# GSE Market Data — Ghana Stock Exchange API (`malmon/gse-market-data`) Actor The only programmatic source for Ghana Stock Exchange (GSE) data — quotes, indices, 10-day price history, company fundamentals, and official announcements for all ~40 listed equities. Prices in GHS. The data always has a delay (no real-time) - **URL**: https://apify.com/malmon/gse-market-data.md - **Developed by:** [Simon M](https://apify.com/malmon) (community) - **Categories:** Agents, News, Other - **Stats:** 2 total users, 1 monthly users, 50.0% runs succeeded, NaN bookmarks - **User rating**: No ratings yet ## Pricing from $0.25 / quotes snapshot This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events. Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event ## What's an Apify Actor? Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases. In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours, and optionally produces a well-defined JSON output, datasets with results, or files in key-value store. In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server. Actors are written with capital "A". ## How to integrate an Actor? If asked about integration, you help developers integrate Actors into their projects. You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready. The best way to integrate Actors is as follows. In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md): ```bash npm install apify-client ``` In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md): ```bash pip install apify-client ``` In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md): ````bash # MacOS / Linux curl -fsSL https://apify.com/install-cli.sh | bash # Windows irm https://apify.com/install-cli.ps1 | iex ```bash In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md). If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md). For usage examples, see the [API](#api) section below. For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt). # README ## GSE Market Data — Ghana Stock Exchange API Fetch delayed equity quotes, index values, 10-day price history, company fundamentals, and official announcements for all securities listed on the **Ghana Stock Exchange (GSE)** in Accra. ### What is the GSE? The Ghana Stock Exchange is Ghana's national stock exchange and the principal exchange in West Africa. Key facts: - ~38 listed equities (ordinary shares, preference shares, ETFs) - Trading hours: Monday–Friday, 09:30–15:00 GMT - Prices in **GHS (Ghana Cedi)** - Two benchmark indices: **GSE Composite Index (GSE-CI)** and **GSE Financial Stocks Index (GSE-FSI)** - Settlement: T+3 basis via Bank of Ghana's Central Securities Depositary Notable listed companies include GCB Bank, MTN Ghana (MTNGH), Ecobank Ghana (EGH), Standard Chartered Ghana (SCB), AngloGold Ashanti (AGA/AADS), and TotalEnergies Ghana (TOTAL). ### Modes | Mode | Description | Source | |------|-------------|--------| | `quotes` | Latest price, change, and volume for all listed equities | kwayisi.org API | | `indices` | GSE Composite Index (GSE-CI) value, change, and date | afx.kwayisi.org | | `historical` | Daily close prices for the last ~10 trading days per ticker | afx.kwayisi.org | | `company` | Market cap, shares outstanding, EPS/DPS, sector, contact info | kwayisi.org API | | `announcements` | Official GSE news and corporate announcements with dates | gse.com.gh RSS | ### Input | Field | Type | Default | Description | |-------|------|---------|-------------| | `mode` | string | `"quotes"` | Data mode: `quotes`, `indices`, `historical`, `company`, or `announcements` | | `tickers` | string[] | (all) | Optional list of GSE ticker symbols to filter, e.g. `["GCB", "MTNGH", "EGH"]`. Not used in `indices` mode. | | `maxItems` | integer | 1000 | Maximum output records. Most useful for `announcements` and `historical` modes. | ### Output Examples #### quotes ```json { "ticker": "GCB", "name": "GCB Bank Limited", "isin": null, "sector": "Financials", "currency": "GHS", "price": 36.0, "change": 0.0, "change_pct": 0.0, "volume": null, "source": "kwayisi.org", "fetched_at": "2026-05-28T19:15:15.121Z" } ```` #### indices ```json { "code": "GSE-CI", "name": "GSE Composite Index", "value": 14379.41, "change": 0.0, "change_pct": 0.0, "trading_date": "2026-05-28", "source": "afx.kwayisi.org", "fetched_at": "2026-05-28T19:15:32.437Z" } ``` > **Note:** Only GSE-CI is currently machine-readable from the data source. GSE-FSI values are not published in a parseable format. #### historical ```json { "ticker": "GCB", "date": "2026-05-26", "close": 36.0, "volume": 14893, "change": null, "change_pct": null, "source": "afx.kwayisi.org", "fetched_at": "2026-05-28T19:16:00.000Z" } ``` > **Historical data limitation:** Only the last ~10 trading days are available per ticker. There is no date selector and no way to query older data from the source. The historical data provides **close price and volume only** — open, high, and low are not available and are not fabricated. #### company ```json { "ticker": "GCB", "name": "GCB Bank Limited", "isin": null, "sector": "Financials", "industry": "Banking", "market_cap_ghs": 