Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Background sub-agents for Claude Code, Codex, Kimi and OpenCode, over MCP, with a spend cap.
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": {
"subtask": {
"command": "uvx",
"args": [
"subtask-mcp"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add subtask -- uvx subtask-mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"subtask": {
"command": "uvx",
"args": [
"subtask-mcp"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"subtask": {
"type": "stdio",
"command": "uvx",
"args": [
"subtask-mcp"
]
}
}
}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 tedin7 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(0.5.9)은 3일 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, 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.
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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