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)
Background sub-agents for Claude Code, Codex, Kimi and OpenCode, over MCP, with a spend cap.
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": {
"subtask": {
"command": "uvx",
"args": [
"subtask-mcp"
]
}
}
}ターミナルでこれを実行します
claude mcp add subtask -- uvx subtask-mcpプロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"subtask": {
"command": "uvx",
"args": [
"subtask-mcp"
]
}
}
}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": {
"subtask": {
"type": "stdio",
"command": "uvx",
"args": [
"subtask-mcp"
]
}
}
}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 tedin7 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(0.5.9)がレジストリに届いたのは3 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Python (uv)も必要です。
同じカテゴリには:Spec Driven Development, Remote Desktop Commander, LickityClick
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.
Create, edit and track LickityClick short links, campaigns and click stats from your AI assistant.
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 delegation scheduler for coding agents. One MCP server (and a twin CLI) lets Claude Code, Codex, Kimi Code or OpenCode start work in parallel, wait for it with a single call, and read back a short summary with evidence. It picks an engine that can take the job, books money and slots safely across processes, and says honestly how isolated each run is.
start_many([{task: "Fix the flaky test in tests/test_sync.py", repo: "/src/app", verify: "pytest -q tests/test_sync.py"},
{task: "List every caller of parse_date()", kind: "read", readonly: true, cwd: "/src/app"}]) -> st-4f2a91 started · sonnet-api · branch subtask/st-4f2a91 · sandbox st-77c0de started · haiku-api · /src/app · readonly wait(["st-4f2a91", "st-77c0de"]) # Claude Code shows: Subtask · 01:16 · 1/2 ended — st-4f2a91 running tests: pytest -q -> st-4f2a91 done · sonnet-api · 6m · 0.412$ · verified · ...
result("st-4f2a91", evidence=True) # JSON: base/head, changed files, observed commands, verify exit code, cost
start_many + one wait replace a polling loop.engine="auto" filters engines that can enforce the requested isolation, are installed, fit the budget and have quota, then ranks them with an explicit utility (subtask routing explain).verify="..." runs your check on the commit the worker left; result(evidence=True) separates what subtask observed from what the worker reported.The distribution is subtask-mcp (the PyPI name subtask is an unrelated project). Full guide, per client, with native commands: docs/install.md.
uv tool install "git+https://github.com/tedin7/subtask@main" # or: uv tool install /path/to/checkout
subtask install --client all # prints the plan for every detected client subtask install --client all --yes # applies it: MCP server + skill subtask doctor --client all # checks app, config entry and a real handshake
subtask --version reports the installed Git commit when the installer records it. For local, editable, or registry installations without Git provenance it reports commit unknown.
Jev provides advisory workflow checks automatically, or only when requested:
subtask jev # policy, key availability and the current process's budget limits
subtask jev setup # guided setup; key input is hidden subtask jev auto # automatic routing, feedback and final delivery advice subtask jev manual # explicit review submissions only subtask jev off # block new Jev submissions
New installations start in manual mode. The policy and private key are shared by the configured clients. Enter keys through hidden subtask jev setup input or explicit stdin, never chat, argv or tool arguments. In auto, start_many appends routing advice, reply includes feedback advice, and final wait / result include evidence consistency and risk triage. Read this advice together with the existing baseline output. Routing and feedback preserve authorized work and worker instructions. manual requires explicit submissions; off blocks new ones.
These extra checks share the existing cap and deduplicate identical content. skipped, blocked and unknown are not passes; never retry an unknown send. Distinguish raw provider_choice from filtered assessment: a failed verification can veto supported deterministically, without being a Jev finding. Suggested next actions grant no authority, replace no checks, and trigger no automatic model fallback, merge, retry or release. See Jev setup and limits and the workflow study and its limits. These instructions describe the upcoming release; they do not certify a live install.
Claude Code plugin: claude plugin marketplace add tedin7/subtask then claude plugin install subtask@subtask. Codex: codex plugin marketplace add tedin7/subtask. API engines read ANTHROPIC_API_KEY from ~/.config/subtask/env (chmod 600).
| engine | pays with | read-only | isolation it can enforce |
|---|---|---|---|
haiku-api, sonnet-api, opus-api | API key, monthly cap | yes | sandbox (Claude Code OS sandbox) |
codex | Codex login (quota from local session files) | yes | sandbox (workspace-write), isolated |
opencode-go | opencode-go subscription | no | worktree, isolated |
kimi | Kimi login | no | worktree, isolated |
dsh | DeepSeek key, same cap (subtask-mcp[dsh]) | no | worktree |
opencode | OpenCode default provider (manual only) | no | worktree, isolated |
Add an engine without touching the core: an EngineAdapter registered under the subtask.engines entry point (see CONTRIBUTING.md).
worktree (default): a git worktree and branch per writing job. It prevents collisions; it is not a host sandbox.sandbox: the engine's own sandbox. Same user: a guard rail.isolated: bubblewrap. Read-only system, writable worktree and git dir only, a private HOME with only the engine's own state. Needs bwrap.untrusted: sandbox or stronger, and no network for the worker's commands.A job that cannot get the policy it asked for is refused, never downgraded. Output is redacted for common secret formats before it is saved or shown; redaction is a second layer, not a guarantee. See SECURITY.md.
