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)
UI feedback for AI-assisted building. Click elements, rate them, agents triage via MCP.
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。
SPIKES_TOKEN, SPIKES_API_URL标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。
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": {
"spikes": {
"command": "npx",
"args": [
"-y",
"spikes-mcp"
],
"env": {
"SPIKES_TOKEN": "your-value",
"SPIKES_API_URL": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add spikes --env SPIKES_TOKEN=your-value --env SPIKES_API_URL=your-value -- npx -y spikes-mcp运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"spikes": {
"command": "npx",
"args": [
"-y",
"spikes-mcp"
],
"env": {
"SPIKES_TOKEN": "your-value",
"SPIKES_API_URL": "your-value"
}
}
}
}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": {
"spikes": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"spikes-mcp"
],
"env": {
"SPIKES_TOKEN": "your-value",
"SPIKES_API_URL": "your-value"
}
}
}
}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。
SPIKES_API_URL env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7日
注册名称已通过 GitHub 账户 bierlingm 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。
你需要填写:SPIKES_TOKEN
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(0.4.1)于6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, Georgia MCP
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.
An MCP server for Georgian public data, read from the organizations that publish it.
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。
The feedback loop for AI-assisted building
AI can build a prototype in an hour.
Turning feedback into action is still the slow part.
Quick Start · CLI Reference · Widget Docs · Hosted Dashboard · Self-Hosting
Spikes is a feedback tool for AI-assisted development. It lets reviewers leave targeted feedback directly on web pages — no screenshots, no "that button over there", no lost context.
Click any element. Rate it. Comment. Spikes captures the exact CSS selector, bounding box, and page context. Your AI agent gets structured JSON it can act on immediately.
No accounts required. No build step. Works on `file://`, localhost, anywhere.
curl -fsSL https://spikes.sh/install.sh | sh
spikes init # Defaults to hosted spikes.sh
spikes init creates .spikes/config.toml with a [remote] section pointing at https://spikes.sh by default. Pass --self-host (or answer s at the prompt) to skip the hosted defaults.
spikes inject ./mockups/ # Injects widget script tag (uses configured endpoint)
spikes serve # http://localhost:3847
spikes list # See all feedback
spikes list --json # Feed to your agent spikes list --rating no # Find problems spikes hotspots # Elements with most feedback spikes resolve # Mark items done
| Command | Description |
|---|---|
spikes init | Create .spikes/ directory with config (hosted by default; --self-host to opt out) |
spikes list | List feedback (--json, --page, --reviewer, --rating, --unresolved) |
spikes show | Show single spike details |
spikes export | Export to JSON/CSV/JSONL/Cursor/Claude context |
spikes hotspots | Elements with most feedback |
spikes reviewers | List all reviewers |
spikes inject | Add/remove widget from HTML files (--endpoint overrides the configured endpoint) |
spikes serve | Local dev server (--port, --marked, --cors-allow-origin) |
spikes mcp serve | Start MCP server for AI agent integration |
spikes pull/push/sync | Sync with remote endpoint |
spikes share | Upload to spikes.sh for instant sharing |
spikes login/logout/whoami | Authentication management |
spikes upgrade/billing | Pro tier subscription via Stripe |
spikes deploy cloudflare | Scaffold self-hosted Worker + D1 |
All commands support --json for scripting. See full CLI reference.
Viewing spikes for a hosted project:
The hosted dashboard at [https://spikes.sh/dashboard](https://spikes.sh/dashboard) lists every project you own and lets you drill into individual spikes (filter by page, rating, resolved, toggle resolved inline). Sign in directly in your browser: click Sign in, open the verification page, and confirm via the magic link sent to your email — no CLI required.
You can also hit the JSON API directly with your bearer token ($SPIKES_TOKEN from spikes login):
# GET /me/projects
curl -H "Authorization: Bearer $SPIKES_TOKEN" \ https://spikes.sh/me/projects
curl -H "Authorization: Bearer $SPIKES_TOKEN" \ "https://spikes.sh/me/projects/my-project/spikes?page=1&per_page=50"
resolved flag on one spikecurl -X PATCH -H "Authorization: Bearer $SPIKES_TOKEN" \ -H "Content-Type: application/json" \ -d '{"resolved": true}' \ https://spikes.sh/me/projects/my-project/spikes/
curl -X POST -H "Authorization: Bearer $SPIKES_TOKEN" \ -H "Content-Type: application/json" \ -d '{"key": "my-project", "allowed_origins": ["https://example.com"]}' \ https://spikes.sh/projects
curl -H "Authorization: Bearer $SPIKES_TOKEN" https://spikes.sh/me/projects
All /me/* endpoints are user-scoped: you only ever see projects and spikes you own. Cross-tenant requests return 404 PROJECT_NOT_FOUND (enumeration-proof).
