Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Beschreibung vom Entwickler (englisches Original)
Reduce your AI agent's token waste with collective intelligence — SaaS integration recipes
Diese drei werden nie zu einer Punktzahl zusammengefasst: Meinungen, Messungen und Beliebtheit sind verschiedene Dinge.
Für diesen Server haben wir noch keine Zusammenfassung in einfacher Sprache geschrieben. Unten stehen die Fakten, die wir aus der Registry gelesen haben.
Wähle die KI-App, die du nutzt, und kopiere die Einstellungen.
Du brauchst
Welche App nutzt du?
Wähle oben deine App. Wir merken sie uns, damit der Button beim nächsten Mal „In … installieren“ anzeigt.
Funktioniert in Claude im Web, auf dem Desktop und auf dem Handy:
https://mcp.kansei-link.com/mcpÖffne Claude Desktop → Settings → Developer → Edit Config und füge dies in claude_desktop_config.json ein
{
"mcpServers": {
"kansei": {
"command": "npx",
"args": [
"-y",
"@kansei-link/mcp-server"
]
}
}
}Führe das in deinem Terminal aus
claude mcp add --transport http kansei https://mcp.kansei-link.com/mcpclaude mcp add kansei -- npx -y @kansei-link/mcp-serverIn .cursor/mcp.json in deinem Projekt oder in ~/.cursor/mcp.json einfügen
{
"mcpServers": {
"kansei": {
"url": "https://mcp.kansei-link.com/mcp"
}
}
}In .cursor/mcp.json in deinem Projekt oder in ~/.cursor/mcp.json einfügen
{
"mcpServers": {
"kansei": {
"command": "npx",
"args": [
"-y",
"@kansei-link/mcp-server"
]
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
In .vscode/mcp.json in deinem Projekt einfügen
{
"servers": {
"kansei": {
"type": "http",
"url": "https://mcp.kansei-link.com/mcp"
}
}
}In .vscode/mcp.json in deinem Projekt einfügen
{
"servers": {
"kansei": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@kansei-link/mcp-server"
]
}
}
}Dein Browser fragt, ob er die App öffnen darf, dann zeigt die App die Einstellungen und bittet dich um Bestätigung. Schlüsselwerte bleiben leer, damit du sie selbst einträgst.
ChatGPT verbindet sich nur mit Servern im Internet:
https://mcp.kansei-link.com/mcpMenünamen können sich je nach Tarif und mit der Zeit leicht unterscheiden.
Deine Auswahl bleibt in einem Cookie auf diesem Gerät; kein Konto nötig.
Diese Einstellungen werden aus dem Registry-Eintrag des Entwicklers erzeugt. Wenn in der README etwas anderes steht, folge der README.
Die Tool-Liste dieses Servers haben wir noch nicht gelesen; wir prüfen die Endpunkte reihum.
Wir prüfen Informationen, die jeder sehen kann; den Code haben wir nicht gelesen. Checks, die nicht zutreffen, werden nicht mitgezählt. · Geprüft am 6. Nov. 2026
Der Registry-Name wurde mit dem GitHub-Konto kansei-link bestätigt, dem das Repo gehört
Dieses Repo haben wir noch nicht von GitHub gelesen
Dieses Repo haben wir noch nicht von GitHub gelesen
Noch nicht geprüft; wir prüfen die Endpunkte reihum
Noch nicht geprüft; wir prüfen die Endpunkte reihum
Noch nicht geprüft; wir lesen die Tool-Liste, wenn wir den Endpunkt prüfen
Verglichen mit allen aktiven Servern dieser Kategorie in der Registry. Sterne zählen nur, wenn dem Herausgeber das Repo gehört.
Er hat 1 von 1 zutreffenden Basischecks bestanden. Den Code haben wir nicht gelesen. Bevor du einen Schlüssel oder Token hinzufügst, sieh nach, welche Zugriffe der Server verlangt, und nutze einen Schlüssel, der nur die Berechtigungen hat, die du brauchst.
Die Registry nennt keinen erforderlichen Schlüssel, manche Server bitten dich aber bei der ersten Nutzung, dich anzumelden.
Beides geht: Installiere ihn auf deinem Computer oder verbinde dich mit der Cloud-Version.
Das GitHub-Repo wurde zuletzt – geändert, und die neueste Version (1.3.0) kam vor 14 Tagen in die Registry.
Apps, die MCP unterstützen, etwa Claude Desktop, Claude Code, Cursor und VS Code. Er verbindet sich per URL, also funktionieren auch Apps, die Remote-MCP-Server akzeptieren, zum Beispiel ChatGPT im Entwicklermodus.
In derselben Kategorie: Spec Driven Development, Remote Desktop Commander, zanadir
Server derselben Kategorie von anderen Entwicklern, sortiert nach Sternen.
So liest du eine Karte:★ GitHub-SterneiDrei Säulen: Bewertungen · Checks · NutzungiAktualisiert = neueste Version in der Registry veröffentlichti
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.
Find what a repository's CI is missing, and which security checks cannot fail the build.
Unverändert aus dem Repo des Entwicklers übernommen. PopNx MCP hat den Inhalt weder geprüft noch empfiehlt es ihn. HTML, Bilder und Skripte wurden entfernt. Links führen von dieser Website weg.
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-confNur der Anfang wird gezeigt; den Rest findest du im Repo