--- title: "mabl's Cloud MCP Server: 80 Tools, One URL, and Why the Intelligence Behind Them Matters" url: https://daily.dev/posts/mabl-s-cloud-mcp-server-80-tools-one-url-and-why-the-intelligence-behind-them-matters-jir7ebdcp source_url: https://www.mabl.com/blog/mabls-cloud-mcp-server-35-tools-one-url-the-intelligence-behind-them type: article source: "Mabl Engineering Blog" published: 2026-07-28T16:05:14.755Z updated: 2026-07-28T16:39:24.894Z tags: ["testing", "ai-agents", "mcp"] reading_time: 5 upvotes: 1 comments: 1 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # mabl's Cloud MCP Server: 80 Tools, One URL, and Why the Intelligence Behind Them Matters **[Mabl Engineering Blog](https://daily.dev/sources/mabl)** · 5 min read · 1 upvotes · 1 comments ## Summary Mabl has launched a cloud-hosted MCP server exposing around 80 tools that cover the full software testing lifecycle from a single URL. Unlike typical MCP integrations that simply wrap REST API calls, mabl's tools embed intelligence directly — failure analysis runs a multi-step pipeline cross-referencing historical test data, retry patterns, and flakiness signals rather than returning raw output for an LLM to interpret. The server supports API key authentication for agent-to-agent and CI/CD workflows (removing the OAuth-only blocker), is always up-to-date because it's cloud-hosted, and integrates with Claude Code, Cursor, VS Code with Copilot, and Atlassian Rovo. Tools are composable, enabling custom workflows spanning deployment monitoring, failure triage, test creation, and Jira ticket filing without context switching. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Community discussion Top comments from developers on daily.dev. **@rizzdev** · 0 upvotes > Installed a pile of MCP servers and about half of them burned context and gave back nothing I used. Eighty tool definitions load on every request whether or not one gets called. ## Similar posts on daily.dev - [Building agents that reach production systems with MCP](https://daily.dev/posts/building-agents-that-reach-production-systems-with-mcp-zz2sr0sr5) · Claude · 3 upvotes · 0 comments - [10 MCP servers for devops](https://daily.dev/posts/10-mcp-servers-for-devops-7az0pjz6n) · InfoWorld · 1 upvotes · 0 comments - [Cloud MCP: Give Your AI Assistant Access to Your Test Runs](https://daily.dev/posts/cloud-mcp-give-your-ai-assistant-access-to-your-test-runs-ariwbbaqw) · cypress · 2 upvotes · 1 comments - [10 Interesting MCP Statistics](https://daily.dev/posts/10-interesting-mcp-statistics-wxppqen4j) · Nordic APIs · 0 upvotes · 0 comments - [Add MCP Servers to Claude Code with MCP Toolkit](https://daily.dev/posts/add-mcp-servers-to-claude-code-with-mcp-toolkit-uux9rigsg) · Docker · 1 upvotes · 1 comments --- Tags: [#testing](https://daily.dev/tags/testing), [#ai-agents](https://daily.dev/tags/ai-agents), [#mcp](https://daily.dev/tags/mcp) [View this post on daily.dev](https://daily.dev/posts/mabl-s-cloud-mcp-server-80-tools-one-url-and-why-the-intelligence-behind-them-matters-jir7ebdcp)