Security note: API keys (
sk_spikes_*) and the adminSPIKES_TOKENare not accepted on/me/*endpoints orPOST /projects— those require a user bearer token fromspikes login. ThePOST /spikescollect endpoint enforces a per-project origin allowlist and per-project rate limits; rejected widget requests surface as a small red#spikes-error-dotindicator on the widget button (404 / 403 / 429).
Spikes speaks agent natively. Your AI coding assistant can read, write, and manage feedback without ever leaving its workflow.
npx spikes-mcp # Zero-install MCP server — just works
spikes mcp serve starts a Model Context Protocol server that exposes 16 tools:
| Tool | Purpose |
|---|---|
get_spikes | List feedback with filters (page, rating, unresolved, url_prefix, since) |
get_element_feedback | Get feedback for a specific CSS selector |
get_hotspots | Find elements with the most feedback |
submit_spike | Create feedback programmatically |
resolve_spike | Mark feedback as addressed |
delete_spike | Remove a spike |
create_share | Upload files, get a shareable URL |
list_shares | See your active shares |
get_usage | Check usage stats, limits, and spend |
reply_to_spike | Answer a reviewer on the page, optionally with a status and version (hosted) |
set_spike_status | Mark a spike open, addressed, or won't do (hosted) |
list_versions / add_version | Declare review versions and see counts per version (hosted) |
list_questions / ask_question / get_question_answers | Ask reviewers questions and read answers (hosted) |
Supports stdio and HTTP transports, local and remote data modes:
spikes mcp serve # stdio, local JSONL
spikes mcp serve --remote # stdio, hosted API spikes mcp serve --transport http --port 3848 # HTTP for sandboxed agents
Agents get their own identity. No email, no magic link, no human step:
spikes auth create-key --name "my-agent" # → sk_spikes_...
spikes auth list-keys # See all keys spikes auth revoke-key # Revoke
Keys support read/write/full scopes and optional budget caps.
Consumption-based pricing for agent-scale usage. Pay per spike, not per seat:
spikes usage # See current spend and limits
Budget enforcement returns 429 BUDGET_EXCEEDED when caps are hit — agents can check before they burn.
Export structured markdown optimized for agent consumption:
spikes export --format cursor-context > cursor-feedback.md
spikes export --format claude-context > claude-feedback.md
spikes mcp install — Generates config for Claude Desktop / CursorFull details: llms.txt · agents.md
Gate CI on feedback quality. The spikes-action fails builds when unresolved negative feedback exceeds your threshold.
name: CI
on: [push, pull_request]
jobs: feedback-gate: runs-on: ubuntu-latest steps:
See action/README.md for full documentation.
Simple setup — just add your project key and you're ready to collect feedback:
<script src="https://spikes.sh/spikes.js" data-project="my-app"></script>
When you set data-project, feedback syncs automatically to https://spikes.sh/spikes. No need to configure an endpoint unless you're self-hosting.
Full configuration — all available attributes:
<script src="https://spikes.sh/spikes.js"
data-project="my-app" data-position="bottom-right" data-color="#e74c3c" data-theme="dark" data-reviewer="Pat" data-collect-email="true" data-admin="true">
Self-hosting — point to your own backend:
<script src="/spikes.js"
data-project="my-app" data-endpoint="https://my-worker.workers.dev/spikes">
| Attribute | Description | Default |
|---|---|---|
data-project | Group feedback by project key | location.hostname |
data-position | Button corner: bottom-right, bottom-left, top-right, top-left | bottom-right |
data-color | Accent color (any CSS color) | #e74c3c |
data-theme | Modal theme: dark or light | dark |
data-reviewer | Pre-set reviewer name | (prompts user) |
data-endpoint | Backend URL for multi-reviewer sync. Optional — defaults to https://spikes.sh/spikes when data-project is set. | https://spikes.sh/spikes (with data-project), /spikes (local dev) |
data-collect-email | Show email field in prompt | false |
data-admin | Enable review mode features | false |
data-offset-x/y | Button offset from edge | — |
See Widget Attributes Reference for complete documentation.
Spikes has three components that work together or standalone:
┌─────────────┐ ┌─────────────┐ ┌─────────────┐
│ CLI │────▶│ Widget │◄────│ Worker │ │ (Rust) │ │ (Vanilla │ │ (Cloudflare │ │ │ │ JS) │ │ + D1) │ └─────────────┘ └─────────────┘ └─────────────┘ │ │ │ spikes.sh (hosted) │ └────────────────────────────────────────────┘
CLI — Rust binary for local development, spike management, and deployment. Stores spikes in ~/.local/share/spikes/.
Widget — 14KB gzipped vanilla JS. Captures element selectors, bounding boxes, ratings, and comments. Works offline via localStorage.
Worker — Optional Cloudflare Worker + D1 backend for multi-reviewer sync, sharing, and hosted deployments. Lives in spikes-hosted/.
cd cli
cargo build --release cargo test # 160+ tests cargo run -- --help
cd widget
CI suite that catches the silent-data-loss bug class (e.g., widget loaded on a non-allowe
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