9540000000, "shares_outstanding": 265000000, "eps": null, "dps": null, "price": 36.0, "website": "www.gcbbank.com.gh", "email": "corporateaffairs@gcb.com.gh", "address": "GCB Building, Thorpe Road/High Street, PO Box GP 134, Accra, Ghana", "source": "kwayisi.org", "fetched_at": "2026-05-28T19:15:44.820Z" } ``` #### announcements ```json { "ticker": null, "title": "PR-470 LISTING OF FIRST ATLANTIC BANK PLC", "published_at": "2025-12-16", "url": "https://gse.com.gh/pr-470-listing-of-first-atlantic-bank-plc/", "summary": "PR 470 LISTING OF FIRST...", "source": "gse.com.gh", "fetched_at": "2026-05-28T19:15:51.862Z" } ``` ### Why Use GSE Market Data? - **Fintech apps**: display live GHS stock prices for diaspora remittance and investment platforms - **Academic research**: West African capital markets data for economics and finance studies - **BI tools**: feed dashboards with GSE equity performance data - **Portfolio tracking**: monitor GCB Bank, MTN Ghana, Ecobank, AngloGold Ashanti, and more ### Scheduling (Daily EOD) Recommended cron to pull end-of-day data: ``` 0 16 * * 1-5 ``` (Runs Monday–Friday at 16:00 UTC, one hour after market close) ### Pricing This actor uses pay-per-event pricing. | Event | Price | When charged | |-------|-------|--------------| | `apify-actor-start` | $0.00005 | Auto-charged by Apify on each run | | `quotes-snapshot` | $0.25 | Once per unfiltered `quotes` run (all equities) | | `quote-filtered` | $0.05 | Per ticker in a filtered `quotes` run | | `index-snapshot` | $0.10 | Once per `indices` run | | `historical-row` | $0.01 | Per daily row in `historical` mode | | `company-record` | $0.10 | Per company in `company` mode | | `announcement` | $0.01 | Per announcement in `announcements` mode | **Cost examples:** - Daily EOD quotes snapshot (all tickers): $0.25 - 5 specific tickers, filtered: $0.25 (5 × $0.05) - 1 ticker, 10 days of history: $0.10 (10 × $0.01) - All 38 company records: $3.80 (38 × $0.10) - 50 announcements: $0.50 (50 × $0.01) ### API Usage #### JavaScript / Node.js ```javascript import { ApifyClient } from 'apify-client'; const client = new ApifyClient({ token: 'YOUR_API_TOKEN' }); const run = await client.actor('simon_maltzen/gse-market-data').call({ mode: 'quotes', }); const { items } = await client.dataset(run.defaultDatasetId).listItems(); console.log(items); ``` #### Python ```python from apify_client import ApifyClient client = ApifyClient('YOUR_API_TOKEN') run = client.actor('simon_maltzen/gse-market-data').call(run_input={'mode': 'quotes'}) items = client.dataset(run['defaultDatasetId']).list_items().items ``` #### curl ```bash curl -X POST \ 'https://api.apify.com/v2/acts/simon_maltzen~gse-market-data/runs?token=YOUR_TOKEN' \ -H 'Content-Type: application/json' \ -d '{"mode":"quotes"}' ``` ### For AI Agents This actor is available via the Apify MCP server. Add it to your Claude or OpenAI assistant to enable live GSE market data queries. ### FAQ **What is the data latency?** The kwayisi.org API is updated during market hours. Exact latency is not specified by the provider. Treat data as delayed (not real-time). **How far back does historical data go?** Only the last ~10 trading days per ticker are available. There is no historical archive and no date selector. This limitation cannot be worked around — it is a constraint of the data source. **Are ISINs available?** ISINs are not published by the GSE API. The `isin` field will always be `null`. **What currency are prices in?** All prices are in **GHS (Ghana Cedi)**. **Is GSE-FSI available?** Only GSE-CI is published in a machine-readable format. GSE-FSI is mentioned on the page but no numerical value is exposed. **Does the actor support real-time data?** No. The exchange data is delayed. Real-time feeds are not available from any free public source. # Actor input Schema ## `mode` (type: `string`): Which type of market data to fetch. ## `tickers` (type: `array`): Leave empty to fetch all 40 listed equities. Enter GSE ticker symbols to filter, e.g. GCB, MTNGH, EGH. Not used in 'indices' mode. ## `maxItems` (type: `integer`): Hard cap on output records. Primarily useful for announcements and historical modes. ## Actor input object example ```json { "mode": "quotes", "tickers": [ "GCB", "MTNGH", "EGH" ], "maxItems": 1000 } ``` # Actor output Schema ## `dataset` (type: `string`): No description # API You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup. ## JavaScript example ```javascript import { ApifyClient } from 'apify-client'; // Initialize the ApifyClient with your Apify API token // Replace the '' with your token const client = new ApifyClient({ token: '', }); // Prepare Actor input const input = { "tickers": [ "GCB", "MTNGH", "EGH" ] }; // Run the Actor and wait for it to finish const run = await client.actor("malmon/gse-market-data").call(input); // Fetch and print Actor results from the run's dataset (if any) console.log('Results from dataset'); console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`); const { items } = await client.dataset(run.defaultDatasetId).listItems(); items.forEach((item) => { console.dir(item); }); // 