Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Feedback bus for coding agents: pin feedback on the app you're building; a fix turns the pin green
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": {
"loopback": {
"command": "npx",
"args": [
"-y",
"loopback-mcp-server"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add loopback -- npx -y loopback-mcp-server프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"loopback": {
"command": "npx",
"args": [
"-y",
"loopback-mcp-server"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"loopback": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"loopback-mcp-server"
]
}
}
}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 joshidikshant 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(0.9.4)은 3개월 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Dechonet MCP
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.
30 security tools for AI agents: phishing links, exposure maps, DNS, SSL, PQC, history, pivots.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Pin feedback on the app you're building. Any coding agent claims it. The pin turns green when the fix is verified.
Loopback is the interactive feedback layer between real product usage and your coding agents: one script tag makes the app you're running locally commentable (Vercel-toolbar-style toolbar, element-anchored pins; deployed public sites go via the /ingest rails instead — see surface compatibility), every pin auto-captures the *functional* context — failing requests with response bodies, console trail, the route journey that led there, LLM run metadata, typed repro steps — and lands in one project-tagged queue that Claude Code, Codex, and Gemini CLI all work over MCP. When an agent's fix is verified, the pin turns green on the page, live.
https://github.com/user-attachments/assets/1e1b2f9f-0130-4b1d-a0dd-3aff8d801d5a
![The loop, closed: a green verified pin on the form claude-code fixed (PR linked), an amber open pin on the AI answer, and the Loopback panel listing both]
*Seeded demo capture (generated by scripts/screenshot.mjs): the contact form's backend bug pinned, claimed by claude-code, marked fixed with a linked change, verified — pin and badge green. The wrong AI answer is still amber/open.*
Coding agents can fix anything you can describe — but the loop back from real usage is missing. You notice a broken flow, screenshot it, re-describe it in a prompt, paste console output, explain which project it belongs to. Every time, for every agent. Vercel's comments have no public API; Claude Design's anchored comments are artifact-scoped; error trackers don't know your queue.
Loopback is that missing loop, built as a hub:
project slug in one shared SQLite DB (~/.loopback/loopback.db). Agents registered once per machine; consuming repos add only a widget tag and a slug.POST with its 500 response body — a frontend pin carries the backend root cause. Pin an AI answer and the run metadata (run_id, model, trace_url) rides along. CAPTURE THE HUB AGENTS
┌───────────────────────────┐ ┌─────────────────────────────┐ ┌─────────────────────────┐ │ widget pin on any app │──►│ loopback-mcp-server │◄──│ Claude Code │ │ · console + network ride │ │ one shared SQLite DB │ │ Codex (peers) │ │ · 500 bodies captured │ │ ~/.loopback/loopback.db │ │ Gemini CLI │ │ · AI run context │ │ │ └────────────┬────────────┘ ├───────────────────────────┤ │ stdio (per-agent spawn) │ │ │ POST /ingest │──►│ --http on 127.0.0.1:7077 │ list → claim → fix → │ · CI hooks, cron, │ │ (required for widgets) │ link change → fixed → │ Sentry/PostHog pollers │ │ │ verify → resolve └───────────────────────────┘ └──────────────┬──────────────┘ │ │ │ pins turn green on the page ◄─────┴───── status write-back ◄──────┘
Run it per-invocation over stdio (each agent spawns it; same DB = same queue) or as one long-running `--http` service on 127.0.0.1:7077 (required for widgets — keep it alive with pm2/launchd/systemd: integrations/keep-alive.md).
Requires Node ≥ 22.13 (built-in node:sqlite — zero native deps).
git clone https://github.com/joshidikshant/loopback && cd loopback
npm install # prepare script builds dist/ node dist/index.js --http # the hub, on 127.0.0.1:7077 node demo/serve.mjs # demo app on 127.0.0.1:5173 (broken backend + wrong AI answer)
Open http://127.0.0.1:5173 → submit the form (it fails politely) → ✦ Loopback → Pin feedback on an element → click the submit button → Send. The form shows the captured failed request. Then tell any connected agent *"work the feedback queue for acme-demo"* — or watch the item at http://127.0.0.1:7077/queue and be the agent yourself over MCP. When it's resolved, the open page announces it and the pin goes green.
