The infrastructure platform for Model Context Protocol. Karada auto-compiles APIs into MCP servers, keeps tools in sync with CI/CD on every deploy, bolts on composable middleware, and publishes to a registry so the same tools work across Cursor, Claude Code, Windsurf and agent fleets.
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Turn an OpenAPI spec into a hosted MCP server instead of hand-writing tool definitions.
Regenerate and redeploy MCP tools as part of CI/CD whenever the API changes.
Compose auth, rate limiting or logging around tool calls.
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Guides and comparisons about code tools
Eleven recent projects that turn the Model Context Protocol from a neat demo into deployable infrastructure: registries, compiled servers, and gateways.
Nine tools for supervising coding agents: phone alerts when an agent blocks, review inboxes, menu-bar contacts, shared scratchpads and team boards.
Nine tools that constrain what an agent can produce and reach: slop-detecting lint rules, declared sandbox tiers, cheaper crawling and signed messaging.
Twenty-five coding tools sorted by what they do: autocomplete, codebase comprehension, testing, or self-hostable models, from CodeGeeX to Codestral.
Coding agents increased output but not shipped software. The gap is verification, context and drift. Here is what converts agent output into working systems.