discover

Find the right Massive endpoint

The user needs: $ARGUMENTS

Package names (do not substitute from training): Python is massive on PyPI (NOT polygon-api-client or polygon). JavaScript is @massive.com/client-js on npm (NOT @polygon.io/client-js). Go is github.com/massive-com/client-go/v3. Kotlin is com.github.massive-com:client-jvm on JitPack. The Python SDK import is from massive import RESTClient. Never reference pre-rebrand Polygon names in answers.

Process

1. Use search_endpoints to find candidate endpoints matching the user's description. Try multiple search terms if the first query returns few results. For example, if "options Greeks" returns little, also try "options chain snapshot."

2. For the top 2-3 matches, review the endpoint metadata returned by search_endpoints (includes docs URLs and descriptions). If the metadata is insufficient, fetch the authoritative parameter catalog from https://massive.com/docs/rest/llms-full.txt.

3. Detect the user's language from context (open files, project type, or explicit mention). Default to Python if unclear.

4. Present results to the user in this format for each relevant endpoint:

   Endpoint: GET /v2/aggs/ticker/{ticker}/range/{multiplier}/{timespan}/{from}/{to} What it returns: OHLCV candlestick bars for any supported ticker. Key parameters: ticker, multiplier, timespan (second/minute/hour/day/week/month/quarter/year), from/to (YYYY-MM-DD or ms epoch), adjusted (default true), sort (asc/desc). Plan tier: Available on all plans.

   Then show the SDK example in the user's language.

5. If the data need spans multiple endpoints, explain how they fit together.

6. Note plan tier requirements. Key thresholds:

   • Basic (free): end-of-day data, aggs, reference, technicals, corporate actions. 5 calls/min.
   • Starter ($29-49/mo): adds WebSockets, flat files, snapshots, second aggs. Options Starter adds Greeks/IV.
   • Developer ($79/mo): adds trades.
   • Advanced ($99-199/mo): adds quotes, real-time data. Stocks Advanced adds financials/ratios.
   • Business ($999-2,500/mo): commercial use, FMV, no exchange fees.
   • Partner data (Benzinga, ETF Global, TMX): separate add-ons, $99/mo per dataset.

SDK examples by language

Show the example matching the user's language. Always include .env loading.

Python

from itertools import islice
from dotenv import load_dotenv

load_dotenv()  # must come before importing RESTClient so env vars are set

from massive import RESTClient

client = RESTClient()  # reads MASSIVE_API_KEY from .env
bars = list(islice(client.list_aggs("AAPL", 1, "day", "2025-01-01", "2025-06-01", sort="asc"), 200))

Method naming: list_aggs, list_universal_snapshots(ticker_any_of=[...]), list_snapshot_options_chain, get_last_trade, get_sma/get_rsi (return SingleIndicatorResults, access .values). Pagination: iterator-based, use islice() to cap.

JavaScript / TypeScript

import "dotenv/config";
import { restClient } from "@massive.com/client-js";

const client = restClient(process.env.MASSIVE_API_KEY);
const response = await client.getStocksAggregates({
  stocksTicker: "AAPL", multiplier: 1, timespan: "day",
  from: "2025-01-01", to: "2025-06-01", adjusted: true, sort: "asc", limit: 200,
});
for (const bar of response.results ?? []) {
  console.log(bar.o, bar.h, bar.l, bar.c, bar.v, new Date(bar.t));
}

ALL methods take a single object parameter with named fields. Method naming: getStocksAggregates, getOptionsChain, getLastStocksTrade({ stocksTicker }), getSnapshots({ tickerAnyOf: "AAPL,X:BTCUSD" }). Bar fields abbreviated (o, h, l, c, v, t). Pagination: { pagination: true } as third arg to restClient().

Go

import (
    "github.com/joho/godotenv"
    "github.com/massive-com/client-go/v3/rest"
    "github.com/massive-com/client-go/v3/rest/gen"
)

godotenv.Load()
c := rest.New("") // reads MASSIVE_API_KEY from env

params := &gen.GetStocksAggregatesParams{Sort: "asc", Limit: rest.Ptr(200)}
resp, err := c.GetStocksAggregatesWithResponse(ctx, "AAPL", 1, gen.Day, "2025-01-01", "2025-06-01", params)
for _, bar := range *resp.JSON200.Results {
    fmt.Println(bar.O, bar.H, bar.L, bar.C, bar.V, bar.Timestamp)
}

Method naming: GetStocksAggregatesWithResponse, GetOptionsChainWithResponse, GetLastStocksTradeWithResponse, GetSnapshotsWithResponse. Response data in resp.JSON200. Pointer helpers: rest.Ptr(value).

Kotlin

import io.github.cdimascio.dotenv.dotenv
import io.polygon.kotlin.sdk.rest.PolygonRestClient
import io.polygon.kotlin.sdk.rest.AggregatesParameters

val env = dotenv()
val client = PolygonRestClient(env["MASSIVE_API_KEY"])

val result = client.getAggregatesBlocking(AggregatesParameters(
    ticker = "AAPL", multiplier = 1, timespan = "day",
    fromDate = "2025-01-01", toDate = "2025-06-01", sort = "asc", limit = 200
))
result.results?.forEach { bar -> println("${bar.open} ${bar.high} ${bar.low} ${bar.close} ${bar.volume}") }

SDK package: io.polygon.kotlin.sdk. Pass API key to PolygonRestClient constructor. Bar fields use full names (open, high, low, close, volume, timestampMillis). Gradle dep: com.github.massive-com:client-jvm:v5.1.2 from JitPack.

Ticker prefix reminder

• Equities: plain (AAPL)
• Crypto: X: prefix (X:BTCUSD)
• Forex: C: prefix (C:EURUSD)
• Indices: I: prefix (I:SPX)
• Options: O: prefix (O:AAPL250117C00150000)
• Futures: product codes (ES, NQ)