underindex-mcp
Serves as the backing data source for the UnderIndex fashion dataset: subculture records (key brands, iconic items, years, notes/warnings) are loaded from an Airtable base at startup and periodically refreshed, then served from memory so lookups never hit Airtable's rate limits.
UnderIndex API ๐ฎ
The x402-monetized fashion data oracle for AI agents
UnderIndex is a high-density, machine-to-machine (M2M) dataset of verified grounding data on 60 niche fashion subcultures (from Ura-Hara and Goth Ninja to Britpop and Opium).
It's built for AI agents, autonomous personal shoppers and RAG pipelines. Access is paid per call with the open x402 protocol (USDC on Base), so any standard x402 client can pay without needing an API key or an account.
๐ง Why build with UnderIndex?
Even strong LLMs blur neighbouring aesthetics when asked about niche fashion. They mix Goth Ninja with Techwear, drift on dates, and pad outfits with generic high-street substitutes, and the answer changes from one run to the next. UnderIndex is a deterministic source of truth:
High signal-to-noise: Exact key brands, iconic items and historical context.
Boundary notes: Each record's
Notessays where the style ends and its neighbours begin (for example Goth Ninja vs. Techwear).Actionable marketplaces: Specific destinations (e.g. "Yahoo Auctions Japan via proxy", "Grailed") instead of generic "Online" tags.
Versioned: Every response carries a
dataset_version, so you can cache and detect changes.
Related MCP server: Psychosynth MCP
๐ Before / after
Same model, same question, asked twice: once from memory, once with the UnderIndex record for that subculture.
"Build me a Goth Ninja outfit. Name specific brands, the key pieces, where to buy them, a realistic budget, and say which years this aesthetic belongs to."
From memory | With UnderIndex | |
Years (record: 2009 - 2014) | 2011โ2015, plus a "revival since 2021" | 2009โ2014 |
Key brands in the record | 2 of 4 | 4 of 4 |
Iconic items in the record | 2 of 4 | 4 of 4 |
Where to buy | Grailed, plus SSENSE, Farfetch, Vinted, ASOS, Zalando | Grailed, Yahoo Auctions Japan |
Budget (record: $600 - $2500) | โฌ300 to โฌ8,000+ | $600 to $2,500 |
Techwear mixed in | Yes: an Acronym shell and Nike Tech Fleece | No: "skip the tactical straps, nylon shells and utility hardware" |
The answer from memory is plausible, which is the problem: nothing in it signals that Acronym and Tech Fleece belong to a different aesthetic. The record's brands, items and years are what keep the grounded answer inside the 2009-2014 look: in the evaluation below, the same record with its WARNING note removed did just as well.
Method: Claude Opus 5.5, two fresh chats with no memory and no web search, October 2026. In the second chat the record was pasted into the prompt. Full transcripts for this run and for an Acubi run are in demo/, together with a Claude tool definition that pays for lookups over x402 (demo/underindex-tool.mjs).
๐ Evaluation: 15 subcultures
The same outfit question for 15 subcultures, 45 fresh chats: each one from memory, with the record, and with the record minus its WARNING note.
Metric | From memory | With the record | Record without WARNING |
Recommends a brand the dataset files under a neighbouring subculture | 8 of 15 answers | 1 of 15 | 1 of 15 |
Recommends a brand of any other subculture in the dataset | 11 of 15 | 4 of 15 | 3 of 15 |
Years match the record (within 2 years) | 13 of 15 | 15 of 15 | 15 of 15 |
Record's key brands named | 71% | 98% | 100% |
From memory the model put Red Wing into Amekaji, Y-3 into Goth Ninja and Massimo Dutti into Quiet Luxury. It knows the well-documented scenes (Indie Sleaze, Mall Goth, Terrace Casuals) about as well as the records do; the gap is on the niche ones (Acubi, Frutiger Aero, Amekaji). Removing the WARNING changed nothing measurable, so the effect comes from the record's brands, years and shops. The run also showed weak points in 9 records, which were checked and corrected afterwards. Method, limits and all 45 answers: eval/.
๐ช Pricing
Cost:
$0.01USDC per subculture recordProtocol: x402 v2,
exactschemeNetwork: Base (
eip155:8453). To try the flow for free, self-host the server: it starts on Base Sepolia testnet by default.You are only charged when the server returns data. An unknown name returns
404and is never settled.Free allowance: 3 records per day per client at
/api/free/subculture/{slug}, no wallet needed.
๐ Endpoints
1. Catalog (free)
GET https://underindex-api.onrender.com/api/catalogReturns { dataset_version, price, network, subcultures: [{ slug, name, years }] }. Use the slug in the detail path.
GET /api/subcultures still returns the plain array of display names for older clients.
2. Free sample
GET https://underindex-api.onrender.com/api/sampleReturns one complete record (Goth Ninja) for free, in exactly the shape of the paid response, so you can see what you are buying and test your parser before setting up a wallet.
3. Free daily allowance
GET https://underindex-api.onrender.com/api/free/subculture/{slug}Any record, no wallet, up to 3 per day per client (resets at midnight UTC). Same shape as the paid response plus free_remaining_today; the RateLimit-Remaining and RateLimit-Reset headers carry the same information. Once the allowance is used the route answers 429 with resets_at and the paid endpoint to use instead. An unknown slug returns 404 and does not count.
