diff --git a/sources/academy/platform/actorization_playbook.mdx b/sources/academy/platform/actorization_playbook.mdx
index d846c380f..d02abb1a6 100644
--- a/sources/academy/platform/actorization_playbook.mdx
+++ b/sources/academy/platform/actorization_playbook.mdx
@@ -52,7 +52,7 @@ You can Actorize various projects ranging from open-source libraries, throughout
 | Crawl4AI | Open source library | [https://github.com/unclecode/crawl4ai](https://github.com/unclecode/crawl4ai) | [https://apify.com/janbuchar/crawl4ai](https://apify.com/janbuchar/crawl4ai) |
 | Docling | Open source library | [https://github.com/docling-project/docling](https://github.com/docling-project/docling) | https://apify.com/vancura/docling/source-code |
 | Playwright MCP | Open source MCP server | [https://github.com/microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) | [https://apify.com/jiri.spilka/playwright-mcp-server](https://apify.com/jiri.spilka/playwright-mcp-server) |
-| Browserbase MCP | SaaS MCP server | [https://www.browserbase.com/](https://www.browserbase.com/) | [https://apify.com/jakub.kopecky/browserbase-mcp-server](https://apify.com/jakub.kopecky/browserbase-mcp-server) |
+| Browserbase MCP | SaaS MCP server | [https://www.browserbase.com/](https://www.browserbase.com/) | [https://apify.com/mcp-servers/browserbase-mcp-server](https://apify.com/mcp-servers/browserbase-mcp-server) |
 
 ### What projects are suitable for Actorization
 
diff --git a/sources/platform/integrations/ai/mastra.md b/sources/platform/integrations/ai/mastra.md
index e042feac2..37e8a36ed 100644
--- a/sources/platform/integrations/ai/mastra.md
+++ b/sources/platform/integrations/ai/mastra.md
@@ -22,7 +22,7 @@ Check out the [Mastra docs](https://mastra.ai/docs) for more information.
 
 ## What is MCP server
 
-A [Model Context Protocol](https://modelcontextprotocol.io) (MCP) server exposes specific data sources or tools to agents via a standardized protocol. It acts as a bridge, connecting large language models (LLMs) to external systems like databases, APIs, or local filesystems. Built on a client-server architecture, MCP servers enable secure, real-time interaction, allowing agents to fetch context or execute actions without custom integrations. Think of it as a modular plugin system for agents, simplifying how they access and process data. Apify provides [Actors MCP Server](https://apify.com/apify/actors-mcp-server) to expose [Apify Actors](https://docs.apify.com/platform/actors) from the [Apify Store](https://apify.com/store) as tools via the MCP protocol.
+A [Model Context Protocol](https://modelcontextprotocol.io) (MCP) server exposes specific data sources or tools to agents via a standardized protocol. It acts as a bridge, connecting large language models (LLMs) to external systems like databases, APIs, or local filesystems. Built on a client-server architecture, MCP servers enable secure, real-time interaction, allowing agents to fetch context or execute actions without custom integrations. Think of it as a modular plugin system for agents, simplifying how they access and process data. Apify provides [Actors MCP Server](https://mcp.apify.com/) to expose [Apify Actors](https://docs.apify.com/platform/actors) from the [Apify Store](https://apify.com/store) as tools via the MCP protocol.
 
 ## How to use Apify with Mastra via MCP
 
diff --git a/sources/platform/integrations/workflows-and-notifications/n8n/website-content-crawler.md b/sources/platform/integrations/workflows-and-notifications/n8n/website-content-crawler.md
index 5ab321788..4b79fc7fc 100644
--- a/sources/platform/integrations/workflows-and-notifications/n8n/website-content-crawler.md
+++ b/sources/platform/integrations/workflows-and-notifications/n8n/website-content-crawler.md
@@ -16,7 +16,7 @@ To use these modules, you need an [API token](https://docs.apify.com/platform/in
 Before you begin, make sure you have:
 
 - An [Apify account](https://console.apify.com/)
-- An [n8n instance](https://docs.n8n.io/getting-started/) (self‑hosted or cloud)
+- An [n8n instance](https://docs.n8n.io/learning-path/) (self‑hosted or cloud)
 
 ## n8n Cloud setup