Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
UI feedback for AI-assisted building. Click elements, rate them, agents triage via MCP.
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.
SPIKES_TOKEN, SPIKES_API_URL비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
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": {
"spikes": {
"command": "npx",
"args": [
"-y",
"spikes-mcp"
],
"env": {
"SPIKES_TOKEN": "your-value",
"SPIKES_API_URL": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add spikes --env SPIKES_TOKEN=your-value --env SPIKES_API_URL=your-value -- npx -y spikes-mcp실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"spikes": {
"command": "npx",
"args": [
"-y",
"spikes-mcp"
],
"env": {
"SPIKES_TOKEN": "your-value",
"SPIKES_API_URL": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"spikes": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"spikes-mcp"
],
"env": {
"SPIKES_TOKEN": "your-value",
"SPIKES_API_URL": "your-value"
}
}
}
}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.
SPIKES_API_URL env이 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 7일 점검
레지스트리 이름이 GitHub 계정 bierlingm 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.
입력해야 할 값: SPIKES_TOKEN
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(0.4.1)은 6개월 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, FactLot
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.
Cited CRE facts and deterministic calculators for agents: rent, CAM, debt sizing, IRR, parcel IDs.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요