Lodging Decision MCP
About
Agent-facing tool that ranks lodging candidates with a deterministic, evidence-backed recommendation.
Details
- Author
- scenic-stay
- Categories
- Other
Jump to
Setup
Install Lodging Decision MCP in your MCP client (Claude Desktop, Cursor, Windsurf, and others).
Repository: https://github.com/scenic-stay/lodging-decision-mcp
Follow the installation instructions in the repository README, then restart your MCP client.
Narrow, agent-facing MCP server wrapping PR #25's (Scenic-Stay/staygraph, branchagent/scenicgraph-lodging-decision-api) lodging-decision kernel unmodified. Governed bygauntlet/projects/decision-intelligence-v0.1/WORK-ORDERS.yaml(DI-001-A) inScenic-Stay/scenic-intelligence. Read that Work Order before changing scope.
Live:https://di-001-a-lodging-decision-mcp.scenicstay.workers.dev/mcp
Extracted fromScenic-Stay/staygraph(services/di-001-a-mcp-decision-server/, branchagent/di-001-a-mcp-decision-server, commits8c8f4c7/f7df7b3) into its own public repo so GitHub-based MCP discovery (the Official MCP Registry, Glama's crawler) can find it without exposing the rest ofstaygraph's code. That branch is preserved as historical record; deploy from this repo going forward.
One MCP tool,lodging_decision. Callers supply a traveler profile, trip context, and a list of candidate listings; the tool returns a deterministic, evidence-backed recommendation with score breakdown, tradeoffs, risk flags, missing information, and confidence. It does not search inventory, book, transact, or persist anything.
Non-sensitive categories only: budget, location, amenities, quality/reviews, cancellation policy, fees, remote-work/family/business/relocation/event trip framing, and stated accessibility needs. No Safety & Belonging, Medical Recovery, or protected-characteristic-adjacent input is accepted — seesrc/guard.ts, a defense-in-depth denylist that rejects (does not silently strip) free-text fields referencing a protected characteristic or discriminatory steering criterion, on top of the fact that the underlying kernel has no such fields to begin with.
- src/kernel/— PR #25's contracts, scorer, validation, and fixtures, copied byte-for-byte (test/kernel-parity.test.tsproves this against PR #25's own six tests and committed example fixtures).
- src/guard.ts— the denylist guard described above.
- src/worker.ts— Cloudflare Worker entrypoint: MCPWebStandardStreamableHTTPServerTransportatPOST /mcp, plus a KV-backed soft daily request ceiling and a/healthcheck.
- test/— kernel parity tests, guard tests.
npm install npm test # kernel parity + guard tests npm run typecheck npm run dev # wrangler dev, serves http://127.0.0.1:8787/mcp
Requires theDI_001_A_ABUSE_CEILINGKV namespace bound inwrangler.jsonc(already provisioned; see the Work Order's execution_result for the namespace ID and actual Cloudflare cost recorded at deploy time).
Known limitations (carried over from PR #25, unresolved here)
Unauthenticated, unversioned, no rate limiting beyond the soft daily ceiling, not calibrated against real human booking decisions. Do not expose to untrusted high-volume traffic without a further hardening decision — see the Work Order's circuit breakers for the manual kill-switch (pull the Worker; delist from all directories) if abuse signals appear.
Transaction-complete hotel booking over MCP — 300K+ properties, real hotel confirmation numbers, loyalty points, secure checkout. Hotels are merchant of record. Builders set their own booking fee via Stripe Connect. Built on proven distribution infrastructure.
An MCP server for AI video generation. MCP server for AI video generation. Lets Claude, ChatGPT, OpenClaw , Hermes & other agents create AI videos and publish them to YouTube, TikTok, Instagram etc..
Institutional research and manager diligence reports on hedge funds, venture capital and private equity managers. Summary of filings, personnel changes, media screening and social signals delivered to you in minutes.
ALTER - identity infrastructure for the AI economy
D2C eCommerce fulfillment platform: manage orders, inventory, shipments, campaigns, and billing via AI agents
Apigene MCP Gateway is the runtime layer that connects AI agents to APIs and MCP servers via Model Context Protocol.
MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
MCP server for Bitnovo Pay integration with AI agents. Provides cryptocurrency payment capabilities through Bitnovo Pay API. Features include payment creation, status checking, QR code generation, and webhook management with support for multiple tunnel providers (ngrok, zrok, manual).
Shop for gift cards, esims, phone topups. Pay with cards and crypto.
You built it, now get users! GoToMarket MCP server
Sign in to leave a review
Use Google, GitHub, or an email account so ratings stay tied to real people.
No reviews posted yet.