| tool | what it does |
|---|---|
start(task, kind, repo, cwd, files, readonly, engine, max_usd, effort, base, max_turns, policy, verify, isolation, max_retries, adversarial, context_refs, auto_repomap, tier, invariants, allowed_paths, symbol_scope, oracle_cmd) | start one job (see below) |
start_many(tasks) | start several; partial success is listed per item. Items with id and depends_on form a group (grp-…) run as a DAG without extra turns; foreach= makes one copy per item of the parent's .subtask/fanout.json (at most 8), and dependents wait for every copy; after="any" starts when one parent succeeded |
integrate(ids, action="apply", auto_resolve=False) | worktree jobs back: diff, apply (all or nothing, uncommitted), discard; auto_resolve starts a reconciliation job on conflict |
consensus(prompt, engines, verify_cmd, isolation="worktree") | 2 to 4 engines solve it blind in their own worktrees, then one job compares their diffs as anonymous patches and writes one solution, checked by verify_cmd and the invariants; returns a group id |
bisect(good_ref, bad_ref, test_cmd, parallelism=4, auto_fix=False) | first commit that makes test_cmd fail, testing up to parallelism (max 8) commits per round in temporary worktrees; returns the commit, author and diff; auto_fix starts a verified fix job |
map_reduce(glob_pattern, prompt_template, batch_size=5, concurrency=3, verify_cmd, isolation="worktree") | one job per batch of files ({{files}} in the template), at most concurrency at a time; returns a group id |
wait(ids, timeout=300, mode="all", since=None, stall_timeout=None) | block until they end (any: the first; first_success: the first done and verified, the others are stopped); returns early on a stalled job; progress notifications while waiting; since cursor for clients without progress |
steer(id, action, instruction=None) | hint (queued, sent as a reply when the attempt ends), abort, retry (fresh job with the instruction) |
inspect(id, tail=80, grep=None) | raw log lines, only when the summary is not enough |
status(id) / result(id, full, evidence) | one line / summary or full text or JSON envelope |
reply(id, message) / stop(id) / cleanup(id) | continue / stop the work / remove a clean worktree (branch kept) |
engines() | capacity per engine with source, freshness and confidence, plus spend |
Options of start:
isolation="worktree": own worktree and branch (like repo=), plus SUBTASK_PORT (from 18100), SUBTASK_ID and a private TMPDIR. The result lists files_modified and diff_stat.verify + max_retries: a failed check resumes the job with the output; when every retry fails, a worktree goes back to its best attempt (scored from "N passed / N failed").adversarial=True: a Breaker job writes edge-case tests from the spec only; they are copied into the Builder's worktree and run with verify.context_refs: file:PATH[:A-B], git:diff[:REF], subtask:ID:summary|diff, resolved before start. auto_repomap=True adds tracked files with their top-level symbols (cached per HEAD).invariants (default ["no_test_deletion", "no_suppression"], [] turns them off): before verify counts, test functions may not decrease, no new skip/xfail markers, no new # type: ignore, # noqa or # pragma: no cover. A violation is a failed check with the reason, so a retry sees it.allowed_paths: files changed outside these paths are put back and the revert is committed.symbol_scope=["path.py::name", ...]: only those top-level functions or classes may change in those files. integrate then merges several jobs' edits to one Python file symbol by symbol; overlaps, import or constant changes, and symbols changed on the target meanwhile are a conflict, never a guess.oracle_cmd: after a passing verify, runs the command on the job's base and on its result at the same time and reports whether exit code and stdout match, plus duration_ms_before, duration_ms_after, speedup_pct.tier: fast (effort low), deep (effort high, kind hard), free_only. Past 75% of the monthly cap, auto and balanced go to free engines and the reply carries budget_warning.low, high and max effort. Subtask maps medium to high and xhigh to max for those models, which can consume more quota. New sessions retain the effective effort when resumed; custom model aliases keep the requested value.Memory: when a check fails and a retry fixes it, subtask stores a short lesson for that repository in $SUBTASK_HOME/engrams/ (at most 50, least recently used dropped). Jobs on the same paths get the top three. Groups have a blackboard file for shared notes; new notes show in wait(since=...).
CLI only: subtask board [--json] (the view the OpenCode plugin renders), subtask doctor, gc [--apply], du, roi, routing explain|calibrate, watch ID..., install, uninstall, and --model, --no-sandbox, --untrusted on start.
The gc preview reads recorded job states without settling workers; jobs recorded as active are kept. gc does not calculate file sizes, so its output reports folder counts rather than reclaimed bytes. Run subtask du separately for disk usage; scanning large stores can take time. A copy with files in .reports is kept until a collector leaves a receipt, the regular file .reports/.collected (any content; its mtime must be at least that of the newest report). Empty .reports needs no receipt.
| client | during a wait |
|---|---|
| Claude Code 2.1 (TUI) | live line under the tool call, verified |
| OpenCode 2.0 | notifications received, not shown: use wait(since=...) |
| Kimi Code 2.1 | client does not request progress: wait(since=...) |
| Codex 0.162 | not yet verified (account at its us
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