Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Reduce your AI agent's token waste with collective intelligence — SaaS integration recipes
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.
웹, 데스크톱, 모바일의 Claude에서 쓸 수 있어요:
https://mcp.kansei-link.com/mcpClaude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"kansei": {
"command": "npx",
"args": [
"-y",
"@kansei-link/mcp-server"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add --transport http kansei https://mcp.kansei-link.com/mcpclaude mcp add kansei -- npx -y @kansei-link/mcp-server프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"kansei": {
"url": "https://mcp.kansei-link.com/mcp"
}
}
}프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"kansei": {
"command": "npx",
"args": [
"-y",
"@kansei-link/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": {
"kansei": {
"type": "http",
"url": "https://mcp.kansei-link.com/mcp"
}
}
}프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"kansei": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@kansei-link/mcp-server"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요:
https://mcp.kansei-link.com/mcp메뉴 이름은 요금제나 시기에 따라 조금 다를 수 있어요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
아직 이 서버의 도구 목록을 읽지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 6일 점검
레지스트리 이름이 GitHub 계정 kansei-link 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
아직 점검하지 않았어요. 엔드포인트는 차례대로 돌아가며 점검해요
아직 점검하지 않았어요. 엔드포인트를 점검할 때 도구 목록을 읽어요
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.
둘 다 가능해요. 내 컴퓨터에 설치해도 되고, 클라우드 버전에 연결해도 돼요.
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(1.3.0)은 14일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. URL로 연결되기 때문에, 원격 MCP 서버를 지원하는 앱(예: 개발자 모드의 ChatGPT)에서도 쓸 수 있어요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, HotCodePush
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.
Manage over-the-air (OTA) updates for React Native, Expo, Capacitor and Cordova apps.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Reduce your AI agent's token waste with collective intelligence.
Your agent burns tokens on three things: searching for SaaS docs it could look up locally, retrying errors other agents already solved, and re-reading context it already processed. KanseiLink tackles the first two — and measures all three so you know exactly where your tokens go.
Measured savings: 89–97% on SaaS integration research (avg ~16,800 tokens without → ~950 with KanseiLink, across 7 services).
Install MCP → agent wastes fewer tokens (lookup + collective intelligence)
↓ usage data stays local (opt-in: anonymous scalars only) ↓ collective intelligence grows → everyone's agent gets smarter
If KanseiLink saves your agent tokens, give it a star ⭐ — 700+ developers install it from npm every month, and stars are how the next one finds it.
Add by URL — the hosted server, always on the current data. No key, no sign-up.
claude mcp add --transport http kansei-link https://mcp.kansei-link.com/mcp
Cursor, Windsurf, Cline, Zed — any client that takes a URL (.cursor/mcp.json and the like):
{
"mcpServers": { "kansei-link": { "url": "https://mcp.kansei-link.com/mcp" } } }
Claude Desktop: *Settings → Connectors → Add custom connector* → https://mcp.kansei-link.com/mcp.
What the hosted server keeps about a call is one line of counts — tool name, service id, outcome — never your text. The full list is in SECURITY.md → What the server can see.
Offline, or no network calls at all — the npm package runs locally on a small public copy of the catalogue (one card per service, recipes, API guides) and sends nothing:
claude mcp add -s user kansei-link -- npx -y @kansei-link/mcp-server
{
"mcpServers": { "kansei-link": { "command": "npx", "args": ["-y", "@kansei-link/mcp-server"] } } }
Works with Claude Code, Claude Desktop, Cursor, Cline, Zed, Windsurf — any MCP client.
KanseiLink measures — locally, on your machine — how many tokens your agent sessions consume and how much of that KanseiLink saved you, then renders a monthly "Wrapped" share card.
1. Install the measurement hooks (one command, idempotent, backs up your settings first):
npx -y -p @kansei-link/mcp-server kansei-link-install-hooks
This adds a Stop/SessionEnd hook that parses each session transcript and writes token totals + KanseiLink call stats to ~/.kansei-link/usage/. Nothing is uploaded.
2. See your report any time:
npx -y -p @kansei-link/mcp-server kansei-link-wrapped # current month (JA)
npx -y -p @kansei-link/mcp-server kansei-link-wrapped --lang en # English npx -y -p @kansei-link/mcp-server kansei-link-wrapped --share # opt-in: get your rank
The report separates measured numbers (your total tokens, KanseiLink call counts and response sizes — parsed from your own transcripts) from estimated ones (the avoided web-research cost, based on the 2026-04-16 freee/kintone/smarthr benchmark) — labels shown on every surface.
It also shows where your agent got stuck: failed tool calls, retry chains (2+ consecutive failures of the same tool), the tokens burned while stuck, and your worst-failing tools.
--share submits only scalar monthly aggregates (anonymous id + token counts, never content) and returns how you rank among measured users ("top X% saver"). Below 20 measured users for the month, you get the cohort size instead of a rank.
Disable measurement anytime: export KANSEI_USAGE_HOOK=off, or kansei-link-install-hooks --remove.
