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Practical writing on AI coding guardrails — spec-driven development, agentic PR reviews, policy-as-code, observability, and product changelog updates from the Zenable team.

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Even smarter PR reviews

PR reviews now provide contextual awareness across entire repositories, retrieving relevant code context without storing or training on your code.

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Only the best for our MCP Server

Upgraded MCP server to use Anthropic's Opus and Sonnet 4 models throughout for enhanced AI-assisted coding features.

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Improved file selection for PR reviews

Configure both inclusion and exclusion criteria for PR reviews -- skip compiled code, generated files, and lock files while focusing on what matters.

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Zenable loves Gemini CLI

First-class support for Gemini CLI within the Zenable MCP server with a managed installation process and comprehensive documentation.

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One tool to rule them all

Unified access to all features through a single MCP tool call, maintaining 100% of capabilities with a token-based system.

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Getting started has never been easier

Streamlined onboarding -- install the GitHub App, configure the MCP server, or subscribe to a plan and get access to all integrations immediately.

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Got tricky Policy as Code? No problem

Increased generated conformance tests limit to 10KB per policy -- enforce complex rules deterministically through code without manual effort.

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Spec-Driven Development

Automatically create Conformance Tests for your projects and instantly integrate them into the MCP server and PR Review bot -- deterministic, no LLM hallucination.

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Upgraded PR Reviews

Upgraded to Claude 4 for PR reviews, delivering improved contextual analysis that identifies security, functional, and business logic issues.

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GitHub App Configuration File

The GitHub App can now be set up using a configuration file to skip reviews of lock files, binaries, release branches, and Dependabot PRs.

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Cursor Support

Zenable now supports integration directly into Cursor -- see our documentation for setup instructions.

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Windsurf Support

Zenable now integrates directly into Windsurf -- see our documentation for setup instructions.

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