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SpecLeft
Python intent tracing MCP: map specs to pytest tests, monitor implementation progress, offline-only.
Developer Tools
v0.4.0
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Best MCP Servers for DevOps: GitHub, Docker, Cloudflare
MCPFind indexes 3,141 devtools MCP servers and 164 cloud servers, making DevOps one of the richest categories in the directory. We analyzed both to surface the strongest options for CI/CD automation, container management, and cloud infrastructure operations.
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How to Set Up MCP Servers in JetBrains IDEs (2026 Guide)
JetBrains IDEs added MCP support through their AI Assistant plugin, giving IntelliJ IDEA, WebStorm, PyCharm, and GoLand users access to the same MCP server ecosystem as Cursor and VS Code. This guide covers how to configure MCP in JetBrains, which devtools servers work well, and how the experience compares to other MCP-enabled IDEs.
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How to Deploy an MCP Server with Docker
Most MCP servers fail in production because they depend on local system state that Docker eliminates. This guide shows how to write Dockerfiles for Node.js and Python MCP servers, expose the right ports, and push to a container registry for reliable remote deployment.
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