The core reason agents waste tokens on SaaS APIs: they search docs, guess auth flows, and recover from errors — every single time. KanseiLink ships a local SQLite DB built from the public copy of its catalogue so your agent gets the answer on the first try; the full picture (scores, probes, history) lives on the hosted server and on the site.
| Count | Description | |
|---|---|---|
| Services | 11,293 | MCP servers and SaaS APIs across 49 categories (2,257 endpoints answered our MCP handshake probe as of 2026-06-09) |
| Recipes | 200 | Multi-service workflow compositions (standup, PR review, incident response, onboarding...) |
| API Guides | 199 | Auth setup, endpoints, rate limits, pitfalls, and workarounds |
| Trust Scores | Weekly | Based on automated health probes + real agent usage data |
The npm package ships the public copy of the data (one card per service, recipes, API guides, the last 90 days of the changelog — since 1.3.0) and builds a local SQLite DB from it. No API calls are needed to search or look up a service, no server dependency, no signup. What is not in the copy — internal scores, probe results, agent voices, raw registry dumps — stays on the hosted server; when a lookup misses, the tool points you to https://kansei-link.com/services/ / and to ask.
| Without KanseiLink | With KanseiLink |
|---|---|
web_search "freee API auth" | search_services({ intent: "send invoice" }) |
web_fetch docs landing page (SPA, mostly nav) | lookup({ service_id: "freee" }) |
web_fetch endpoint reference | Agent has auth flow, pitfalls, workarounds |
web_fetch auth guide | in ~950 tokens |
| Trial-and-error on wrong params | First try succeeds |
| ~16,800 tokens burned | 89–97% saved |
Installing the MCP alone doesn't teach Claude Code *when* to call KanseiLink. The bundled skill fixes that:
npx -y -p @kansei-link/mcp-server kansei-link-install-skill
This copies a SKILL.md to ~/.claude/skills/kansei-link/. Claude Code auto-discovers it and fires the skill on phrases like "connect to Stripe", "Slack MCPある?", "send invoice via freee" — no need to say "use KanseiLink".
Auto-capture success/failure after every MCP call (agents tend to forget reporting).
Consent (v1.2, BREAKING). Installing the hook alone no longer transmits anything. All central transmission is governed by one consent gate (~/.kansei-link/consent.json), with this priority: DO_NOT_TRACK=1 / explicit OFF → explicit ON (KANSEI_REPORT_HOOK=on) → Live Updates consent (npx -y -p @kansei-link/mcp-server kansei-link-live-updates --enable) → default OFF (Local Mode, zero transmission). Existing hook users are OFF until they re-consent. Manage: kansei-link-live-updates --status|--enable|--disable, kansei-link-privacy --status|--reset-id.
What this hook sends when enabled (and what it never sends). A small pseudonymous event to KanseiLink's hosted endpoint after each MCP tool call. The payload is a fixed 7-field set, frozen by a snapshot test (scripts/smoke-hook-payload.mjs):
auth_error), a fixed context stringInstalling the hook does NOT opt you in — transmission requires the consent gate above (Live Updates consent, or an explicit KANSEI_REPORT_HOOK=on). Disable anytime: kansei-link-live-updates --disable or export KANSEI_REPORT_HOOK=off.
Add to ~/.claude/settings.json:
{
"hooks": { "PostToolUse": [{ "matcher": "mcp__.*", "hooks": [{ "type": "command", "command": "npx -y -p @kansei-link/mcp-server kansei-link-report-hook" }] }] } }
Disable anytime: export KANSEI_REPORT_HOOK=off
v1.0 consolidates the tool surface from 25 individual tools into 5 unified tools with mode auto-detection.
search_services --> lookup --> (execute your API call) --> report
| Tool | Modes | Description |
|---|---|---|
search_services | -- | Find services by intent (FTS5 + trigram + category boost) |
lookup | 8 modes | Get tips, detail, insights, recipes, combinations, history, feedback, voices |
report | 4 modes | Report outcomes, submit feedback, record events, share your voice |
| Tool | Modes | Description |
|---|---|---|
inspect | 8 modes | Colony health: inspection queue, anomaly verification, update proposals, snapshots |
analyze | 4 modes | Analytics: token savings, cost audit, AEO reports and articles |
| Mode | Trigger | Example |
|---|---|---|
| tips (default) | service_id alone | lookup({ service_id: "freee" }) |
| detail | detail: true | lookup({ service_id: "freee", detail: true }) |
| insights | insights: true | lookup({ service_id: "freee", insights: true }) |
| recipe | goal | lookup({ goal: "onboard employee" }) |
| combinations | service (fuzzy name) | lookup({ service: "freee" }) |
| history | period | lookup({ service_id: "freee", period: "30d" }) |
| feedback | feedback_status | lookup({ feedback_status: "open" }) |
| voices | mode: "voices" | lookup({ mode: "voices", service_id: "freee" }) |
| Mode | Trigger | Example |
|---|---|---|
| outcome | success (boolean) | report({ service_id: "freee", success: true }) |
| feedback | subject + body | report({ subject: "...", body: "..." }) |
| event | event_type | report({ event_type: "api_change", event_date: "2025-01-15", title: "..." }) |
| voice | question_id | report({ question_id: "best_feature", response_text: "...", service_id: "freee" }) |
Find and integrate a service:
search_services({ intent: "send invoice to clients", compact: true })
--> lookup({ service_id: "freee" }) // tips: auth, pitfalls, workarounds --> lookup({ service_id: "freee", detail: true }) // full connection guide --> (execute your API call) --> report({ service_id: "freee", success: true, task_type: "create_invoice" })
Multi-service workflow:
lookup({ goal: "create invoice and notify via slack", services: ["freee", "slack"] })
--> Step-by-step recipe with coverage scoring
Share your honest opinion:
report({
service_id: "stripe", question_id: "biggest_frustration", response_text: "Webhook signature verification docs are unclear for non-Node runtimes" })
CRM, Project Management, Communication, Accounting, HR, E-commerce, Legal, Marketing, Groupware, Productivity, Storage, Support, Payment, Logistics, Reservation, Data Integration, BI/Analytics, Security, Developer Tools, AI/ML, Database, Design, DevOps
Agent <-> KanseiLink MCP Server <-> SQLite (local, zero-conf앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요