This route is separate from the paid one on purpose: registries check that the paid route answers 402, so it never serves records for free.
4. Subculture record (paid, x402)
GET https://underindex-api.onrender.com/api/subculture?name={slug}Example: /api/subculture?name=goth-ninja, /api/subculture?name=ura-hara-harajuku-90s
The same record is also served at /api/subculture/{slug}. On that form an unknown slug gets its 404 before any payment is requested; on the query form the 404 comes after the payment is verified and nothing is settled. Use whichever your client handles better.
5. OpenAPI document (free)
GET https://underindex-api.onrender.com/openapi.jsonDescribes the paid route with x-payment-info and lists every valid slug as the enum of the name parameter, so an agent can build a call without fetching the catalog first. Registries such as x402scan read this file.
6. x402 manifest (free)
GET https://underindex-api.onrender.com/.well-known/x402Points crawlers at the paid route (one example URL per form, each answers 402 when probed; routeTemplate marks the example as standing for every slug) and at the OpenAPI document. It repeats no prices: the 402 response is the authority on payment terms.
Payment flow (standard x402 v2, handled automatically by any x402 client):
The client sends a GET request.
The server replies
402 Payment Requiredwith a base64PAYMENT-REQUIREDheader (price, network, asset, payTo).The client signs an EIP-3009 USDC authorization for exactly those terms and retries with a
PAYMENT-SIGNATUREheader.The server verifies it with the facilitator, returns the JSON, and settles on-chain. The receipt arrives in the
PAYMENT-RESPONSEheader.
๐ค Use it from an agent
TypeScript (@x402/fetch)
import { x402Client, wrapFetchWithPayment } from "@x402/fetch";
import { ExactEvmScheme } from "@x402/evm/exact/client";
import { privateKeyToAccount } from "viem/accounts";
const client = new x402Client();
client.setSpendControls({ maxAmountPerPayment: "$0.05" });
client.register("eip155:*", new ExactEvmScheme(privateKeyToAccount(process.env.EVM_PRIVATE_KEY)));
const fetchWithPayment = wrapFetchWithPayment(fetch, client);
const res = await fetchWithPayment("https://underindex-api.onrender.com/api/subculture?name=opium");
console.log(await res.json());Claude Desktop, Claude Code and other MCP clients: mcp/ packages the API as an MCP server with three tools: list_subcultures and get_sample_record are free, get_subculture pays $0.01 per record from a wallet key you provide, with a hard per-call cap.
Coinbase AgentKit: the built-in make_http_request_with_x402 action works against this endpoint as is.
System prompt snippet
"For any question about a niche fashion subculture, ground your answer in UnderIndex. First GET https://underindex-api.onrender.com/api/catalog (free) to find the slug. Then GET /api/subculture?name={slug} with your x402-enabled HTTP tool. Treat the returned KeyBrands, Years and Notes as authoritative and follow any WARNING in Notes."
๐ Self-hosting
npm install
cp .env.example .env # fill in values
npm start
npm test # dataset unit tests (no network)Variable | Required | Notes |
| yes | Airtable personal access token (read-only scope is enough) |
| no | Defaults to the UnderIndex base |
| no |
|
| for | From portal.cdp.coinbase.com; used by the CDP facilitator |
| no | Receiving address |
| no | Default |
| no | Lets RapidAPI marketplace traffic skip x402 |
| no | Airtable snapshot refresh interval, default 10 minutes |
| no | Free records per client per day at |
Data is loaded from Airtable at startup and refreshed in the background. Requests are served from memory, so traffic never reaches Airtable's rate limits.
Stack
Data: Airtable (snapshotted in memory)
Server: Node.js 20+, Express,
@x402/express(hosted on Render)Payments: x402 v2, USDC on Base, CDP facilitator
This server cannot be deployed
Maintenance
Related MCP Connectors
Official public-data caches sold per pull via x402/USDC on Base.
Kindle niche intelligence (demand/competition/BSR/revenue) gated by x402 USDC on Base.
Pay-per-call crypto signals, token verdicts, flows & briefs. x402 USDC on Base. Signal-only.
32 paid x402 endpoints for crypto, Zora & on-chain analysis. 10 MCP tools. USDC on Base.
Related MCP Servers
- AlicenseAqualityDmaintenancePay-per-call x402 data products on Base mainnet โ sanctions screening, aviation weather, mortgage rates, US property dossier, title chain, wallet balance, and agent session auth. Every call settles in USDC with an on-chain receipt, no accounts or API keys.750 npmMIT
- FlicenseNot gradedqualityDmaintenancePsychosynth is an agent-native, on-chain psychometric data marketplace. It delivers high-variance, human-curated personality profiles and profile-conditioned behavioral responses to autonomous systems. Settle transactions query-by-query in USDC on Base using the x402 micro-payment protocolโcompletely free of human intermediaries.-
- AlicenseNot gradedqualityCmaintenanceNFT collection floor price, volume, holders, rarity data for Ethereum and Base via Alchemy. Pay-per-call via x402 (USDC on Base L2) without API key or signup.MIT
- AlicenseAqualityBmaintenanceI built this local stdio MCP adapter to discover, preview, and purchase live agent data APIs, including vendor risk, company intelligence, transaction preflight, and EVM reads. Free discovery and previews require no wallet. Optional paid calls settle in Base USDC through x402 v2; auto-pay is disabled by default.248 npmMIT