Register the MCP server + instructions once per agent; after this, new projects are a two-minute init. The copy-paste version — Claude Code (.mcp.json in your project, or ~/.claude.json for all projects):
{
"mcpServers": { "loopback": { "command": "npx", "args": ["-y", "loopback-mcp-server"] } } }
Codex and Gemini CLI take the same command/args in their own config — the server is the same binary over stdio. All three are equal citizens — full per-agent pages in integrations/:
| Agent | MCP registration | Instructions/skill channel |
|---|---|---|
| Claude Code | claude mcp add --scope user loopback -- npx -y loopback-mcp-server — or the plugin: claude plugin marketplace add joshidikshant/loopback && claude plugin install loopback@loopback | @AGENTS.md import in CLAUDE.md + skill at .claude/skills/loopback/ → claude.md |
| Codex | ~/.codex/config.toml: [mcp_servers.loopback] command/args (or project-scoped .codex/config.toml) | AGENTS.md read natively + native SKILL.md at .agents/skills/loopback/ → codex.md |
| Gemini CLI | ~/.gemini/settings.json → mcpServers.loopback | AGENTS.md via context.fileName + @AGENTS.md in GEMINI.md + /loopback command → gemini.md |
All three also accept the long-running instance over streamable HTTP (http://127.0.0.1:7077/mcp) instead of spawning — see the per-agent pages.
loopback-mcp-server --http, kept alive per keep-alive.md. <script src="http://127.0.0.1:7077/widget.js"
data-project="my-app" data-endpoint="http://127.0.0.1:7077">
3. **From the repo root:**
npx loopback-mcp-server init --project my-app --write
One canonical playbook (integrations/instructions-src.md) is rendered into every agent's native mechanism: the AGENTS.md queue section (canonical; Codex + Gemini read it natively), @AGENTS.md imports in CLAUDE.md and GEMINI.md, the same SKILL.md installed for Claude (.claude/skills/) and Codex (.agents/skills/), MCP registration for all three (.mcp.json, .gemini/settings.json, .codex/config.toml), and a /loopback Gemini command. Merges are non-destructive and idempotent — re-run it anytime.
With the hub running (loopback-mcp-server --http), everything happens on two surfaces and one sentence to an agent:
| I want to… | Do this |
|---|---|
| Report something on a page with the widget | Click ✦ Loopback → Pin feedback on an element, click the thing, describe it. Failing requests, console, and AI run context attach themselves. |
| See the queue | http://127.0.0.1:7077/queue — filter with ?project= , click a row for a quick read |
| Read everything on one item | Click its id → http://127.0.0.1:7077/queue/ . Deep-linkable: paste it to a teammate or an agent. |
| Comment or change status myself | On the item view — plain forms, no agent needed |
| Get it fixed | In the repo, tell any agent: *"work the feedback queue for "* |
| Watch it close | The pin on your page turns green and announces itself; the item shows the commit/PR |
| File from a script or CI | POST /ingest with {"project","type","title","body"} |
Writes that change an item (comment, status) are same-origin only — see Security below.
Loopback is its own reference integration — it eats its own dog food, and so can you. Four ways in, from most to least convenient:
http://127.0.0.1:7077/queue — the capture widget is embedded there with data-project=loopback. Click ✦ Loopback → Pin feedback on an element, click whatever is wrong, describe it. Same loop as any other project.init), say *"file feedback for loopback: "* — the skill and AGENTS.md section are already installed for Claude, Codex, and Gemini. curl -X POST http://127.0.0.1:7077/ingest -H 'Content-Type: application/json' \
-d '{"project":"loopback","type":"ux","severity":"p2", "title":"…","body":"what happened / what you expected"}'
4. **GitHub issues** for anything a stranger should see:
https://github.com/joshidikshant/loopback/issues.
Then work it like any queue: *"work the feedback queue for loopback"*. Every Loopback defect in this repo's history was filed and closed exactly this way.
/queue is a React + shadcn app (dashboard/, built with the real shadcn CLI). Filter by clicking status tiles or any project / severity / type cell — filters compose and live in the URL, so every view is linkable. Open an item to read everything captured, edit it (title, body, severity, type — every change lands on the audit trail), comment, change status, and attach files.
Attachments declare *why* they exist, because that decides what an agent does:
| Intent | Meaning |
|---|---|
| `reference` | Context for the fix — a screenshot, a spec, a "make it look like this". Read it, then leave it. It never ships. |
| `asset` | A deliverable. The blob store is a transfer buffer: the item carries a target_path and the agent copies the file into the repo there and commits it. |
Blobs live in ~/.loopback/blobs/ /, beside the DB rather than inside it, and agents get an absolute local path so they copy the file instead of decoding it out of the protocol.
The build output is committed to public/dashboard/, so npx loopback-mcp-server still needs no React, no Tailwind and no build step — the hub just serves files. npm run dashboard:build after changing dashboard/src; dashboard-gate fails CI if the committed build has drifted.
Both surfaces — widget and /queue — are built from one token set in vanilla CSS that speaks shadcn/ui's contract (oklch variables, .dark, the multiplicative radius scale). No React, no Tailwind, no build step; drop design/tokens.css into any shadcn/v0 project and it themes from that project's palette.
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요