Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Feedback bus for coding agents: pin feedback on the app you're building; a fix turns the pin green
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"loopback": {
"command": "npx",
"args": [
"-y",
"loopback-mcp-server"
]
}
}
}在终端中运行这条命令
claude mcp add loopback -- npx -y loopback-mcp-server粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"loopback": {
"command": "npx",
"args": [
"-y",
"loopback-mcp-server"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"loopback": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"loopback-mcp-server"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日
注册名称已通过 GitHub 账户 joshidikshant 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.9.4)于3个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:Spec Driven Development, Remote Desktop Commander, FOGA node
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间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.
A Finch OG Agent cell as an MCP server: read the world, dry-run and take ERC-8414 tenders by policy.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
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.
只显示了开头部分;其余内容请在仓库中阅读