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs ``` ## Python example ```python from apify_client import ApifyClient # Initialize the ApifyClient with your Apify API token # Replace '' with your token. client = ApifyClient("") # Prepare the Actor input run_input = { "tickers": [ "GCB", "MTNGH", "EGH", ] } # Run the Actor and wait for it to finish run = client.actor("malmon/gse-market-data").call(run_input=run_input) # Fetch and print Actor results from the run's dataset (if there are any) print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"]) for item in client.dataset(run["defaultDatasetId"]).iterate_items(): print(item) # 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start ``` ## CLI example ```bash echo '{ "tickers": [ "GCB", "MTNGH", "EGH" ] }' | apify call malmon/gse-market-data --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=malmon/gse-market-data", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "GSE Market Data — Ghana Stock Exchange API", "description": "The only programmatic source for Ghana Stock Exchange (GSE) data — quotes, indices, 10-day price history, company fundamentals, and official announcements for all ~40 listed equities. Prices in GHS. The data always has a delay (no real-time)", "version": "1.1", "x-build-id": "Nnt1px0SGFMD26LVy" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/malmon~gse-market-data/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-malmon-gse-market-data", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/malmon~gse-market-data/runs": { "post": { "operationId": "runs-sync-malmon-gse-market-data", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK", "content": { "application/json": { "schema": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/malmon~gse-market-data/run-sync": { "post": { "operationId": "run-sync-malmon-gse-market-data", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } } }, "components": { "schemas": { "inputSchema": { "type": "object", "required": [ "mode" ], "properties": { "mode": { "title": "Data mode", "enum": [ "quotes", "indices", "historical", "company", "announcements" ], "type": "string", "description": "Which type of market data to fetch.", "default": "quotes" }, "tickers": { "title": "Tickers (optional filter)", "type": "array", "description": "Leave empty to fetch all 40 listed equities. Enter GSE ticker symbols to filter, e.g. GCB, MTNGH, EGH. Not used in 'indices' mode.", "items": { "type": "string" } }, "maxItems": { "title": "Max items", "minimum": 1, "maximum": 10000, "type": "integer", "description": "Hard cap on output records. Primarily useful for announcements and historical modes.", "default": 1000 } } }, "runsResponseSchema": { "type": "object", "properties": { "data": { "type": "object", "properties": { "id": { "type": "string" }, "actId": { "type": "string" }, "userId": { "type": "string" }, "startedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "finishedAt": { "type": "string", "format": "date-time", "example": "2025-01-08T00:00:00.000Z" }, "status": { "type": "string", "example": "READY" }, "meta": { "type": "object", "properties": { "origin": { "type": "string", "example": "API" }, "userAgent": { "type": "string" } } }, "stats": { "type": "object", "properties": { "inputBodyLen": { "type": "integer", "example": 2000 }, "rebootCount": { "type": "integer", "example": 0 }, "restartCount": { "type": "integer", "example": 0 }, "resurrectCount": { "type": "integer", "example": 0 }, "computeUnits": { "type": "integer", "example": 0 } } }, "options": { "type": "object", "properties": { "build": { "type": "string", "example": "latest" }, "timeoutSecs": { "type": "integer", "example": 300 }, "memoryMbytes": { "type": "integer", "example": 1024 }, "diskMbytes": { "type": "integer", "example": 2048 } } }, "buildId": { "type": "string" }, "defaultKeyValueStoreId": { "type": "string" }, "defaultDatasetId": { "type": "string" }, "defaultRequestQueueId": { "type": "string" }, "buildNumber": { "type": "string", "example": "1.0.0" }, "containerUrl": { "type": "string" }, "usage": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "integer", "example": 1 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } }, "usageTotalUsd": { "type": "number", "example": 0.00005 }, "usageUsd": { "type": "object", "properties": { "ACTOR_COMPUTE_UNITS": { "type": "integer", "example": 0 }, "DATASET_READS": { "type": "integer", "example": 0 }, "DATASET_WRITES": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_READS": { "type": "integer", "example": 0 }, "KEY_VALUE_STORE_WRITES": { "type": "number", "example": 0.00005 }, "KEY_VALUE_STORE_LISTS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_READS": { "type": "integer", "example": 0 }, "REQUEST_QUEUE_WRITES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_INTERNAL_GBYTES": { "type": "integer", "example": 0 }, "DATA_TRANSFER_EXTERNAL_GBYTES": { "type": "integer", "example": 0 }, "PROXY_RESIDENTIAL_TRANSFER_GBYTES": { "type": "integer", "example": 0 }, "PROXY_SERPS": { "type": "integer", "example": 0 } } } } } } } } } } ```