sinter",
"serve",
"--repo",
"."
]
}
}
}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。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"sinter": {
"type": "stdio",
"command": "uvx",
"args": [
"sinter-io",
"sinter",
"serve",
"--repo",
"."
]
}
}
}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 shellfu 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(0.61.0)がレジストリに届いたのは2 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Python (uv)も必要です。
同じカテゴリには:Spec Driven Development, Remote Desktop Commander, Zendesk
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.
Zendesk MCP Pack — tickets, users, organizations via OAuth.
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。
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
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