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Documentation

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FOR AI AGENTS

MCP Serverllms.txtTool manifestOpenAPI SpecAgent workflow examples
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OVERVIEW

OverviewQuick startAuthenticationSource policyData gradesData lineageMarket coverage

DATA APIS

Institutional flowSecurities lendingInsider & director holdingsOwnership distributionInstitutional flow (market aggregate)Enhanced margin & shortDay-trading suspensionMargin & shortTotal margin & shortChip flows

GUIDES

How to get the 3 financial statementsHow to read institutional flowsHow to check market statusHow to wire a strategy / AI agent

SDKS

Release statusPython SDKJavaScript / TypeScript SDK

Building an AI agent? Start with /llms.txt for the full site index.

Capital Flows

Securities lending

Daily securities-lending balances per listed stock from the official TWSE securities-lending report — lent shares and outstanding balance.

VerifiedSource: TWSE·Plan: starter·Cost: 2 credits·GET /v2/datasets/chip-deep-securities-lending-daily

Overview

securities-lending returns one row per stock per trading day with the securities-lending volume and outstanding balance from the official TWSE report. Each row carries its source role so a balance is traceable to the official report rather than taken on trust.

FieldTypeDescription
symbolstringTicker.
datestringTrading date.
lending_volumenumberShares lent on the day.
lending_balancenumberOutstanding securities-lending balance (shares).
source_rolestringCanonical source role (official_twse_securities_lending).

Coverage

Rows3,514,626
Window2007-01-02 – 2026-07-17
GradeVerified

Example response

TODO — no real response has been captured for this dataset yet. It needs an entitled API key, or its required parameters are not yet known. Rather than show an example nobody has observed, this section stays empty.

Getting started

  1. Put your key in the X-API-Key header.
  2. Add query parameters (symbol, date range, limit).
  3. Send the request and read the returned payload.
curl "https://api.twmarketdata.com/v2/datasets/chip-deep-securities-lending-daily?symbol=2330&start_date=2026-06-01&end_date=2026-07-17" \  -H "X-API-Key: sk_live_..."

Filtering

ParameterRequiredTypeDescription
symbolYesstringTicker, e.g. 2330.
start_dateNostring (YYYY-MM-DD)Start of the query range.
end_dateNostring (YYYY-MM-DD)End of the query range.
limitNointegerMaximum rows to return.

Python

A first call:

import requests resp = requests.get(    "https://api.twmarketdata.com/v2/datasets/chip-deep-securities-lending-daily",    params={"symbol": "2330"},    headers={"X-API-Key": "sk_live_..."},)resp.raise_for_status()print(resp.json())

With a date-range filter:

import requests # The full verified example — the same call with every supported filter set.resp = requests.get(    "https://api.twmarketdata.com/v2/datasets/chip-deep-securities-lending-daily",    params={"symbol": "2330", "start_date": "2026-06-01", "end_date": "2026-07-17"},    headers={"X-API-Key": "sk_live_..."},)resp.raise_for_status()print(resp.json())

OpenAPI

This endpoint is GET /v2/datasets/chip-deep-securities-lending-daily. The full machine-readable schema (parameters, security, response envelope) lives in the OpenAPI spec.

Notes & limitations

  • The lending balance is the outstanding position, not the same as the short-sale balance in margin-short — the two are distinct mechanisms and should not be summed.

Request & Response

Request

curl "https://api.twmarketdata.com/v2/datasets/chip-deep-securities-lending-daily?symbol=2330&start_date=2026-01-01&end_date=2026-06-30" \  -H "X-API-Key: $TWMD_API_KEY"

Authenticate with the X-API-Key header, using a sk_live_ key issued in the dashboard.

Response

TODO — no response has been captured for this dataset yet (it needs an entitled key, or its required parameters are not yet known). No example is shown rather than an invented one.

The grade badge on this page is a documentation classification, not a response field.